warning: commands will be executed using /bin/sh job 5728 at Wed Jul 29 00:04:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150318/YutaMouse32-150318 ElecNo 5 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 8.69 and 13.03 GB of RAM. Memory request: 4.34 GB would take us to total of 4.34 GB. ---------------------------------------------------------- Loaded 2330695 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.45 GB would take us to total of 5.79 GB. ------ Running on subset of 776898 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 6 (77 points): Lose 74.673481 but Gain 3363.639958 Iteration 0F (71.830000 sec): 19 clusters Score: Raw -114942845.359527 + Penalty 60545.519243 = -114882299.840283 nChanged 736394 Deleting Class 15 (162 points): Lose 1103.763653 but Gain 3363.639958 Iteration 1F (99.800000 sec): 18 clusters Score: Raw -138317879.185334 + Penalty 57181.879285 = -138260697.306049 nChanged 60650 Deleting Class 9 (253 points): Lose 1520.236441 but Gain 3363.639958 Iteration 2F (123.830000 sec): 17 clusters Score: Raw -138692042.133407 + Penalty 53818.239327 = -138638223.894079 nChanged 41523 Iteration 3F (146.470000 sec): 17 clusters Score: Raw -138882896.902691 + Penalty 53818.239327 = -138829078.663364 nChanged 45736 Iteration 4F (170.120000 sec): 17 clusters Score: Raw -139023140.180185 + Penalty 53818.239327 = -138969321.940857 nChanged 50113 Iteration 5F (193.690000 sec): 17 clusters Score: Raw -139134754.171244 + Penalty 53818.239327 = -139080935.931916 nChanged 56229 Iteration 6F (218.010000 sec): 17 clusters Score: Raw -139246211.231561 + Penalty 53818.239327 = -139192392.992233 nChanged 63114 Iteration 7F (242.830000 sec): 17 clusters Score: Raw -139358900.704344 + Penalty 53818.239327 = -139305082.465017 nChanged 66576 Iteration 8F (267.820000 sec): 17 clusters Score: Raw -139467557.676152 + Penalty 53818.239327 = -139413739.436825 nChanged 65652 Iteration 9F (292.130000 sec): 17 clusters Score: Raw -139572825.605062 + Penalty 53818.239327 = -139519007.365734 nChanged 61079 Iteration 10F (317.700000 sec): 17 clusters Score: Raw -139671760.608489 + Penalty 53818.239327 = -139617942.369161 nChanged 52403 Iteration 11F (343.040000 sec): 17 clusters Score: Raw -139752935.080326 + Penalty 53818.239327 = -139699116.840999 nChanged 41474 Iteration 12F (368.250000 sec): 17 clusters Score: Raw -139808420.535173 + Penalty 53818.239327 = -139754602.295845 nChanged 30997 Iteration 13Q (382.580000 sec): 17 clusters Score: Raw -139840914.414165 + Penalty 53818.239327 = -139787096.174838 nChanged 23445 Iteration 14Q (397.950000 sec): 17 clusters Score: Raw -139859834.993962 + Penalty 53818.239327 = -139806016.754635 nChanged 18430 Iteration 15Q (414.250000 sec): 17 clusters Score: Raw -139871979.197392 + Penalty 53818.239327 = -139818160.958065 nChanged 15006 Iteration 16Q (431.190000 sec): 17 clusters Score: Raw -139880708.787626 + Penalty 53818.239327 = -139826890.548299 nChanged 12758 Iteration 17Q (446.840000 sec): 17 clusters Score: Raw -139887656.757613 + Penalty 53818.239327 = -139833838.518286 nChanged 11244 Iteration 18Q (458.140000 sec): 17 clusters Score: Raw -139894265.517625 + Penalty 53818.239327 = -139840447.278298 nChanged 10195 Iteration 19Q (469.470000 sec): 17 clusters Score: Raw -139900460.427298 + Penalty 53818.239327 = -139846642.187970 nChanged 9369 Writing temp clu file Because OldScore, -139840447.278298, is greater than current (better) Score,-139846642.187970 Compute initial score before splitting: Score: Raw -139900460.427298 + Penalty 53818.239327 = -139846642.187970 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (469.720000 sec): 2 clusters Score: Raw -201934.831102 + Penalty 1761.215641 = -200173.615461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (469.940000 sec): 3 clusters Score: Raw -201855.098955 + Penalty 3522.431282 = -198332.667673 nChanged 402 SP:Iteration 1F (470.110000 sec): 3 clusters Score: Raw -202562.243473 + Penalty 3522.431282 = -199039.812191 nChanged 151 SP:Iteration 2F (470.260000 sec): 3 clusters Score: Raw -203225.315545 + Penalty 3522.431282 = -199702.884263 nChanged 187 SP:Iteration 3F (470.450000 sec): 3 clusters Score: Raw -204664.262288 + Penalty 3522.431282 = -201141.831006 nChanged 126 SP:Iteration 4F (470.650000 sec): 3 clusters Score: Raw -206125.093409 + Penalty 3522.431282 = -202602.662127 nChanged 52 SP:Iteration 5Q (470.840000 sec): 3 clusters Score: Raw -206561.255526 + Penalty 3522.431282 = -203038.824244 nChanged 27 SP:Iteration 6Q (471.000000 sec): 3 clusters Score: Raw -206678.894835 + Penalty 3522.431282 = -203156.463553 nChanged 10 SP:Iteration 7Q (471.180000 sec): 3 clusters Score: Raw -206709.357845 + Penalty 3522.431282 = -203186.926563 nChanged 1 SP:Iteration 8Q (471.380000 sec): 3 clusters Score: Raw -206710.947235 + Penalty 3522.431282 = -203188.515953 nChanged 1 SP:Iteration 9Q (471.600000 sec): 3 clusters Score: Raw -206714.690731 + Penalty 3522.431282 = -203192.259449 nChanged 1 SP:Iteration 10Q (471.820000 sec): 3 clusters Score: Raw -206715.234543 + Penalty 3522.431282 = -203192.803261 nChanged 0 SP:Iteration 11F (471.990000 sec): 3 clusters Score: Raw -206717.244459 + Penalty 3522.431282 = -203194.813178 nChanged 1 SP:Iteration 12Q (472.160000 sec): 3 clusters Score: Raw -206724.338003 + Penalty 3522.431282 = -203201.906721 nChanged 1 SP:Iteration 13Q (472.370000 sec): 3 clusters Score: Raw -206725.289265 + Penalty 3522.431282 = -203202.857983 nChanged 0 SP:Iteration 14F (472.570000 sec): 3 clusters Score: Raw -206725.289265 + Penalty 3522.431282 = -203202.857983 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (1626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.660000 sec): 2 clusters Score: Raw -239402.050215 + Penalty 1833.681816 = -237568.368399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.860000 sec): 3 clusters Score: Raw -239072.876054 + Penalty 3667.363632 = -235405.512422 nChanged 578 SP:Iteration 1F (473.050000 sec): 3 clusters Score: Raw -241327.809187 + Penalty 3667.363632 = -237660.445555 nChanged 363 SP:Iteration 2F (473.270000 sec): 3 clusters Score: Raw -244450.140186 + Penalty 3667.363632 = -240782.776554 nChanged 151 SP:Iteration 3F (473.460000 sec): 3 clusters Score: Raw -246286.753736 + Penalty 3667.363632 = -242619.390105 nChanged 50 SP:Iteration 4Q (473.640000 sec): 3 clusters Score: Raw -246649.807090 + Penalty 3667.363632 = -242982.443458 nChanged 32 SP:Iteration 5Q (473.840000 sec): 3 clusters Score: Raw -246978.030500 + Penalty 3667.363632 = -243310.666868 nChanged 32 SP:Iteration 6Q (474.060000 sec): 3 clusters Score: Raw -247307.991604 + Penalty 3667.363632 = -243640.627972 nChanged 29 SP:Iteration 7Q (474.240000 sec): 3 clusters Score: Raw -247502.084302 + Penalty 3667.363632 = -243834.720670 nChanged 29 SP:Iteration 8Q (474.470000 sec): 3 clusters Score: Raw -247822.751378 + Penalty 3667.363632 = -244155.387746 nChanged 37 SP:Iteration 9Q (474.660000 sec): 3 clusters Score: Raw -248323.003355 + Penalty 3667.363632 = -244655.639723 nChanged 49 SP:Iteration 10Q (474.870000 sec): 3 clusters Score: Raw -249002.504217 + Penalty 3667.363632 = -245335.140585 nChanged 36 SP:Iteration 11Q (475.050000 sec): 3 clusters Score: Raw -249243.082944 + Penalty 3667.363632 = -245575.719312 nChanged 28 SP:Iteration 12Q (475.290000 sec): 3 clusters Score: Raw -249387.049698 + Penalty 3667.363632 = -245719.686066 nChanged 22 SP:Iteration 13Q (475.520000 sec): 3 clusters Score: Raw -249444.801538 + Penalty 3667.363632 = -245777.437906 nChanged 10 SP:Iteration 14Q (475.690000 sec): 3 clusters Score: Raw -249470.072033 + Penalty 3667.363632 = -245802.708401 nChanged 14 SP:Iteration 15Q (475.880000 sec): 3 clusters Score: Raw -249497.357063 + Penalty 3667.363632 = -245829.993431 nChanged 10 SP:Iteration 16Q (476.110000 sec): 3 clusters Score: Raw -249508.304739 + Penalty 3667.363632 = -245840.941107 nChanged 6 SP:Iteration 17Q (476.350000 sec): 3 clusters Score: Raw -249515.457184 + Penalty 3667.363632 = -245848.093552 nChanged 5 SP:Iteration 18Q (476.550000 sec): 3 clusters Score: Raw -249519.579509 + Penalty 3667.363632 = -245852.215877 nChanged 1 SP:Iteration 19Q (476.760000 sec): 3 clusters Score: Raw -249523.792160 + Penalty 3667.363632 = -245856.428528 nChanged 1 SP:Iteration 20F (476.900000 sec): 3 clusters Score: Raw -249538.681273 + Penalty 3667.363632 = -245871.317641 nChanged 13 SP:Iteration 21Q (477.110000 sec): 3 clusters Score: Raw -249557.594595 + Penalty 3667.363632 = -245890.230963 nChanged 10 SP:Iteration 22Q (477.280000 sec): 3 clusters Score: Raw -249572.483032 + Penalty 3667.363632 = -245905.119400 nChanged 7 SP:Iteration 23Q (477.460000 sec): 3 clusters Score: Raw -249580.700898 + Penalty 3667.363632 = -245913.337266 nChanged 5 SP:Iteration 24Q (477.650000 sec): 3 clusters Score: Raw -249585.002632 + Penalty 3667.363632 = -245917.639000 nChanged 1 SP:Iteration 25Q (477.800000 sec): 3 clusters Score: Raw -249585.377754 + Penalty 3667.363632 = -245918.014122 nChanged 0 SP:Iteration 26F (477.980000 sec): 3 clusters Score: Raw -249585.377754 + Penalty 3667.363632 = -245918.014122 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 5.79 GB. Trying to split cluster 3 (220924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.450000 sec): 2 clusters Score: Raw -40073324.746863 + Penalty 3051.782359 = -40070272.964504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.760000 sec): 3 clusters Score: Raw -39927926.790158 + Penalty 6103.564719 = -39921823.225439 nChanged 106402 SP:Iteration 1F (482.040000 sec): 3 clusters Score: Raw -39993262.292903 + Penalty 6103.564719 = -39987158.728184 nChanged 8991 SP:Iteration 2Q (483.360000 sec): 3 clusters Score: Raw -39996538.716932 + Penalty 6103.564719 = -39990435.152213 nChanged 10433 SP:Iteration 3Q (484.690000 sec): 3 clusters Score: Raw -40001020.216398 + Penalty 6103.564719 = -39994916.651679 nChanged 12639 SP:Iteration 4F (485.910000 sec): 3 clusters Score: Raw -40007837.114958 + Penalty 6103.564719 = -40001733.550239 nChanged 15183 SP:Iteration 5F (487.140000 sec): 3 clusters Score: Raw -40018010.385574 + Penalty 6103.564719 = -40011906.820856 nChanged 17180 SP:Iteration 6F (488.560000 sec): 3 clusters Score: Raw -40030827.191070 + Penalty 6103.564719 = -40024723.626351 nChanged 16785 SP:Iteration 7F (490.040000 sec): 3 clusters Score: Raw -40043877.432470 + Penalty 6103.564719 = -40037773.867751 nChanged 14221 SP:Iteration 8F (491.440000 sec): 3 clusters Score: Raw -40055469.561771 + Penalty 6103.564719 = -40049365.997052 nChanged 10661 SP:Iteration 9Q (492.920000 sec): 3 clusters Score: Raw -40064112.931244 + Penalty 6103.564719 = -40058009.366526 nChanged 7314 SP:Iteration 10Q (494.340000 sec): 3 clusters Score: Raw -40069329.463939 + Penalty 6103.564719 = -40063225.899220 nChanged 4964 SP:Iteration 11Q (495.790000 sec): 3 clusters Score: Raw -40072210.354988 + Penalty 6103.564719 = -40066106.790269 nChanged 3555 SP:Iteration 12Q (497.110000 sec): 3 clusters Score: Raw -40073994.469025 + Penalty 6103.564719 = -40067890.904306 nChanged 2921 SP:Iteration 13Q (498.330000 sec): 3 clusters Score: Raw -40075268.441568 + Penalty 6103.564719 = -40069164.876849 nChanged 2498 SP:Iteration 14Q (499.580000 sec): 3 clusters Score: Raw -40076272.418706 + Penalty 6103.564719 = -40070168.853988 nChanged 2121 SP:Iteration 15Q (500.830000 sec): 3 clusters Score: Raw -40077026.349683 + Penalty 6103.564719 = -40070922.784964 nChanged 1739 SP:Iteration 16Q (502.010000 sec): 3 clusters Score: Raw -40077594.225478 + Penalty 6103.564719 = -40071490.660759 nChanged 1419 SP:Iteration 17Q (503.170000 sec): 3 clusters Score: Raw -40077993.587148 + Penalty 6103.564719 = -40071890.022429 nChanged 1182 SP:Iteration 18Q (504.340000 sec): 3 clusters Score: Raw -40078288.164665 + Penalty 6103.564719 = -40072184.599946 nChanged 988 SP:Iteration 19Q (505.480000 sec): 3 clusters Score: Raw -40078525.044476 + Penalty 6103.564719 = -40072421.479758 nChanged 850 SP:Iteration 20F (506.760000 sec): 3 clusters Score: Raw -40078704.335796 + Penalty 6103.564719 = -40072600.771077 nChanged 725 SP:Iteration 21Q (507.870000 sec): 3 clusters Score: Raw -40078837.574374 + Penalty 6103.564719 = -40072734.009655 nChanged 603 SP:Iteration 22Q (508.910000 sec): 3 clusters Score: Raw -40078938.755170 + Penalty 6103.564719 = -40072835.190451 nChanged 542 SP:Iteration 23Q (510.070000 sec): 3 clusters Score: Raw -40079018.517340 + Penalty 6103.564719 = -40072914.952621 nChanged 479 SP:Iteration 24Q (511.210000 sec): 3 clusters Score: Raw -40079085.486713 + Penalty 6103.564719 = -40072981.921994 nChanged 386 SP:Iteration 25Q (512.350000 sec): 3 clusters Score: Raw -40079141.631363 + Penalty 6103.564719 = -40073038.066644 nChanged 366 SP:Iteration 26Q (513.560000 sec): 3 clusters Score: Raw -40079190.674378 + Penalty 6103.564719 = -40073087.109659 nChanged 312 SP:Iteration 27Q (514.760000 sec): 3 clusters Score: Raw -40079229.458373 + Penalty 6103.564719 = -40073125.893654 nChanged 258 SP:Iteration 28Q (516.010000 sec): 3 clusters Score: Raw -40079256.140332 + Penalty 6103.564719 = -40073152.575614 nChanged 203 SP:Iteration 29Q (517.210000 sec): 3 clusters Score: Raw -40079273.689088 + Penalty 6103.564719 = -40073170.124369 nChanged 179 SP:Iteration 30Q (518.320000 sec): 3 clusters Score: Raw -40079289.622192 + Penalty 6103.564719 = -40073186.057473 nChanged 155 SP:Iteration 31Q (519.360000 sec): 3 clusters Score: Raw -40079301.993235 + Penalty 6103.564719 = -40073198.428516 nChanged 146 SP:Iteration 32Q (520.420000 sec): 3 clusters Score: Raw -40079314.196467 + Penalty 6103.564719 = -40073210.631748 nChanged 139 SP:Iteration 33Q (521.640000 sec): 3 clusters Score: Raw -40079325.034212 + Penalty 6103.564719 = -40073221.469493 nChanged 123 SP:Iteration 34Q (522.920000 sec): 3 clusters Score: Raw -40079333.099248 + Penalty 6103.564719 = -40073229.534529 nChanged 87 SP:Iteration 35Q (524.200000 sec): 3 clusters Score: Raw -40079338.026738 + Penalty 6103.564719 = -40073234.462019 nChanged 82 SP:Iteration 36Q (525.360000 sec): 3 clusters Score: Raw -40079343.987498 + Penalty 6103.564719 = -40073240.422779 nChanged 99 SP:Iteration 37Q (526.530000 sec): 3 clusters Score: Raw -40079351.421117 + Penalty 6103.564719 = -40073247.856398 nChanged 103 SP:Iteration 38Q (527.660000 sec): 3 clusters Score: Raw -40079358.935480 + Penalty 6103.564719 = -40073255.370762 nChanged 102 SP:Iteration 39Q (528.770000 sec): 3 clusters Score: Raw -40079366.505174 + Penalty 6103.564719 = -40073262.940455 nChanged 94 SP:Iteration 40F (530.010000 sec): 3 clusters Score: Raw -40079373.555891 + Penalty 6103.564719 = -40073269.991172 nChanged 81 SP:Iteration 41Q (531.240000 sec): 3 clusters Score: Raw -40079378.467944 + Penalty 6103.564719 = -40073274.903225 nChanged 72 SP:Iteration 42Q (532.490000 sec): 3 clusters Score: Raw -40079382.379067 + Penalty 6103.564719 = -40073278.814348 nChanged 58 SP:Iteration 43Q (533.710000 sec): 3 clusters Score: Raw -40079385.381263 + Penalty 6103.564719 = -40073281.816544 nChanged 55 SP:Iteration 44Q (534.980000 sec): 3 clusters Score: Raw -40079388.200668 + Penalty 6103.564719 = -40073284.635949 nChanged 63 SP:Iteration 45Q (536.170000 sec): 3 clusters Score: Raw -40079391.564201 + Penalty 6103.564719 = -40073287.999482 nChanged 55 SP:Iteration 46Q (537.330000 sec): 3 clusters Score: Raw -40079394.069219 + Penalty 6103.564719 = -40073290.504500 nChanged 42 SP:Iteration 47Q (538.480000 sec): 3 clusters Score: Raw -40079395.774892 + Penalty 6103.564719 = -40073292.210173 nChanged 34 SP:Iteration 48Q (539.630000 sec): 3 clusters Score: Raw -40079397.182876 + Penalty 6103.564719 = -40073293.618157 nChanged 24 SP:Iteration 49Q (540.710000 sec): 3 clusters Score: Raw -40079398.145617 + Penalty 6103.564719 = -40073294.580898 nChanged 16 SP:Iteration 50Q (541.760000 sec): 3 clusters Score: Raw -40079398.618247 + Penalty 6103.564719 = -40073295.053529 nChanged 15 SP:Iteration 51Q (542.870000 sec): 3 clusters Score: Raw -40079399.063559 + Penalty 6103.564719 = -40073295.498841 nChanged 6 SP:Iteration 52Q (544.030000 sec): 3 clusters Score: Raw -40079399.196050 + Penalty 6103.564719 = -40073295.631331 nChanged 3 SP:Iteration 53Q (545.330000 sec): 3 clusters Score: Raw -40079399.233027 + Penalty 6103.564719 = -40073295.668308 nChanged 0 SP:Iteration 54F (546.660000 sec): 3 clusters Score: Raw -40079399.233027 + Penalty 6103.564719 = -40073295.668308 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.860000 sec): 2 clusters Score: Raw -73882.968176 + Penalty 1654.977896 = -72227.990280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.070000 sec): 3 clusters Score: Raw -74371.615418 + Penalty 3309.955792 = -71061.659626 nChanged 243 SP:Iteration 1F (547.230000 sec): 3 clusters Score: Raw -76151.280697 + Penalty 3309.955792 = -72841.324905 nChanged 141 SP:Iteration 2F (547.430000 sec): 3 clusters Score: Raw -78690.002510 + Penalty 3309.955792 = -75380.046718 nChanged 103 SP:Iteration 3F (547.600000 sec): 3 clusters Score: Raw -80882.343737 + Penalty 3309.955792 = -77572.387945 nChanged 45 SP:Iteration 4F (547.760000 sec): 3 clusters Score: Raw -82607.548040 + Penalty 3309.955792 = -79297.592248 nChanged 12 SP:Iteration 5Q (547.960000 sec): 3 clusters Score: Raw -82621.548369 + Penalty 3309.955792 = -79311.592577 nChanged 4 SP:Iteration 6Q (548.160000 sec): 3 clusters Score: Raw -82625.716631 + Penalty 3309.955792 = -79315.760839 nChanged 1 SP:Iteration 7Q (548.380000 sec): 3 clusters Score: Raw -82674.181764 + Penalty 3309.955792 = -79364.225972 nChanged 2 SP:Iteration 8Q (548.550000 sec): 3 clusters Score: Raw -82731.200969 + Penalty 3309.955792 = -79421.245177 nChanged 0 SP:Iteration 9F (548.700000 sec): 3 clusters Score: Raw -82731.200969 + Penalty 3309.955792 = -79421.245177 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 5.79 GB. Trying to split cluster 5 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.830000 sec): 2 clusters Score: Raw -226669.056109 + Penalty 1823.087240 = -224845.968869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.020000 sec): 3 clusters Score: Raw -226494.372059 + Penalty 3646.174480 = -222848.197579 nChanged 545 SP:Iteration 1F (549.240000 sec): 3 clusters Score: Raw -227766.246865 + Penalty 3646.174480 = -224120.072385 nChanged 205 SP:Iteration 2F (549.440000 sec): 3 clusters Score: Raw -228642.756339 + Penalty 3646.174480 = -224996.581859 nChanged 148 SP:Iteration 3F (549.640000 sec): 3 clusters Score: Raw -229572.258854 + Penalty 3646.174480 = -225926.084374 nChanged 121 SP:Iteration 4F (549.800000 sec): 3 clusters Score: Raw -230655.609521 + Penalty 3646.174480 = -227009.435040 nChanged 101 SP:Iteration 5F (550.050000 sec): 3 clusters Score: Raw -231817.051392 + Penalty 3646.174480 = -228170.876911 nChanged 87 SP:Iteration 6F (550.300000 sec): 3 clusters Score: Raw -232794.090918 + Penalty 3646.174480 = -229147.916437 nChanged 51 SP:Iteration 7Q (550.530000 sec): 3 clusters Score: Raw -233816.311463 + Penalty 3646.174480 = -230170.136983 nChanged 19 SP:Iteration 8Q (550.720000 sec): 3 clusters Score: Raw -234151.364115 + Penalty 3646.174480 = -230505.189635 nChanged 3 SP:Iteration 9Q (550.930000 sec): 3 clusters Score: Raw -234261.168812 + Penalty 3646.174480 = -230614.994332 nChanged 1 SP:Iteration 10Q (551.130000 sec): 3 clusters Score: Raw -234263.976063 + Penalty 3646.174480 = -230617.801582 nChanged 0 SP:Iteration 11F (551.350000 sec): 3 clusters Score: Raw -234263.976063 + Penalty 3646.174480 = -230617.801582 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 5.79 GB. Trying to split cluster 7 (9193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.490000 sec): 2 clusters Score: Raw -1590563.383450 + Penalty 2263.297006 = -1588300.086445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.780000 sec): 3 clusters Score: Raw -1585796.797084 + Penalty 4526.594012 = -1581270.203072 nChanged 3718 SP:Iteration 1F (551.950000 sec): 3 clusters Score: Raw -1588917.364014 + Penalty 4526.594012 = -1584390.770002 nChanged 1098 SP:Iteration 2F (552.210000 sec): 3 clusters Score: Raw -1591483.906365 + Penalty 4526.594012 = -1586957.312353 nChanged 1333 SP:Iteration 3F (552.400000 sec): 3 clusters Score: Raw -1594679.905716 + Penalty 4526.594012 = -1590153.311705 nChanged 1173 SP:Iteration 4F (552.650000 sec): 3 clusters Score: Raw -1598844.823162 + Penalty 4526.594012 = -1594318.229151 nChanged 695 SP:Iteration 5F (552.860000 sec): 3 clusters Score: Raw -1599927.191190 + Penalty 4526.594012 = -1595400.597179 nChanged 298 SP:Iteration 6Q (553.080000 sec): 3 clusters Score: Raw -1600177.377339 + Penalty 4526.594012 = -1595650.783328 nChanged 123 SP:Iteration 7Q (553.280000 sec): 3 clusters Score: Raw -1600241.640577 + Penalty 4526.594012 = -1595715.046566 nChanged 51 SP:Iteration 8Q (553.490000 sec): 3 clusters Score: Raw -1600258.926821 + Penalty 4526.594012 = -1595732.332809 nChanged 25 SP:Iteration 9Q (553.730000 sec): 3 clusters Score: Raw -1600264.065734 + Penalty 4526.594012 = -1595737.471723 nChanged 12 SP:Iteration 10Q (553.930000 sec): 3 clusters Score: Raw -1600267.207759 + Penalty 4526.594012 = -1595740.613748 nChanged 7 SP:Iteration 11Q (554.140000 sec): 3 clusters Score: Raw -1600268.572281 + Penalty 4526.594012 = -1595741.978269 nChanged 2 SP:Iteration 12Q (554.420000 sec): 3 clusters Score: Raw -1600268.862485 + Penalty 4526.594012 = -1595742.268474 nChanged 2 SP:Iteration 13Q (554.690000 sec): 3 clusters Score: Raw -1600269.149331 + Penalty 4526.594012 = -1595742.555319 nChanged 1 SP:Iteration 14Q (554.940000 sec): 3 clusters Score: Raw -1600269.225149 + Penalty 4526.594012 = -1595742.631137 nChanged 0 SP:Iteration 15F (555.170000 sec): 3 clusters Score: Raw -1600269.225149 + Penalty 4526.594012 = -1595742.631137 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 5.79 GB. Trying to split cluster 8 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.340000 sec): 2 clusters Score: Raw -249305.035662 + Penalty 1805.954267 = -247499.081395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.490000 sec): 3 clusters Score: Raw -249033.750455 + Penalty 3611.908534 = -245421.841920 nChanged 440 SP:Iteration 1F (555.660000 sec): 3 clusters Score: Raw -249805.993254 + Penalty 3611.908534 = -246194.084719 nChanged 174 SP:Iteration 2F (555.860000 sec): 3 clusters Score: Raw -250616.805253 + Penalty 3611.908534 = -247004.896718 nChanged 187 SP:Iteration 3F (556.000000 sec): 3 clusters Score: Raw -251700.481792 + Penalty 3611.908534 = -248088.573257 nChanged 171 SP:Iteration 4F (556.210000 sec): 3 clusters Score: Raw -252550.634744 + Penalty 3611.908534 = -248938.726209 nChanged 75 SP:Iteration 5F (556.370000 sec): 3 clusters Score: Raw -252939.010146 + Penalty 3611.908534 = -249327.101611 nChanged 48 SP:Iteration 6Q (556.540000 sec): 3 clusters Score: Raw -253115.340756 + Penalty 3611.908534 = -249503.432222 nChanged 25 SP:Iteration 7Q (556.730000 sec): 3 clusters Score: Raw -253190.587210 + Penalty 3611.908534 = -249578.678675 nChanged 16 SP:Iteration 8Q (556.970000 sec): 3 clusters Score: Raw -253218.670367 + Penalty 3611.908534 = -249606.761833 nChanged 9 SP:Iteration 9Q (557.130000 sec): 3 clusters Score: Raw -253232.418786 + Penalty 3611.908534 = -249620.510251 nChanged 5 SP:Iteration 10Q (557.310000 sec): 3 clusters Score: Raw -253239.119739 + Penalty 3611.908534 = -249627.211205 nChanged 2 SP:Iteration 11Q (557.460000 sec): 3 clusters Score: Raw -253241.224964 + Penalty 3611.908534 = -249629.316429 nChanged 1 SP:Iteration 12Q (557.660000 sec): 3 clusters Score: Raw -253241.806870 + Penalty 3611.908534 = -249629.898336 nChanged 0 SP:Iteration 13F (557.850000 sec): 3 clusters Score: Raw -253241.806870 + Penalty 3611.908534 = -249629.898336 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 5.79 GB. Trying to split cluster 10 (2207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.940000 sec): 2 clusters Score: Raw -365996.405970 + Penalty 1909.448573 = -364086.957397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.110000 sec): 3 clusters Score: Raw -365281.539765 + Penalty 3818.897146 = -361462.642619 nChanged 768 SP:Iteration 1F (558.270000 sec): 3 clusters Score: Raw -366906.618419 + Penalty 3818.897146 = -363087.721274 nChanged 403 SP:Iteration 2F (558.460000 sec): 3 clusters Score: Raw -369430.950923 + Penalty 3818.897146 = -365612.053777 nChanged 270 SP:Iteration 3F (558.650000 sec): 3 clusters Score: Raw -371023.490159 + Penalty 3818.897146 = -367204.593014 nChanged 150 SP:Iteration 4F (558.800000 sec): 3 clusters Score: Raw -371954.306908 + Penalty 3818.897146 = -368135.409763 nChanged 80 SP:Iteration 5Q (558.980000 sec): 3 clusters Score: Raw -372421.862236 + Penalty 3818.897146 = -368602.965091 nChanged 49 SP:Iteration 6Q (559.160000 sec): 3 clusters Score: Raw -372630.642076 + Penalty 3818.897146 = -368811.744930 nChanged 30 SP:Iteration 7Q (559.330000 sec): 3 clusters Score: Raw -372696.880501 + Penalty 3818.897146 = -368877.983356 nChanged 18 SP:Iteration 8Q (559.490000 sec): 3 clusters Score: Raw -372721.143031 + Penalty 3818.897146 = -368902.245886 nChanged 11 SP:Iteration 9Q (559.690000 sec): 3 clusters Score: Raw -372730.138698 + Penalty 3818.897146 = -368911.241553 nChanged 6 SP:Iteration 10Q (559.860000 sec): 3 clusters Score: Raw -372735.909400 + Penalty 3818.897146 = -368917.012255 nChanged 6 SP:Iteration 11Q (560.020000 sec): 3 clusters Score: Raw -372743.080497 + Penalty 3818.897146 = -368924.183352 nChanged 7 SP:Iteration 12Q (560.270000 sec): 3 clusters Score: Raw -372747.893637 + Penalty 3818.897146 = -368928.996492 nChanged 2 SP:Iteration 13Q (560.430000 sec): 3 clusters Score: Raw -372749.655765 + Penalty 3818.897146 = -368930.758619 nChanged 1 SP:Iteration 14Q (560.570000 sec): 3 clusters Score: Raw -372750.173754 + Penalty 3818.897146 = -368931.276608 nChanged 2 SP:Iteration 15Q (560.770000 sec): 3 clusters Score: Raw -372751.024762 + Penalty 3818.897146 = -368932.127616 nChanged 0 SP:Iteration 16F (560.940000 sec): 3 clusters Score: Raw -372751.024762 + Penalty 3818.897146 = -368932.127616 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 5.79 GB. Trying to split cluster 11 (24432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.170000 sec): 2 clusters Score: Raw -4272582.505960 + Penalty 2505.704959 = -4270076.801002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.480000 sec): 3 clusters Score: Raw -4258374.373784 + Penalty 5011.409918 = -4253362.963867 nChanged 10930 SP:Iteration 1F (561.830000 sec): 3 clusters Score: Raw -4266014.165581 + Penalty 5011.409918 = -4261002.755663 nChanged 2314 SP:Iteration 2F (562.140000 sec): 3 clusters Score: Raw -4268582.650863 + Penalty 5011.409918 = -4263571.240945 nChanged 2534 SP:Iteration 3F (562.490000 sec): 3 clusters Score: Raw -4271254.987350 + Penalty 5011.409918 = -4266243.577432 nChanged 2249 SP:Iteration 4F (562.810000 sec): 3 clusters Score: Raw -4273155.035399 + Penalty 5011.409918 = -4268143.625482 nChanged 1631 SP:Iteration 5F (563.110000 sec): 3 clusters Score: Raw -4274339.723628 + Penalty 5011.409918 = -4269328.313710 nChanged 1213 SP:Iteration 6Q (563.440000 sec): 3 clusters Score: Raw -4275159.373010 + Penalty 5011.409918 = -4270147.963093 nChanged 936 SP:Iteration 7Q (563.760000 sec): 3 clusters Score: Raw -4275759.264548 + Penalty 5011.409918 = -4270747.854630 nChanged 735 SP:Iteration 8Q (564.100000 sec): 3 clusters Score: Raw -4276225.696774 + Penalty 5011.409918 = -4271214.286856 nChanged 549 SP:Iteration 9Q (564.450000 sec): 3 clusters Score: Raw -4276524.572149 + Penalty 5011.409918 = -4271513.162231 nChanged 402 SP:Iteration 10Q (564.750000 sec): 3 clusters Score: Raw -4276699.936758 + Penalty 5011.409918 = -4271688.526840 nChanged 300 SP:Iteration 11Q (565.040000 sec): 3 clusters Score: Raw -4276810.266972 + Penalty 5011.409918 = -4271798.857055 nChanged 227 SP:Iteration 12Q (565.360000 sec): 3 clusters Score: Raw -4276877.024210 + Penalty 5011.409918 = -4271865.614292 nChanged 182 SP:Iteration 13Q (565.660000 sec): 3 clusters Score: Raw -4276920.488125 + Penalty 5011.409918 = -4271909.078208 nChanged 153 SP:Iteration 14Q (565.960000 sec): 3 clusters Score: Raw -4276954.255705 + Penalty 5011.409918 = -4271942.845788 nChanged 130 SP:Iteration 15Q (566.250000 sec): 3 clusters Score: Raw -4276980.799356 + Penalty 5011.409918 = -4271969.389439 nChanged 122 SP:Iteration 16Q (566.580000 sec): 3 clusters Score: Raw -4277001.948371 + Penalty 5011.409918 = -4271990.538453 nChanged 109 SP:Iteration 17Q (566.850000 sec): 3 clusters Score: Raw -4277019.114105 + Penalty 5011.409918 = -4272007.704187 nChanged 108 SP:Iteration 18Q (567.150000 sec): 3 clusters Score: Raw -4277036.974095 + Penalty 5011.409918 = -4272025.564177 nChanged 93 SP:Iteration 19Q (567.480000 sec): 3 clusters Score: Raw -4277051.769454 + Penalty 5011.409918 = -4272040.359536 nChanged 84 SP:Iteration 20F (567.780000 sec): 3 clusters Score: Raw -4277064.908353 + Penalty 5011.409918 = -4272053.498436 nChanged 89 SP:Iteration 21Q (568.100000 sec): 3 clusters Score: Raw -4277080.035995 + Penalty 5011.409918 = -4272068.626078 nChanged 97 SP:Iteration 22Q (568.430000 sec): 3 clusters Score: Raw -4277098.000071 + Penalty 5011.409918 = -4272086.590153 nChanged 90 SP:Iteration 23Q (568.730000 sec): 3 clusters Score: Raw -4277113.688996 + Penalty 5011.409918 = -4272102.279078 nChanged 84 SP:Iteration 24Q (569.060000 sec): 3 clusters Score: Raw -4277127.790877 + Penalty 5011.409918 = -4272116.380959 nChanged 80 SP:Iteration 25Q (569.410000 sec): 3 clusters Score: Raw -4277141.841105 + Penalty 5011.409918 = -4272130.431187 nChanged 87 SP:Iteration 26Q (569.740000 sec): 3 clusters Score: Raw -4277156.665986 + Penalty 5011.409918 = -4272145.256068 nChanged 82 SP:Iteration 27Q (570.100000 sec): 3 clusters Score: Raw -4277170.011377 + Penalty 5011.409918 = -4272158.601460 nChanged 81 SP:Iteration 28Q (570.420000 sec): 3 clusters Score: Raw -4277185.929127 + Penalty 5011.409918 = -4272174.519209 nChanged 91 SP:Iteration 29Q (570.720000 sec): 3 clusters Score: Raw -4277202.843113 + Penalty 5011.409918 = -4272191.433195 nChanged 75 SP:Iteration 30Q (571.020000 sec): 3 clusters Score: Raw -4277217.584201 + Penalty 5011.409918 = -4272206.174284 nChanged 74 SP:Iteration 31Q (571.410000 sec): 3 clusters Score: Raw -4277232.265670 + Penalty 5011.409918 = -4272220.855752 nChanged 72 SP:Iteration 32Q (571.700000 sec): 3 clusters Score: Raw -4277245.960894 + Penalty 5011.409918 = -4272234.550976 nChanged 64 SP:Iteration 33Q (572.000000 sec): 3 clusters Score: Raw -4277258.327411 + Penalty 5011.409918 = -4272246.917493 nChanged 65 SP:Iteration 34Q (572.310000 sec): 3 clusters Score: Raw -4277269.698483 + Penalty 5011.409918 = -4272258.288565 nChanged 54 SP:Iteration 35Q (572.640000 sec): 3 clusters Score: Raw -4277279.920002 + Penalty 5011.409918 = -4272268.510084 nChanged 62 SP:Iteration 36Q (572.920000 sec): 3 clusters Score: Raw -4277291.355349 + Penalty 5011.409918 = -4272279.945431 nChanged 58 SP:Iteration 37Q (573.240000 sec): 3 clusters Score: Raw -4277303.182244 + Penalty 5011.409918 = -4272291.772326 nChanged 64 SP:Iteration 38Q (573.540000 sec): 3 clusters Score: Raw -4277314.708044 + Penalty 5011.409918 = -4272303.298127 nChanged 64 SP:Iteration 39Q (573.880000 sec): 3 clusters Score: Raw -4277325.575191 + Penalty 5011.409918 = -4272314.165273 nChanged 47 SP:Iteration 40F (574.170000 sec): 3 clusters Score: Raw -4277334.401066 + Penalty 5011.409918 = -4272322.991148 nChanged 54 SP:Iteration 41Q (574.530000 sec): 3 clusters Score: Raw -4277343.114900 + Penalty 5011.409918 = -4272331.704983 nChanged 31 SP:Iteration 42Q (574.850000 sec): 3 clusters Score: Raw -4277347.534698 + Penalty 5011.409918 = -4272336.124781 nChanged 19 SP:Iteration 43Q (575.200000 sec): 3 clusters Score: Raw -4277351.402744 + Penalty 5011.409918 = -4272339.992826 nChanged 21 SP:Iteration 44Q (575.560000 sec): 3 clusters Score: Raw -4277357.673627 + Penalty 5011.409918 = -4272346.263709 nChanged 24 SP:Iteration 45Q (575.880000 sec): 3 clusters Score: Raw -4277361.483912 + Penalty 5011.409918 = -4272350.073995 nChanged 17 SP:Iteration 46Q (576.190000 sec): 3 clusters Score: Raw -4277364.188932 + Penalty 5011.409918 = -4272352.779014 nChanged 14 SP:Iteration 47Q (576.510000 sec): 3 clusters Score: Raw -4277367.006097 + Penalty 5011.409918 = -4272355.596180 nChanged 17 SP:Iteration 48Q (576.830000 sec): 3 clusters Score: Raw -4277369.679801 + Penalty 5011.409918 = -4272358.269883 nChanged 24 SP:Iteration 49Q (577.150000 sec): 3 clusters Score: Raw -4277372.745194 + Penalty 5011.409918 = -4272361.335276 nChanged 21 SP:Iteration 50Q (577.450000 sec): 3 clusters Score: Raw -4277376.061413 + Penalty 5011.409918 = -4272364.651495 nChanged 19 SP:Iteration 51Q (577.770000 sec): 3 clusters Score: Raw -4277379.326286 + Penalty 5011.409918 = -4272367.916368 nChanged 20 SP:Iteration 52Q (578.120000 sec): 3 clusters Score: Raw -4277382.745075 + Penalty 5011.409918 = -4272371.335157 nChanged 23 SP:Iteration 53Q (578.410000 sec): 3 clusters Score: Raw -4277386.454539 + Penalty 5011.409918 = -4272375.044621 nChanged 31 SP:Iteration 54Q (578.700000 sec): 3 clusters Score: Raw -4277391.202612 + Penalty 5011.409918 = -4272379.792694 nChanged 23 SP:Iteration 55Q (579.010000 sec): 3 clusters Score: Raw -4277394.772154 + Penalty 5011.409918 = -4272383.362237 nChanged 19 SP:Iteration 56Q (579.290000 sec): 3 clusters Score: Raw -4277397.322621 + Penalty 5011.409918 = -4272385.912703 nChanged 16 SP:Iteration 57Q (579.610000 sec): 3 clusters Score: Raw -4277399.820576 + Penalty 5011.409918 = -4272388.410659 nChanged 14 SP:Iteration 58Q (579.950000 sec): 3 clusters Score: Raw -4277402.344041 + Penalty 5011.409918 = -4272390.934123 nChanged 18 SP:Iteration 59Q (580.260000 sec): 3 clusters Score: Raw -4277406.085111 + Penalty 5011.409918 = -4272394.675194 nChanged 14 SP:Iteration 60F (580.560000 sec): 3 clusters Score: Raw -4277408.894383 + Penalty 5011.409918 = -4272397.484466 nChanged 7 SP:Iteration 61Q (580.900000 sec): 3 clusters Score: Raw -4277409.971841 + Penalty 5011.409918 = -4272398.561924 nChanged 12 SP:Iteration 62Q (581.240000 sec): 3 clusters Score: Raw -4277412.461397 + Penalty 5011.409918 = -4272401.051479 nChanged 13 SP:Iteration 63Q (581.540000 sec): 3 clusters Score: Raw -4277414.726632 + Penalty 5011.409918 = -4272403.316714 nChanged 12 SP:Iteration 64Q (581.840000 sec): 3 clusters Score: Raw -4277416.952717 + Penalty 5011.409918 = -4272405.542800 nChanged 18 SP:Iteration 65Q (582.170000 sec): 3 clusters Score: Raw -4277420.086189 + Penalty 5011.409918 = -4272408.676272 nChanged 13 SP:Iteration 66Q (582.480000 sec): 3 clusters Score: Raw -4277421.783661 + Penalty 5011.409918 = -4272410.373743 nChanged 10 SP:Iteration 67Q (582.830000 sec): 3 clusters Score: Raw -4277423.557573 + Penalty 5011.409918 = -4272412.147655 nChanged 8 SP:Iteration 68Q (583.140000 sec): 3 clusters Score: Raw -4277424.898104 + Penalty 5011.409918 = -4272413.488186 nChanged 12 SP:Iteration 69Q (583.490000 sec): 3 clusters Score: Raw -4277427.364427 + Penalty 5011.409918 = -4272415.954509 nChanged 16 SP:Iteration 70Q (583.810000 sec): 3 clusters Score: Raw -4277430.159340 + Penalty 5011.409918 = -4272418.749422 nChanged 14 SP:Iteration 71Q (584.140000 sec): 3 clusters Score: Raw -4277432.056815 + Penalty 5011.409918 = -4272420.646897 nChanged 14 SP:Iteration 72Q (584.470000 sec): 3 clusters Score: Raw -4277434.534342 + Penalty 5011.409918 = -4272423.124425 nChanged 14 SP:Iteration 73Q (584.810000 sec): 3 clusters Score: Raw -4277438.140143 + Penalty 5011.409918 = -4272426.730226 nChanged 19 SP:Iteration 74Q (585.140000 sec): 3 clusters Score: Raw -4277442.024108 + Penalty 5011.409918 = -4272430.614191 nChanged 18 SP:Iteration 75Q (585.440000 sec): 3 clusters Score: Raw -4277444.988722 + Penalty 5011.409918 = -4272433.578804 nChanged 18 SP:Iteration 76Q (585.720000 sec): 3 clusters Score: Raw -4277448.081319 + Penalty 5011.409918 = -4272436.671402 nChanged 11 SP:Iteration 77Q (586.040000 sec): 3 clusters Score: Raw -4277449.449952 + Penalty 5011.409918 = -4272438.040035 nChanged 12 SP:Iteration 78Q (586.400000 sec): 3 clusters Score: Raw -4277451.269303 + Penalty 5011.409918 = -4272439.859386 nChanged 19 SP:Iteration 79Q (586.710000 sec): 3 clusters Score: Raw -4277454.978313 + Penalty 5011.409918 = -4272443.568395 nChanged 18 SP:Iteration 80F (587.040000 sec): 3 clusters Score: Raw -4277458.278903 + Penalty 5011.409918 = -4272446.868986 nChanged 18 SP:Iteration 81Q (587.330000 sec): 3 clusters Score: Raw -4277461.778864 + Penalty 5011.409918 = -4272450.368947 nChanged 20 SP:Iteration 82Q (587.660000 sec): 3 clusters Score: Raw -4277466.069059 + Penalty 5011.409918 = -4272454.659141 nChanged 16 SP:Iteration 83Q (587.980000 sec): 3 clusters Score: Raw -4277468.924870 + Penalty 5011.409918 = -4272457.514952 nChanged 10 SP:Iteration 84Q (588.280000 sec): 3 clusters Score: Raw -4277470.910204 + Penalty 5011.409918 = -4272459.500287 nChanged 7 SP:Iteration 85Q (588.610000 sec): 3 clusters Score: Raw -4277473.115337 + Penalty 5011.409918 = -4272461.705420 nChanged 11 SP:Iteration 86Q (588.910000 sec): 3 clusters Score: Raw -4277475.344023 + Penalty 5011.409918 = -4272463.934106 nChanged 14 SP:Iteration 87Q (589.210000 sec): 3 clusters Score: Raw -4277478.961540 + Penalty 5011.409918 = -4272467.551623 nChanged 12 SP:Iteration 88Q (589.530000 sec): 3 clusters Score: Raw -4277480.924739 + Penalty 5011.409918 = -4272469.514821 nChanged 12 SP:Iteration 89Q (589.840000 sec): 3 clusters Score: Raw -4277482.902884 + Penalty 5011.409918 = -4272471.492967 nChanged 9 SP:Iteration 90Q (590.130000 sec): 3 clusters Score: Raw -4277484.447134 + Penalty 5011.409918 = -4272473.037216 nChanged 11 SP:Iteration 91Q (590.460000 sec): 3 clusters Score: Raw -4277486.367637 + Penalty 5011.409918 = -4272474.957719 nChanged 7 SP:Iteration 92Q (590.790000 sec): 3 clusters Score: Raw -4277487.287390 + Penalty 5011.409918 = -4272475.877473 nChanged 7 SP:Iteration 93Q (591.120000 sec): 3 clusters Score: Raw -4277488.469642 + Penalty 5011.409918 = -4272477.059724 nChanged 5 SP:Iteration 94Q (591.460000 sec): 3 clusters Score: Raw -4277489.859824 + Penalty 5011.409918 = -4272478.449906 nChanged 3 SP:Iteration 95Q (591.790000 sec): 3 clusters Score: Raw -4277490.636328 + Penalty 5011.409918 = -4272479.226411 nChanged 4 SP:Iteration 96Q (592.180000 sec): 3 clusters Score: Raw -4277491.187669 + Penalty 5011.409918 = -4272479.777752 nChanged 2 SP:Iteration 97Q (592.510000 sec): 3 clusters Score: Raw -4277491.470250 + Penalty 5011.409918 = -4272480.060332 nChanged 0 SP:Iteration 98F (592.810000 sec): 3 clusters Score: Raw -4277491.470250 + Penalty 5011.409918 = -4272480.060332 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 5.79 GB. Trying to split cluster 12 (24884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.070000 sec): 2 clusters Score: Raw -4281014.119652 + Penalty 2510.251116 = -4278503.868536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.360000 sec): 3 clusters Score: Raw -4266338.577188 + Penalty 5020.502232 = -4261318.074957 nChanged 11091 SP:Iteration 1F (593.690000 sec): 3 clusters Score: Raw -4272919.834996 + Penalty 5020.502232 = -4267899.332764 nChanged 1769 SP:Iteration 2F (594.100000 sec): 3 clusters Score: Raw -4274187.423579 + Penalty 5020.502232 = -4269166.921348 nChanged 1763 SP:Iteration 3F (594.500000 sec): 3 clusters Score: Raw -4275369.028546 + Penalty 5020.502232 = -4270348.526315 nChanged 1620 SP:Iteration 4F (594.830000 sec): 3 clusters Score: Raw -4276441.963385 + Penalty 5020.502232 = -4271421.461153 nChanged 1492 SP:Iteration 5F (595.210000 sec): 3 clusters Score: Raw -4277431.732718 + Penalty 5020.502232 = -4272411.230486 nChanged 1408 SP:Iteration 6F (595.600000 sec): 3 clusters Score: Raw -4278341.668410 + Penalty 5020.502232 = -4273321.166178 nChanged 1363 SP:Iteration 7F (595.900000 sec): 3 clusters Score: Raw -4279292.483727 + Penalty 5020.502232 = -4274271.981496 nChanged 1367 SP:Iteration 8F (596.220000 sec): 3 clusters Score: Raw -4280272.752338 + Penalty 5020.502232 = -4275252.250106 nChanged 1281 SP:Iteration 9F (596.580000 sec): 3 clusters Score: Raw -4281179.367765 + Penalty 5020.502232 = -4276158.865533 nChanged 1172 SP:Iteration 10Q (596.930000 sec): 3 clusters Score: Raw -4281912.048087 + Penalty 5020.502232 = -4276891.545856 nChanged 975 SP:Iteration 11Q (597.250000 sec): 3 clusters Score: Raw -4282445.977459 + Penalty 5020.502232 = -4277425.475228 nChanged 755 SP:Iteration 12Q (597.560000 sec): 3 clusters Score: Raw -4282833.960368 + Penalty 5020.502232 = -4277813.458137 nChanged 595 SP:Iteration 13Q (597.900000 sec): 3 clusters Score: Raw -4283145.032079 + Penalty 5020.502232 = -4278124.529848 nChanged 446 SP:Iteration 14Q (598.240000 sec): 3 clusters Score: Raw -4283385.758636 + Penalty 5020.502232 = -4278365.256404 nChanged 377 SP:Iteration 15Q (598.680000 sec): 3 clusters Score: Raw -4283573.738463 + Penalty 5020.502232 = -4278553.236231 nChanged 290 SP:Iteration 16Q (598.970000 sec): 3 clusters Score: Raw -4283709.649951 + Penalty 5020.502232 = -4278689.147719 nChanged 229 SP:Iteration 17Q (599.320000 sec): 3 clusters Score: Raw -4283819.640344 + Penalty 5020.502232 = -4278799.138112 nChanged 195 SP:Iteration 18Q (599.660000 sec): 3 clusters Score: Raw -4283920.260973 + Penalty 5020.502232 = -4278899.758742 nChanged 146 SP:Iteration 19Q (600.000000 sec): 3 clusters Score: Raw -4283984.164618 + Penalty 5020.502232 = -4278963.662386 nChanged 152 SP:Iteration 20F (600.370000 sec): 3 clusters Score: Raw -4284048.353135 + Penalty 5020.502232 = -4279027.850904 nChanged 123 SP:Iteration 21Q (600.700000 sec): 3 clusters Score: Raw -4284106.503711 + Penalty 5020.502232 = -4279086.001480 nChanged 124 SP:Iteration 22Q (601.060000 sec): 3 clusters Score: Raw -4284164.657150 + Penalty 5020.502232 = -4279144.154919 nChanged 110 SP:Iteration 23Q (601.400000 sec): 3 clusters Score: Raw -4284218.818489 + Penalty 5020.502232 = -4279198.316258 nChanged 101 SP:Iteration 24Q (601.680000 sec): 3 clusters Score: Raw -4284277.220739 + Penalty 5020.502232 = -4279256.718507 nChanged 104 SP:Iteration 25Q (602.060000 sec): 3 clusters Score: Raw -4284337.698227 + Penalty 5020.502232 = -4279317.195996 nChanged 100 SP:Iteration 26Q (602.380000 sec): 3 clusters Score: Raw -4284398.202302 + Penalty 5020.502232 = -4279377.700071 nChanged 96 SP:Iteration 27Q (602.690000 sec): 3 clusters Score: Raw -4284476.206034 + Penalty 5020.502232 = -4279455.703803 nChanged 110 SP:Iteration 28Q (602.990000 sec): 3 clusters Score: Raw -4284586.153360 + Penalty 5020.502232 = -4279565.651128 nChanged 128 SP:Iteration 29Q (603.320000 sec): 3 clusters Score: Raw -4284715.606168 + Penalty 5020.502232 = -4279695.103937 nChanged 133 SP:Iteration 30Q (603.580000 sec): 3 clusters Score: Raw -4284914.675176 + Penalty 5020.502232 = -4279894.172945 nChanged 154 SP:Iteration 31Q (603.930000 sec): 3 clusters Score: Raw -4285130.713977 + Penalty 5020.502232 = -4280110.211745 nChanged 137 SP:Iteration 32Q (604.240000 sec): 3 clusters Score: Raw -4285282.346740 + Penalty 5020.502232 = -4280261.844509 nChanged 98 SP:Iteration 33Q (604.550000 sec): 3 clusters Score: Raw -4285419.368296 + Penalty 5020.502232 = -4280398.866064 nChanged 106 SP:Iteration 34Q (604.890000 sec): 3 clusters Score: Raw -4285576.323374 + Penalty 5020.502232 = -4280555.821142 nChanged 91 SP:Iteration 35Q (605.150000 sec): 3 clusters Score: Raw -4285701.120659 + Penalty 5020.502232 = -4280680.618428 nChanged 52 SP:Iteration 36Q (605.440000 sec): 3 clusters Score: Raw -4285761.348029 + Penalty 5020.502232 = -4280740.845797 nChanged 39 SP:Iteration 37Q (605.780000 sec): 3 clusters Score: Raw -4285804.123339 + Penalty 5020.502232 = -4280783.621108 nChanged 24 SP:Iteration 38Q (606.090000 sec): 3 clusters Score: Raw -4285821.872695 + Penalty 5020.502232 = -4280801.370464 nChanged 10 SP:Iteration 39Q (606.410000 sec): 3 clusters Score: Raw -4285826.585758 + Penalty 5020.502232 = -4280806.083527 nChanged 6 SP:Iteration 40F (606.750000 sec): 3 clusters Score: Raw -4285829.176155 + Penalty 5020.502232 = -4280808.673924 nChanged 5 SP:Iteration 41Q (607.040000 sec): 3 clusters Score: Raw -4285831.318802 + Penalty 5020.502232 = -4280810.816570 nChanged 4 SP:Iteration 42Q (607.350000 sec): 3 clusters Score: Raw -4285833.060628 + Penalty 5020.502232 = -4280812.558396 nChanged 1 SP:Iteration 43Q (607.610000 sec): 3 clusters Score: Raw -4285833.452686 + Penalty 5020.502232 = -4280812.950455 nChanged 2 SP:Iteration 44Q (607.930000 sec): 3 clusters Score: Raw -4285834.111561 + Penalty 5020.502232 = -4280813.609330 nChanged 1 SP:Iteration 45Q (608.240000 sec): 3 clusters Score: Raw -4285835.414745 + Penalty 5020.502232 = -4280814.912513 nChanged 3 SP:Iteration 46Q (608.550000 sec): 3 clusters Score: Raw -4285836.449365 + Penalty 5020.502232 = -4280815.947133 nChanged 3 SP:Iteration 47Q (608.820000 sec): 3 clusters Score: Raw -4285837.980819 + Penalty 5020.502232 = -4280817.478587 nChanged 2 SP:Iteration 48Q (609.090000 sec): 3 clusters Score: Raw -4285838.677064 + Penalty 5020.502232 = -4280818.174832 nChanged 0 SP:Iteration 49F (609.430000 sec): 3 clusters Score: Raw -4285838.677064 + Penalty 5020.502232 = -4280818.174832 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 5.79 GB. Trying to split cluster 13 (211170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.500000 sec): 2 clusters Score: Raw -40718944.489184 + Penalty 3040.583856 = -40715903.905328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.750000 sec): 3 clusters Score: Raw -40580106.108404 + Penalty 6081.167713 = -40574024.940691 nChanged 102052 SP:Iteration 1F (613.140000 sec): 3 clusters Score: Raw -40641724.759052 + Penalty 6081.167713 = -40635643.591340 nChanged 8980 SP:Iteration 2Q (614.460000 sec): 3 clusters Score: Raw -40645949.490374 + Penalty 6081.167713 = -40639868.322661 nChanged 12722 SP:Iteration 3F (615.760000 sec): 3 clusters Score: Raw -40654254.956356 + Penalty 6081.167713 = -40648173.788643 nChanged 16815 SP:Iteration 4F (617.090000 sec): 3 clusters Score: Raw -40667337.386969 + Penalty 6081.167713 = -40661256.219256 nChanged 18239 SP:Iteration 5F (618.370000 sec): 3 clusters Score: Raw -40681355.072993 + Penalty 6081.167713 = -40675273.905281 nChanged 15644 SP:Iteration 6F (619.690000 sec): 3 clusters Score: Raw -40691539.908862 + Penalty 6081.167713 = -40685458.741150 nChanged 11391 SP:Iteration 7F (621.010000 sec): 3 clusters Score: Raw -40697315.709283 + Penalty 6081.167713 = -40691234.541571 nChanged 7780 SP:Iteration 8Q (622.380000 sec): 3 clusters Score: Raw -40700470.743860 + Penalty 6081.167713 = -40694389.576147 nChanged 5402 SP:Iteration 9Q (623.780000 sec): 3 clusters Score: Raw -40702353.915317 + Penalty 6081.167713 = -40696272.747604 nChanged 4040 SP:Iteration 10Q (625.080000 sec): 3 clusters Score: Raw -40703623.884425 + Penalty 6081.167713 = -40697542.716712 nChanged 3252 SP:Iteration 11Q (626.440000 sec): 3 clusters Score: Raw -40704582.568261 + Penalty 6081.167713 = -40698501.400548 nChanged 2814 SP:Iteration 12Q (627.810000 sec): 3 clusters Score: Raw -40705403.843354 + Penalty 6081.167713 = -40699322.675641 nChanged 2552 SP:Iteration 13Q (629.110000 sec): 3 clusters Score: Raw -40706123.330991 + Penalty 6081.167713 = -40700042.163278 nChanged 2430 SP:Iteration 14Q (630.440000 sec): 3 clusters Score: Raw -40706783.249186 + Penalty 6081.167713 = -40700702.081474 nChanged 2339 SP:Iteration 15Q (631.750000 sec): 3 clusters Score: Raw -40707382.814272 + Penalty 6081.167713 = -40701301.646560 nChanged 2350 SP:Iteration 16Q (633.070000 sec): 3 clusters Score: Raw -40707946.585142 + Penalty 6081.167713 = -40701865.417429 nChanged 2419 SP:Iteration 17Q (634.410000 sec): 3 clusters Score: Raw -40708515.770816 + Penalty 6081.167713 = -40702434.603104 nChanged 2392 SP:Iteration 18Q (635.630000 sec): 3 clusters Score: Raw -40709065.465729 + Penalty 6081.167713 = -40702984.298016 nChanged 2371 SP:Iteration 19Q (636.820000 sec): 3 clusters Score: Raw -40709601.635455 + Penalty 6081.167713 = -40703520.467742 nChanged 2249 SP:Iteration 20F (638.040000 sec): 3 clusters Score: Raw -40710103.877949 + Penalty 6081.167713 = -40704022.710236 nChanged 2116 SP:Iteration 21Q (639.300000 sec): 3 clusters Score: Raw -40710584.174299 + Penalty 6081.167713 = -40704503.006587 nChanged 2068 SP:Iteration 22Q (640.610000 sec): 3 clusters Score: Raw -40711062.250423 + Penalty 6081.167713 = -40704981.082710 nChanged 1970 SP:Iteration 23Q (641.870000 sec): 3 clusters Score: Raw -40711537.291552 + Penalty 6081.167713 = -40705456.123840 nChanged 2002 SP:Iteration 24Q (643.110000 sec): 3 clusters Score: Raw -40712035.621951 + Penalty 6081.167713 = -40705954.454239 nChanged 1951 SP:Iteration 25Q (644.410000 sec): 3 clusters Score: Raw -40712516.964400 + Penalty 6081.167713 = -40706435.796687 nChanged 1830 SP:Iteration 26Q (645.700000 sec): 3 clusters Score: Raw -40712987.788758 + Penalty 6081.167713 = -40706906.621046 nChanged 1779 SP:Iteration 27Q (646.950000 sec): 3 clusters Score: Raw -40713445.533471 + Penalty 6081.167713 = -40707364.365758 nChanged 1663 SP:Iteration 28Q (648.140000 sec): 3 clusters Score: Raw -40713882.528767 + Penalty 6081.167713 = -40707801.361055 nChanged 1568 SP:Iteration 29Q (649.320000 sec): 3 clusters Score: Raw -40714289.895552 + Penalty 6081.167713 = -40708208.727840 nChanged 1519 SP:Iteration 30Q (650.440000 sec): 3 clusters Score: Raw -40714684.957766 + Penalty 6081.167713 = -40708603.790053 nChanged 1413 SP:Iteration 31Q (651.600000 sec): 3 clusters Score: Raw -40715037.446039 + Penalty 6081.167713 = -40708956.278327 nChanged 1349 SP:Iteration 32Q (652.780000 sec): 3 clusters Score: Raw -40715347.479662 + Penalty 6081.167713 = -40709266.311950 nChanged 1225 SP:Iteration 33Q (654.020000 sec): 3 clusters Score: Raw -40715616.440308 + Penalty 6081.167713 = -40709535.272595 nChanged 1133 SP:Iteration 34Q (655.220000 sec): 3 clusters Score: Raw -40715855.416556 + Penalty 6081.167713 = -40709774.248843 nChanged 1052 SP:Iteration 35Q (656.380000 sec): 3 clusters Score: Raw -40716079.185765 + Penalty 6081.167713 = -40709998.018053 nChanged 1063 SP:Iteration 36Q (657.550000 sec): 3 clusters Score: Raw -40716316.334825 + Penalty 6081.167713 = -40710235.167113 nChanged 1020 SP:Iteration 37Q (658.720000 sec): 3 clusters Score: Raw -40716537.904459 + Penalty 6081.167713 = -40710456.736747 nChanged 907 SP:Iteration 38Q (659.860000 sec): 3 clusters Score: Raw -40716731.111646 + Penalty 6081.167713 = -40710649.943933 nChanged 827 SP:Iteration 39Q (660.970000 sec): 3 clusters Score: Raw -40716913.679796 + Penalty 6081.167713 = -40710832.512083 nChanged 794 SP:Iteration 40F (662.200000 sec): 3 clusters Score: Raw -40717093.295248 + Penalty 6081.167713 = -40711012.127535 nChanged 758 SP:Iteration 41Q (663.380000 sec): 3 clusters Score: Raw -40717253.622524 + Penalty 6081.167713 = -40711172.454811 nChanged 703 SP:Iteration 42Q (664.700000 sec): 3 clusters Score: Raw -40717398.911627 + Penalty 6081.167713 = -40711317.743915 nChanged 697 SP:Iteration 43Q (665.860000 sec): 3 clusters Score: Raw -40717555.936872 + Penalty 6081.167713 = -40711474.769159 nChanged 686 SP:Iteration 44Q (667.090000 sec): 3 clusters Score: Raw -40717715.035597 + Penalty 6081.167713 = -40711633.867884 nChanged 638 SP:Iteration 45Q (668.270000 sec): 3 clusters Score: Raw -40717862.391305 + Penalty 6081.167713 = -40711781.223592 nChanged 600 SP:Iteration 46Q (669.510000 sec): 3 clusters Score: Raw -40717991.053226 + Penalty 6081.167713 = -40711909.885514 nChanged 502 SP:Iteration 47Q (670.740000 sec): 3 clusters Score: Raw -40718096.385703 + Penalty 6081.167713 = -40712015.217990 nChanged 491 SP:Iteration 48Q (671.940000 sec): 3 clusters Score: Raw -40718202.148702 + Penalty 6081.167713 = -40712120.980989 nChanged 488 SP:Iteration 49Q (673.060000 sec): 3 clusters Score: Raw -40718303.525189 + Penalty 6081.167713 = -40712222.357476 nChanged 420 SP:Iteration 50Q (674.210000 sec): 3 clusters Score: Raw -40718398.126884 + Penalty 6081.167713 = -40712316.959172 nChanged 428 SP:Iteration 51Q (675.440000 sec): 3 clusters Score: Raw -40718495.054848 + Penalty 6081.167713 = -40712413.887135 nChanged 423 SP:Iteration 52Q (676.580000 sec): 3 clusters Score: Raw -40718590.127911 + Penalty 6081.167713 = -40712508.960198 nChanged 405 SP:Iteration 53Q (677.860000 sec): 3 clusters Score: Raw -40718678.559058 + Penalty 6081.167713 = -40712597.391346 nChanged 378 SP:Iteration 54Q (678.970000 sec): 3 clusters Score: Raw -40718763.230118 + Penalty 6081.167713 = -40712682.062405 nChanged 354 SP:Iteration 55Q (680.040000 sec): 3 clusters Score: Raw -40718830.105931 + Penalty 6081.167713 = -40712748.938218 nChanged 281 SP:Iteration 56Q (681.130000 sec): 3 clusters Score: Raw -40718880.328757 + Penalty 6081.167713 = -40712799.161045 nChanged 269 SP:Iteration 57Q (682.170000 sec): 3 clusters Score: Raw -40718927.099899 + Penalty 6081.167713 = -40712845.932187 nChanged 236 SP:Iteration 58Q (683.170000 sec): 3 clusters Score: Raw -40718967.159297 + Penalty 6081.167713 = -40712885.991584 nChanged 225 SP:Iteration 59Q (684.220000 sec): 3 clusters Score: Raw -40719004.322390 + Penalty 6081.167713 = -40712923.154677 nChanged 202 SP:Iteration 60F (685.460000 sec): 3 clusters Score: Raw -40719038.913691 + Penalty 6081.167713 = -40712957.745979 nChanged 199 SP:Iteration 61Q (686.470000 sec): 3 clusters Score: Raw -40719073.372822 + Penalty 6081.167713 = -40712992.205109 nChanged 218 SP:Iteration 62Q (687.490000 sec): 3 clusters Score: Raw -40719114.504663 + Penalty 6081.167713 = -40713033.336951 nChanged 219 SP:Iteration 63Q (688.490000 sec): 3 clusters Score: Raw -40719155.579362 + Penalty 6081.167713 = -40713074.411650 nChanged 217 SP:Iteration 64Q (689.600000 sec): 3 clusters Score: Raw -40719198.532609 + Penalty 6081.167713 = -40713117.364897 nChanged 194 SP:Iteration 65Q (690.630000 sec): 3 clusters Score: Raw -40719239.219384 + Penalty 6081.167713 = -40713158.051672 nChanged 210 SP:Iteration 66Q (691.680000 sec): 3 clusters Score: Raw -40719287.225466 + Penalty 6081.167713 = -40713206.057753 nChanged 200 SP:Iteration 67Q (692.730000 sec): 3 clusters Score: Raw -40719329.332394 + Penalty 6081.167713 = -40713248.164682 nChanged 189 SP:Iteration 68Q (693.810000 sec): 3 clusters Score: Raw -40719368.653353 + Penalty 6081.167713 = -40713287.485640 nChanged 189 SP:Iteration 69Q (694.920000 sec): 3 clusters Score: Raw -40719408.269579 + Penalty 6081.167713 = -40713327.101867 nChanged 210 SP:Iteration 70Q (696.110000 sec): 3 clusters Score: Raw -40719454.451462 + Penalty 6081.167713 = -40713373.283750 nChanged 190 SP:Iteration 71Q (697.270000 sec): 3 clusters Score: Raw -40719494.705691 + Penalty 6081.167713 = -40713413.537979 nChanged 187 SP:Iteration 72Q (698.360000 sec): 3 clusters Score: Raw -40719537.871862 + Penalty 6081.167713 = -40713456.704149 nChanged 191 SP:Iteration 73Q (699.540000 sec): 3 clusters Score: Raw -40719581.352780 + Penalty 6081.167713 = -40713500.185067 nChanged 189 SP:Iteration 74Q (700.630000 sec): 3 clusters Score: Raw -40719622.115348 + Penalty 6081.167713 = -40713540.947636 nChanged 173 SP:Iteration 75Q (701.660000 sec): 3 clusters Score: Raw -40719658.285682 + Penalty 6081.167713 = -40713577.117969 nChanged 133 SP:Iteration 76Q (702.680000 sec): 3 clusters Score: Raw -40719685.038503 + Penalty 6081.167713 = -40713603.870791 nChanged 131 SP:Iteration 77Q (703.680000 sec): 3 clusters Score: Raw -40719707.731715 + Penalty 6081.167713 = -40713626.564003 nChanged 97 SP:Iteration 78Q (704.820000 sec): 3 clusters Score: Raw -40719723.252635 + Penalty 6081.167713 = -40713642.084923 nChanged 83 SP:Iteration 79Q (705.880000 sec): 3 clusters Score: Raw -40719735.480212 + Penalty 6081.167713 = -40713654.312500 nChanged 80 SP:Iteration 80F (707.110000 sec): 3 clusters Score: Raw -40719747.096770 + Penalty 6081.167713 = -40713665.929058 nChanged 68 SP:Iteration 81Q (708.120000 sec): 3 clusters Score: Raw -40719756.934936 + Penalty 6081.167713 = -40713675.767223 nChanged 58 SP:Iteration 82Q (709.190000 sec): 3 clusters Score: Raw -40719764.464307 + Penalty 6081.167713 = -40713683.296595 nChanged 53 SP:Iteration 83Q (710.230000 sec): 3 clusters Score: Raw -40719771.595316 + Penalty 6081.167713 = -40713690.427603 nChanged 50 SP:Iteration 84Q (711.320000 sec): 3 clusters Score: Raw -40719778.397569 + Penalty 6081.167713 = -40713697.229856 nChanged 39 SP:Iteration 85Q (712.430000 sec): 3 clusters Score: Raw -40719784.190350 + Penalty 6081.167713 = -40713703.022637 nChanged 45 SP:Iteration 86Q (713.590000 sec): 3 clusters Score: Raw -40719790.501840 + Penalty 6081.167713 = -40713709.334128 nChanged 43 SP:Iteration 87Q (714.670000 sec): 3 clusters Score: Raw -40719796.317915 + Penalty 6081.167713 = -40713715.150202 nChanged 34 SP:Iteration 88Q (715.710000 sec): 3 clusters Score: Raw -40719800.900547 + Penalty 6081.167713 = -40713719.732834 nChanged 31 SP:Iteration 89Q (716.770000 sec): 3 clusters Score: Raw -40719804.924880 + Penalty 6081.167713 = -40713723.757168 nChanged 32 SP:Iteration 90Q (717.920000 sec): 3 clusters Score: Raw -40719809.513911 + Penalty 6081.167713 = -40713728.346199 nChanged 31 SP:Iteration 91Q (718.980000 sec): 3 clusters Score: Raw -40719813.955185 + Penalty 6081.167713 = -40713732.787472 nChanged 25 SP:Iteration 92Q (720.120000 sec): 3 clusters Score: Raw -40719816.768957 + Penalty 6081.167713 = -40713735.601244 nChanged 22 SP:Iteration 93Q (721.190000 sec): 3 clusters Score: Raw -40719819.099598 + Penalty 6081.167713 = -40713737.931886 nChanged 16 SP:Iteration 94Q (722.250000 sec): 3 clusters Score: Raw -40719821.131036 + Penalty 6081.167713 = -40713739.963324 nChanged 24 SP:Iteration 95Q (723.400000 sec): 3 clusters Score: Raw -40719823.763084 + Penalty 6081.167713 = -40713742.595371 nChanged 16 SP:Iteration 96Q (724.440000 sec): 3 clusters Score: Raw -40719825.086678 + Penalty 6081.167713 = -40713743.918966 nChanged 8 SP:Iteration 97Q (725.630000 sec): 3 clusters Score: Raw -40719825.935832 + Penalty 6081.167713 = -40713744.768119 nChanged 6 SP:Iteration 98Q (726.910000 sec): 3 clusters Score: Raw -40719826.527560 + Penalty 6081.167713 = -40713745.359848 nChanged 6 SP:Iteration 99Q (727.970000 sec): 3 clusters Score: Raw -40719827.173050 + Penalty 6081.167713 = -40713746.005337 nChanged 7 SP:Iteration 100F (729.300000 sec): 3 clusters Score: Raw -40719827.782466 + Penalty 6081.167713 = -40713746.614754 nChanged 8 SP:Iteration 101Q (730.530000 sec): 3 clusters Score: Raw -40719828.429200 + Penalty 6081.167713 = -40713747.261487 nChanged 3 SP:Iteration 102Q (731.610000 sec): 3 clusters Score: Raw -40719828.714324 + Penalty 6081.167713 = -40713747.546612 nChanged 6 SP:Iteration 103Q (732.770000 sec): 3 clusters Score: Raw -40719829.137835 + Penalty 6081.167713 = -40713747.970122 nChanged 5 SP:Iteration 104Q (733.950000 sec): 3 clusters Score: Raw -40719829.632451 + Penalty 6081.167713 = -40713748.464739 nChanged 3 SP:Iteration 105Q (735.030000 sec): 3 clusters Score: Raw -40719829.901603 + Penalty 6081.167713 = -40713748.733890 nChanged 7 SP:Iteration 106Q (736.060000 sec): 3 clusters Score: Raw -40719830.684897 + Penalty 6081.167713 = -40713749.517185 nChanged 7 SP:Iteration 107Q (737.030000 sec): 3 clusters Score: Raw -40719831.273981 + Penalty 6081.167713 = -40713750.106269 nChanged 5 SP:Iteration 108Q (738.080000 sec): 3 clusters Score: Raw -40719831.577179 + Penalty 6081.167713 = -40713750.409467 nChanged 2 SP:Iteration 109Q (739.040000 sec): 3 clusters Score: Raw -40719831.779800 + Penalty 6081.167713 = -40713750.612087 nChanged 3 SP:Iteration 110Q (740.190000 sec): 3 clusters Score: Raw -40719832.126033 + Penalty 6081.167713 = -40713750.958321 nChanged 8 SP:Iteration 111Q (741.440000 sec): 3 clusters Score: Raw -40719832.891809 + Penalty 6081.167713 = -40713751.724096 nChanged 5 SP:Iteration 112Q (742.560000 sec): 3 clusters Score: Raw -40719833.345182 + Penalty 6081.167713 = -40713752.177470 nChanged 7 SP:Iteration 113Q (743.680000 sec): 3 clusters Score: Raw -40719833.934807 + Penalty 6081.167713 = -40713752.767095 nChanged 4 SP:Iteration 114Q (744.670000 sec): 3 clusters Score: Raw -40719834.321080 + Penalty 6081.167713 = -40713753.153368 nChanged 1 SP:Iteration 115Q (745.780000 sec): 3 clusters Score: Raw -40719834.350928 + Penalty 6081.167713 = -40713753.183216 nChanged 2 SP:Iteration 116Q (746.980000 sec): 3 clusters Score: Raw -40719834.550015 + Penalty 6081.167713 = -40713753.382303 nChanged 2 SP:Iteration 117Q (748.070000 sec): 3 clusters Score: Raw -40719834.710457 + Penalty 6081.167713 = -40713753.542744 nChanged 1 SP:Iteration 118Q (749.180000 sec): 3 clusters Score: Raw -40719834.824441 + Penalty 6081.167713 = -40713753.656728 nChanged 2 SP:Iteration 119Q (750.360000 sec): 3 clusters Score: Raw -40719835.013713 + Penalty 6081.167713 = -40713753.846000 nChanged 2 SP:Iteration 120F (751.550000 sec): 3 clusters Score: Raw -40719835.187176 + Penalty 6081.167713 = -40713754.019464 nChanged 2 SP:Iteration 121Q (752.620000 sec): 3 clusters Score: Raw -40719835.372273 + Penalty 6081.167713 = -40713754.204560 nChanged 3 SP:Iteration 122Q (753.770000 sec): 3 clusters Score: Raw -40719835.638383 + Penalty 6081.167713 = -40713754.470671 nChanged 6 SP:Iteration 123Q (754.840000 sec): 3 clusters Score: Raw -40719836.270225 + Penalty 6081.167713 = -40713755.102512 nChanged 4 SP:Iteration 124Q (755.870000 sec): 3 clusters Score: Raw -40719836.636692 + Penalty 6081.167713 = -40713755.468980 nChanged 4 SP:Iteration 125Q (756.860000 sec): 3 clusters Score: Raw -40719836.962460 + Penalty 6081.167713 = -40713755.794748 nChanged 5 SP:Iteration 126Q (757.930000 sec): 3 clusters Score: Raw -40719837.351807 + Penalty 6081.167713 = -40713756.184094 nChanged 3 SP:Iteration 127Q (759.200000 sec): 3 clusters Score: Raw -40719837.611863 + Penalty 6081.167713 = -40713756.444150 nChanged 3 SP:Iteration 128Q (760.500000 sec): 3 clusters Score: Raw -40719837.946833 + Penalty 6081.167713 = -40713756.779120 nChanged 4 SP:Iteration 129Q (761.610000 sec): 3 clusters Score: Raw -40719838.426076 + Penalty 6081.167713 = -40713757.258363 nChanged 5 SP:Iteration 130Q (762.820000 sec): 3 clusters Score: Raw -40719839.056043 + Penalty 6081.167713 = -40713757.888330 nChanged 5 SP:Iteration 131Q (763.960000 sec): 3 clusters Score: Raw -40719839.374559 + Penalty 6081.167713 = -40713758.206847 nChanged 1 SP:Iteration 132Q (765.050000 sec): 3 clusters Score: Raw -40719839.491870 + Penalty 6081.167713 = -40713758.324157 nChanged 0 SP:Iteration 133F (766.340000 sec): 3 clusters Score: Raw -40719839.491870 + Penalty 6081.167713 = -40713758.324157 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.580000 sec): 2 clusters Score: Raw -386065.651657 + Penalty 1941.748337 = -384123.903321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.740000 sec): 3 clusters Score: Raw -385177.448229 + Penalty 3883.496673 = -381293.951556 nChanged 912 SP:Iteration 1F (766.910000 sec): 3 clusters Score: Raw -386691.275533 + Penalty 3883.496673 = -382807.778860 nChanged 371 SP:Iteration 2F (767.080000 sec): 3 clusters Score: Raw -387795.644076 + Penalty 3883.496673 = -383912.147403 nChanged 307 SP:Iteration 3F (767.290000 sec): 3 clusters Score: Raw -388759.729866 + Penalty 3883.496673 = -384876.233193 nChanged 223 SP:Iteration 4F (767.430000 sec): 3 clusters Score: Raw -389314.098233 + Penalty 3883.496673 = -385430.601560 nChanged 95 SP:Iteration 5Q (767.650000 sec): 3 clusters Score: Raw -389494.145032 + Penalty 3883.496673 = -385610.648359 nChanged 61 SP:Iteration 6Q (767.810000 sec): 3 clusters Score: Raw -389624.591328 + Penalty 3883.496673 = -385741.094655 nChanged 44 SP:Iteration 7Q (767.990000 sec): 3 clusters Score: Raw -389740.832746 + Penalty 3883.496673 = -385857.336073 nChanged 36 SP:Iteration 8Q (768.160000 sec): 3 clusters Score: Raw -389931.631558 + Penalty 3883.496673 = -386048.134885 nChanged 33 SP:Iteration 9Q (768.370000 sec): 3 clusters Score: Raw -390073.552132 + Penalty 3883.496673 = -386190.055459 nChanged 31 SP:Iteration 10Q (768.550000 sec): 3 clusters Score: Raw -390101.996866 + Penalty 3883.496673 = -386218.500193 nChanged 21 SP:Iteration 11Q (768.750000 sec): 3 clusters Score: Raw -390131.223924 + Penalty 3883.496673 = -386247.727251 nChanged 23 SP:Iteration 12Q (768.970000 sec): 3 clusters Score: Raw -390153.100539 + Penalty 3883.496673 = -386269.603866 nChanged 14 SP:Iteration 13Q (769.220000 sec): 3 clusters Score: Raw -390163.616701 + Penalty 3883.496673 = -386280.120028 nChanged 9 SP:Iteration 14Q (769.370000 sec): 3 clusters Score: Raw -390172.376720 + Penalty 3883.496673 = -386288.880047 nChanged 7 SP:Iteration 15Q (769.570000 sec): 3 clusters Score: Raw -390177.252231 + Penalty 3883.496673 = -386293.755558 nChanged 7 SP:Iteration 16Q (769.740000 sec): 3 clusters Score: Raw -390183.258768 + Penalty 3883.496673 = -386299.762095 nChanged 10 SP:Iteration 17Q (769.890000 sec): 3 clusters Score: Raw -390190.318796 + Penalty 3883.496673 = -386306.822123 nChanged 9 SP:Iteration 18Q (770.150000 sec): 3 clusters Score: Raw -390202.664069 + Penalty 3883.496673 = -386319.167395 nChanged 12 SP:Iteration 19Q (770.300000 sec): 3 clusters Score: Raw -390223.343590 + Penalty 3883.496673 = -386339.846916 nChanged 16 SP:Iteration 20F (770.470000 sec): 3 clusters Score: Raw -390262.123435 + Penalty 3883.496673 = -386378.626762 nChanged 21 SP:Iteration 21Q (770.630000 sec): 3 clusters Score: Raw -390317.984166 + Penalty 3883.496673 = -386434.487493 nChanged 30 SP:Iteration 22Q (770.780000 sec): 3 clusters Score: Raw -390365.110646 + Penalty 3883.496673 = -386481.613973 nChanged 34 SP:Iteration 23Q (770.930000 sec): 3 clusters Score: Raw -390431.605609 + Penalty 3883.496673 = -386548.108936 nChanged 45 SP:Iteration 24Q (771.130000 sec): 3 clusters Score: Raw -390581.521434 + Penalty 3883.496673 = -386698.024761 nChanged 48 SP:Iteration 25Q (771.280000 sec): 3 clusters Score: Raw -390684.062028 + Penalty 3883.496673 = -386800.565355 nChanged 48 SP:Iteration 26Q (771.450000 sec): 3 clusters Score: Raw -390774.477436 + Penalty 3883.496673 = -386890.980763 nChanged 48 SP:Iteration 27Q (771.660000 sec): 3 clusters Score: Raw -390851.588352 + Penalty 3883.496673 = -386968.091679 nChanged 40 SP:Iteration 28Q (771.820000 sec): 3 clusters Score: Raw -390913.874108 + Penalty 3883.496673 = -387030.377435 nChanged 34 SP:Iteration 29Q (771.990000 sec): 3 clusters Score: Raw -390955.328822 + Penalty 3883.496673 = -387071.832149 nChanged 28 SP:Iteration 30Q (772.140000 sec): 3 clusters Score: Raw -390978.485286 + Penalty 3883.496673 = -387094.988613 nChanged 20 SP:Iteration 31Q (772.370000 sec): 3 clusters Score: Raw -390992.497032 + Penalty 3883.496673 = -387109.000359 nChanged 6 SP:Iteration 32Q (772.610000 sec): 3 clusters Score: Raw -391004.503157 + Penalty 3883.496673 = -387121.006484 nChanged 4 SP:Iteration 33Q (772.760000 sec): 3 clusters Score: Raw -391010.352127 + Penalty 3883.496673 = -387126.855454 nChanged 6 SP:Iteration 34Q (772.920000 sec): 3 clusters Score: Raw -391022.815246 + Penalty 3883.496673 = -387139.318573 nChanged 9 SP:Iteration 35Q (773.140000 sec): 3 clusters Score: Raw -391041.794092 + Penalty 3883.496673 = -387158.297419 nChanged 8 SP:Iteration 36Q (773.300000 sec): 3 clusters Score: Raw -391063.286897 + Penalty 3883.496673 = -387179.790224 nChanged 12 SP:Iteration 37Q (773.470000 sec): 3 clusters Score: Raw -391078.435387 + Penalty 3883.496673 = -387194.938714 nChanged 9 SP:Iteration 38Q (773.700000 sec): 3 clusters Score: Raw -391084.673570 + Penalty 3883.496673 = -387201.176897 nChanged 6 SP:Iteration 39Q (773.860000 sec): 3 clusters Score: Raw -391087.268603 + Penalty 3883.496673 = -387203.771930 nChanged 3 SP:Iteration 40F (774.040000 sec): 3 clusters Score: Raw -391097.561352 + Penalty 3883.496673 = -387214.064678 nChanged 4 SP:Iteration 41Q (774.260000 sec): 3 clusters Score: Raw -391108.654394 + Penalty 3883.496673 = -387225.157721 nChanged 4 SP:Iteration 42Q (774.460000 sec): 3 clusters Score: Raw -391110.113578 + Penalty 3883.496673 = -387226.616905 nChanged 4 SP:Iteration 43Q (774.690000 sec): 3 clusters Score: Raw -391112.762591 + Penalty 3883.496673 = -387229.265918 nChanged 3 SP:Iteration 44Q (774.900000 sec): 3 clusters Score: Raw -391116.327658 + Penalty 3883.496673 = -387232.830985 nChanged 3 SP:Iteration 45Q (775.100000 sec): 3 clusters Score: Raw -391123.464800 + Penalty 3883.496673 = -387239.968127 nChanged 3 SP:Iteration 46Q (775.320000 sec): 3 clusters Score: Raw -391140.472911 + Penalty 3883.496673 = -387256.976238 nChanged 5 SP:Iteration 47Q (775.460000 sec): 3 clusters Score: Raw -391164.209163 + Penalty 3883.496673 = -387280.712490 nChanged 7 SP:Iteration 48Q (775.630000 sec): 3 clusters Score: Raw -391171.819081 + Penalty 3883.496673 = -387288.322408 nChanged 2 SP:Iteration 49Q (775.790000 sec): 3 clusters Score: Raw -391172.807901 + Penalty 3883.496673 = -387289.311228 nChanged 1 SP:Iteration 50Q (775.940000 sec): 3 clusters Score: Raw -391173.382307 + Penalty 3883.496673 = -387289.885634 nChanged 0 SP:Iteration 51F (776.090000 sec): 3 clusters Score: Raw -391173.935626 + Penalty 3883.496673 = -387290.438953 nChanged 1 SP:Iteration 52Q (776.240000 sec): 3 clusters Score: Raw -391178.324200 + Penalty 3883.496673 = -387294.827527 nChanged 2 SP:Iteration 53Q (776.420000 sec): 3 clusters Score: Raw -391180.327400 + Penalty 3883.496673 = -387296.830727 nChanged 1 SP:Iteration 54Q (776.600000 sec): 3 clusters Score: Raw -391181.248620 + Penalty 3883.496673 = -387297.751947 nChanged 1 SP:Iteration 55Q (776.800000 sec): 3 clusters Score: Raw -391181.908302 + Penalty 3883.496673 = -387298.411629 nChanged 1 SP:Iteration 56Q (776.980000 sec): 3 clusters Score: Raw -391182.247256 + Penalty 3883.496673 = -387298.750583 nChanged 0 SP:Iteration 57F (777.180000 sec): 3 clusters Score: Raw -391182.247256 + Penalty 3883.496673 = -387298.750583 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 5.79 GB. Trying to split cluster 16 (55944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.570000 sec): 2 clusters Score: Raw -10216831.574694 + Penalty 2711.162404 = -10214120.412290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.060000 sec): 3 clusters Score: Raw -10181960.268062 + Penalty 5422.324809 = -10176537.943253 nChanged 25800 SP:Iteration 1F (778.560000 sec): 3 clusters Score: Raw -10197367.893740 + Penalty 5422.324809 = -10191945.568931 nChanged 3292 SP:Iteration 2F (779.030000 sec): 3 clusters Score: Raw -10200362.408558 + Penalty 5422.324809 = -10194940.083749 nChanged 4199 SP:Iteration 3F (779.530000 sec): 3 clusters Score: Raw -10205476.835885 + Penalty 5422.324809 = -10200054.511076 nChanged 5435 SP:Iteration 4F (779.950000 sec): 3 clusters Score: Raw -10213012.088065 + Penalty 5422.324809 = -10207589.763256 nChanged 6450 SP:Iteration 5F (780.490000 sec): 3 clusters Score: Raw -10221532.461292 + Penalty 5422.324809 = -10216110.136484 nChanged 5786 SP:Iteration 6F (780.990000 sec): 3 clusters Score: Raw -10227181.353834 + Penalty 5422.324809 = -10221759.029026 nChanged 3386 SP:Iteration 7F (781.520000 sec): 3 clusters Score: Raw -10229120.513426 + Penalty 5422.324809 = -10223698.188617 nChanged 1649 SP:Iteration 8Q (781.990000 sec): 3 clusters Score: Raw -10229757.109110 + Penalty 5422.324809 = -10224334.784301 nChanged 903 SP:Iteration 9Q (782.510000 sec): 3 clusters Score: Raw -10230115.387083 + Penalty 5422.324809 = -10224693.062274 nChanged 604 SP:Iteration 10Q (782.950000 sec): 3 clusters Score: Raw -10230314.616521 + Penalty 5422.324809 = -10224892.291713 nChanged 383 SP:Iteration 11Q (783.430000 sec): 3 clusters Score: Raw -10230434.567142 + Penalty 5422.324809 = -10225012.242333 nChanged 271 SP:Iteration 12Q (783.920000 sec): 3 clusters Score: Raw -10230507.601659 + Penalty 5422.324809 = -10225085.276851 nChanged 194 SP:Iteration 13Q (784.440000 sec): 3 clusters Score: Raw -10230551.640194 + Penalty 5422.324809 = -10225129.315385 nChanged 138 SP:Iteration 14Q (784.900000 sec): 3 clusters Score: Raw -10230577.943643 + Penalty 5422.324809 = -10225155.618834 nChanged 124 SP:Iteration 15Q (785.430000 sec): 3 clusters Score: Raw -10230601.683085 + Penalty 5422.324809 = -10225179.358276 nChanged 109 SP:Iteration 16Q (785.910000 sec): 3 clusters Score: Raw -10230612.482725 + Penalty 5422.324809 = -10225190.157916 nChanged 96 SP:Iteration 17Q (786.410000 sec): 3 clusters Score: Raw -10230620.949502 + Penalty 5422.324809 = -10225198.624693 nChanged 75 SP:Iteration 18Q (786.890000 sec): 3 clusters Score: Raw -10230629.695955 + Penalty 5422.324809 = -10225207.371147 nChanged 73 SP:Iteration 19Q (787.460000 sec): 3 clusters Score: Raw -10230635.338718 + Penalty 5422.324809 = -10225213.013909 nChanged 68 SP:Iteration 20F (787.960000 sec): 3 clusters Score: Raw -10230661.444117 + Penalty 5422.324809 = -10225239.119308 nChanged 70 SP:Iteration 21Q (788.460000 sec): 3 clusters Score: Raw -10230672.675757 + Penalty 5422.324809 = -10225250.350948 nChanged 81 SP:Iteration 22Q (788.970000 sec): 3 clusters Score: Raw -10230681.090492 + Penalty 5422.324809 = -10225258.765683 nChanged 85 SP:Iteration 23Q (789.540000 sec): 3 clusters Score: Raw -10230692.098273 + Penalty 5422.324809 = -10225269.773465 nChanged 94 SP:Iteration 24Q (790.060000 sec): 3 clusters Score: Raw -10230703.705825 + Penalty 5422.324809 = -10225281.381017 nChanged 98 SP:Iteration 25Q (790.640000 sec): 3 clusters Score: Raw -10230714.462176 + Penalty 5422.324809 = -10225292.137367 nChanged 95 SP:Iteration 26Q (791.170000 sec): 3 clusters Score: Raw -10230724.818224 + Penalty 5422.324809 = -10225302.493416 nChanged 92 SP:Iteration 27Q (791.650000 sec): 3 clusters Score: Raw -10230733.566701 + Penalty 5422.324809 = -10225311.241892 nChanged 82 SP:Iteration 28Q (792.090000 sec): 3 clusters Score: Raw -10230742.683584 + Penalty 5422.324809 = -10225320.358776 nChanged 95 SP:Iteration 29Q (792.550000 sec): 3 clusters Score: Raw -10230753.652274 + Penalty 5422.324809 = -10225331.327466 nChanged 100 SP:Iteration 30Q (793.040000 sec): 3 clusters Score: Raw -10230765.254884 + Penalty 5422.324809 = -10225342.930075 nChanged 91 SP:Iteration 31Q (793.520000 sec): 3 clusters Score: Raw -10230773.188985 + Penalty 5422.324809 = -10225350.864176 nChanged 100 SP:Iteration 32Q (794.080000 sec): 3 clusters Score: Raw -10230782.290656 + Penalty 5422.324809 = -10225359.965847 nChanged 96 SP:Iteration 33Q (794.520000 sec): 3 clusters Score: Raw -10230790.022346 + Penalty 5422.324809 = -10225367.697537 nChanged 89 SP:Iteration 34Q (795.010000 sec): 3 clusters Score: Raw -10230797.534702 + Penalty 5422.324809 = -10225375.209893 nChanged 93 SP:Iteration 35Q (795.510000 sec): 3 clusters Score: Raw -10230804.919243 + Penalty 5422.324809 = -10225382.594434 nChanged 104 SP:Iteration 36Q (796.050000 sec): 3 clusters Score: Raw -10230813.766487 + Penalty 5422.324809 = -10225391.441679 nChanged 103 SP:Iteration 37Q (796.560000 sec): 3 clusters Score: Raw -10230822.753317 + Penalty 5422.324809 = -10225400.428508 nChanged 112 SP:Iteration 38Q (797.150000 sec): 3 clusters Score: Raw -10230830.623074 + Penalty 5422.324809 = -10225408.298265 nChanged 102 SP:Iteration 39Q (797.600000 sec): 3 clusters Score: Raw -10230836.347367 + Penalty 5422.324809 = -10225414.022558 nChanged 60 SP:Iteration 40F (798.030000 sec): 3 clusters Score: Raw -10230839.762728 + Penalty 5422.324809 = -10225417.437919 nChanged 62 SP:Iteration 41Q (798.530000 sec): 3 clusters Score: Raw -10230844.271338 + Penalty 5422.324809 = -10225421.946529 nChanged 68 SP:Iteration 42Q (798.990000 sec): 3 clusters Score: Raw -10230848.983580 + Penalty 5422.324809 = -10225426.658771 nChanged 71 SP:Iteration 43Q (799.440000 sec): 3 clusters Score: Raw -10230854.742967 + Penalty 5422.324809 = -10225432.418158 nChanged 58 SP:Iteration 44Q (799.960000 sec): 3 clusters Score: Raw -10230858.970924 + Penalty 5422.324809 = -10225436.646116 nChanged 51 SP:Iteration 45Q (800.420000 sec): 3 clusters Score: Raw -10230863.073429 + Penalty 5422.324809 = -10225440.748620 nChanged 54 SP:Iteration 46Q (800.940000 sec): 3 clusters Score: Raw -10230866.179791 + Penalty 5422.324809 = -10225443.854982 nChanged 44 SP:Iteration 47Q (801.470000 sec): 3 clusters Score: Raw -10230868.435411 + Penalty 5422.324809 = -10225446.110602 nChanged 43 SP:Iteration 48Q (802.060000 sec): 3 clusters Score: Raw -10230870.460062 + Penalty 5422.324809 = -10225448.135253 nChanged 37 SP:Iteration 49Q (802.590000 sec): 3 clusters Score: Raw -10230872.069883 + Penalty 5422.324809 = -10225449.745075 nChanged 31 SP:Iteration 50Q (803.060000 sec): 3 clusters Score: Raw -10230873.401651 + Penalty 5422.324809 = -10225451.076842 nChanged 30 SP:Iteration 51Q (803.540000 sec): 3 clusters Score: Raw -10230874.816831 + Penalty 5422.324809 = -10225452.492022 nChanged 24 SP:Iteration 52Q (804.050000 sec): 3 clusters Score: Raw -10230875.858291 + Penalty 5422.324809 = -10225453.533482 nChanged 18 SP:Iteration 53Q (804.510000 sec): 3 clusters Score: Raw -10230876.820901 + Penalty 5422.324809 = -10225454.496092 nChanged 19 SP:Iteration 54Q (804.990000 sec): 3 clusters Score: Raw -10230877.882223 + Penalty 5422.324809 = -10225455.557414 nChanged 22 SP:Iteration 55Q (805.500000 sec): 3 clusters Score: Raw -10230878.698532 + Penalty 5422.324809 = -10225456.373724 nChanged 16 SP:Iteration 56Q (806.040000 sec): 3 clusters Score: Raw -10230879.551669 + Penalty 5422.324809 = -10225457.226861 nChanged 23 SP:Iteration 57Q (806.620000 sec): 3 clusters Score: Raw -10230880.962166 + Penalty 5422.324809 = -10225458.637357 nChanged 28 SP:Iteration 58Q (807.200000 sec): 3 clusters Score: Raw -10230882.388618 + Penalty 5422.324809 = -10225460.063809 nChanged 21 SP:Iteration 59Q (807.690000 sec): 3 clusters Score: Raw -10230883.490855 + Penalty 5422.324809 = -10225461.166046 nChanged 18 SP:Iteration 60F (808.240000 sec): 3 clusters Score: Raw -10230884.303298 + Penalty 5422.324809 = -10225461.978489 nChanged 18 SP:Iteration 61Q (808.740000 sec): 3 clusters Score: Raw -10230885.101567 + Penalty 5422.324809 = -10225462.776758 nChanged 17 SP:Iteration 62Q (809.200000 sec): 3 clusters Score: Raw -10230886.081463 + Penalty 5422.324809 = -10225463.756654 nChanged 22 SP:Iteration 63Q (809.650000 sec): 3 clusters Score: Raw -10230886.953741 + Penalty 5422.324809 = -10225464.628932 nChanged 15 SP:Iteration 64Q (810.100000 sec): 3 clusters Score: Raw -10230887.581644 + Penalty 5422.324809 = -10225465.256835 nChanged 17 SP:Iteration 65Q (810.580000 sec): 3 clusters Score: Raw -10230888.445907 + Penalty 5422.324809 = -10225466.121098 nChanged 19 SP:Iteration 66Q (811.040000 sec): 3 clusters Score: Raw -10230889.085467 + Penalty 5422.324809 = -10225466.760658 nChanged 16 SP:Iteration 67Q (811.560000 sec): 3 clusters Score: Raw -10230889.672513 + Penalty 5422.324809 = -10225467.347705 nChanged 15 SP:Iteration 68Q (812.020000 sec): 3 clusters Score: Raw -10230890.140360 + Penalty 5422.324809 = -10225467.815551 nChanged 7 SP:Iteration 69Q (812.490000 sec): 3 clusters Score: Raw -10230890.340454 + Penalty 5422.324809 = -10225468.015645 nChanged 6 SP:Iteration 70Q (813.010000 sec): 3 clusters Score: Raw -10230890.474044 + Penalty 5422.324809 = -10225468.149236 nChanged 4 SP:Iteration 71Q (813.520000 sec): 3 clusters Score: Raw -10230890.600873 + Penalty 5422.324809 = -10225468.276064 nChanged 3 SP:Iteration 72Q (814.010000 sec): 3 clusters Score: Raw -10230890.669683 + Penalty 5422.324809 = -10225468.344874 nChanged 3 SP:Iteration 73Q (814.520000 sec): 3 clusters Score: Raw -10230890.716809 + Penalty 5422.324809 = -10225468.392000 nChanged 1 SP:Iteration 74Q (815.020000 sec): 3 clusters Score: Raw -10230890.792045 + Penalty 5422.324809 = -10225468.467236 nChanged 4 SP:Iteration 75Q (815.500000 sec): 3 clusters Score: Raw -10230890.873810 + Penalty 5422.324809 = -10225468.549001 nChanged 5 SP:Iteration 76Q (815.970000 sec): 3 clusters Score: Raw -10230891.038318 + Penalty 5422.324809 = -10225468.713509 nChanged 3 SP:Iteration 77Q (816.420000 sec): 3 clusters Score: Raw -10230891.128015 + Penalty 5422.324809 = -10225468.803207 nChanged 2 SP:Iteration 78Q (816.870000 sec): 3 clusters Score: Raw -10230891.188675 + Penalty 5422.324809 = -10225468.863866 nChanged 5 SP:Iteration 79Q (817.360000 sec): 3 clusters Score: Raw -10230891.339098 + Penalty 5422.324809 = -10225469.014290 nChanged 3 SP:Iteration 80F (817.840000 sec): 3 clusters Score: Raw -10230891.390290 + Penalty 5422.324809 = -10225469.065481 nChanged 3 SP:Iteration 81Q (818.320000 sec): 3 clusters Score: Raw -10230891.501331 + Penalty 5422.324809 = -10225469.176522 nChanged 3 SP:Iteration 82Q (818.840000 sec): 3 clusters Score: Raw -10230891.549342 + Penalty 5422.324809 = -10225469.224534 nChanged 2 SP:Iteration 83Q (819.300000 sec): 3 clusters Score: Raw -10230891.622540 + Penalty 5422.324809 = -10225469.297731 nChanged 2 SP:Iteration 84Q (819.740000 sec): 3 clusters Score: Raw -10230891.663754 + Penalty 5422.324809 = -10225469.338945 nChanged 2 SP:Iteration 85Q (820.190000 sec): 3 clusters Score: Raw -10230891.717640 + Penalty 5422.324809 = -10225469.392831 nChanged 2 SP:Iteration 86Q (820.630000 sec): 3 clusters Score: Raw -10230891.755799 + Penalty 5422.324809 = -10225469.430990 nChanged 1 SP:Iteration 87Q (821.080000 sec): 3 clusters Score: Raw -10230891.809556 + Penalty 5422.324809 = -10225469.484747 nChanged 5 SP:Iteration 88Q (821.460000 sec): 3 clusters Score: Raw -10230891.923504 + Penalty 5422.324809 = -10225469.598695 nChanged 5 SP:Iteration 89Q (821.890000 sec): 3 clusters Score: Raw -10230892.128901 + Penalty 5422.324809 = -10225469.804092 nChanged 6 SP:Iteration 90Q (822.330000 sec): 3 clusters Score: Raw -10230892.374696 + Penalty 5422.324809 = -10225470.049888 nChanged 10 SP:Iteration 91Q (822.740000 sec): 3 clusters Score: Raw -10230892.732082 + Penalty 5422.324809 = -10225470.407273 nChanged 9 SP:Iteration 92Q (823.240000 sec): 3 clusters Score: Raw -10230893.152845 + Penalty 5422.324809 = -10225470.828036 nChanged 7 SP:Iteration 93Q (823.740000 sec): 3 clusters Score: Raw -10230893.442840 + Penalty 5422.324809 = -10225471.118031 nChanged 6 SP:Iteration 94Q (824.200000 sec): 3 clusters Score: Raw -10230893.594188 + Penalty 5422.324809 = -10225471.269379 nChanged 1 SP:Iteration 95Q (824.690000 sec): 3 clusters Score: Raw -10230893.608072 + Penalty 5422.324809 = -10225471.283263 nChanged 1 SP:Iteration 96Q (825.170000 sec): 3 clusters Score: Raw -10230893.644009 + Penalty 5422.324809 = -10225471.319200 nChanged 5 SP:Iteration 97Q (825.700000 sec): 3 clusters Score: Raw -10230893.711046 + Penalty 5422.324809 = -10225471.386238 nChanged 1 SP:Iteration 98Q (826.240000 sec): 3 clusters Score: Raw -10230893.727273 + Penalty 5422.324809 = -10225471.402464 nChanged 0 SP:Iteration 99F (826.730000 sec): 3 clusters Score: Raw -10230893.727273 + Penalty 5422.324809 = -10225471.402464 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 5.79 GB. Trying to split cluster 17 (195344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.710000 sec): 2 clusters Score: Raw -35126885.087977 + Penalty 3021.264312 = -35123863.823665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.950000 sec): 3 clusters Score: Raw -34999318.938590 + Penalty 6042.528623 = -34993276.409967 nChanged 93463 SP:Iteration 1F (830.230000 sec): 3 clusters Score: Raw -35054444.078471 + Penalty 6042.528623 = -35048401.549848 nChanged 6985 SP:Iteration 2Q (831.520000 sec): 3 clusters Score: Raw -35056690.582357 + Penalty 6042.528623 = -35050648.053734 nChanged 8408 SP:Iteration 3Q (832.780000 sec): 3 clusters Score: Raw -35060226.439462 + Penalty 6042.528623 = -35054183.910838 nChanged 10384 SP:Iteration 4F (834.020000 sec): 3 clusters Score: Raw -35065571.079677 + Penalty 6042.528623 = -35059528.551053 nChanged 12125 SP:Iteration 5F (835.220000 sec): 3 clusters Score: Raw -35072447.813150 + Penalty 6042.528623 = -35066405.284526 nChanged 12767 SP:Iteration 6F (836.420000 sec): 3 clusters Score: Raw -35079854.285479 + Penalty 6042.528623 = -35073811.756856 nChanged 12153 SP:Iteration 7F (837.590000 sec): 3 clusters Score: Raw -35086281.942856 + Penalty 6042.528623 = -35080239.414233 nChanged 10512 SP:Iteration 8F (838.780000 sec): 3 clusters Score: Raw -35090774.384367 + Penalty 6042.528623 = -35084731.855744 nChanged 8190 SP:Iteration 9Q (840.020000 sec): 3 clusters Score: Raw -35093372.697858 + Penalty 6042.528623 = -35087330.169235 nChanged 6162 SP:Iteration 10Q (841.380000 sec): 3 clusters Score: Raw -35094800.811098 + Penalty 6042.528623 = -35088758.282475 nChanged 4418 SP:Iteration 11Q (842.700000 sec): 3 clusters Score: Raw -35095581.985002 + Penalty 6042.528623 = -35089539.456378 nChanged 3287 SP:Iteration 12Q (844.190000 sec): 3 clusters Score: Raw -35096017.246174 + Penalty 6042.528623 = -35089974.717550 nChanged 2477 SP:Iteration 13Q (845.590000 sec): 3 clusters Score: Raw -35096279.636119 + Penalty 6042.528623 = -35090237.107496 nChanged 1872 SP:Iteration 14Q (846.900000 sec): 3 clusters Score: Raw -35096437.308206 + Penalty 6042.528623 = -35090394.779582 nChanged 1467 SP:Iteration 15Q (848.240000 sec): 3 clusters Score: Raw -35096537.259071 + Penalty 6042.528623 = -35090494.730448 nChanged 1145 SP:Iteration 16Q (849.540000 sec): 3 clusters Score: Raw -35096601.275305 + Penalty 6042.528623 = -35090558.746681 nChanged 910 SP:Iteration 17Q (850.800000 sec): 3 clusters Score: Raw -35096646.296129 + Penalty 6042.528623 = -35090603.767506 nChanged 843 SP:Iteration 18Q (852.010000 sec): 3 clusters Score: Raw -35096686.000620 + Penalty 6042.528623 = -35090643.471996 nChanged 767 SP:Iteration 19Q (853.330000 sec): 3 clusters Score: Raw -35096718.993619 + Penalty 6042.528623 = -35090676.464995 nChanged 697 SP:Iteration 20F (854.480000 sec): 3 clusters Score: Raw -35096750.371100 + Penalty 6042.528623 = -35090707.842476 nChanged 686 SP:Iteration 21Q (855.780000 sec): 3 clusters Score: Raw -35096781.351886 + Penalty 6042.528623 = -35090738.823263 nChanged 721 SP:Iteration 22Q (857.060000 sec): 3 clusters Score: Raw -35096814.305021 + Penalty 6042.528623 = -35090771.776398 nChanged 771 SP:Iteration 23Q (858.260000 sec): 3 clusters Score: Raw -35096852.924556 + Penalty 6042.528623 = -35090810.395933 nChanged 856 SP:Iteration 24Q (859.520000 sec): 3 clusters Score: Raw -35096901.375725 + Penalty 6042.528623 = -35090858.847102 nChanged 999 SP:Iteration 25Q (860.760000 sec): 3 clusters Score: Raw -35096963.482356 + Penalty 6042.528623 = -35090920.953732 nChanged 1112 SP:Iteration 26Q (862.030000 sec): 3 clusters Score: Raw -35097040.498258 + Penalty 6042.528623 = -35090997.969635 nChanged 1285 SP:Iteration 27Q (863.380000 sec): 3 clusters Score: Raw -35097138.501971 + Penalty 6042.528623 = -35091095.973347 nChanged 1528 SP:Iteration 28Q (864.590000 sec): 3 clusters Score: Raw -35097273.385022 + Penalty 6042.528623 = -35091230.856398 nChanged 1789 SP:Iteration 29Q (865.960000 sec): 3 clusters Score: Raw -35097459.076227 + Penalty 6042.528623 = -35091416.547604 nChanged 2160 SP:Iteration 30Q (867.220000 sec): 3 clusters Score: Raw -35097714.839077 + Penalty 6042.528623 = -35091672.310454 nChanged 2436 SP:Iteration 31Q (868.440000 sec): 3 clusters Score: Raw -35098038.476831 + Penalty 6042.528623 = -35091995.948207 nChanged 2800 SP:Iteration 32Q (869.610000 sec): 3 clusters Score: Raw -35098475.287110 + Penalty 6042.528623 = -35092432.758486 nChanged 3219 SP:Iteration 33Q (870.830000 sec): 3 clusters Score: Raw -35099047.685168 + Penalty 6042.528623 = -35093005.156545 nChanged 3784 SP:Iteration 34Q (872.160000 sec): 3 clusters Score: Raw -35099849.426175 + Penalty 6042.528623 = -35093806.897552 nChanged 4323 SP:Iteration 35Q (873.350000 sec): 3 clusters Score: Raw -35100904.622056 + Penalty 6042.528623 = -35094862.093433 nChanged 4890 SP:Iteration 36Q (874.650000 sec): 3 clusters Score: Raw -35102275.980914 + Penalty 6042.528623 = -35096233.452291 nChanged 5571 SP:Iteration 37Q (876.030000 sec): 3 clusters Score: Raw -35104081.292353 + Penalty 6042.528623 = -35098038.763730 nChanged 5988 SP:Iteration 38Q (877.290000 sec): 3 clusters Score: Raw -35106251.224124 + Penalty 6042.528623 = -35100208.695501 nChanged 6475 SP:Iteration 39Q (878.680000 sec): 3 clusters Score: Raw -35108835.531224 + Penalty 6042.528623 = -35102793.002601 nChanged 6459 SP:Iteration 40F (879.930000 sec): 3 clusters Score: Raw -35111660.982547 + Penalty 6042.528623 = -35105618.453924 nChanged 6299 SP:Iteration 41Q (881.180000 sec): 3 clusters Score: Raw -35114598.567897 + Penalty 6042.528623 = -35108556.039274 nChanged 5842 SP:Iteration 42Q (882.380000 sec): 3 clusters Score: Raw -35117467.538464 + Penalty 6042.528623 = -35111425.009841 nChanged 5198 SP:Iteration 43Q (883.550000 sec): 3 clusters Score: Raw -35120120.557064 + Penalty 6042.528623 = -35114078.028441 nChanged 4290 SP:Iteration 44Q (884.610000 sec): 3 clusters Score: Raw -35122305.064310 + Penalty 6042.528623 = -35116262.535687 nChanged 3302 SP:Iteration 45Q (885.690000 sec): 3 clusters Score: Raw -35123961.512321 + Penalty 6042.528623 = -35117918.983697 nChanged 2416 SP:Iteration 46Q (886.800000 sec): 3 clusters Score: Raw -35125158.847445 + Penalty 6042.528623 = -35119116.318821 nChanged 1780 SP:Iteration 47Q (887.910000 sec): 3 clusters Score: Raw -35126020.024384 + Penalty 6042.528623 = -35119977.495761 nChanged 1206 SP:Iteration 48Q (889.030000 sec): 3 clusters Score: Raw -35126557.387927 + Penalty 6042.528623 = -35120514.859304 nChanged 836 SP:Iteration 49Q (890.110000 sec): 3 clusters Score: Raw -35126905.849884 + Penalty 6042.528623 = -35120863.321261 nChanged 559 SP:Iteration 50Q (891.170000 sec): 3 clusters Score: Raw -35127142.998361 + Penalty 6042.528623 = -35121100.469737 nChanged 439 SP:Iteration 51Q (892.290000 sec): 3 clusters Score: Raw -35127318.150808 + Penalty 6042.528623 = -35121275.622184 nChanged 315 SP:Iteration 52Q (893.370000 sec): 3 clusters Score: Raw -35127445.643438 + Penalty 6042.528623 = -35121403.114814 nChanged 236 SP:Iteration 53Q (894.410000 sec): 3 clusters Score: Raw -35127535.093670 + Penalty 6042.528623 = -35121492.565047 nChanged 176 SP:Iteration 54Q (895.430000 sec): 3 clusters Score: Raw -35127607.465404 + Penalty 6042.528623 = -35121564.936780 nChanged 149 SP:Iteration 55Q (896.490000 sec): 3 clusters Score: Raw -35127665.328309 + Penalty 6042.528623 = -35121622.799685 nChanged 115 SP:Iteration 56Q (897.430000 sec): 3 clusters Score: Raw -35127703.657392 + Penalty 6042.528623 = -35121661.128769 nChanged 83 SP:Iteration 57Q (898.450000 sec): 3 clusters Score: Raw -35127727.372656 + Penalty 6042.528623 = -35121684.844032 nChanged 70 SP:Iteration 58Q (899.500000 sec): 3 clusters Score: Raw -35127746.299954 + Penalty 6042.528623 = -35121703.771331 nChanged 58 SP:Iteration 59Q (900.490000 sec): 3 clusters Score: Raw -35127764.949269 + Penalty 6042.528623 = -35121722.420646 nChanged 62 SP:Iteration 60F (901.650000 sec): 3 clusters Score: Raw -35127784.436483 + Penalty 6042.528623 = -35121741.907860 nChanged 59 SP:Iteration 61Q (902.710000 sec): 3 clusters Score: Raw -35127802.370795 + Penalty 6042.528623 = -35121759.842171 nChanged 53 SP:Iteration 62Q (903.660000 sec): 3 clusters Score: Raw -35127819.816806 + Penalty 6042.528623 = -35121777.288182 nChanged 44 SP:Iteration 63Q (904.660000 sec): 3 clusters Score: Raw -35127836.270513 + Penalty 6042.528623 = -35121793.741889 nChanged 57 SP:Iteration 64Q (905.860000 sec): 3 clusters Score: Raw -35127853.757269 + Penalty 6042.528623 = -35121811.228646 nChanged 40 SP:Iteration 65Q (906.960000 sec): 3 clusters Score: Raw -35127866.404703 + Penalty 6042.528623 = -35121823.876080 nChanged 40 SP:Iteration 66Q (907.940000 sec): 3 clusters Score: Raw -35127879.107000 + Penalty 6042.528623 = -35121836.578376 nChanged 45 SP:Iteration 67Q (908.960000 sec): 3 clusters Score: Raw -35127890.681106 + Penalty 6042.528623 = -35121848.152482 nChanged 44 SP:Iteration 68Q (910.100000 sec): 3 clusters Score: Raw -35127903.526864 + Penalty 6042.528623 = -35121860.998241 nChanged 36 SP:Iteration 69Q (911.270000 sec): 3 clusters Score: Raw -35127915.665399 + Penalty 6042.528623 = -35121873.136775 nChanged 39 SP:Iteration 70Q (912.390000 sec): 3 clusters Score: Raw -35127928.621553 + Penalty 6042.528623 = -35121886.092929 nChanged 45 SP:Iteration 71Q (913.530000 sec): 3 clusters Score: Raw -35127940.360739 + Penalty 6042.528623 = -35121897.832116 nChanged 42 SP:Iteration 72Q (914.570000 sec): 3 clusters Score: Raw -35127951.791602 + Penalty 6042.528623 = -35121909.262978 nChanged 36 SP:Iteration 73Q (915.660000 sec): 3 clusters Score: Raw -35127959.919585 + Penalty 6042.528623 = -35121917.390962 nChanged 25 SP:Iteration 74Q (916.710000 sec): 3 clusters Score: Raw -35127967.247205 + Penalty 6042.528623 = -35121924.718582 nChanged 23 SP:Iteration 75Q (917.820000 sec): 3 clusters Score: Raw -35127971.313361 + Penalty 6042.528623 = -35121928.784738 nChanged 17 SP:Iteration 76Q (918.880000 sec): 3 clusters Score: Raw -35127975.007529 + Penalty 6042.528623 = -35121932.478906 nChanged 18 SP:Iteration 77Q (920.000000 sec): 3 clusters Score: Raw -35127978.875222 + Penalty 6042.528623 = -35121936.346598 nChanged 9 SP:Iteration 78Q (921.140000 sec): 3 clusters Score: Raw -35127980.776437 + Penalty 6042.528623 = -35121938.247814 nChanged 7 SP:Iteration 79Q (922.190000 sec): 3 clusters Score: Raw -35127982.197766 + Penalty 6042.528623 = -35121939.669142 nChanged 10 SP:Iteration 80F (923.360000 sec): 3 clusters Score: Raw -35127985.271256 + Penalty 6042.528623 = -35121942.742633 nChanged 13 SP:Iteration 81Q (924.440000 sec): 3 clusters Score: Raw -35127988.032961 + Penalty 6042.528623 = -35121945.504337 nChanged 9 SP:Iteration 82Q (925.520000 sec): 3 clusters Score: Raw -35127990.280064 + Penalty 6042.528623 = -35121947.751441 nChanged 10 SP:Iteration 83Q (926.680000 sec): 3 clusters Score: Raw -35127992.283906 + Penalty 6042.528623 = -35121949.755283 nChanged 9 SP:Iteration 84Q (927.750000 sec): 3 clusters Score: Raw -35127994.405108 + Penalty 6042.528623 = -35121951.876484 nChanged 10 SP:Iteration 85Q (928.890000 sec): 3 clusters Score: Raw -35127997.449879 + Penalty 6042.528623 = -35121954.921256 nChanged 12 SP:Iteration 86Q (930.020000 sec): 3 clusters Score: Raw -35128000.592344 + Penalty 6042.528623 = -35121958.063720 nChanged 7 SP:Iteration 87Q (931.030000 sec): 3 clusters Score: Raw -35128001.796043 + Penalty 6042.528623 = -35121959.267419 nChanged 3 SP:Iteration 88Q (932.080000 sec): 3 clusters Score: Raw -35128002.291723 + Penalty 6042.528623 = -35121959.763099 nChanged 6 SP:Iteration 89Q (933.110000 sec): 3 clusters Score: Raw -35128003.066898 + Penalty 6042.528623 = -35121960.538274 nChanged 6 SP:Iteration 90Q (934.260000 sec): 3 clusters Score: Raw -35128004.348448 + Penalty 6042.528623 = -35121961.819825 nChanged 7 SP:Iteration 91Q (935.260000 sec): 3 clusters Score: Raw -35128006.021345 + Penalty 6042.528623 = -35121963.492722 nChanged 5 SP:Iteration 92Q (936.450000 sec): 3 clusters Score: Raw -35128007.175097 + Penalty 6042.528623 = -35121964.646474 nChanged 6 SP:Iteration 93Q (937.460000 sec): 3 clusters Score: Raw -35128008.393623 + Penalty 6042.528623 = -35121965.865000 nChanged 4 SP:Iteration 94Q (938.510000 sec): 3 clusters Score: Raw -35128009.083320 + Penalty 6042.528623 = -35121966.554697 nChanged 7 SP:Iteration 95Q (939.570000 sec): 3 clusters Score: Raw -35128010.344597 + Penalty 6042.528623 = -35121967.815973 nChanged 6 SP:Iteration 96Q (940.540000 sec): 3 clusters Score: Raw -35128011.713134 + Penalty 6042.528623 = -35121969.184510 nChanged 6 SP:Iteration 97Q (941.590000 sec): 3 clusters Score: Raw -35128013.326804 + Penalty 6042.528623 = -35121970.798181 nChanged 9 SP:Iteration 98Q (942.670000 sec): 3 clusters Score: Raw -35128015.283271 + Penalty 6042.528623 = -35121972.754647 nChanged 7 SP:Iteration 99Q (943.730000 sec): 3 clusters Score: Raw -35128016.676192 + Penalty 6042.528623 = -35121974.147569 nChanged 9 SP:Iteration 100F (944.900000 sec): 3 clusters Score: Raw -35128018.519048 + Penalty 6042.528623 = -35121975.990425 nChanged 6 SP:Iteration 101Q (945.880000 sec): 3 clusters Score: Raw -35128019.807214 + Penalty 6042.528623 = -35121977.278590 nChanged 5 SP:Iteration 102Q (946.780000 sec): 3 clusters Score: Raw -35128021.018899 + Penalty 6042.528623 = -35121978.490275 nChanged 7 SP:Iteration 103Q (947.820000 sec): 3 clusters Score: Raw -35128022.344615 + Penalty 6042.528623 = -35121979.815991 nChanged 7 SP:Iteration 104Q (948.890000 sec): 3 clusters Score: Raw -35128023.489794 + Penalty 6042.528623 = -35121980.961170 nChanged 5 SP:Iteration 105Q (949.860000 sec): 3 clusters Score: Raw -35128024.612363 + Penalty 6042.528623 = -35121982.083740 nChanged 6 SP:Iteration 106Q (950.990000 sec): 3 clusters Score: Raw -35128026.429366 + Penalty 6042.528623 = -35121983.900742 nChanged 9 SP:Iteration 107Q (952.100000 sec): 3 clusters Score: Raw -35128028.024820 + Penalty 6042.528623 = -35121985.496197 nChanged 3 SP:Iteration 108Q (953.150000 sec): 3 clusters Score: Raw -35128028.898484 + Penalty 6042.528623 = -35121986.369861 nChanged 4 SP:Iteration 109Q (954.210000 sec): 3 clusters Score: Raw -35128029.682330 + Penalty 6042.528623 = -35121987.153707 nChanged 6 SP:Iteration 110Q (955.320000 sec): 3 clusters Score: Raw -35128030.877339 + Penalty 6042.528623 = -35121988.348715 nChanged 7 SP:Iteration 111Q (956.370000 sec): 3 clusters Score: Raw -35128032.379656 + Penalty 6042.528623 = -35121989.851032 nChanged 8 SP:Iteration 112Q (957.640000 sec): 3 clusters Score: Raw -35128034.062013 + Penalty 6042.528623 = -35121991.533389 nChanged 5 SP:Iteration 113Q (958.830000 sec): 3 clusters Score: Raw -35128034.792723 + Penalty 6042.528623 = -35121992.264100 nChanged 2 SP:Iteration 114Q (959.860000 sec): 3 clusters Score: Raw -35128035.296242 + Penalty 6042.528623 = -35121992.767619 nChanged 3 SP:Iteration 115Q (960.910000 sec): 3 clusters Score: Raw -35128035.949636 + Penalty 6042.528623 = -35121993.421012 nChanged 5 SP:Iteration 116Q (962.040000 sec): 3 clusters Score: Raw -35128036.713408 + Penalty 6042.528623 = -35121994.184784 nChanged 1 SP:Iteration 117Q (963.240000 sec): 3 clusters Score: Raw -35128036.879492 + Penalty 6042.528623 = -35121994.350869 nChanged 1 SP:Iteration 118Q (964.430000 sec): 3 clusters Score: Raw -35128037.006522 + Penalty 6042.528623 = -35121994.477898 nChanged 2 SP:Iteration 119Q (965.530000 sec): 3 clusters Score: Raw -35128037.530210 + Penalty 6042.528623 = -35121995.001587 nChanged 0 SP:Iteration 120F (966.750000 sec): 3 clusters Score: Raw -35128037.530210 + Penalty 6042.528623 = -35121995.001587 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (18092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.030000 sec): 2 clusters Score: Raw -3106344.184593 + Penalty 2431.199832 = -3103912.984761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.330000 sec): 3 clusters Score: Raw -3096118.419037 + Penalty 4862.399665 = -3091256.019373 nChanged 7945 SP:Iteration 1F (967.620000 sec): 3 clusters Score: Raw -3101240.355476 + Penalty 4862.399665 = -3096377.955811 nChanged 1641 SP:Iteration 2F (967.930000 sec): 3 clusters Score: Raw -3102893.872077 + Penalty 4862.399665 = -3098031.472412 nChanged 1637 SP:Iteration 3F (968.230000 sec): 3 clusters Score: Raw -3104614.603728 + Penalty 4862.399665 = -3099752.204064 nChanged 1548 SP:Iteration 4F (968.480000 sec): 3 clusters Score: Raw -3106187.527848 + Penalty 4862.399665 = -3101325.128184 nChanged 1380 SP:Iteration 5F (968.740000 sec): 3 clusters Score: Raw -3107527.246807 + Penalty 4862.399665 = -3102664.847142 nChanged 1175 SP:Iteration 6F (969.070000 sec): 3 clusters Score: Raw -3108661.881139 + Penalty 4862.399665 = -3103799.481474 nChanged 1006 SP:Iteration 7F (969.360000 sec): 3 clusters Score: Raw -3109614.332322 + Penalty 4862.399665 = -3104751.932657 nChanged 774 SP:Iteration 8Q (969.630000 sec): 3 clusters Score: Raw -3110242.697847 + Penalty 4862.399665 = -3105380.298182 nChanged 599 SP:Iteration 9Q (969.900000 sec): 3 clusters Score: Raw -3110716.963056 + Penalty 4862.399665 = -3105854.563391 nChanged 482 SP:Iteration 10Q (970.220000 sec): 3 clusters Score: Raw -3111237.076365 + Penalty 4862.399665 = -3106374.676700 nChanged 405 SP:Iteration 11Q (970.500000 sec): 3 clusters Score: Raw -3111766.324970 + Penalty 4862.399665 = -3106903.925306 nChanged 343 SP:Iteration 12Q (970.760000 sec): 3 clusters Score: Raw -3112083.616864 + Penalty 4862.399665 = -3107221.217200 nChanged 324 SP:Iteration 13Q (971.030000 sec): 3 clusters Score: Raw -3112281.655590 + Penalty 4862.399665 = -3107419.255925 nChanged 271 SP:Iteration 14Q (971.290000 sec): 3 clusters Score: Raw -3112427.585782 + Penalty 4862.399665 = -3107565.186118 nChanged 229 SP:Iteration 15Q (971.550000 sec): 3 clusters Score: Raw -3112561.255056 + Penalty 4862.399665 = -3107698.855391 nChanged 196 SP:Iteration 16Q (971.830000 sec): 3 clusters Score: Raw -3112689.031905 + Penalty 4862.399665 = -3107826.632241 nChanged 165 SP:Iteration 17Q (972.220000 sec): 3 clusters Score: Raw -3112826.526967 + Penalty 4862.399665 = -3107964.127302 nChanged 156 SP:Iteration 18Q (972.520000 sec): 3 clusters Score: Raw -3112919.730903 + Penalty 4862.399665 = -3108057.331239 nChanged 156 SP:Iteration 19Q (972.830000 sec): 3 clusters Score: Raw -3113018.152667 + Penalty 4862.399665 = -3108155.753002 nChanged 119 SP:Iteration 20F (973.160000 sec): 3 clusters Score: Raw -3113187.906669 + Penalty 4862.399665 = -3108325.507004 nChanged 122 SP:Iteration 21Q (973.490000 sec): 3 clusters Score: Raw -3113277.484076 + Penalty 4862.399665 = -3108415.084411 nChanged 158 SP:Iteration 22Q (973.760000 sec): 3 clusters Score: Raw -3113324.969102 + Penalty 4862.399665 = -3108462.569437 nChanged 111 SP:Iteration 23Q (974.070000 sec): 3 clusters Score: Raw -3113351.101597 + Penalty 4862.399665 = -3108488.701932 nChanged 89 SP:Iteration 24Q (974.410000 sec): 3 clusters Score: Raw -3113368.408843 + Penalty 4862.399665 = -3108506.009178 nChanged 77 SP:Iteration 25Q (974.650000 sec): 3 clusters Score: Raw -3113382.626348 + Penalty 4862.399665 = -3108520.226683 nChanged 72 SP:Iteration 26Q (974.920000 sec): 3 clusters Score: Raw -3113397.482670 + Penalty 4862.399665 = -3108535.083005 nChanged 68 SP:Iteration 27Q (975.170000 sec): 3 clusters Score: Raw -3113412.521569 + Penalty 4862.399665 = -3108550.121905 nChanged 66 SP:Iteration 28Q (975.450000 sec): 3 clusters Score: Raw -3113424.865647 + Penalty 4862.399665 = -3108562.465982 nChanged 64 SP:Iteration 29Q (975.710000 sec): 3 clusters Score: Raw -3113436.507864 + Penalty 4862.399665 = -3108574.108199 nChanged 55 SP:Iteration 30Q (976.010000 sec): 3 clusters Score: Raw -3113444.669335 + Penalty 4862.399665 = -3108582.269670 nChanged 50 SP:Iteration 31Q (976.280000 sec): 3 clusters Score: Raw -3113450.826424 + Penalty 4862.399665 = -3108588.426759 nChanged 37 SP:Iteration 32Q (976.570000 sec): 3 clusters Score: Raw -3113455.392070 + Penalty 4862.399665 = -3108592.992405 nChanged 28 SP:Iteration 33Q (976.840000 sec): 3 clusters Score: Raw -3113459.072751 + Penalty 4862.399665 = -3108596.673087 nChanged 26 SP:Iteration 34Q (977.130000 sec): 3 clusters Score: Raw -3113462.194058 + Penalty 4862.399665 = -3108599.794393 nChanged 22 SP:Iteration 35Q (977.380000 sec): 3 clusters Score: Raw -3113465.116931 + Penalty 4862.399665 = -3108602.717266 nChanged 22 SP:Iteration 36Q (977.670000 sec): 3 clusters Score: Raw -3113467.340992 + Penalty 4862.399665 = -3108604.941327 nChanged 22 SP:Iteration 37Q (977.930000 sec): 3 clusters Score: Raw -3113469.440554 + Penalty 4862.399665 = -3108607.040890 nChanged 19 SP:Iteration 38Q (978.170000 sec): 3 clusters Score: Raw -3113471.278930 + Penalty 4862.399665 = -3108608.879266 nChanged 11 SP:Iteration 39Q (978.430000 sec): 3 clusters Score: Raw -3113472.514361 + Penalty 4862.399665 = -3108610.114696 nChanged 9 SP:Iteration 40F (978.760000 sec): 3 clusters Score: Raw -3113473.189461 + Penalty 4862.399665 = -3108610.789797 nChanged 4 SP:Iteration 41Q (979.010000 sec): 3 clusters Score: Raw -3113473.469220 + Penalty 4862.399665 = -3108611.069555 nChanged 6 SP:Iteration 42Q (979.320000 sec): 3 clusters Score: Raw -3113473.905526 + Penalty 4862.399665 = -3108611.505861 nChanged 5 SP:Iteration 43Q (979.570000 sec): 3 clusters Score: Raw -3113474.192748 + Penalty 4862.399665 = -3108611.793083 nChanged 6 SP:Iteration 44Q (979.920000 sec): 3 clusters Score: Raw -3113474.481616 + Penalty 4862.399665 = -3108612.081951 nChanged 2 SP:Iteration 45Q (980.230000 sec): 3 clusters Score: Raw -3113474.611038 + Penalty 4862.399665 = -3108612.211373 nChanged 1 SP:Iteration 46Q (980.510000 sec): 3 clusters Score: Raw -3113474.673272 + Penalty 4862.399665 = -3108612.273607 nChanged 1 SP:Iteration 47Q (980.790000 sec): 3 clusters Score: Raw -3113474.707772 + Penalty 4862.399665 = -3108612.308107 nChanged 1 SP:Iteration 48Q (981.130000 sec): 3 clusters Score: Raw -3113474.753197 + Penalty 4862.399665 = -3108612.353533 nChanged 0 SP:Iteration 49F (981.420000 sec): 3 clusters Score: Raw -3113474.753197 + Penalty 4862.399665 = -3108612.353533 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 5.79 GB. Trying to split cluster 19 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.570000 sec): 2 clusters Score: Raw -121607.388477 + Penalty 1718.762702 = -119888.625775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.720000 sec): 3 clusters Score: Raw -122199.104962 + Penalty 3437.525404 = -118761.579558 nChanged 410 SP:Iteration 1F (981.870000 sec): 3 clusters Score: Raw -125244.007299 + Penalty 3437.525404 = -121806.481895 nChanged 160 SP:Iteration 2F (982.010000 sec): 3 clusters Score: Raw -128472.457367 + Penalty 3437.525404 = -125034.931963 nChanged 119 SP:Iteration 3F (982.210000 sec): 3 clusters Score: Raw -131212.759382 + Penalty 3437.525404 = -127775.233978 nChanged 110 SP:Iteration 4F (982.410000 sec): 3 clusters Score: Raw -133798.714019 + Penalty 3437.525404 = -130361.188615 nChanged 83 SP:Iteration 5F (982.650000 sec): 3 clusters Score: Raw -136749.220081 + Penalty 3437.525404 = -133311.694677 nChanged 47 SP:Iteration 6Q (982.810000 sec): 3 clusters Score: Raw -139752.568366 + Penalty 3437.525404 = -136315.042962 nChanged 9 SP:Iteration 7Q (983.020000 sec): 3 clusters Score: Raw -140137.024841 + Penalty 3437.525404 = -136699.499438 nChanged 1 SP:Iteration 8Q (983.210000 sec): 3 clusters Score: Raw -140148.395672 + Penalty 3437.525404 = -136710.870268 nChanged 0 SP:Iteration 9F (983.410000 sec): 3 clusters Score: Raw -140148.395672 + Penalty 3437.525404 = -136710.870268 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Iteration 20F (1029.770000 sec): 31 clusters Score: Raw -140041003.869837 + Penalty 100909.198739 = -139940094.671099 nChanged 27932 Iteration 21Q (1057.350000 sec): 31 clusters Score: Raw -140060094.306491 + Penalty 100909.198739 = -139959185.107752 nChanged 15141 Iteration 22Q (1081.910000 sec): 31 clusters Score: Raw -140066643.836345 + Penalty 100909.198739 = -139965734.637607 nChanged 10121 Iteration 23Q (1107.450000 sec): 31 clusters Score: Raw -140069873.953302 + Penalty 100909.198739 = -139968964.754563 nChanged 7809 Iteration 24Q (1131.970000 sec): 31 clusters Score: Raw -140072078.344499 + Penalty 100909.198739 = -139971169.145760 nChanged 6189 Iteration 25Q (1157.670000 sec): 31 clusters Score: Raw -140073653.415473 + Penalty 100909.198739 = -139972744.216734 nChanged 5151 Iteration 26Q (1182.290000 sec): 31 clusters Score: Raw -140075019.625702 + Penalty 100909.198739 = -139974110.426963 nChanged 4297 Iteration 27Q (1203.920000 sec): 31 clusters Score: Raw -140075987.164063 + Penalty 100909.198739 = -139975077.965324 nChanged 3522 Iteration 28Q (1228.600000 sec): 31 clusters Score: Raw -140076531.852526 + Penalty 100909.198739 = -139975622.653787 nChanged 2811 Iteration 29Q (1249.920000 sec): 31 clusters Score: Raw -140076942.737917 + Penalty 100909.198739 = -139976033.539178 nChanged 2387 Iteration 30Q (1273.570000 sec): 31 clusters Score: Raw -140077242.210790 + Penalty 100909.198739 = -139976333.012052 nChanged 2086 Iteration 31Q (1297.220000 sec): 31 clusters Score: Raw -140077507.597622 + Penalty 100909.198739 = -139976598.398883 nChanged 1684 Iteration 32Q (1321.430000 sec): 31 clusters Score: Raw -140077735.307963 + Penalty 100909.198739 = -139976826.109224 nChanged 1431 Iteration 33Q (1343.310000 sec): 31 clusters Score: Raw -140077940.399942 + Penalty 100909.198739 = -139977031.201203 nChanged 1185 Iteration 34Q (1366.080000 sec): 31 clusters Score: Raw -140078092.374606 + Penalty 100909.198739 = -139977183.175867 nChanged 1037 Iteration 35Q (1389.660000 sec): 31 clusters Score: Raw -140078249.220775 + Penalty 100909.198739 = -139977340.022036 nChanged 914 Iteration 36Q (1410.950000 sec): 31 clusters Score: Raw -140078400.063792 + Penalty 100909.198739 = -139977490.865053 nChanged 773 Iteration 37Q (1434.050000 sec): 31 clusters Score: Raw -140078544.741946 + Penalty 100909.198739 = -139977635.543207 nChanged 742 Iteration 38Q (1455.550000 sec): 31 clusters Score: Raw -140078690.236221 + Penalty 100909.198739 = -139977781.037483 nChanged 655 Iteration 39Q (1480.560000 sec): 31 clusters Score: Raw -140078931.742902 + Penalty 100909.198739 = -139978022.544163 nChanged 671 Iteration 40F (1525.770000 sec): 31 clusters Score: Raw -140080105.714639 + Penalty 100909.198739 = -139979196.515900 nChanged 1092 Iteration 41Q (1550.380000 sec): 31 clusters Score: Raw -140081249.402991 + Penalty 100909.198739 = -139980340.204253 nChanged 1333 Iteration 42Q (1573.740000 sec): 31 clusters Score: Raw -140082006.465717 + Penalty 100909.198739 = -139981097.266978 nChanged 1314 Iteration 43Q (1598.150000 sec): 31 clusters Score: Raw -140082572.183353 + Penalty 100909.198739 = -139981662.984614 nChanged 1267 Iteration 44Q (1622.630000 sec): 31 clusters Score: Raw -140083089.529283 + Penalty 100909.198739 = -139982180.330544 nChanged 1192 Iteration 45Q (1646.050000 sec): 31 clusters Score: Raw -140083665.481954 + Penalty 100909.198739 = -139982756.283215 nChanged 1091 Iteration 46Q (1667.380000 sec): 31 clusters Score: Raw -140084076.331811 + Penalty 100909.198739 = -139983167.133072 nChanged 1086 Iteration 47Q (1689.560000 sec): 31 clusters Score: Raw -140084372.108404 + Penalty 100909.198739 = -139983462.909666 nChanged 977 Iteration 48Q (1712.680000 sec): 31 clusters Score: Raw -140084647.628018 + Penalty 100909.198739 = -139983738.429280 nChanged 951 Iteration 49Q (1733.320000 sec): 31 clusters Score: Raw -140084924.813206 + Penalty 100909.198739 = -139984015.614467 nChanged 944 Iteration 50Q (1756.510000 sec): 31 clusters Score: Raw -140085173.088176 + Penalty 100909.198739 = -139984263.889437 nChanged 942 Iteration 51Q (1783.980000 sec): 31 clusters Score: Raw -140085437.779263 + Penalty 100909.198739 = -139984528.580524 nChanged 935 Iteration 52Q (1810.670000 sec): 31 clusters Score: Raw -140085751.012300 + Penalty 100909.198739 = -139984841.813561 nChanged 937 Iteration 53Q (1835.580000 sec): 31 clusters Score: Raw -140086121.926042 + Penalty 100909.198739 = -139985212.727303 nChanged 998 Iteration 54Q (1859.290000 sec): 31 clusters Score: Raw -140086583.585604 + Penalty 100909.198739 = -139985674.386865 nChanged 1079 Iteration 55Q (1883.190000 sec): 31 clusters Score: Raw -140087124.005678 + Penalty 100909.198739 = -139986214.806939 nChanged 1077 Iteration 56Q (1901.740000 sec): 31 clusters Score: Raw -140087662.313558 + Penalty 100909.198739 = -139986753.114819 nChanged 1168 Iteration 57Q (1926.710000 sec): 31 clusters Score: Raw -140088211.835392 + Penalty 100909.198739 = -139987302.636653 nChanged 1193 Iteration 58Q (1951.280000 sec): 31 clusters Score: Raw -140088670.267878 + Penalty 100909.198739 = -139987761.069139 nChanged 1242 Writing temp clu file Because OldScore, -139987302.636653, is greater than current (better) Score,-139987761.069139 Compute initial score before splitting: Score: Raw -140088670.267878 + Penalty 100909.198739 = -139987761.069139 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1951.500000 sec): 2 clusters Score: Raw -59621.841842 + Penalty 1465.204569 = -58156.637273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1951.670000 sec): 3 clusters Score: Raw -59732.893925 + Penalty 2930.409137 = -56802.484788 nChanged 59 SP:Iteration 1F (1951.850000 sec): 3 clusters Score: Raw -59858.596913 + Penalty 2930.409137 = -56928.187776 nChanged 17 SP:Iteration 2Q (1952.090000 sec): 3 clusters Score: Raw -59922.162722 + Penalty 2930.409137 = -56991.753585 nChanged 5 SP:Iteration 3Q (1952.240000 sec): 3 clusters Score: Raw -59929.481839 + Penalty 2930.409137 = -56999.072702 nChanged 5 SP:Iteration 4Q (1952.440000 sec): 3 clusters Score: Raw -59935.317051 + Penalty 2930.409137 = -57004.907913 nChanged 2 SP:Iteration 5Q (1952.670000 sec): 3 clusters Score: Raw -59940.706356 + Penalty 2930.409137 = -57010.297219 nChanged 2 SP:Iteration 6Q (1952.860000 sec): 3 clusters Score: Raw -59944.297004 + Penalty 2930.409137 = -57013.887866 nChanged 0 SP:Iteration 7F (1953.060000 sec): 3 clusters Score: Raw -59944.297004 + Penalty 2930.409137 = -57013.887866 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1953.200000 sec): 2 clusters Score: Raw -105137.809552 + Penalty 1623.958337 = -103513.851215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1953.420000 sec): 3 clusters Score: Raw -105158.902447 + Penalty 3247.916675 = -101910.985772 nChanged 176 SP:Iteration 1F (1953.570000 sec): 3 clusters Score: Raw -105746.974174 + Penalty 3247.916675 = -102499.057499 nChanged 68 SP:Iteration 2F (1953.730000 sec): 3 clusters Score: Raw -106088.293460 + Penalty 3247.916675 = -102840.376785 nChanged 67 SP:Iteration 3F (1953.940000 sec): 3 clusters Score: Raw -106362.964264 + Penalty 3247.916675 = -103115.047589 nChanged 47 SP:Iteration 4F (1954.100000 sec): 3 clusters Score: Raw -106565.372773 + Penalty 3247.916675 = -103317.456098 nChanged 23 SP:Iteration 5Q (1954.280000 sec): 3 clusters Score: Raw -106715.522824 + Penalty 3247.916675 = -103467.606149 nChanged 16 SP:Iteration 6Q (1954.470000 sec): 3 clusters Score: Raw -106819.057582 + Penalty 3247.916675 = -103571.140907 nChanged 10 SP:Iteration 7Q (1954.670000 sec): 3 clusters Score: Raw -106847.292197 + Penalty 3247.916675 = -103599.375522 nChanged 3 SP:Iteration 8Q (1954.860000 sec): 3 clusters Score: Raw -106850.221978 + Penalty 3247.916675 = -103602.305303 nChanged 1 SP:Iteration 9Q (1955.050000 sec): 3 clusters Score: Raw -106851.443637 + Penalty 3247.916675 = -103603.526962 nChanged 0 SP:Iteration 10F (1955.210000 sec): 3 clusters Score: Raw -106851.443637 + Penalty 3247.916675 = -103603.526962 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 5.79 GB. Trying to split cluster 3 (21485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1955.470000 sec): 2 clusters Score: Raw -3837500.061330 + Penalty 2473.827353 = -3835026.233976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1955.720000 sec): 3 clusters Score: Raw -3825038.417833 + Penalty 4947.654707 = -3820090.763126 nChanged 9439 SP:Iteration 1F (1956.030000 sec): 3 clusters Score: Raw -3830093.160604 + Penalty 4947.654707 = -3825145.505897 nChanged 1297 SP:Iteration 2F (1956.320000 sec): 3 clusters Score: Raw -3830845.976256 + Penalty 4947.654707 = -3825898.321549 nChanged 1383 SP:Iteration 3F (1956.660000 sec): 3 clusters Score: Raw -3831831.527718 + Penalty 4947.654707 = -3826883.873011 nChanged 1538 SP:Iteration 4F (1956.980000 sec): 3 clusters Score: Raw -3833088.750602 + Penalty 4947.654707 = -3828141.095895 nChanged 1699 SP:Iteration 5F (1957.250000 sec): 3 clusters Score: Raw -3834555.274903 + Penalty 4947.654707 = -3829607.620196 nChanged 1724 SP:Iteration 6F (1957.580000 sec): 3 clusters Score: Raw -3836010.208605 + Penalty 4947.654707 = -3831062.553898 nChanged 1443 SP:Iteration 7F (1957.910000 sec): 3 clusters Score: Raw -3837090.005387 + Penalty 4947.654707 = -3832142.350680 nChanged 997 SP:Iteration 8Q (1958.220000 sec): 3 clusters Score: Raw -3837663.991626 + Penalty 4947.654707 = -3832716.336919 nChanged 624 SP:Iteration 9Q (1958.540000 sec): 3 clusters Score: Raw -3837928.896715 + Penalty 4947.654707 = -3832981.242008 nChanged 413 SP:Iteration 10Q (1958.820000 sec): 3 clusters Score: Raw -3838092.443021 + Penalty 4947.654707 = -3833144.788314 nChanged 295 SP:Iteration 11Q (1959.100000 sec): 3 clusters Score: Raw -3838209.469974 + Penalty 4947.654707 = -3833261.815267 nChanged 251 SP:Iteration 12Q (1959.460000 sec): 3 clusters Score: Raw -3838294.942042 + Penalty 4947.654707 = -3833347.287335 nChanged 219 SP:Iteration 13Q (1959.830000 sec): 3 clusters Score: Raw -3838361.895717 + Penalty 4947.654707 = -3833414.241010 nChanged 206 SP:Iteration 14Q (1960.170000 sec): 3 clusters Score: Raw -3838425.018207 + Penalty 4947.654707 = -3833477.363500 nChanged 202 SP:Iteration 15Q (1960.460000 sec): 3 clusters Score: Raw -3838494.209328 + Penalty 4947.654707 = -3833546.554621 nChanged 203 SP:Iteration 16Q (1960.730000 sec): 3 clusters Score: Raw -3838568.903519 + Penalty 4947.654707 = -3833621.248812 nChanged 197 SP:Iteration 17Q (1961.090000 sec): 3 clusters Score: Raw -3838655.074481 + Penalty 4947.654707 = -3833707.419774 nChanged 220 SP:Iteration 18Q (1961.430000 sec): 3 clusters Score: Raw -3838761.486129 + Penalty 4947.654707 = -3833813.831422 nChanged 231 SP:Iteration 19Q (1961.750000 sec): 3 clusters Score: Raw -3838900.579008 + Penalty 4947.654707 = -3833952.924301 nChanged 255 SP:Iteration 20F (1962.090000 sec): 3 clusters Score: Raw -3839093.809321 + Penalty 4947.654707 = -3834146.154614 nChanged 240 SP:Iteration 21Q (1962.390000 sec): 3 clusters Score: Raw -3839343.773056 + Penalty 4947.654707 = -3834396.118349 nChanged 212 SP:Iteration 22Q (1962.720000 sec): 3 clusters Score: Raw -3839554.305800 + Penalty 4947.654707 = -3834606.651093 nChanged 140 SP:Iteration 23Q (1963.030000 sec): 3 clusters Score: Raw -3839648.092555 + Penalty 4947.654707 = -3834700.437849 nChanged 93 SP:Iteration 24Q (1963.330000 sec): 3 clusters Score: Raw -3839689.341184 + Penalty 4947.654707 = -3834741.686477 nChanged 58 SP:Iteration 25Q (1963.630000 sec): 3 clusters Score: Raw -3839711.586558 + Penalty 4947.654707 = -3834763.931851 nChanged 46 SP:Iteration 26Q (1963.960000 sec): 3 clusters Score: Raw -3839728.638886 + Penalty 4947.654707 = -3834780.984179 nChanged 33 SP:Iteration 27Q (1964.200000 sec): 3 clusters Score: Raw -3839740.021709 + Penalty 4947.654707 = -3834792.367002 nChanged 25 SP:Iteration 28Q (1964.490000 sec): 3 clusters Score: Raw -3839747.014488 + Penalty 4947.654707 = -3834799.359781 nChanged 14 SP:Iteration 29Q (1964.770000 sec): 3 clusters Score: Raw -3839751.201174 + Penalty 4947.654707 = -3834803.546467 nChanged 13 SP:Iteration 30Q (1965.050000 sec): 3 clusters Score: Raw -3839754.566151 + Penalty 4947.654707 = -3834806.911444 nChanged 7 SP:Iteration 31Q (1965.310000 sec): 3 clusters Score: Raw -3839755.746696 + Penalty 4947.654707 = -3834808.091990 nChanged 6 SP:Iteration 32Q (1965.590000 sec): 3 clusters Score: Raw -3839757.164660 + Penalty 4947.654707 = -3834809.509953 nChanged 3 SP:Iteration 33Q (1965.880000 sec): 3 clusters Score: Raw -3839757.848579 + Penalty 4947.654707 = -3834810.193872 nChanged 1 SP:Iteration 34Q (1966.100000 sec): 3 clusters Score: Raw -3839758.146085 + Penalty 4947.654707 = -3834810.491378 nChanged 1 SP:Iteration 35Q (1966.390000 sec): 3 clusters Score: Raw -3839758.429596 + Penalty 4947.654707 = -3834810.774889 nChanged 2 SP:Iteration 36Q (1966.700000 sec): 3 clusters Score: Raw -3839758.980955 + Penalty 4947.654707 = -3834811.326248 nChanged 2 SP:Iteration 37Q (1967.000000 sec): 3 clusters Score: Raw -3839759.252038 + Penalty 4947.654707 = -3834811.597331 nChanged 3 SP:Iteration 38Q (1967.290000 sec): 3 clusters Score: Raw -3839759.725079 + Penalty 4947.654707 = -3834812.070372 nChanged 0 SP:Iteration 39F (1967.610000 sec): 3 clusters Score: Raw -3839759.725079 + Penalty 4947.654707 = -3834812.070372 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.700000 sec): 2 clusters Score: Raw -52874.561182 + Penalty 1520.004452 = -51354.556730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1967.910000 sec): 3 clusters Score: Raw -53379.091844 + Penalty 3040.008904 = -50339.082940 nChanged 138 SP:Iteration 1F (1968.110000 sec): 3 clusters Score: Raw -53894.230652 + Penalty 3040.008904 = -50854.221747 nChanged 47 SP:Iteration 2F (1968.310000 sec): 3 clusters Score: Raw -54093.093481 + Penalty 3040.008904 = -51053.084576 nChanged 17 SP:Iteration 3Q (1968.480000 sec): 3 clusters Score: Raw -54175.088091 + Penalty 3040.008904 = -51135.079187 nChanged 6 SP:Iteration 4Q (1968.650000 sec): 3 clusters Score: Raw -54211.315614 + Penalty 3040.008904 = -51171.306710 nChanged 4 SP:Iteration 5Q (1968.830000 sec): 3 clusters Score: Raw -54262.589503 + Penalty 3040.008904 = -51222.580599 nChanged 4 SP:Iteration 6Q (1968.990000 sec): 3 clusters Score: Raw -54278.398718 + Penalty 3040.008904 = -51238.389814 nChanged 3 SP:Iteration 7Q (1969.170000 sec): 3 clusters Score: Raw -54287.860348 + Penalty 3040.008904 = -51247.851443 nChanged 5 SP:Iteration 8Q (1969.370000 sec): 3 clusters Score: Raw -54311.179893 + Penalty 3040.008904 = -51271.170989 nChanged 1 SP:Iteration 9Q (1969.580000 sec): 3 clusters Score: Raw -54314.527597 + Penalty 3040.008904 = -51274.518693 nChanged 0 SP:Iteration 10F (1969.780000 sec): 3 clusters Score: Raw -54314.527597 + Penalty 3040.008904 = -51274.518693 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.850000 sec): 2 clusters Score: Raw -90265.125963 + Penalty 1575.883770 = -88689.242193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.060000 sec): 3 clusters Score: Raw -90266.657120 + Penalty 3151.767540 = -87114.889580 nChanged 108 SP:Iteration 1F (1970.230000 sec): 3 clusters Score: Raw -90456.172456 + Penalty 3151.767540 = -87304.404916 nChanged 42 SP:Iteration 2F (1970.430000 sec): 3 clusters Score: Raw -90553.124656 + Penalty 3151.767540 = -87401.357116 nChanged 25 SP:Iteration 3Q (1970.610000 sec): 3 clusters Score: Raw -90644.151020 + Penalty 3151.767540 = -87492.383480 nChanged 23 SP:Iteration 4Q (1970.810000 sec): 3 clusters Score: Raw -90759.506715 + Penalty 3151.767540 = -87607.739175 nChanged 28 SP:Iteration 5Q (1970.950000 sec): 3 clusters Score: Raw -90936.253534 + Penalty 3151.767540 = -87784.485994 nChanged 25 SP:Iteration 6Q (1971.090000 sec): 3 clusters Score: Raw -91016.557184 + Penalty 3151.767540 = -87864.789644 nChanged 16 SP:Iteration 7Q (1971.270000 sec): 3 clusters Score: Raw -91081.408695 + Penalty 3151.767540 = -87929.641155 nChanged 16 SP:Iteration 8Q (1971.430000 sec): 3 clusters Score: Raw -91170.044200 + Penalty 3151.767540 = -88018.276659 nChanged 9 SP:Iteration 9Q (1971.620000 sec): 3 clusters Score: Raw -91215.903885 + Penalty 3151.767540 = -88064.136344 nChanged 9 SP:Iteration 10Q (1971.780000 sec): 3 clusters Score: Raw -91260.494522 + Penalty 3151.767540 = -88108.726982 nChanged 11 SP:Iteration 11Q (1971.940000 sec): 3 clusters Score: Raw -91298.177459 + Penalty 3151.767540 = -88146.409918 nChanged 13 SP:Iteration 12Q (1972.140000 sec): 3 clusters Score: Raw -91336.804394 + Penalty 3151.767540 = -88185.036853 nChanged 9 SP:Iteration 13Q (1972.330000 sec): 3 clusters Score: Raw -91365.915897 + Penalty 3151.767540 = -88214.148356 nChanged 3 SP:Iteration 14Q (1972.520000 sec): 3 clusters Score: Raw -91377.050293 + Penalty 3151.767540 = -88225.282753 nChanged 7 SP:Iteration 15Q (1972.660000 sec): 3 clusters Score: Raw -91404.416968 + Penalty 3151.767540 = -88252.649428 nChanged 6 SP:Iteration 16Q (1972.900000 sec): 3 clusters Score: Raw -91432.915567 + Penalty 3151.767540 = -88281.148027 nChanged 5 SP:Iteration 17Q (1973.050000 sec): 3 clusters Score: Raw -91443.746716 + Penalty 3151.767540 = -88291.979176 nChanged 5 SP:Iteration 18Q (1973.260000 sec): 3 clusters Score: Raw -91466.036552 + Penalty 3151.767540 = -88314.269012 nChanged 4 SP:Iteration 19Q (1973.400000 sec): 3 clusters Score: Raw -91488.036967 + Penalty 3151.767540 = -88336.269427 nChanged 4 SP:Iteration 20F (1973.600000 sec): 3 clusters Score: Raw -91514.305938 + Penalty 3151.767540 = -88362.538397 nChanged 5 SP:Iteration 21Q (1973.760000 sec): 3 clusters Score: Raw -91550.878275 + Penalty 3151.767540 = -88399.110735 nChanged 5 SP:Iteration 22Q (1973.960000 sec): 3 clusters Score: Raw -91566.302461 + Penalty 3151.767540 = -88414.534921 nChanged 3 SP:Iteration 23Q (1974.100000 sec): 3 clusters Score: Raw -91573.262398 + Penalty 3151.767540 = -88421.494858 nChanged 5 SP:Iteration 24Q (1974.300000 sec): 3 clusters Score: Raw -91584.840391 + Penalty 3151.767540 = -88433.072850 nChanged 3 SP:Iteration 25Q (1974.490000 sec): 3 clusters Score: Raw -91593.120729 + Penalty 3151.767540 = -88441.353189 nChanged 4 SP:Iteration 26Q (1974.680000 sec): 3 clusters Score: Raw -91604.577668 + Penalty 3151.767540 = -88452.810128 nChanged 3 SP:Iteration 27Q (1974.840000 sec): 3 clusters Score: Raw -91610.936983 + Penalty 3151.767540 = -88459.169443 nChanged 1 SP:Iteration 28Q (1975.090000 sec): 3 clusters Score: Raw -91615.016606 + Penalty 3151.767540 = -88463.249066 nChanged 0 SP:Iteration 29F (1975.270000 sec): 3 clusters Score: Raw -91615.016606 + Penalty 3151.767540 = -88463.249066 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1975.370000 sec): 2 clusters Score: Raw -155165.416255 + Penalty 1683.664992 = -153481.751263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1975.560000 sec): 3 clusters Score: Raw -155099.857363 + Penalty 3367.329985 = -151732.527379 nChanged 240 SP:Iteration 1F (1975.780000 sec): 3 clusters Score: Raw -155415.747733 + Penalty 3367.329985 = -152048.417749 nChanged 56 SP:Iteration 2F (1975.980000 sec): 3 clusters Score: Raw -155526.368352 + Penalty 3367.329985 = -152159.038368 nChanged 49 SP:Iteration 3F (1976.160000 sec): 3 clusters Score: Raw -155584.743044 + Penalty 3367.329985 = -152217.413060 nChanged 28 SP:Iteration 4Q (1976.360000 sec): 3 clusters Score: Raw -155638.297972 + Penalty 3367.329985 = -152270.967988 nChanged 33 SP:Iteration 5Q (1976.550000 sec): 3 clusters Score: Raw -155725.362816 + Penalty 3367.329985 = -152358.032832 nChanged 46 SP:Iteration 6F (1976.780000 sec): 3 clusters Score: Raw -155826.450388 + Penalty 3367.329985 = -152459.120403 nChanged 45 SP:Iteration 7F (1976.990000 sec): 3 clusters Score: Raw -156011.301443 + Penalty 3367.329985 = -152643.971459 nChanged 53 SP:Iteration 8F (1977.180000 sec): 3 clusters Score: Raw -156247.245707 + Penalty 3367.329985 = -152879.915722 nChanged 48 SP:Iteration 9F (1977.370000 sec): 3 clusters Score: Raw -156580.973321 + Penalty 3367.329985 = -153213.643337 nChanged 53 SP:Iteration 10F (1977.560000 sec): 3 clusters Score: Raw -156947.756602 + Penalty 3367.329985 = -153580.426617 nChanged 57 SP:Iteration 11F (1977.760000 sec): 3 clusters Score: Raw -157328.530751 + Penalty 3367.329985 = -153961.200766 nChanged 35 SP:Iteration 12Q (1977.940000 sec): 3 clusters Score: Raw -157504.850218 + Penalty 3367.329985 = -154137.520233 nChanged 28 SP:Iteration 13Q (1978.140000 sec): 3 clusters Score: Raw -157627.034636 + Penalty 3367.329985 = -154259.704651 nChanged 21 SP:Iteration 14Q (1978.360000 sec): 3 clusters Score: Raw -157726.049988 + Penalty 3367.329985 = -154358.720004 nChanged 11 SP:Iteration 15Q (1978.560000 sec): 3 clusters Score: Raw -157758.945511 + Penalty 3367.329985 = -154391.615527 nChanged 11 SP:Iteration 16Q (1978.760000 sec): 3 clusters Score: Raw -157792.585803 + Penalty 3367.329985 = -154425.255819 nChanged 5 SP:Iteration 17Q (1978.950000 sec): 3 clusters Score: Raw -157813.999834 + Penalty 3367.329985 = -154446.669850 nChanged 5 SP:Iteration 18Q (1979.140000 sec): 3 clusters Score: Raw -157829.165859 + Penalty 3367.329985 = -154461.835874 nChanged 7 SP:Iteration 19Q (1979.280000 sec): 3 clusters Score: Raw -157849.664203 + Penalty 3367.329985 = -154482.334218 nChanged 4 SP:Iteration 20F (1979.500000 sec): 3 clusters Score: Raw -157866.964433 + Penalty 3367.329985 = -154499.634448 nChanged 4 SP:Iteration 21Q (1979.670000 sec): 3 clusters Score: Raw -157878.550304 + Penalty 3367.329985 = -154511.220319 nChanged 3 SP:Iteration 22Q (1979.880000 sec): 3 clusters Score: Raw -157884.705111 + Penalty 3367.329985 = -154517.375127 nChanged 2 SP:Iteration 23Q (1980.070000 sec): 3 clusters Score: Raw -157889.761509 + Penalty 3367.329985 = -154522.431525 nChanged 1 SP:Iteration 24Q (1980.240000 sec): 3 clusters Score: Raw -157893.427767 + Penalty 3367.329985 = -154526.097782 nChanged 0 SP:Iteration 25F (1980.380000 sec): 3 clusters Score: Raw -157893.427767 + Penalty 3367.329985 = -154526.097782 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 5.79 GB. Trying to split cluster 7 (8877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1980.510000 sec): 2 clusters Score: Raw -1566931.137424 + Penalty 2254.622297 = -1564676.515126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1980.760000 sec): 3 clusters Score: Raw -1562144.057582 + Penalty 4509.244595 = -1557634.812988 nChanged 3729 SP:Iteration 1F (1981.040000 sec): 3 clusters Score: Raw -1564447.016069 + Penalty 4509.244595 = -1559937.771475 nChanged 714 SP:Iteration 2F (1981.280000 sec): 3 clusters Score: Raw -1565329.843189 + Penalty 4509.244595 = -1560820.598594 nChanged 713 SP:Iteration 3F (1981.520000 sec): 3 clusters Score: Raw -1566012.745013 + Penalty 4509.244595 = -1561503.500418 nChanged 701 SP:Iteration 4F (1981.790000 sec): 3 clusters Score: Raw -1566677.507036 + Penalty 4509.244595 = -1562168.262441 nChanged 606 SP:Iteration 5F (1982.010000 sec): 3 clusters Score: Raw -1567413.518440 + Penalty 4509.244595 = -1562904.273845 nChanged 637 SP:Iteration 6F (1982.260000 sec): 3 clusters Score: Raw -1568132.841280 + Penalty 4509.244595 = -1563623.596685 nChanged 553 SP:Iteration 7F (1982.460000 sec): 3 clusters Score: Raw -1568677.695066 + Penalty 4509.244595 = -1564168.450472 nChanged 435 SP:Iteration 8Q (1982.750000 sec): 3 clusters Score: Raw -1569009.575741 + Penalty 4509.244595 = -1564500.331146 nChanged 311 SP:Iteration 9Q (1982.980000 sec): 3 clusters Score: Raw -1569193.100203 + Penalty 4509.244595 = -1564683.855609 nChanged 217 SP:Iteration 10Q (1983.200000 sec): 3 clusters Score: Raw -1569304.470908 + Penalty 4509.244595 = -1564795.226313 nChanged 145 SP:Iteration 11Q (1983.500000 sec): 3 clusters Score: Raw -1569362.253727 + Penalty 4509.244595 = -1564853.009133 nChanged 106 SP:Iteration 12Q (1983.830000 sec): 3 clusters Score: Raw -1569405.405990 + Penalty 4509.244595 = -1564896.161395 nChanged 96 SP:Iteration 13Q (1984.060000 sec): 3 clusters Score: Raw -1569443.602231 + Penalty 4509.244595 = -1564934.357637 nChanged 74 SP:Iteration 14Q (1984.320000 sec): 3 clusters Score: Raw -1569476.379335 + Penalty 4509.244595 = -1564967.134740 nChanged 61 SP:Iteration 15Q (1984.530000 sec): 3 clusters Score: Raw -1569512.374802 + Penalty 4509.244595 = -1565003.130207 nChanged 54 SP:Iteration 16Q (1984.750000 sec): 3 clusters Score: Raw -1569547.906296 + Penalty 4509.244595 = -1565038.661701 nChanged 57 SP:Iteration 17Q (1984.970000 sec): 3 clusters Score: Raw -1569588.812357 + Penalty 4509.244595 = -1565079.567762 nChanged 75 SP:Iteration 18Q (1985.210000 sec): 3 clusters Score: Raw -1569663.481121 + Penalty 4509.244595 = -1565154.236526 nChanged 97 SP:Iteration 19Q (1985.410000 sec): 3 clusters Score: Raw -1569764.757711 + Penalty 4509.244595 = -1565255.513116 nChanged 107 SP:Iteration 20F (1985.660000 sec): 3 clusters Score: Raw -1569826.354407 + Penalty 4509.244595 = -1565317.109812 nChanged 100 SP:Iteration 21Q (1985.910000 sec): 3 clusters Score: Raw -1569886.717601 + Penalty 4509.244595 = -1565377.473007 nChanged 92 SP:Iteration 22Q (1986.140000 sec): 3 clusters Score: Raw -1569925.009929 + Penalty 4509.244595 = -1565415.765334 nChanged 68 SP:Iteration 23Q (1986.380000 sec): 3 clusters Score: Raw -1569951.199220 + Penalty 4509.244595 = -1565441.954625 nChanged 39 SP:Iteration 24Q (1986.650000 sec): 3 clusters Score: Raw -1569961.826725 + Penalty 4509.244595 = -1565452.582130 nChanged 31 SP:Iteration 25Q (1986.940000 sec): 3 clusters Score: Raw -1569968.877691 + Penalty 4509.244595 = -1565459.633096 nChanged 28 SP:Iteration 26Q (1987.160000 sec): 3 clusters Score: Raw -1569975.568827 + Penalty 4509.244595 = -1565466.324233 nChanged 14 SP:Iteration 27Q (1987.390000 sec): 3 clusters Score: Raw -1569978.081846 + Penalty 4509.244595 = -1565468.837251 nChanged 15 SP:Iteration 28Q (1987.590000 sec): 3 clusters Score: Raw -1569981.197510 + Penalty 4509.244595 = -1565471.952915 nChanged 10 SP:Iteration 29Q (1987.840000 sec): 3 clusters Score: Raw -1569983.034731 + Penalty 4509.244595 = -1565473.790136 nChanged 11 SP:Iteration 30Q (1988.100000 sec): 3 clusters Score: Raw -1569984.790457 + Penalty 4509.244595 = -1565475.545862 nChanged 9 SP:Iteration 31Q (1988.330000 sec): 3 clusters Score: Raw -1569986.757880 + Penalty 4509.244595 = -1565477.513285 nChanged 4 SP:Iteration 32Q (1988.580000 sec): 3 clusters Score: Raw -1569987.292936 + Penalty 4509.244595 = -1565478.048341 nChanged 1 SP:Iteration 33Q (1988.830000 sec): 3 clusters Score: Raw -1569987.428608 + Penalty 4509.244595 = -1565478.184014 nChanged 1 SP:Iteration 34Q (1989.000000 sec): 3 clusters Score: Raw -1569987.632416 + Penalty 4509.244595 = -1565478.387821 nChanged 0 SP:Iteration 35F (1989.250000 sec): 3 clusters Score: Raw -1569987.632416 + Penalty 4509.244595 = -1565478.387821 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 5.79 GB. Trying to split cluster 8 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1989.360000 sec): 2 clusters Score: Raw -62093.492775 + Penalty 1467.885676 = -60625.607099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1989.580000 sec): 3 clusters Score: Raw -62260.201639 + Penalty 2935.771352 = -59324.430288 nChanged 59 SP:Iteration 1F (1989.750000 sec): 3 clusters Score: Raw -62368.762433 + Penalty 2935.771352 = -59432.991081 nChanged 8 SP:Iteration 2Q (1989.910000 sec): 3 clusters Score: Raw -62387.341593 + Penalty 2935.771352 = -59451.570242 nChanged 3 SP:Iteration 3Q (1990.090000 sec): 3 clusters Score: Raw -62393.004697 + Penalty 2935.771352 = -59457.233345 nChanged 3 SP:Iteration 4Q (1990.300000 sec): 3 clusters Score: Raw -62399.413280 + Penalty 2935.771352 = -59463.641928 nChanged 4 SP:Iteration 5Q (1990.480000 sec): 3 clusters Score: Raw -62407.253038 + Penalty 2935.771352 = -59471.481687 nChanged 1 SP:Iteration 6Q (1990.650000 sec): 3 clusters Score: Raw -62407.791078 + Penalty 2935.771352 = -59472.019727 nChanged 0 SP:Iteration 7F (1990.770000 sec): 3 clusters Score: Raw -62407.791078 + Penalty 2935.771352 = -59472.019727 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.880000 sec): 2 clusters Score: Raw -130174.063061 + Penalty 1660.864493 = -128513.198568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1991.030000 sec): 3 clusters Score: Raw -130080.323378 + Penalty 3321.728987 = -126758.594391 nChanged 200 SP:Iteration 1F (1991.230000 sec): 3 clusters Score: Raw -130458.892828 + Penalty 3321.728987 = -127137.163841 nChanged 66 SP:Iteration 2F (1991.390000 sec): 3 clusters Score: Raw -130743.349226 + Penalty 3321.728987 = -127421.620239 nChanged 58 SP:Iteration 3F (1991.560000 sec): 3 clusters Score: Raw -131330.733218 + Penalty 3321.728987 = -128009.004231 nChanged 39 SP:Iteration 4Q (1991.730000 sec): 3 clusters Score: Raw -131492.690611 + Penalty 3321.728987 = -128170.961624 nChanged 27 SP:Iteration 5Q (1991.910000 sec): 3 clusters Score: Raw -131567.253080 + Penalty 3321.728987 = -128245.524094 nChanged 19 SP:Iteration 6Q (1992.180000 sec): 3 clusters Score: Raw -131600.767072 + Penalty 3321.728987 = -128279.038085 nChanged 11 SP:Iteration 7Q (1992.410000 sec): 3 clusters Score: Raw -131629.346037 + Penalty 3321.728987 = -128307.617050 nChanged 15 SP:Iteration 8Q (1992.640000 sec): 3 clusters Score: Raw -131680.635690 + Penalty 3321.728987 = -128358.906703 nChanged 15 SP:Iteration 9Q (1992.840000 sec): 3 clusters Score: Raw -131727.199540 + Penalty 3321.728987 = -128405.470553 nChanged 13 SP:Iteration 10Q (1992.980000 sec): 3 clusters Score: Raw -131771.838935 + Penalty 3321.728987 = -128450.109948 nChanged 9 SP:Iteration 11Q (1993.210000 sec): 3 clusters Score: Raw -131797.718551 + Penalty 3321.728987 = -128475.989564 nChanged 9 SP:Iteration 12Q (1993.380000 sec): 3 clusters Score: Raw -131819.575017 + Penalty 3321.728987 = -128497.846031 nChanged 6 SP:Iteration 13Q (1993.610000 sec): 3 clusters Score: Raw -131827.261105 + Penalty 3321.728987 = -128505.532119 nChanged 2 SP:Iteration 14Q (1993.840000 sec): 3 clusters Score: Raw -131829.160187 + Penalty 3321.728987 = -128507.431200 nChanged 0 SP:Iteration 15F (1994.050000 sec): 3 clusters Score: Raw -131829.160187 + Penalty 3321.728987 = -128507.431200 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (1473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1994.110000 sec): 2 clusters Score: Raw -245395.632174 + Penalty 1809.173991 = -243586.458183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1994.380000 sec): 3 clusters Score: Raw -244966.662809 + Penalty 3618.347983 = -241348.314826 nChanged 433 SP:Iteration 1F (1994.570000 sec): 3 clusters Score: Raw -245514.736838 + Penalty 3618.347983 = -241896.388855 nChanged 178 SP:Iteration 2F (1994.750000 sec): 3 clusters Score: Raw -246034.334389 + Penalty 3618.347983 = -242415.986406 nChanged 166 SP:Iteration 3F (1994.970000 sec): 3 clusters Score: Raw -246598.541083 + Penalty 3618.347983 = -242980.193100 nChanged 130 SP:Iteration 4F (1995.160000 sec): 3 clusters Score: Raw -246976.068740 + Penalty 3618.347983 = -243357.720757 nChanged 83 SP:Iteration 5F (1995.350000 sec): 3 clusters Score: Raw -247248.669399 + Penalty 3618.347983 = -243630.321416 nChanged 50 SP:Iteration 6Q (1995.560000 sec): 3 clusters Score: Raw -247405.854797 + Penalty 3618.347983 = -243787.506814 nChanged 31 SP:Iteration 7Q (1995.750000 sec): 3 clusters Score: Raw -247555.758636 + Penalty 3618.347983 = -243937.410653 nChanged 21 SP:Iteration 8Q (1995.990000 sec): 3 clusters Score: Raw -247629.895785 + Penalty 3618.347983 = -244011.547802 nChanged 21 SP:Iteration 9Q (1996.210000 sec): 3 clusters Score: Raw -247693.154338 + Penalty 3618.347983 = -244074.806355 nChanged 14 SP:Iteration 10Q (1996.440000 sec): 3 clusters Score: Raw -247724.345706 + Penalty 3618.347983 = -244105.997724 nChanged 13 SP:Iteration 11Q (1996.610000 sec): 3 clusters Score: Raw -247746.093960 + Penalty 3618.347983 = -244127.745978 nChanged 9 SP:Iteration 12Q (1996.850000 sec): 3 clusters Score: Raw -247757.573102 + Penalty 3618.347983 = -244139.225119 nChanged 5 SP:Iteration 13Q (1997.020000 sec): 3 clusters Score: Raw -247769.005975 + Penalty 3618.347983 = -244150.657993 nChanged 3 SP:Iteration 14Q (1997.240000 sec): 3 clusters Score: Raw -247779.148931 + Penalty 3618.347983 = -244160.800949 nChanged 3 SP:Iteration 15Q (1997.460000 sec): 3 clusters Score: Raw -247785.498210 + Penalty 3618.347983 = -244167.150227 nChanged 4 SP:Iteration 16Q (1997.690000 sec): 3 clusters Score: Raw -247792.258208 + Penalty 3618.347983 = -244173.910226 nChanged 4 SP:Iteration 17Q (1997.830000 sec): 3 clusters Score: Raw -247797.286295 + Penalty 3618.347983 = -244178.938313 nChanged 3 SP:Iteration 18Q (1998.040000 sec): 3 clusters Score: Raw -247802.261340 + Penalty 3618.347983 = -244183.913358 nChanged 3 SP:Iteration 19Q (1998.240000 sec): 3 clusters Score: Raw -247807.714591 + Penalty 3618.347983 = -244189.366608 nChanged 3 SP:Iteration 20F (1998.400000 sec): 3 clusters Score: Raw -247811.486199 + Penalty 3618.347983 = -244193.138217 nChanged 1 SP:Iteration 21Q (1998.610000 sec): 3 clusters Score: Raw -247812.401369 + Penalty 3618.347983 = -244194.053386 nChanged 0 SP:Iteration 22F (1998.790000 sec): 3 clusters Score: Raw -247812.401369 + Penalty 3618.347983 = -244194.053386 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 5.79 GB. Trying to split cluster 11 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1998.960000 sec): 2 clusters Score: Raw -476068.508340 + Penalty 1967.225814 = -474101.282526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1999.120000 sec): 3 clusters Score: Raw -474979.793021 + Penalty 3934.451629 = -471045.341393 nChanged 976 SP:Iteration 1F (1999.330000 sec): 3 clusters Score: Raw -475802.757723 + Penalty 3934.451629 = -471868.306095 nChanged 267 SP:Iteration 2F (1999.560000 sec): 3 clusters Score: Raw -476127.337106 + Penalty 3934.451629 = -472192.885478 nChanged 204 SP:Iteration 3F (1999.720000 sec): 3 clusters Score: Raw -476387.371097 + Penalty 3934.451629 = -472452.919468 nChanged 155 SP:Iteration 4F (1999.980000 sec): 3 clusters Score: Raw -476631.417455 + Penalty 3934.451629 = -472696.965827 nChanged 136 SP:Iteration 5Q (2000.210000 sec): 3 clusters Score: Raw -476845.940194 + Penalty 3934.451629 = -472911.488566 nChanged 130 SP:Iteration 6Q (2000.420000 sec): 3 clusters Score: Raw -477003.857784 + Penalty 3934.451629 = -473069.406155 nChanged 97 SP:Iteration 7Q (2000.610000 sec): 3 clusters Score: Raw -477117.594408 + Penalty 3934.451629 = -473183.142780 nChanged 75 SP:Iteration 8Q (2000.820000 sec): 3 clusters Score: Raw -477204.119503 + Penalty 3934.451629 = -473269.667875 nChanged 75 SP:Iteration 9Q (2001.020000 sec): 3 clusters Score: Raw -477297.111972 + Penalty 3934.451629 = -473362.660344 nChanged 65 SP:Iteration 10Q (2001.180000 sec): 3 clusters Score: Raw -477354.485259 + Penalty 3934.451629 = -473420.033630 nChanged 50 SP:Iteration 11Q (2001.380000 sec): 3 clusters Score: Raw -477401.693768 + Penalty 3934.451629 = -473467.242139 nChanged 42 SP:Iteration 12Q (2001.590000 sec): 3 clusters Score: Raw -477442.413285 + Penalty 3934.451629 = -473507.961656 nChanged 38 SP:Iteration 13Q (2001.770000 sec): 3 clusters Score: Raw -477484.425299 + Penalty 3934.451629 = -473549.973670 nChanged 35 SP:Iteration 14Q (2001.970000 sec): 3 clusters Score: Raw -477516.100387 + Penalty 3934.451629 = -473581.648758 nChanged 15 SP:Iteration 15Q (2002.170000 sec): 3 clusters Score: Raw -477525.486069 + Penalty 3934.451629 = -473591.034441 nChanged 9 SP:Iteration 16Q (2002.370000 sec): 3 clusters Score: Raw -477532.388681 + Penalty 3934.451629 = -473597.937053 nChanged 10 SP:Iteration 17Q (2002.560000 sec): 3 clusters Score: Raw -477537.951509 + Penalty 3934.451629 = -473603.499881 nChanged 6 SP:Iteration 18Q (2002.770000 sec): 3 clusters Score: Raw -477541.660340 + Penalty 3934.451629 = -473607.208711 nChanged 6 SP:Iteration 19Q (2002.960000 sec): 3 clusters Score: Raw -477544.707615 + Penalty 3934.451629 = -473610.255986 nChanged 4 SP:Iteration 20F (2003.210000 sec): 3 clusters Score: Raw -477554.287109 + Penalty 3934.451629 = -473619.835480 nChanged 12 SP:Iteration 21Q (2003.490000 sec): 3 clusters Score: Raw -477570.734790 + Penalty 3934.451629 = -473636.283161 nChanged 9 SP:Iteration 22Q (2003.730000 sec): 3 clusters Score: Raw -477576.241960 + Penalty 3934.451629 = -473641.790331 nChanged 5 SP:Iteration 23Q (2003.910000 sec): 3 clusters Score: Raw -477580.840843 + Penalty 3934.451629 = -473646.389214 nChanged 5 SP:Iteration 24Q (2004.100000 sec): 3 clusters Score: Raw -477591.060568 + Penalty 3934.451629 = -473656.608940 nChanged 6 SP:Iteration 25Q (2004.320000 sec): 3 clusters Score: Raw -477593.330727 + Penalty 3934.451629 = -473658.879099 nChanged 1 SP:Iteration 26Q (2004.520000 sec): 3 clusters Score: Raw -477593.559674 + Penalty 3934.451629 = -473659.108045 nChanged 0 SP:Iteration 27F (2004.740000 sec): 3 clusters Score: Raw -477593.559674 + Penalty 3934.451629 = -473659.108045 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.860000 sec): 2 clusters Score: Raw -1475641.190934 + Penalty 2221.590310 = -1473419.600624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.080000 sec): 3 clusters Score: Raw -1471597.661499 + Penalty 4443.180620 = -1467154.480879 nChanged 3091 SP:Iteration 1F (2005.280000 sec): 3 clusters Score: Raw -1473419.508796 + Penalty 4443.180620 = -1468976.328176 nChanged 621 SP:Iteration 2F (2005.530000 sec): 3 clusters Score: Raw -1473895.236939 + Penalty 4443.180620 = -1469452.056319 nChanged 554 SP:Iteration 3F (2005.760000 sec): 3 clusters Score: Raw -1474365.230936 + Penalty 4443.180620 = -1469922.050316 nChanged 518 SP:Iteration 4F (2005.980000 sec): 3 clusters Score: Raw -1474847.289840 + Penalty 4443.180620 = -1470404.109220 nChanged 533 SP:Iteration 5F (2006.210000 sec): 3 clusters Score: Raw -1475418.605342 + Penalty 4443.180620 = -1470975.424722 nChanged 563 SP:Iteration 6F (2006.440000 sec): 3 clusters Score: Raw -1476013.837132 + Penalty 4443.180620 = -1471570.656512 nChanged 514 SP:Iteration 7F (2006.720000 sec): 3 clusters Score: Raw -1476485.827792 + Penalty 4443.180620 = -1472042.647172 nChanged 379 SP:Iteration 8Q (2006.940000 sec): 3 clusters Score: Raw -1476761.562803 + Penalty 4443.180620 = -1472318.382183 nChanged 244 SP:Iteration 9Q (2007.180000 sec): 3 clusters Score: Raw -1476900.177457 + Penalty 4443.180620 = -1472456.996837 nChanged 158 SP:Iteration 10Q (2007.400000 sec): 3 clusters Score: Raw -1476972.829615 + Penalty 4443.180620 = -1472529.648995 nChanged 109 SP:Iteration 11Q (2007.670000 sec): 3 clusters Score: Raw -1477023.306880 + Penalty 4443.180620 = -1472580.126260 nChanged 80 SP:Iteration 12Q (2007.940000 sec): 3 clusters Score: Raw -1477054.972790 + Penalty 4443.180620 = -1472611.792170 nChanged 57 SP:Iteration 13Q (2008.150000 sec): 3 clusters Score: Raw -1477075.314438 + Penalty 4443.180620 = -1472632.133818 nChanged 43 SP:Iteration 14Q (2008.390000 sec): 3 clusters Score: Raw -1477088.658136 + Penalty 4443.180620 = -1472645.477516 nChanged 30 SP:Iteration 15Q (2008.600000 sec): 3 clusters Score: Raw -1477097.283636 + Penalty 4443.180620 = -1472654.103017 nChanged 28 SP:Iteration 16Q (2008.850000 sec): 3 clusters Score: Raw -1477103.210415 + Penalty 4443.180620 = -1472660.029795 nChanged 19 SP:Iteration 17Q (2009.090000 sec): 3 clusters Score: Raw -1477107.769390 + Penalty 4443.180620 = -1472664.588770 nChanged 13 SP:Iteration 18Q (2009.320000 sec): 3 clusters Score: Raw -1477110.853889 + Penalty 4443.180620 = -1472667.673270 nChanged 12 SP:Iteration 19Q (2009.550000 sec): 3 clusters Score: Raw -1477113.689965 + Penalty 4443.180620 = -1472670.509345 nChanged 13 SP:Iteration 20F (2009.800000 sec): 3 clusters Score: Raw -1477117.082824 + Penalty 4443.180620 = -1472673.902204 nChanged 17 SP:Iteration 21Q (2010.040000 sec): 3 clusters Score: Raw -1477120.559701 + Penalty 4443.180620 = -1472677.379081 nChanged 12 SP:Iteration 22Q (2010.250000 sec): 3 clusters Score: Raw -1477123.147909 + Penalty 4443.180620 = -1472679.967289 nChanged 10 SP:Iteration 23Q (2010.460000 sec): 3 clusters Score: Raw -1477125.203297 + Penalty 4443.180620 = -1472682.022677 nChanged 13 SP:Iteration 24Q (2010.690000 sec): 3 clusters Score: Raw -1477128.267894 + Penalty 4443.180620 = -1472685.087274 nChanged 12 SP:Iteration 25Q (2010.950000 sec): 3 clusters Score: Raw -1477130.819673 + Penalty 4443.180620 = -1472687.639054 nChanged 8 SP:Iteration 26Q (2011.160000 sec): 3 clusters Score: Raw -1477132.203901 + Penalty 4443.180620 = -1472689.023281 nChanged 6 SP:Iteration 27Q (2011.450000 sec): 3 clusters Score: Raw -1477133.646482 + Penalty 4443.180620 = -1472690.465862 nChanged 5 SP:Iteration 28Q (2011.630000 sec): 3 clusters Score: Raw -1477134.689983 + Penalty 4443.180620 = -1472691.509364 nChanged 7 SP:Iteration 29Q (2011.880000 sec): 3 clusters Score: Raw -1477135.950537 + Penalty 4443.180620 = -1472692.769917 nChanged 3 SP:Iteration 30Q (2012.070000 sec): 3 clusters Score: Raw -1477136.772970 + Penalty 4443.180620 = -1472693.592350 nChanged 4 SP:Iteration 31Q (2012.280000 sec): 3 clusters Score: Raw -1477137.498057 + Penalty 4443.180620 = -1472694.317437 nChanged 7 SP:Iteration 32Q (2012.520000 sec): 3 clusters Score: Raw -1477138.960623 + Penalty 4443.180620 = -1472695.780003 nChanged 8 SP:Iteration 33Q (2012.730000 sec): 3 clusters Score: Raw -1477140.366711 + Penalty 4443.180620 = -1472697.186091 nChanged 2 SP:Iteration 34Q (2012.940000 sec): 3 clusters Score: Raw -1477140.680274 + Penalty 4443.180620 = -1472697.499654 nChanged 1 SP:Iteration 35Q (2013.200000 sec): 3 clusters Score: Raw -1477140.796977 + Penalty 4443.180620 = -1472697.616357 nChanged 2 SP:Iteration 36Q (2013.420000 sec): 3 clusters Score: Raw -1477141.021638 + Penalty 4443.180620 = -1472697.841018 nChanged 2 SP:Iteration 37Q (2013.660000 sec): 3 clusters Score: Raw -1477141.404383 + Penalty 4443.180620 = -1472698.223763 nChanged 1 SP:Iteration 38Q (2013.910000 sec): 3 clusters Score: Raw -1477141.567307 + Penalty 4443.180620 = -1472698.386687 nChanged 1 SP:Iteration 39Q (2014.130000 sec): 3 clusters Score: Raw -1477141.637806 + Penalty 4443.180620 = -1472698.457186 nChanged 1 SP:Iteration 40F (2014.340000 sec): 3 clusters Score: Raw -1477141.786870 + Penalty 4443.180620 = -1472698.606250 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (189056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.350000 sec): 2 clusters Score: Raw -36605974.433721 + Penalty 3013.150040 = -36602961.283681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.630000 sec): 3 clusters Score: Raw -36481987.715153 + Penalty 6026.300079 = -36475961.415074 nChanged 90794 SP:Iteration 1F (2017.800000 sec): 3 clusters Score: Raw -36536101.625068 + Penalty 6026.300079 = -36530075.324989 nChanged 6814 SP:Iteration 2Q (2019.050000 sec): 3 clusters Score: Raw -36538285.759460 + Penalty 6026.300079 = -36532259.459381 nChanged 9135 SP:Iteration 3Q (2020.380000 sec): 3 clusters Score: Raw -36542439.828369 + Penalty 6026.300079 = -36536413.528290 nChanged 12821 SP:Iteration 4F (2021.550000 sec): 3 clusters Score: Raw -36550546.986028 + Penalty 6026.300079 = -36544520.685949 nChanged 16547 SP:Iteration 5F (2022.690000 sec): 3 clusters Score: Raw -36563999.780904 + Penalty 6026.300079 = -36557973.480825 nChanged 17498 SP:Iteration 6F (2023.930000 sec): 3 clusters Score: Raw -36580703.723071 + Penalty 6026.300079 = -36574677.422992 nChanged 13728 SP:Iteration 7F (2025.060000 sec): 3 clusters Score: Raw -36594470.351892 + Penalty 6026.300079 = -36588444.051813 nChanged 7677 SP:Iteration 8Q (2026.280000 sec): 3 clusters Score: Raw -36602090.225159 + Penalty 6026.300079 = -36596063.925080 nChanged 2955 SP:Iteration 9Q (2027.450000 sec): 3 clusters Score: Raw -36604956.976410 + Penalty 6026.300079 = -36598930.676331 nChanged 830 SP:Iteration 10Q (2028.490000 sec): 3 clusters Score: Raw -36605824.635880 + Penalty 6026.300079 = -36599798.335801 nChanged 233 SP:Iteration 11Q (2029.450000 sec): 3 clusters Score: Raw -36606091.576602 + Penalty 6026.300079 = -36600065.276523 nChanged 94 SP:Iteration 12Q (2030.520000 sec): 3 clusters Score: Raw -36606195.350289 + Penalty 6026.300079 = -36600169.050210 nChanged 51 SP:Iteration 13Q (2031.610000 sec): 3 clusters Score: Raw -36606246.832239 + Penalty 6026.300079 = -36600220.532160 nChanged 29 SP:Iteration 14Q (2032.660000 sec): 3 clusters Score: Raw -36606275.453705 + Penalty 6026.300079 = -36600249.153626 nChanged 17 SP:Iteration 15Q (2033.670000 sec): 3 clusters Score: Raw -36606291.486904 + Penalty 6026.300079 = -36600265.186825 nChanged 13 SP:Iteration 16Q (2034.840000 sec): 3 clusters Score: Raw -36606302.610953 + Penalty 6026.300079 = -36600276.310874 nChanged 10 SP:Iteration 17Q (2035.900000 sec): 3 clusters Score: Raw -36606310.650464 + Penalty 6026.300079 = -36600284.350385 nChanged 6 SP:Iteration 18Q (2036.990000 sec): 3 clusters Score: Raw -36606317.055577 + Penalty 6026.300079 = -36600290.755498 nChanged 6 SP:Iteration 19Q (2038.000000 sec): 3 clusters Score: Raw -36606322.887419 + Penalty 6026.300079 = -36600296.587340 nChanged 7 SP:Iteration 20F (2039.140000 sec): 3 clusters Score: Raw -36606330.916939 + Penalty 6026.300079 = -36600304.616860 nChanged 5 SP:Iteration 21Q (2040.090000 sec): 3 clusters Score: Raw -36606335.640069 + Penalty 6026.300079 = -36600309.339990 nChanged 3 SP:Iteration 22Q (2041.050000 sec): 3 clusters Score: Raw -36606337.717006 + Penalty 6026.300079 = -36600311.416927 nChanged 3 SP:Iteration 23Q (2042.000000 sec): 3 clusters Score: Raw -36606341.109562 + Penalty 6026.300079 = -36600314.809483 nChanged 1 SP:Iteration 24Q (2042.970000 sec): 3 clusters Score: Raw -36606341.913341 + Penalty 6026.300079 = -36600315.613262 nChanged 1 SP:Iteration 25Q (2043.960000 sec): 3 clusters Score: Raw -36606343.373506 + Penalty 6026.300079 = -36600317.073427 nChanged 0 SP:Iteration 26F (2045.240000 sec): 3 clusters Score: Raw -36606343.373506 + Penalty 6026.300079 = -36600317.073427 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.460000 sec): 2 clusters Score: Raw -169844.076222 + Penalty 1731.749962 = -168112.326260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.640000 sec): 3 clusters Score: Raw -169590.569682 + Penalty 3463.499925 = -166127.069757 nChanged 314 SP:Iteration 1F (2045.850000 sec): 3 clusters Score: Raw -170036.740644 + Penalty 3463.499925 = -166573.240719 nChanged 114 SP:Iteration 2F (2046.000000 sec): 3 clusters Score: Raw -170347.061361 + Penalty 3463.499925 = -166883.561436 nChanged 87 SP:Iteration 3F (2046.250000 sec): 3 clusters Score: Raw -170659.194372 + Penalty 3463.499925 = -167195.694448 nChanged 110 SP:Iteration 4F (2046.400000 sec): 3 clusters Score: Raw -171243.440624 + Penalty 3463.499925 = -167779.940699 nChanged 118 SP:Iteration 5F (2046.570000 sec): 3 clusters Score: Raw -172116.909033 + Penalty 3463.499925 = -168653.409108 nChanged 85 SP:Iteration 6F (2046.750000 sec): 3 clusters Score: Raw -172758.402810 + Penalty 3463.499925 = -169294.902886 nChanged 32 SP:Iteration 7Q (2046.930000 sec): 3 clusters Score: Raw -172887.338070 + Penalty 3463.499925 = -169423.838146 nChanged 15 SP:Iteration 8Q (2047.090000 sec): 3 clusters Score: Raw -172972.983008 + Penalty 3463.499925 = -169509.483083 nChanged 16 SP:Iteration 9Q (2047.320000 sec): 3 clusters Score: Raw -173034.602422 + Penalty 3463.499925 = -169571.102498 nChanged 11 SP:Iteration 10Q (2047.510000 sec): 3 clusters Score: Raw -173087.984149 + Penalty 3463.499925 = -169624.484224 nChanged 15 SP:Iteration 11Q (2047.700000 sec): 3 clusters Score: Raw -173158.408305 + Penalty 3463.499925 = -169694.908380 nChanged 18 SP:Iteration 12Q (2047.940000 sec): 3 clusters Score: Raw -173234.003500 + Penalty 3463.499925 = -169770.503576 nChanged 10 SP:Iteration 13Q (2048.150000 sec): 3 clusters Score: Raw -173273.714722 + Penalty 3463.499925 = -169810.214797 nChanged 7 SP:Iteration 14Q (2048.340000 sec): 3 clusters Score: Raw -173303.146474 + Penalty 3463.499925 = -169839.646549 nChanged 6 SP:Iteration 15Q (2048.560000 sec): 3 clusters Score: Raw -173342.335241 + Penalty 3463.499925 = -169878.835316 nChanged 6 SP:Iteration 16Q (2048.710000 sec): 3 clusters Score: Raw -173400.293841 + Penalty 3463.499925 = -169936.793916 nChanged 8 SP:Iteration 17Q (2048.920000 sec): 3 clusters Score: Raw -173467.138838 + Penalty 3463.499925 = -170003.638913 nChanged 3 SP:Iteration 18Q (2049.130000 sec): 3 clusters Score: Raw -173471.493027 + Penalty 3463.499925 = -170007.993103 nChanged 2 SP:Iteration 19Q (2049.290000 sec): 3 clusters Score: Raw -173474.976236 + Penalty 3463.499925 = -170011.476311 nChanged 3 SP:Iteration 20F (2049.520000 sec): 3 clusters Score: Raw -173480.921194 + Penalty 3463.499925 = -170017.421269 nChanged 1 SP:Iteration 21Q (2049.730000 sec): 3 clusters Score: Raw -173482.516888 + Penalty 3463.499925 = -170019.016963 nChanged 2 SP:Iteration 22Q (2049.920000 sec): 3 clusters Score: Raw -173484.956929 + Penalty 3463.499925 = -170021.457004 nChanged 0 SP:Iteration 23F (2050.120000 sec): 3 clusters Score: Raw -173484.956929 + Penalty 3463.499925 = -170021.457004 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 5.79 GB. Trying to split cluster 15 (203257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2051.280000 sec): 2 clusters Score: Raw -36914253.033155 + Penalty 3031.112164 = -36911221.920991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.620000 sec): 3 clusters Score: Raw -36780814.960196 + Penalty 6062.224328 = -36774752.735868 nChanged 97800 SP:Iteration 1F (2053.820000 sec): 3 clusters Score: Raw -36838048.382400 + Penalty 6062.224328 = -36831986.158072 nChanged 5218 SP:Iteration 2Q (2055.250000 sec): 3 clusters Score: Raw -36839009.293998 + Penalty 6062.224328 = -36832947.069670 nChanged 5344 SP:Iteration 3Q (2056.640000 sec): 3 clusters Score: Raw -36840107.746742 + Penalty 6062.224328 = -36834045.522415 nChanged 5706 SP:Iteration 4Q (2057.960000 sec): 3 clusters Score: Raw -36841557.592148 + Penalty 6062.224328 = -36835495.367820 nChanged 6509 SP:Iteration 5Q (2059.250000 sec): 3 clusters Score: Raw -36843679.227660 + Penalty 6062.224328 = -36837617.003333 nChanged 8088 SP:Iteration 6Q (2060.570000 sec): 3 clusters Score: Raw -36847181.770058 + Penalty 6062.224328 = -36841119.545731 nChanged 10430 SP:Iteration 7F (2061.890000 sec): 3 clusters Score: Raw -36853030.061425 + Penalty 6062.224328 = -36846967.837098 nChanged 13201 SP:Iteration 8F (2063.080000 sec): 3 clusters Score: Raw -36862424.119656 + Penalty 6062.224328 = -36856361.895328 nChanged 15568 SP:Iteration 9F (2064.340000 sec): 3 clusters Score: Raw -36875376.653628 + Penalty 6062.224328 = -36869314.429300 nChanged 15748 SP:Iteration 10F (2065.670000 sec): 3 clusters Score: Raw -36889448.575407 + Penalty 6062.224328 = -36883386.351079 nChanged 12569 SP:Iteration 11F (2066.930000 sec): 3 clusters Score: Raw -36900675.383410 + Penalty 6062.224328 = -36894613.159083 nChanged 8302 SP:Iteration 12Q (2068.090000 sec): 3 clusters Score: Raw -36907828.447226 + Penalty 6062.224328 = -36901766.222898 nChanged 4519 SP:Iteration 13Q (2069.180000 sec): 3 clusters Score: Raw -36911489.732626 + Penalty 6062.224328 = -36905427.508298 nChanged 2208 SP:Iteration 14Q (2070.330000 sec): 3 clusters Score: Raw -36913207.795118 + Penalty 6062.224328 = -36907145.570790 nChanged 949 SP:Iteration 15Q (2071.430000 sec): 3 clusters Score: Raw -36913925.078176 + Penalty 6062.224328 = -36907862.853848 nChanged 424 SP:Iteration 16Q (2072.440000 sec): 3 clusters Score: Raw -36914247.484612 + Penalty 6062.224328 = -36908185.260284 nChanged 227 SP:Iteration 17Q (2073.390000 sec): 3 clusters Score: Raw -36914431.609743 + Penalty 6062.224328 = -36908369.385416 nChanged 125 SP:Iteration 18Q (2074.620000 sec): 3 clusters Score: Raw -36914522.770669 + Penalty 6062.224328 = -36908460.546341 nChanged 83 SP:Iteration 19Q (2075.840000 sec): 3 clusters Score: Raw -36914588.167714 + Penalty 6062.224328 = -36908525.943387 nChanged 52 SP:Iteration 20F (2077.160000 sec): 3 clusters Score: Raw -36914628.071053 + Penalty 6062.224328 = -36908565.846725 nChanged 37 SP:Iteration 21Q (2078.300000 sec): 3 clusters Score: Raw -36914657.348948 + Penalty 6062.224328 = -36908595.124621 nChanged 20 SP:Iteration 22Q (2079.360000 sec): 3 clusters Score: Raw -36914669.742104 + Penalty 6062.224328 = -36908607.517777 nChanged 13 SP:Iteration 23Q (2080.370000 sec): 3 clusters Score: Raw -36914678.711365 + Penalty 6062.224328 = -36908616.487037 nChanged 10 SP:Iteration 24Q (2081.380000 sec): 3 clusters Score: Raw -36914685.795416 + Penalty 6062.224328 = -36908623.571089 nChanged 8 SP:Iteration 25Q (2082.340000 sec): 3 clusters Score: Raw -36914690.389992 + Penalty 6062.224328 = -36908628.165665 nChanged 5 SP:Iteration 26Q (2083.300000 sec): 3 clusters Score: Raw -36914692.962859 + Penalty 6062.224328 = -36908630.738531 nChanged 4 SP:Iteration 27Q (2084.280000 sec): 3 clusters Score: Raw -36914695.089224 + Penalty 6062.224328 = -36908632.864896 nChanged 1 SP:Iteration 28Q (2085.190000 sec): 3 clusters Score: Raw -36914695.707286 + Penalty 6062.224328 = -36908633.482958 nChanged 2 SP:Iteration 29Q (2086.140000 sec): 3 clusters Score: Raw -36914697.035376 + Penalty 6062.224328 = -36908634.811048 nChanged 1 SP:Iteration 30Q (2087.170000 sec): 3 clusters Score: Raw -36914697.511591 + Penalty 6062.224328 = -36908635.287263 nChanged 1 SP:Iteration 31Q (2088.180000 sec): 3 clusters Score: Raw -36914698.236540 + Penalty 6062.224328 = -36908636.012213 nChanged 2 SP:Iteration 32Q (2089.170000 sec): 3 clusters Score: Raw -36914699.382105 + Penalty 6062.224328 = -36908637.157777 nChanged 2 SP:Iteration 33Q (2090.160000 sec): 3 clusters Score: Raw -36914700.684823 + Penalty 6062.224328 = -36908638.460496 nChanged 2 SP:Iteration 34Q (2091.200000 sec): 3 clusters Score: Raw -36914702.663010 + Penalty 6062.224328 = -36908640.438682 nChanged 1 SP:Iteration 35Q (2092.200000 sec): 3 clusters Score: Raw -36914703.854721 + Penalty 6062.224328 = -36908641.630393 nChanged 3 SP:Iteration 36Q (2093.180000 sec): 3 clusters Score: Raw -36914706.373269 + Penalty 6062.224328 = -36908644.148941 nChanged 3 SP:Iteration 37Q (2094.250000 sec): 3 clusters Score: Raw -36914708.589352 + Penalty 6062.224328 = -36908646.365024 nChanged 1 SP:Iteration 38Q (2095.250000 sec): 3 clusters Score: Raw -36914708.924940 + Penalty 6062.224328 = -36908646.700612 nChanged 0 SP:Iteration 39F (2096.470000 sec): 3 clusters Score: Raw -36914708.924940 + Penalty 6062.224328 = -36908646.700612 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (25330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2096.760000 sec): 2 clusters Score: Raw -4740277.689009 + Penalty 2514.656696 = -4737763.032313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.070000 sec): 3 clusters Score: Raw -4725219.198005 + Penalty 5029.313393 = -4720189.884612 nChanged 11297 SP:Iteration 1F (2097.380000 sec): 3 clusters Score: Raw -4731447.148233 + Penalty 5029.313393 = -4726417.834841 nChanged 1516 SP:Iteration 2F (2097.720000 sec): 3 clusters Score: Raw -4732192.312787 + Penalty 5029.313393 = -4727162.999395 nChanged 1635 SP:Iteration 3F (2098.010000 sec): 3 clusters Score: Raw -4733134.828671 + Penalty 5029.313393 = -4728105.515279 nChanged 1792 SP:Iteration 4F (2098.370000 sec): 3 clusters Score: Raw -4734408.113286 + Penalty 5029.313393 = -4729378.799893 nChanged 1961 SP:Iteration 5F (2098.670000 sec): 3 clusters Score: Raw -4736044.873642 + Penalty 5029.313393 = -4731015.560249 nChanged 1856 SP:Iteration 6F (2099.010000 sec): 3 clusters Score: Raw -4737734.491587 + Penalty 5029.313393 = -4732705.178195 nChanged 1510 SP:Iteration 7F (2099.310000 sec): 3 clusters Score: Raw -4739072.003830 + Penalty 5029.313393 = -4734042.690438 nChanged 980 SP:Iteration 8Q (2099.570000 sec): 3 clusters Score: Raw -4739860.418671 + Penalty 5029.313393 = -4734831.105279 nChanged 629 SP:Iteration 9Q (2099.870000 sec): 3 clusters Score: Raw -4740311.556180 + Penalty 5029.313393 = -4735282.242787 nChanged 427 SP:Iteration 10Q (2100.150000 sec): 3 clusters Score: Raw -4740534.688989 + Penalty 5029.313393 = -4735505.375596 nChanged 258 SP:Iteration 11Q (2100.500000 sec): 3 clusters Score: Raw -4740639.333422 + Penalty 5029.313393 = -4735610.020029 nChanged 198 SP:Iteration 12Q (2100.820000 sec): 3 clusters Score: Raw -4740712.958980 + Penalty 5029.313393 = -4735683.645588 nChanged 152 SP:Iteration 13Q (2101.110000 sec): 3 clusters Score: Raw -4740770.948139 + Penalty 5029.313393 = -4735741.634746 nChanged 122 SP:Iteration 14Q (2101.440000 sec): 3 clusters Score: Raw -4740808.005057 + Penalty 5029.313393 = -4735778.691664 nChanged 104 SP:Iteration 15Q (2101.740000 sec): 3 clusters Score: Raw -4740838.785028 + Penalty 5029.313393 = -4735809.471635 nChanged 87 SP:Iteration 16Q (2102.070000 sec): 3 clusters Score: Raw -4740861.787402 + Penalty 5029.313393 = -4735832.474010 nChanged 79 SP:Iteration 17Q (2102.410000 sec): 3 clusters Score: Raw -4740882.300778 + Penalty 5029.313393 = -4735852.987386 nChanged 67 SP:Iteration 18Q (2102.710000 sec): 3 clusters Score: Raw -4740898.455090 + Penalty 5029.313393 = -4735869.141697 nChanged 55 SP:Iteration 19Q (2103.030000 sec): 3 clusters Score: Raw -4740912.918904 + Penalty 5029.313393 = -4735883.605512 nChanged 51 SP:Iteration 20F (2103.310000 sec): 3 clusters Score: Raw -4740924.787227 + Penalty 5029.313393 = -4735895.473834 nChanged 44 SP:Iteration 21Q (2103.650000 sec): 3 clusters Score: Raw -4740933.749599 + Penalty 5029.313393 = -4735904.436206 nChanged 37 SP:Iteration 22Q (2103.930000 sec): 3 clusters Score: Raw -4740940.694489 + Penalty 5029.313393 = -4735911.381097 nChanged 33 SP:Iteration 23Q (2104.200000 sec): 3 clusters Score: Raw -4740946.871710 + Penalty 5029.313393 = -4735917.558318 nChanged 22 SP:Iteration 24Q (2104.510000 sec): 3 clusters Score: Raw -4740951.593034 + Penalty 5029.313393 = -4735922.279642 nChanged 26 SP:Iteration 25Q (2104.820000 sec): 3 clusters Score: Raw -4740957.102766 + Penalty 5029.313393 = -4735927.789374 nChanged 23 SP:Iteration 26Q (2105.070000 sec): 3 clusters Score: Raw -4740961.329669 + Penalty 5029.313393 = -4735932.016277 nChanged 17 SP:Iteration 27Q (2105.410000 sec): 3 clusters Score: Raw -4740964.267310 + Penalty 5029.313393 = -4735934.953918 nChanged 16 SP:Iteration 28Q (2105.700000 sec): 3 clusters Score: Raw -4740966.942623 + Penalty 5029.313393 = -4735937.629230 nChanged 11 SP:Iteration 29Q (2106.000000 sec): 3 clusters Score: Raw -4740968.811705 + Penalty 5029.313393 = -4735939.498313 nChanged 7 SP:Iteration 30Q (2106.270000 sec): 3 clusters Score: Raw -4740969.617462 + Penalty 5029.313393 = -4735940.304069 nChanged 6 SP:Iteration 31Q (2106.590000 sec): 3 clusters Score: Raw -4740970.832357 + Penalty 5029.313393 = -4735941.518965 nChanged 8 SP:Iteration 32Q (2106.920000 sec): 3 clusters Score: Raw -4740972.623396 + Penalty 5029.313393 = -4735943.310004 nChanged 9 SP:Iteration 33Q (2107.230000 sec): 3 clusters Score: Raw -4740974.741099 + Penalty 5029.313393 = -4735945.427707 nChanged 15 SP:Iteration 34Q (2107.510000 sec): 3 clusters Score: Raw -4740977.656613 + Penalty 5029.313393 = -4735948.343221 nChanged 21 SP:Iteration 35Q (2107.830000 sec): 3 clusters Score: Raw -4740981.951697 + Penalty 5029.313393 = -4735952.638304 nChanged 25 SP:Iteration 36Q (2108.150000 sec): 3 clusters Score: Raw -4740987.739212 + Penalty 5029.313393 = -4735958.425820 nChanged 13 SP:Iteration 37Q (2108.500000 sec): 3 clusters Score: Raw -4740989.581004 + Penalty 5029.313393 = -4735960.267611 nChanged 11 SP:Iteration 38Q (2108.780000 sec): 3 clusters Score: Raw -4740991.552894 + Penalty 5029.313393 = -4735962.239501 nChanged 12 SP:Iteration 39Q (2109.080000 sec): 3 clusters Score: Raw -4740993.193217 + Penalty 5029.313393 = -4735963.879825 nChanged 6 SP:Iteration 40F (2109.400000 sec): 3 clusters Score: Raw -4740994.407845 + Penalty 5029.313393 = -4735965.094453 nChanged 6 SP:Iteration 41Q (2109.730000 sec): 3 clusters Score: Raw -4740995.764312 + Penalty 5029.313393 = -4735966.450920 nChanged 10 SP:Iteration 42Q (2110.020000 sec): 3 clusters Score: Raw -4740997.621062 + Penalty 5029.313393 = -4735968.307669 nChanged 12 SP:Iteration 43Q (2110.350000 sec): 3 clusters Score: Raw -4740999.483989 + Penalty 5029.313393 = -4735970.170596 nChanged 9 SP:Iteration 44Q (2110.630000 sec): 3 clusters Score: Raw -4741000.856107 + Penalty 5029.313393 = -4735971.542714 nChanged 6 SP:Iteration 45Q (2110.950000 sec): 3 clusters Score: Raw -4741001.899265 + Penalty 5029.313393 = -4735972.585873 nChanged 5 SP:Iteration 46Q (2111.250000 sec): 3 clusters Score: Raw -4741002.611040 + Penalty 5029.313393 = -4735973.297647 nChanged 4 SP:Iteration 47Q (2111.550000 sec): 3 clusters Score: Raw -4741003.469529 + Penalty 5029.313393 = -4735974.156137 nChanged 4 SP:Iteration 48Q (2111.870000 sec): 3 clusters Score: Raw -4741003.942154 + Penalty 5029.313393 = -4735974.628762 nChanged 1 SP:Iteration 49Q (2112.130000 sec): 3 clusters Score: Raw -4741004.044160 + Penalty 5029.313393 = -4735974.730767 nChanged 0 SP:Iteration 50F (2112.430000 sec): 3 clusters Score: Raw -4741004.044160 + Penalty 5029.313393 = -4735974.730767 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (177974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2113.330000 sec): 2 clusters Score: Raw -32092615.866818 + Penalty 2998.169402 = -32089617.697416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.450000 sec): 3 clusters Score: Raw -31976418.398895 + Penalty 5996.338805 = -31970422.060090 nChanged 85167 SP:Iteration 1F (2115.620000 sec): 3 clusters Score: Raw -32025815.263585 + Penalty 5996.338805 = -32019818.924780 nChanged 5124 SP:Iteration 2Q (2116.780000 sec): 3 clusters Score: Raw -32026971.311131 + Penalty 5996.338805 = -32020974.972327 nChanged 5665 SP:Iteration 3Q (2117.980000 sec): 3 clusters Score: Raw -32028518.273804 + Penalty 5996.338805 = -32022521.934999 nChanged 6741 SP:Iteration 4Q (2119.150000 sec): 3 clusters Score: Raw -32030929.350193 + Penalty 5996.338805 = -32024933.011388 nChanged 8545 SP:Iteration 5Q (2120.320000 sec): 3 clusters Score: Raw -32035055.907140 + Penalty 5996.338805 = -32029059.568335 nChanged 11292 SP:Iteration 6F (2121.460000 sec): 3 clusters Score: Raw -32042249.979610 + Penalty 5996.338805 = -32036253.640805 nChanged 13994 SP:Iteration 7F (2122.600000 sec): 3 clusters Score: Raw -32053235.431115 + Penalty 5996.338805 = -32047239.092310 nChanged 15150 SP:Iteration 8F (2123.700000 sec): 3 clusters Score: Raw -32066866.921999 + Penalty 5996.338805 = -32060870.583195 nChanged 12980 SP:Iteration 9F (2124.720000 sec): 3 clusters Score: Raw -32079266.709886 + Penalty 5996.338805 = -32073270.371082 nChanged 8379 SP:Iteration 10Q (2125.790000 sec): 3 clusters Score: Raw -32087191.559425 + Penalty 5996.338805 = -32081195.220621 nChanged 3993 SP:Iteration 11Q (2126.800000 sec): 3 clusters Score: Raw -32090828.950430 + Penalty 5996.338805 = -32084832.611626 nChanged 1501 SP:Iteration 12Q (2127.850000 sec): 3 clusters Score: Raw -32092208.363776 + Penalty 5996.338805 = -32086212.024971 nChanged 544 SP:Iteration 13Q (2128.980000 sec): 3 clusters Score: Raw -32092747.293588 + Penalty 5996.338805 = -32086750.954783 nChanged 217 SP:Iteration 14Q (2129.850000 sec): 3 clusters Score: Raw -32092983.073344 + Penalty 5996.338805 = -32086986.734539 nChanged 101 SP:Iteration 15Q (2130.740000 sec): 3 clusters Score: Raw -32093105.484162 + Penalty 5996.338805 = -32087109.145357 nChanged 73 SP:Iteration 16Q (2131.680000 sec): 3 clusters Score: Raw -32093185.628712 + Penalty 5996.338805 = -32087189.289907 nChanged 64 SP:Iteration 17Q (2132.690000 sec): 3 clusters Score: Raw -32093238.572211 + Penalty 5996.338805 = -32087242.233406 nChanged 40 SP:Iteration 18Q (2133.640000 sec): 3 clusters Score: Raw -32093271.500055 + Penalty 5996.338805 = -32087275.161251 nChanged 28 SP:Iteration 19Q (2134.600000 sec): 3 clusters Score: Raw -32093290.721455 + Penalty 5996.338805 = -32087294.382650 nChanged 20 SP:Iteration 20F (2135.730000 sec): 3 clusters Score: Raw -32093310.835623 + Penalty 5996.338805 = -32087314.496818 nChanged 24 SP:Iteration 21Q (2136.610000 sec): 3 clusters Score: Raw -32093330.681555 + Penalty 5996.338805 = -32087334.342750 nChanged 19 SP:Iteration 22Q (2137.530000 sec): 3 clusters Score: Raw -32093343.727983 + Penalty 5996.338805 = -32087347.389178 nChanged 10 SP:Iteration 23Q (2138.420000 sec): 3 clusters Score: Raw -32093351.830827 + Penalty 5996.338805 = -32087355.492023 nChanged 15 SP:Iteration 24Q (2139.380000 sec): 3 clusters Score: Raw -32093362.946524 + Penalty 5996.338805 = -32087366.607720 nChanged 14 SP:Iteration 25Q (2140.340000 sec): 3 clusters Score: Raw -32093374.501105 + Penalty 5996.338805 = -32087378.162300 nChanged 17 SP:Iteration 26Q (2141.260000 sec): 3 clusters Score: Raw -32093387.767440 + Penalty 5996.338805 = -32087391.428635 nChanged 15 SP:Iteration 27Q (2142.170000 sec): 3 clusters Score: Raw -32093399.593898 + Penalty 5996.338805 = -32087403.255093 nChanged 14 SP:Iteration 28Q (2143.060000 sec): 3 clusters Score: Raw -32093408.593331 + Penalty 5996.338805 = -32087412.254527 nChanged 9 SP:Iteration 29Q (2144.020000 sec): 3 clusters Score: Raw -32093415.929097 + Penalty 5996.338805 = -32087419.590292 nChanged 11 SP:Iteration 30Q (2145.090000 sec): 3 clusters Score: Raw -32093425.447357 + Penalty 5996.338805 = -32087429.108552 nChanged 12 SP:Iteration 31Q (2146.050000 sec): 3 clusters Score: Raw -32093433.124753 + Penalty 5996.338805 = -32087436.785948 nChanged 13 SP:Iteration 32Q (2147.020000 sec): 3 clusters Score: Raw -32093443.154198 + Penalty 5996.338805 = -32087446.815393 nChanged 12 SP:Iteration 33Q (2148.000000 sec): 3 clusters Score: Raw -32093450.740166 + Penalty 5996.338805 = -32087454.401362 nChanged 11 SP:Iteration 34Q (2148.980000 sec): 3 clusters Score: Raw -32093458.700546 + Penalty 5996.338805 = -32087462.361742 nChanged 12 SP:Iteration 35Q (2149.960000 sec): 3 clusters Score: Raw -32093466.555332 + Penalty 5996.338805 = -32087470.216527 nChanged 7 SP:Iteration 36Q (2150.890000 sec): 3 clusters Score: Raw -32093469.882942 + Penalty 5996.338805 = -32087473.544138 nChanged 4 SP:Iteration 37Q (2151.870000 sec): 3 clusters Score: Raw -32093472.040953 + Penalty 5996.338805 = -32087475.702148 nChanged 0 SP:Iteration 38F (2153.050000 sec): 3 clusters Score: Raw -32093472.040953 + Penalty 5996.338805 = -32087475.702148 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.280000 sec): 2 clusters Score: Raw -2162389.283254 + Penalty 2341.027007 = -2160048.256247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.570000 sec): 3 clusters Score: Raw -2155441.526495 + Penalty 4682.054014 = -2150759.472481 nChanged 5350 SP:Iteration 1F (2153.840000 sec): 3 clusters Score: Raw -2158444.081600 + Penalty 4682.054014 = -2153762.027586 nChanged 875 SP:Iteration 2F (2154.110000 sec): 3 clusters Score: Raw -2159005.395397 + Penalty 4682.054014 = -2154323.341384 nChanged 835 SP:Iteration 3F (2154.400000 sec): 3 clusters Score: Raw -2159535.025500 + Penalty 4682.054014 = -2154852.971486 nChanged 751 SP:Iteration 4F (2154.650000 sec): 3 clusters Score: Raw -2159994.649469 + Penalty 4682.054014 = -2155312.595455 nChanged 644 SP:Iteration 5F (2154.960000 sec): 3 clusters Score: Raw -2160362.982725 + Penalty 4682.054014 = -2155680.928711 nChanged 571 SP:Iteration 6Q (2155.180000 sec): 3 clusters Score: Raw -2160639.262425 + Penalty 4682.054014 = -2155957.208411 nChanged 492 SP:Iteration 7Q (2155.490000 sec): 3 clusters Score: Raw -2160866.189150 + Penalty 4682.054014 = -2156184.135136 nChanged 431 SP:Iteration 8Q (2155.740000 sec): 3 clusters Score: Raw -2161067.930159 + Penalty 4682.054014 = -2156385.876145 nChanged 425 SP:Iteration 9Q (2155.990000 sec): 3 clusters Score: Raw -2161246.648818 + Penalty 4682.054014 = -2156564.594804 nChanged 350 SP:Iteration 10Q (2156.240000 sec): 3 clusters Score: Raw -2161390.292421 + Penalty 4682.054014 = -2156708.238407 nChanged 315 SP:Iteration 11Q (2156.500000 sec): 3 clusters Score: Raw -2161506.195875 + Penalty 4682.054014 = -2156824.141861 nChanged 254 SP:Iteration 12Q (2156.760000 sec): 3 clusters Score: Raw -2161596.199993 + Penalty 4682.054014 = -2156914.145979 nChanged 241 SP:Iteration 13Q (2157.080000 sec): 3 clusters Score: Raw -2161686.852275 + Penalty 4682.054014 = -2157004.798261 nChanged 229 SP:Iteration 14Q (2157.370000 sec): 3 clusters Score: Raw -2161771.159747 + Penalty 4682.054014 = -2157089.105733 nChanged 208 SP:Iteration 15Q (2157.660000 sec): 3 clusters Score: Raw -2161838.044219 + Penalty 4682.054014 = -2157155.990205 nChanged 184 SP:Iteration 16Q (2157.870000 sec): 3 clusters Score: Raw -2161894.228656 + Penalty 4682.054014 = -2157212.174643 nChanged 132 SP:Iteration 17Q (2158.120000 sec): 3 clusters Score: Raw -2161932.555622 + Penalty 4682.054014 = -2157250.501608 nChanged 124 SP:Iteration 18Q (2158.380000 sec): 3 clusters Score: Raw -2161972.478003 + Penalty 4682.054014 = -2157290.423989 nChanged 121 SP:Iteration 19Q (2158.640000 sec): 3 clusters Score: Raw -2162008.103762 + Penalty 4682.054014 = -2157326.049748 nChanged 108 SP:Iteration 20F (2158.920000 sec): 3 clusters Score: Raw -2162037.002740 + Penalty 4682.054014 = -2157354.948726 nChanged 100 SP:Iteration 21Q (2159.130000 sec): 3 clusters Score: Raw -2162065.458635 + Penalty 4682.054014 = -2157383.404621 nChanged 101 SP:Iteration 22Q (2159.410000 sec): 3 clusters Score: Raw -2162092.422220 + Penalty 4682.054014 = -2157410.368206 nChanged 89 SP:Iteration 23Q (2159.680000 sec): 3 clusters Score: Raw -2162114.862145 + Penalty 4682.054014 = -2157432.808131 nChanged 70 SP:Iteration 24Q (2159.950000 sec): 3 clusters Score: Raw -2162131.192268 + Penalty 4682.054014 = -2157449.138254 nChanged 68 SP:Iteration 25Q (2160.220000 sec): 3 clusters Score: Raw -2162148.690020 + Penalty 4682.054014 = -2157466.636007 nChanged 59 SP:Iteration 26Q (2160.480000 sec): 3 clusters Score: Raw -2162166.333922 + Penalty 4682.054014 = -2157484.279908 nChanged 59 SP:Iteration 27Q (2160.770000 sec): 3 clusters Score: Raw -2162180.980285 + Penalty 4682.054014 = -2157498.926271 nChanged 68 SP:Iteration 28Q (2160.970000 sec): 3 clusters Score: Raw -2162201.188660 + Penalty 4682.054014 = -2157519.134646 nChanged 70 SP:Iteration 29Q (2161.220000 sec): 3 clusters Score: Raw -2162220.340038 + Penalty 4682.054014 = -2157538.286024 nChanged 71 SP:Iteration 30Q (2161.500000 sec): 3 clusters Score: Raw -2162236.610856 + Penalty 4682.054014 = -2157554.556842 nChanged 61 SP:Iteration 31Q (2161.760000 sec): 3 clusters Score: Raw -2162253.783346 + Penalty 4682.054014 = -2157571.729332 nChanged 69 SP:Iteration 32Q (2162.020000 sec): 3 clusters Score: Raw -2162273.943388 + Penalty 4682.054014 = -2157591.889374 nChanged 69 SP:Iteration 33Q (2162.220000 sec): 3 clusters Score: Raw -2162300.306969 + Penalty 4682.054014 = -2157618.252955 nChanged 93 SP:Iteration 34Q (2162.420000 sec): 3 clusters Score: Raw -2162334.365929 + Penalty 4682.054014 = -2157652.311915 nChanged 83 SP:Iteration 35Q (2162.650000 sec): 3 clusters Score: Raw -2162359.991559 + Penalty 4682.054014 = -2157677.937545 nChanged 78 SP:Iteration 36Q (2162.900000 sec): 3 clusters Score: Raw -2162383.485980 + Penalty 4682.054014 = -2157701.431966 nChanged 74 SP:Iteration 37Q (2163.180000 sec): 3 clusters Score: Raw -2162406.203139 + Penalty 4682.054014 = -2157724.149125 nChanged 67 SP:Iteration 38Q (2163.410000 sec): 3 clusters Score: Raw -2162427.247113 + Penalty 4682.054014 = -2157745.193099 nChanged 68 SP:Iteration 39Q (2163.720000 sec): 3 clusters Score: Raw -2162443.894616 + Penalty 4682.054014 = -2157761.840602 nChanged 72 SP:Iteration 40F (2163.950000 sec): 3 clusters Score: Raw -2162465.802399 + Penalty 4682.054014 = -2157783.748385 nChanged 68 SP:Iteration 41Q (2164.180000 sec): 3 clusters Score: Raw -2162486.668719 + Penalty 4682.054014 = -2157804.614705 nChanged 67 SP:Iteration 42Q (2164.460000 sec): 3 clusters Score: Raw -2162508.840488 + Penalty 4682.054014 = -2157826.786474 nChanged 70 SP:Iteration 43Q (2164.700000 sec): 3 clusters Score: Raw -2162538.468042 + Penalty 4682.054014 = -2157856.414028 nChanged 76 SP:Iteration 44Q (2165.000000 sec): 3 clusters Score: Raw -2162566.449158 + Penalty 4682.054014 = -2157884.395145 nChanged 81 SP:Iteration 45Q (2165.180000 sec): 3 clusters Score: Raw -2162588.434152 + Penalty 4682.054014 = -2157906.380139 nChanged 55 SP:Iteration 46Q (2165.430000 sec): 3 clusters Score: Raw -2162602.516918 + Penalty 4682.054014 = -2157920.462904 nChanged 46 SP:Iteration 47Q (2165.740000 sec): 3 clusters Score: Raw -2162611.868958 + Penalty 4682.054014 = -2157929.814945 nChanged 36 SP:Iteration 48Q (2165.960000 sec): 3 clusters Score: Raw -2162618.577048 + Penalty 4682.054014 = -2157936.523034 nChanged 30 SP:Iteration 49Q (2166.220000 sec): 3 clusters Score: Raw -2162624.902817 + Penalty 4682.054014 = -2157942.848803 nChanged 36 SP:Iteration 50Q (2166.530000 sec): 3 clusters Score: Raw -2162631.921325 + Penalty 4682.054014 = -2157949.867311 nChanged 31 SP:Iteration 51Q (2166.760000 sec): 3 clusters Score: Raw -2162637.592093 + Penalty 4682.054014 = -2157955.538080 nChanged 25 SP:Iteration 52Q (2167.000000 sec): 3 clusters Score: Raw -2162641.695860 + Penalty 4682.054014 = -2157959.641846 nChanged 20 SP:Iteration 53Q (2167.280000 sec): 3 clusters Score: Raw -2162644.801079 + Penalty 4682.054014 = -2157962.747065 nChanged 17 SP:Iteration 54Q (2167.540000 sec): 3 clusters Score: Raw -2162647.972160 + Penalty 4682.054014 = -2157965.918146 nChanged 17 SP:Iteration 55Q (2167.800000 sec): 3 clusters Score: Raw -2162651.089593 + Penalty 4682.054014 = -2157969.035579 nChanged 23 SP:Iteration 56Q (2168.100000 sec): 3 clusters Score: Raw -2162654.878132 + Penalty 4682.054014 = -2157972.824118 nChanged 15 SP:Iteration 57Q (2168.420000 sec): 3 clusters Score: Raw -2162657.543909 + Penalty 4682.054014 = -2157975.489895 nChanged 16 SP:Iteration 58Q (2168.680000 sec): 3 clusters Score: Raw -2162660.537611 + Penalty 4682.054014 = -2157978.483597 nChanged 18 SP:Iteration 59Q (2168.910000 sec): 3 clusters Score: Raw -2162665.270016 + Penalty 4682.054014 = -2157983.216002 nChanged 22 SP:Iteration 60F (2169.190000 sec): 3 clusters Score: Raw -2162668.821143 + Penalty 4682.054014 = -2157986.767129 nChanged 18 SP:Iteration 61Q (2169.480000 sec): 3 clusters Score: Raw -2162672.018925 + Penalty 4682.054014 = -2157989.964911 nChanged 14 SP:Iteration 62Q (2169.720000 sec): 3 clusters Score: Raw -2162674.558795 + Penalty 4682.054014 = -2157992.504781 nChanged 9 SP:Iteration 63Q (2169.960000 sec): 3 clusters Score: Raw -2162675.985072 + Penalty 4682.054014 = -2157993.931059 nChanged 10 SP:Iteration 64Q (2170.270000 sec): 3 clusters Score: Raw -2162677.404454 + Penalty 4682.054014 = -2157995.350440 nChanged 10 SP:Iteration 65Q (2170.590000 sec): 3 clusters Score: Raw -2162679.433996 + Penalty 4682.054014 = -2157997.379982 nChanged 11 SP:Iteration 66Q (2170.890000 sec): 3 clusters Score: Raw -2162681.307000 + Penalty 4682.054014 = -2157999.252986 nChanged 8 SP:Iteration 67Q (2171.140000 sec): 3 clusters Score: Raw -2162682.382681 + Penalty 4682.054014 = -2158000.328667 nChanged 8 SP:Iteration 68Q (2171.430000 sec): 3 clusters Score: Raw -2162683.833735 + Penalty 4682.054014 = -2158001.779721 nChanged 9 SP:Iteration 69Q (2171.720000 sec): 3 clusters Score: Raw -2162684.870637 + Penalty 4682.054014 = -2158002.816623 nChanged 6 SP:Iteration 70Q (2172.030000 sec): 3 clusters Score: Raw -2162685.419238 + Penalty 4682.054014 = -2158003.365224 nChanged 3 SP:Iteration 71Q (2172.290000 sec): 3 clusters Score: Raw -2162685.760709 + Penalty 4682.054014 = -2158003.706695 nChanged 2 SP:Iteration 72Q (2172.570000 sec): 3 clusters Score: Raw -2162686.274240 + Penalty 4682.054014 = -2158004.220226 nChanged 7 SP:Iteration 73Q (2172.820000 sec): 3 clusters Score: Raw -2162687.305178 + Penalty 4682.054014 = -2158005.251164 nChanged 6 SP:Iteration 74Q (2173.080000 sec): 3 clusters Score: Raw -2162688.782664 + Penalty 4682.054014 = -2158006.728650 nChanged 8 SP:Iteration 75Q (2173.300000 sec): 3 clusters Score: Raw -2162690.552959 + Penalty 4682.054014 = -2158008.498945 nChanged 12 SP:Iteration 76Q (2173.520000 sec): 3 clusters Score: Raw -2162692.832188 + Penalty 4682.054014 = -2158010.778174 nChanged 7 SP:Iteration 77Q (2173.850000 sec): 3 clusters Score: Raw -2162694.276959 + Penalty 4682.054014 = -2158012.222945 nChanged 11 SP:Iteration 78Q (2174.100000 sec): 3 clusters Score: Raw -2162696.090248 + Penalty 4682.054014 = -2158014.036235 nChanged 4 SP:Iteration 79Q (2174.390000 sec): 3 clusters Score: Raw -2162696.530615 + Penalty 4682.054014 = -2158014.476601 nChanged 1 SP:Iteration 80F (2174.670000 sec): 3 clusters Score: Raw -2162696.589991 + Penalty 4682.054014 = -2158014.535977 nChanged 1 SP:Iteration 81Q (2174.910000 sec): 3 clusters Score: Raw -2162696.694557 + Penalty 4682.054014 = -2158014.640543 nChanged 0 SP:Iteration 82F (2175.160000 sec): 3 clusters Score: Raw -2162696.694557 + Penalty 4682.054014 = -2158014.640543 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.240000 sec): 2 clusters Score: Raw -76346.473305 + Penalty 1588.086401 = -74758.386904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.430000 sec): 3 clusters Score: Raw -76634.757241 + Penalty 3176.172802 = -73458.584438 nChanged 157 SP:Iteration 1F (2175.610000 sec): 3 clusters Score: Raw -77152.203783 + Penalty 3176.172802 = -73976.030981 nChanged 74 SP:Iteration 2F (2175.810000 sec): 3 clusters Score: Raw -77590.912233 + Penalty 3176.172802 = -74414.739431 nChanged 57 SP:Iteration 3F (2176.010000 sec): 3 clusters Score: Raw -77774.940473 + Penalty 3176.172802 = -74598.767671 nChanged 32 SP:Iteration 4F (2176.210000 sec): 3 clusters Score: Raw -77907.434279 + Penalty 3176.172802 = -74731.261477 nChanged 13 SP:Iteration 5Q (2176.390000 sec): 3 clusters Score: Raw -77993.120214 + Penalty 3176.172802 = -74816.947412 nChanged 10 SP:Iteration 6Q (2176.600000 sec): 3 clusters Score: Raw -78277.033577 + Penalty 3176.172802 = -75100.860775 nChanged 13 SP:Iteration 7Q (2176.800000 sec): 3 clusters Score: Raw -78429.755572 + Penalty 3176.172802 = -75253.582770 nChanged 10 SP:Iteration 8Q (2176.970000 sec): 3 clusters Score: Raw -78564.867792 + Penalty 3176.172802 = -75388.694990 nChanged 7 SP:Iteration 9Q (2177.130000 sec): 3 clusters Score: Raw -78607.003620 + Penalty 3176.172802 = -75430.830818 nChanged 4 SP:Iteration 10Q (2177.290000 sec): 3 clusters Score: Raw -78619.373481 + Penalty 3176.172802 = -75443.200679 nChanged 2 SP:Iteration 11Q (2177.470000 sec): 3 clusters Score: Raw -78623.539205 + Penalty 3176.172802 = -75447.366403 nChanged 1 SP:Iteration 12Q (2177.610000 sec): 3 clusters Score: Raw -78626.353880 + Penalty 3176.172802 = -75450.181078 nChanged 0 SP:Iteration 13F (2177.820000 sec): 3 clusters Score: Raw -78667.941312 + Penalty 3176.172802 = -75491.768509 nChanged 6 SP:Iteration 14Q (2177.990000 sec): 3 clusters Score: Raw -78913.548691 + Penalty 3176.172802 = -75737.375889 nChanged 12 SP:Iteration 15Q (2178.190000 sec): 3 clusters Score: Raw -79002.704799 + Penalty 3176.172802 = -75826.531997 nChanged 3 SP:Iteration 16Q (2178.400000 sec): 3 clusters Score: Raw -79027.309885 + Penalty 3176.172802 = -75851.137083 nChanged 2 SP:Iteration 17Q (2178.580000 sec): 3 clusters Score: Raw -79038.297089 + Penalty 3176.172802 = -75862.124287 nChanged 2 SP:Iteration 18Q (2178.770000 sec): 3 clusters Score: Raw -79042.631372 + Penalty 3176.172802 = -75866.458570 nChanged 1 SP:Iteration 19Q (2178.950000 sec): 3 clusters Score: Raw -79043.806017 + Penalty 3176.172802 = -75867.633215 nChanged 0 SP:Iteration 20F (2179.130000 sec): 3 clusters Score: Raw -79045.134255 + Penalty 3176.172802 = -75868.961453 nChanged 1 SP:Iteration 21Q (2179.290000 sec): 3 clusters Score: Raw -79054.630555 + Penalty 3176.172802 = -75878.457753 nChanged 1 SP:Iteration 22Q (2179.510000 sec): 3 clusters Score: Raw -79058.290856 + Penalty 3176.172802 = -75882.118054 nChanged 0 SP:Iteration 23F (2179.670000 sec): 3 clusters Score: Raw -79058.290856 + Penalty 3176.172802 = -75882.118054 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 5.79 GB. Trying to split cluster 20 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2179.770000 sec): 2 clusters Score: Raw -49215.237606 + Penalty 1534.179739 = -47681.057868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2180.000000 sec): 3 clusters Score: Raw -49560.295453 + Penalty 3068.359477 = -46491.935976 nChanged 127 SP:Iteration 1F (2180.210000 sec): 3 clusters Score: Raw -50276.230817 + Penalty 3068.359477 = -47207.871340 nChanged 66 SP:Iteration 2F (2180.360000 sec): 3 clusters Score: Raw -50809.593553 + Penalty 3068.359477 = -47741.234075 nChanged 70 SP:Iteration 3F (2180.520000 sec): 3 clusters Score: Raw -51386.103775 + Penalty 3068.359477 = -48317.744297 nChanged 53 SP:Iteration 4F (2180.750000 sec): 3 clusters Score: Raw -52013.625361 + Penalty 3068.359477 = -48945.265883 nChanged 27 SP:Iteration 5F (2180.910000 sec): 3 clusters Score: Raw -52277.275865 + Penalty 3068.359477 = -49208.916387 nChanged 7 SP:Iteration 6Q (2181.140000 sec): 3 clusters Score: Raw -52327.645716 + Penalty 3068.359477 = -49259.286238 nChanged 1 SP:Iteration 7Q (2181.340000 sec): 3 clusters Score: Raw -52331.338355 + Penalty 3068.359477 = -49262.978877 nChanged 0 SP:Iteration 8F (2181.480000 sec): 3 clusters Score: Raw -52331.338355 + Penalty 3068.359477 = -49262.978877 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 5.79 GB. Trying to split cluster 21 (1841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2181.590000 sec): 2 clusters Score: Raw -292008.408548 + Penalty 1864.479917 = -290143.928631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2181.820000 sec): 3 clusters Score: Raw -291542.857228 + Penalty 3728.959834 = -287813.897394 nChanged 625 SP:Iteration 1F (2182.020000 sec): 3 clusters Score: Raw -292578.208046 + Penalty 3728.959834 = -288849.248212 nChanged 223 SP:Iteration 2F (2182.220000 sec): 3 clusters Score: Raw -293150.088118 + Penalty 3728.959834 = -289421.128284 nChanged 174 SP:Iteration 3F (2182.390000 sec): 3 clusters Score: Raw -293549.468979 + Penalty 3728.959834 = -289820.509146 nChanged 121 SP:Iteration 4F (2182.590000 sec): 3 clusters Score: Raw -293884.396471 + Penalty 3728.959834 = -290155.436637 nChanged 76 SP:Iteration 5Q (2182.780000 sec): 3 clusters Score: Raw -294140.814565 + Penalty 3728.959834 = -290411.854731 nChanged 63 SP:Iteration 6Q (2183.030000 sec): 3 clusters Score: Raw -294317.757752 + Penalty 3728.959834 = -290588.797918 nChanged 53 SP:Iteration 7Q (2183.260000 sec): 3 clusters Score: Raw -294441.170225 + Penalty 3728.959834 = -290712.210391 nChanged 29 SP:Iteration 8Q (2183.500000 sec): 3 clusters Score: Raw -294483.030447 + Penalty 3728.959834 = -290754.070613 nChanged 22 SP:Iteration 9Q (2183.740000 sec): 3 clusters Score: Raw -294514.121404 + Penalty 3728.959834 = -290785.161570 nChanged 13 SP:Iteration 10Q (2183.950000 sec): 3 clusters Score: Raw -294528.660301 + Penalty 3728.959834 = -290799.700468 nChanged 13 SP:Iteration 11Q (2184.140000 sec): 3 clusters Score: Raw -294542.842690 + Penalty 3728.959834 = -290813.882856 nChanged 14 SP:Iteration 12Q (2184.400000 sec): 3 clusters Score: Raw -294560.794653 + Penalty 3728.959834 = -290831.834819 nChanged 10 SP:Iteration 13Q (2184.620000 sec): 3 clusters Score: Raw -294573.226440 + Penalty 3728.959834 = -290844.266606 nChanged 10 SP:Iteration 14Q (2184.820000 sec): 3 clusters Score: Raw -294580.564070 + Penalty 3728.959834 = -290851.604236 nChanged 5 SP:Iteration 15Q (2184.990000 sec): 3 clusters Score: Raw -294585.732399 + Penalty 3728.959834 = -290856.772565 nChanged 3 SP:Iteration 16Q (2185.180000 sec): 3 clusters Score: Raw -294588.258034 + Penalty 3728.959834 = -290859.298200 nChanged 6 SP:Iteration 17Q (2185.350000 sec): 3 clusters Score: Raw -294592.951646 + Penalty 3728.959834 = -290863.991812 nChanged 3 SP:Iteration 18Q (2185.580000 sec): 3 clusters Score: Raw -294594.473499 + Penalty 3728.959834 = -290865.513665 nChanged 0 SP:Iteration 19F (2185.770000 sec): 3 clusters Score: Raw -294594.473499 + Penalty 3728.959834 = -290865.513665 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 5.79 GB. Trying to split cluster 22 (2437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.890000 sec): 2 clusters Score: Raw -409278.233917 + Penalty 1934.033717 = -407344.200199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.100000 sec): 3 clusters Score: Raw -408296.761511 + Penalty 3868.067435 = -404428.694076 nChanged 850 SP:Iteration 1F (2186.310000 sec): 3 clusters Score: Raw -409011.489030 + Penalty 3868.067435 = -405143.421595 nChanged 261 SP:Iteration 2F (2186.550000 sec): 3 clusters Score: Raw -409624.782008 + Penalty 3868.067435 = -405756.714574 nChanged 271 SP:Iteration 3F (2186.700000 sec): 3 clusters Score: Raw -410492.670610 + Penalty 3868.067435 = -406624.603176 nChanged 262 SP:Iteration 4F (2186.880000 sec): 3 clusters Score: Raw -411256.556527 + Penalty 3868.067435 = -407388.489093 nChanged 176 SP:Iteration 5F (2187.090000 sec): 3 clusters Score: Raw -411560.143114 + Penalty 3868.067435 = -407692.075680 nChanged 102 SP:Iteration 6Q (2187.250000 sec): 3 clusters Score: Raw -411697.111836 + Penalty 3868.067435 = -407829.044402 nChanged 72 SP:Iteration 7Q (2187.400000 sec): 3 clusters Score: Raw -411762.753655 + Penalty 3868.067435 = -407894.686220 nChanged 42 SP:Iteration 8Q (2187.540000 sec): 3 clusters Score: Raw -411805.858051 + Penalty 3868.067435 = -407937.790616 nChanged 29 SP:Iteration 9Q (2187.710000 sec): 3 clusters Score: Raw -411829.088768 + Penalty 3868.067435 = -407961.021333 nChanged 19 SP:Iteration 10Q (2187.910000 sec): 3 clusters Score: Raw -411840.478447 + Penalty 3868.067435 = -407972.411013 nChanged 10 SP:Iteration 11Q (2188.090000 sec): 3 clusters Score: Raw -411844.452244 + Penalty 3868.067435 = -407976.384810 nChanged 5 SP:Iteration 12Q (2188.290000 sec): 3 clusters Score: Raw -411847.045325 + Penalty 3868.067435 = -407978.977890 nChanged 9 SP:Iteration 13Q (2188.460000 sec): 3 clusters Score: Raw -411851.413449 + Penalty 3868.067435 = -407983.346015 nChanged 11 SP:Iteration 14Q (2188.680000 sec): 3 clusters Score: Raw -411856.997313 + Penalty 3868.067435 = -407988.929878 nChanged 9 SP:Iteration 15Q (2188.870000 sec): 3 clusters Score: Raw -411860.934521 + Penalty 3868.067435 = -407992.867086 nChanged 9 SP:Iteration 16Q (2189.060000 sec): 3 clusters Score: Raw -411865.558443 + Penalty 3868.067435 = -407997.491008 nChanged 7 SP:Iteration 17Q (2189.230000 sec): 3 clusters Score: Raw -411869.432266 + Penalty 3868.067435 = -408001.364832 nChanged 8 SP:Iteration 18Q (2189.460000 sec): 3 clusters Score: Raw -411874.354333 + Penalty 3868.067435 = -408006.286899 nChanged 11 SP:Iteration 19Q (2189.670000 sec): 3 clusters Score: Raw -411880.887496 + Penalty 3868.067435 = -408012.820061 nChanged 11 SP:Iteration 20F (2189.840000 sec): 3 clusters Score: Raw -411885.485095 + Penalty 3868.067435 = -408017.417660 nChanged 11 SP:Iteration 21Q (2190.000000 sec): 3 clusters Score: Raw -411891.678098 + Penalty 3868.067435 = -408023.610664 nChanged 9 SP:Iteration 22Q (2190.200000 sec): 3 clusters Score: Raw -411895.704351 + Penalty 3868.067435 = -408027.636917 nChanged 10 SP:Iteration 23Q (2190.440000 sec): 3 clusters Score: Raw -411900.293622 + Penalty 3868.067435 = -408032.226187 nChanged 8 SP:Iteration 24Q (2190.580000 sec): 3 clusters Score: Raw -411904.605014 + Penalty 3868.067435 = -408036.537580 nChanged 8 SP:Iteration 25Q (2190.770000 sec): 3 clusters Score: Raw -411909.535152 + Penalty 3868.067435 = -408041.467717 nChanged 11 SP:Iteration 26Q (2190.990000 sec): 3 clusters Score: Raw -411918.520250 + Penalty 3868.067435 = -408050.452816 nChanged 15 SP:Iteration 27Q (2191.210000 sec): 3 clusters Score: Raw -411931.070084 + Penalty 3868.067435 = -408063.002649 nChanged 21 SP:Iteration 28Q (2191.380000 sec): 3 clusters Score: Raw -411947.992843 + Penalty 3868.067435 = -408079.925409 nChanged 32 SP:Iteration 29Q (2191.580000 sec): 3 clusters Score: Raw -411971.611927 + Penalty 3868.067435 = -408103.544492 nChanged 37 SP:Iteration 30Q (2191.720000 sec): 3 clusters Score: Raw -412002.670390 + Penalty 3868.067435 = -408134.602956 nChanged 37 SP:Iteration 31Q (2191.880000 sec): 3 clusters Score: Raw -412036.006135 + Penalty 3868.067435 = -408167.938700 nChanged 27 SP:Iteration 32Q (2192.090000 sec): 3 clusters Score: Raw -412062.931412 + Penalty 3868.067435 = -408194.863977 nChanged 29 SP:Iteration 33Q (2192.320000 sec): 3 clusters Score: Raw -412088.419030 + Penalty 3868.067435 = -408220.351595 nChanged 37 SP:Iteration 34Q (2192.520000 sec): 3 clusters Score: Raw -412127.320683 + Penalty 3868.067435 = -408259.253249 nChanged 30 SP:Iteration 35Q (2192.690000 sec): 3 clusters Score: Raw -412162.327945 + Penalty 3868.067435 = -408294.260510 nChanged 39 SP:Iteration 36Q (2192.960000 sec): 3 clusters Score: Raw -412224.530198 + Penalty 3868.067435 = -408356.462763 nChanged 47 SP:Iteration 37Q (2193.110000 sec): 3 clusters Score: Raw -412337.150306 + Penalty 3868.067435 = -408469.082871 nChanged 37 SP:Iteration 38Q (2193.250000 sec): 3 clusters Score: Raw -412433.880985 + Penalty 3868.067435 = -408565.813550 nChanged 22 SP:Iteration 39Q (2193.430000 sec): 3 clusters Score: Raw -412465.225014 + Penalty 3868.067435 = -408597.157579 nChanged 14 SP:Iteration 40F (2193.630000 sec): 3 clusters Score: Raw -412479.874234 + Penalty 3868.067435 = -408611.806799 nChanged 12 SP:Iteration 41Q (2193.830000 sec): 3 clusters Score: Raw -412488.512703 + Penalty 3868.067435 = -408620.445269 nChanged 1 SP:Iteration 42Q (2194.000000 sec): 3 clusters Score: Raw -412489.034208 + Penalty 3868.067435 = -408620.966774 nChanged 1 SP:Iteration 43Q (2194.210000 sec): 3 clusters Score: Raw -412489.571341 + Penalty 3868.067435 = -408621.503907 nChanged 2 SP:Iteration 44Q (2194.460000 sec): 3 clusters Score: Raw -412491.144627 + Penalty 3868.067435 = -408623.077192 nChanged 1 SP:Iteration 45Q (2194.650000 sec): 3 clusters Score: Raw -412491.997177 + Penalty 3868.067435 = -408623.929742 nChanged 1 SP:Iteration 46Q (2194.860000 sec): 3 clusters Score: Raw -412492.407596 + Penalty 3868.067435 = -408624.340162 nChanged 1 SP:Iteration 47Q (2195.070000 sec): 3 clusters Score: Raw -412493.064645 + Penalty 3868.067435 = -408624.997211 nChanged 0 SP:Iteration 48F (2195.370000 sec): 3 clusters Score: Raw -412493.064645 + Penalty 3868.067435 = -408624.997211 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 5.79 GB. Trying to split cluster 23 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.490000 sec): 2 clusters Score: Raw -195545.283029 + Penalty 1736.760234 = -193808.522795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.710000 sec): 3 clusters Score: Raw -195277.608462 + Penalty 3473.520468 = -191804.087994 nChanged 294 SP:Iteration 1F (2195.890000 sec): 3 clusters Score: Raw -195670.985353 + Penalty 3473.520468 = -192197.464885 nChanged 73 SP:Iteration 2F (2196.090000 sec): 3 clusters Score: Raw -195885.681395 + Penalty 3473.520468 = -192412.160928 nChanged 54 SP:Iteration 3Q (2196.230000 sec): 3 clusters Score: Raw -196022.519369 + Penalty 3473.520468 = -192548.998902 nChanged 39 SP:Iteration 4Q (2196.380000 sec): 3 clusters Score: Raw -196095.416504 + Penalty 3473.520468 = -192621.896037 nChanged 38 SP:Iteration 5Q (2196.640000 sec): 3 clusters Score: Raw -196148.764312 + Penalty 3473.520468 = -192675.243844 nChanged 22 SP:Iteration 6Q (2196.800000 sec): 3 clusters Score: Raw -196173.861965 + Penalty 3473.520468 = -192700.341498 nChanged 17 SP:Iteration 7Q (2196.930000 sec): 3 clusters Score: Raw -196188.951329 + Penalty 3473.520468 = -192715.430861 nChanged 11 SP:Iteration 8Q (2197.100000 sec): 3 clusters Score: Raw -196203.828129 + Penalty 3473.520468 = -192730.307662 nChanged 6 SP:Iteration 9Q (2197.330000 sec): 3 clusters Score: Raw -196209.998729 + Penalty 3473.520468 = -192736.478261 nChanged 3 SP:Iteration 10Q (2197.470000 sec): 3 clusters Score: Raw -196213.650588 + Penalty 3473.520468 = -192740.130120 nChanged 1 SP:Iteration 11Q (2197.700000 sec): 3 clusters Score: Raw -196214.085140 + Penalty 3473.520468 = -192740.564672 nChanged 1 SP:Iteration 12Q (2197.890000 sec): 3 clusters Score: Raw -196215.693979 + Penalty 3473.520468 = -192742.173511 nChanged 1 SP:Iteration 13Q (2198.070000 sec): 3 clusters Score: Raw -196216.193107 + Penalty 3473.520468 = -192742.672639 nChanged 0 SP:Iteration 14F (2198.210000 sec): 3 clusters Score: Raw -196216.193107 + Penalty 3473.520468 = -192742.672639 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2198.350000 sec): 2 clusters Score: Raw -182359.664187 + Penalty 1714.853261 = -180644.810926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2198.580000 sec): 3 clusters Score: Raw -182129.710981 + Penalty 3429.706523 = -178700.004458 nChanged 255 SP:Iteration 1F (2198.810000 sec): 3 clusters Score: Raw -182421.271752 + Penalty 3429.706523 = -178991.565229 nChanged 64 SP:Iteration 2F (2199.000000 sec): 3 clusters Score: Raw -182504.657977 + Penalty 3429.706523 = -179074.951454 nChanged 35 SP:Iteration 3Q (2199.210000 sec): 3 clusters Score: Raw -182549.635683 + Penalty 3429.706523 = -179119.929160 nChanged 27 SP:Iteration 4Q (2199.390000 sec): 3 clusters Score: Raw -182579.311711 + Penalty 3429.706523 = -179149.605188 nChanged 11 SP:Iteration 5Q (2199.570000 sec): 3 clusters Score: Raw -182593.291870 + Penalty 3429.706523 = -179163.585347 nChanged 7 SP:Iteration 6Q (2199.770000 sec): 3 clusters Score: Raw -182600.700697 + Penalty 3429.706523 = -179170.994174 nChanged 2 SP:Iteration 7Q (2199.960000 sec): 3 clusters Score: Raw -182602.196619 + Penalty 3429.706523 = -179172.490096 nChanged 0 SP:Iteration 8F (2200.140000 sec): 3 clusters Score: Raw -182602.196619 + Penalty 3429.706523 = -179172.490096 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2200.340000 sec): 2 clusters Score: Raw -4412830.209459 + Penalty 2510.271047 = -4410319.938412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2200.730000 sec): 3 clusters Score: Raw -4398183.666090 + Penalty 5020.542095 = -4393163.123995 nChanged 11108 SP:Iteration 1F (2201.010000 sec): 3 clusters Score: Raw -4404125.762943 + Penalty 5020.542095 = -4399105.220848 nChanged 1232 SP:Iteration 2Q (2201.320000 sec): 3 clusters Score: Raw -4404543.424559 + Penalty 5020.542095 = -4399522.882464 nChanged 1042 SP:Iteration 3Q (2201.700000 sec): 3 clusters Score: Raw -4404892.153940 + Penalty 5020.542095 = -4399871.611845 nChanged 1000 SP:Iteration 4Q (2202.060000 sec): 3 clusters Score: Raw -4405283.891114 + Penalty 5020.542095 = -4400263.349019 nChanged 1080 SP:Iteration 5Q (2202.340000 sec): 3 clusters Score: Raw -4405727.577980 + Penalty 5020.542095 = -4400707.035885 nChanged 1105 SP:Iteration 6Q (2202.660000 sec): 3 clusters Score: Raw -4406227.592930 + Penalty 5020.542095 = -4401207.050835 nChanged 1173 SP:Iteration 7Q (2202.980000 sec): 3 clusters Score: Raw -4406799.331089 + Penalty 5020.542095 = -4401778.788994 nChanged 1201 SP:Iteration 8Q (2203.310000 sec): 3 clusters Score: Raw -4407398.603835 + Penalty 5020.542095 = -4402378.061740 nChanged 1142 SP:Iteration 9Q (2203.580000 sec): 3 clusters Score: Raw -4408002.910006 + Penalty 5020.542095 = -4402982.367911 nChanged 1093 SP:Iteration 10Q (2203.890000 sec): 3 clusters Score: Raw -4408603.999105 + Penalty 5020.542095 = -4403583.457010 nChanged 1058 SP:Iteration 11Q (2204.220000 sec): 3 clusters Score: Raw -4409179.670793 + Penalty 5020.542095 = -4404159.128699 nChanged 930 SP:Iteration 12Q (2204.540000 sec): 3 clusters Score: Raw -4409679.709173 + Penalty 5020.542095 = -4404659.167079 nChanged 812 SP:Iteration 13Q (2204.870000 sec): 3 clusters Score: Raw -4410156.249811 + Penalty 5020.542095 = -4405135.707716 nChanged 748 SP:Iteration 14Q (2205.200000 sec): 3 clusters Score: Raw -4410612.717577 + Penalty 5020.542095 = -4405592.175482 nChanged 648 SP:Iteration 15Q (2205.600000 sec): 3 clusters Score: Raw -4411016.921797 + Penalty 5020.542095 = -4405996.379702 nChanged 575 SP:Iteration 16Q (2205.960000 sec): 3 clusters Score: Raw -4411378.247928 + Penalty 5020.542095 = -4406357.705833 nChanged 490 SP:Iteration 17Q (2206.310000 sec): 3 clusters Score: Raw -4411729.894335 + Penalty 5020.542095 = -4406709.352240 nChanged 422 SP:Iteration 18Q (2206.650000 sec): 3 clusters Score: Raw -4412034.252987 + Penalty 5020.542095 = -4407013.710892 nChanged 384 SP:Iteration 19Q (2206.980000 sec): 3 clusters Score: Raw -4412304.291550 + Penalty 5020.542095 = -4407283.749455 nChanged 289 SP:Iteration 20F (2207.280000 sec): 3 clusters Score: Raw -4412514.765428 + Penalty 5020.542095 = -4407494.223333 nChanged 255 SP:Iteration 21Q (2207.640000 sec): 3 clusters Score: Raw -4412675.105501 + Penalty 5020.542095 = -4407654.563406 nChanged 203 SP:Iteration 22Q (2207.940000 sec): 3 clusters Score: Raw -4412783.108116 + Penalty 5020.542095 = -4407762.566021 nChanged 157 SP:Iteration 23Q (2208.270000 sec): 3 clusters Score: Raw -4412870.522100 + Penalty 5020.542095 = -4407849.980005 nChanged 145 SP:Iteration 24Q (2208.630000 sec): 3 clusters Score: Raw -4412955.568822 + Penalty 5020.542095 = -4407935.026727 nChanged 119 SP:Iteration 25Q (2208.950000 sec): 3 clusters Score: Raw -4413018.967540 + Penalty 5020.542095 = -4407998.425445 nChanged 93 SP:Iteration 26Q (2209.280000 sec): 3 clusters Score: Raw -4413067.247412 + Penalty 5020.542095 = -4408046.705317 nChanged 76 SP:Iteration 27Q (2209.620000 sec): 3 clusters Score: Raw -4413103.025364 + Penalty 5020.542095 = -4408082.483269 nChanged 55 SP:Iteration 28Q (2209.960000 sec): 3 clusters Score: Raw -4413126.989649 + Penalty 5020.542095 = -4408106.447554 nChanged 57 SP:Iteration 29Q (2210.270000 sec): 3 clusters Score: Raw -4413148.881090 + Penalty 5020.542095 = -4408128.338995 nChanged 45 SP:Iteration 30Q (2210.590000 sec): 3 clusters Score: Raw -4413166.061988 + Penalty 5020.542095 = -4408145.519893 nChanged 40 SP:Iteration 31Q (2210.840000 sec): 3 clusters Score: Raw -4413184.102964 + Penalty 5020.542095 = -4408163.560869 nChanged 41 SP:Iteration 32Q (2211.180000 sec): 3 clusters Score: Raw -4413203.712385 + Penalty 5020.542095 = -4408183.170290 nChanged 35 SP:Iteration 33Q (2211.450000 sec): 3 clusters Score: Raw -4413220.414230 + Penalty 5020.542095 = -4408199.872135 nChanged 20 SP:Iteration 34Q (2211.820000 sec): 3 clusters Score: Raw -4413227.420410 + Penalty 5020.542095 = -4408206.878315 nChanged 16 SP:Iteration 35Q (2212.100000 sec): 3 clusters Score: Raw -4413233.381525 + Penalty 5020.542095 = -4408212.839430 nChanged 9 SP:Iteration 36Q (2212.430000 sec): 3 clusters Score: Raw -4413236.876088 + Penalty 5020.542095 = -4408216.333993 nChanged 7 SP:Iteration 37Q (2212.710000 sec): 3 clusters Score: Raw -4413238.969581 + Penalty 5020.542095 = -4408218.427486 nChanged 4 SP:Iteration 38Q (2213.000000 sec): 3 clusters Score: Raw -4413240.332965 + Penalty 5020.542095 = -4408219.790870 nChanged 2 SP:Iteration 39Q (2213.260000 sec): 3 clusters Score: Raw -4413240.729383 + Penalty 5020.542095 = -4408220.187288 nChanged 0 SP:Iteration 40F (2213.520000 sec): 3 clusters Score: Raw -4413240.729383 + Penalty 5020.542095 = -4408220.187288 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (24172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.770000 sec): 2 clusters Score: Raw -4156738.453549 + Penalty 2503.051654 = -4154235.401895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.030000 sec): 3 clusters Score: Raw -4142426.309922 + Penalty 5006.103308 = -4137420.206614 nChanged 10746 SP:Iteration 1F (2214.360000 sec): 3 clusters Score: Raw -4148461.085815 + Penalty 5006.103308 = -4143454.982507 nChanged 1335 SP:Iteration 2F (2214.610000 sec): 3 clusters Score: Raw -4148991.167963 + Penalty 5006.103308 = -4143985.064655 nChanged 1147 SP:Iteration 3Q (2214.920000 sec): 3 clusters Score: Raw -4149442.124606 + Penalty 5006.103308 = -4144436.021298 nChanged 1065 SP:Iteration 4Q (2215.220000 sec): 3 clusters Score: Raw -4149902.762563 + Penalty 5006.103308 = -4144896.659255 nChanged 1011 SP:Iteration 5Q (2215.520000 sec): 3 clusters Score: Raw -4150323.525105 + Penalty 5006.103308 = -4145317.421797 nChanged 950 SP:Iteration 6Q (2215.790000 sec): 3 clusters Score: Raw -4150690.790053 + Penalty 5006.103308 = -4145684.686745 nChanged 852 SP:Iteration 7Q (2216.110000 sec): 3 clusters Score: Raw -4151057.581478 + Penalty 5006.103308 = -4146051.478170 nChanged 891 SP:Iteration 8Q (2216.490000 sec): 3 clusters Score: Raw -4151447.578917 + Penalty 5006.103308 = -4146441.475609 nChanged 925 SP:Iteration 9Q (2216.760000 sec): 3 clusters Score: Raw -4151918.335192 + Penalty 5006.103308 = -4146912.231884 nChanged 1019 SP:Iteration 10Q (2217.070000 sec): 3 clusters Score: Raw -4152499.583071 + Penalty 5006.103308 = -4147493.479763 nChanged 1096 SP:Iteration 11Q (2217.400000 sec): 3 clusters Score: Raw -4153136.752626 + Penalty 5006.103308 = -4148130.649318 nChanged 1087 SP:Iteration 12Q (2217.680000 sec): 3 clusters Score: Raw -4153819.695326 + Penalty 5006.103308 = -4148813.592018 nChanged 1102 SP:Iteration 13Q (2217.970000 sec): 3 clusters Score: Raw -4154582.733504 + Penalty 5006.103308 = -4149576.630196 nChanged 1064 SP:Iteration 14Q (2218.260000 sec): 3 clusters Score: Raw -4155354.475794 + Penalty 5006.103308 = -4150348.372486 nChanged 937 SP:Iteration 15Q (2218.570000 sec): 3 clusters Score: Raw -4156051.243020 + Penalty 5006.103308 = -4151045.139712 nChanged 759 SP:Iteration 16Q (2218.910000 sec): 3 clusters Score: Raw -4156600.626890 + Penalty 5006.103308 = -4151594.523582 nChanged 533 SP:Iteration 17Q (2219.210000 sec): 3 clusters Score: Raw -4156973.003188 + Penalty 5006.103308 = -4151966.899880 nChanged 341 SP:Iteration 18Q (2219.460000 sec): 3 clusters Score: Raw -4157208.547704 + Penalty 5006.103308 = -4152202.444396 nChanged 206 SP:Iteration 19Q (2219.790000 sec): 3 clusters Score: Raw -4157336.425774 + Penalty 5006.103308 = -4152330.322466 nChanged 136 SP:Iteration 20F (2220.080000 sec): 3 clusters Score: Raw -4157424.241849 + Penalty 5006.103308 = -4152418.138541 nChanged 109 SP:Iteration 21Q (2220.360000 sec): 3 clusters Score: Raw -4157502.838625 + Penalty 5006.103308 = -4152496.735317 nChanged 85 SP:Iteration 22Q (2220.650000 sec): 3 clusters Score: Raw -4157563.544003 + Penalty 5006.103308 = -4152557.440695 nChanged 65 SP:Iteration 23Q (2220.990000 sec): 3 clusters Score: Raw -4157613.445729 + Penalty 5006.103308 = -4152607.342421 nChanged 52 SP:Iteration 24Q (2221.290000 sec): 3 clusters Score: Raw -4157649.529111 + Penalty 5006.103308 = -4152643.425803 nChanged 35 SP:Iteration 25Q (2221.600000 sec): 3 clusters Score: Raw -4157672.686171 + Penalty 5006.103308 = -4152666.582863 nChanged 22 SP:Iteration 26Q (2221.950000 sec): 3 clusters Score: Raw -4157685.684453 + Penalty 5006.103308 = -4152679.581145 nChanged 24 SP:Iteration 27Q (2222.250000 sec): 3 clusters Score: Raw -4157696.816915 + Penalty 5006.103308 = -4152690.713607 nChanged 13 SP:Iteration 28Q (2222.540000 sec): 3 clusters Score: Raw -4157703.459354 + Penalty 5006.103308 = -4152697.356046 nChanged 9 SP:Iteration 29Q (2222.860000 sec): 3 clusters Score: Raw -4157707.793185 + Penalty 5006.103308 = -4152701.689877 nChanged 6 SP:Iteration 30Q (2223.170000 sec): 3 clusters Score: Raw -4157710.180337 + Penalty 5006.103308 = -4152704.077029 nChanged 4 SP:Iteration 31Q (2223.450000 sec): 3 clusters Score: Raw -4157713.021813 + Penalty 5006.103308 = -4152706.918505 nChanged 4 SP:Iteration 32Q (2223.830000 sec): 3 clusters Score: Raw -4157715.278042 + Penalty 5006.103308 = -4152709.174734 nChanged 2 SP:Iteration 33Q (2224.080000 sec): 3 clusters Score: Raw -4157716.589015 + Penalty 5006.103308 = -4152710.485707 nChanged 3 SP:Iteration 34Q (2224.400000 sec): 3 clusters Score: Raw -4157717.875740 + Penalty 5006.103308 = -4152711.772432 nChanged 5 SP:Iteration 35Q (2224.700000 sec): 3 clusters Score: Raw -4157723.057333 + Penalty 5006.103308 = -4152716.954025 nChanged 3 SP:Iteration 36Q (2224.940000 sec): 3 clusters Score: Raw -4157724.501862 + Penalty 5006.103308 = -4152718.398554 nChanged 1 SP:Iteration 37Q (2225.210000 sec): 3 clusters Score: Raw -4157725.517129 + Penalty 5006.103308 = -4152719.413821 nChanged 0 SP:Iteration 38F (2225.470000 sec): 3 clusters Score: Raw -4157725.517129 + Penalty 5006.103308 = -4152719.413821 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (1621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2225.580000 sec): 2 clusters Score: Raw -256265.416418 + Penalty 1832.918033 = -254432.498384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.810000 sec): 3 clusters Score: Raw -255807.684460 + Penalty 3665.836067 = -252141.848393 nChanged 505 SP:Iteration 1F (2225.990000 sec): 3 clusters Score: Raw -256777.400534 + Penalty 3665.836067 = -253111.564468 nChanged 222 SP:Iteration 2F (2226.170000 sec): 3 clusters Score: Raw -257587.655116 + Penalty 3665.836067 = -253921.819049 nChanged 163 SP:Iteration 3F (2226.370000 sec): 3 clusters Score: Raw -258218.255954 + Penalty 3665.836067 = -254552.419887 nChanged 131 SP:Iteration 4F (2226.510000 sec): 3 clusters Score: Raw -258764.269760 + Penalty 3665.836067 = -255098.433693 nChanged 79 SP:Iteration 5Q (2226.730000 sec): 3 clusters Score: Raw -259215.859169 + Penalty 3665.836067 = -255550.023102 nChanged 48 SP:Iteration 6Q (2226.890000 sec): 3 clusters Score: Raw -259456.584227 + Penalty 3665.836067 = -255790.748160 nChanged 22 SP:Iteration 7Q (2227.030000 sec): 3 clusters Score: Raw -259601.080039 + Penalty 3665.836067 = -255935.243973 nChanged 16 SP:Iteration 8Q (2227.180000 sec): 3 clusters Score: Raw -259702.517589 + Penalty 3665.836067 = -256036.681522 nChanged 9 SP:Iteration 9Q (2227.420000 sec): 3 clusters Score: Raw -259722.360598 + Penalty 3665.836067 = -256056.524531 nChanged 1 SP:Iteration 10Q (2227.610000 sec): 3 clusters Score: Raw -259729.207867 + Penalty 3665.836067 = -256063.371800 nChanged 1 SP:Iteration 11Q (2227.820000 sec): 3 clusters Score: Raw -259740.351275 + Penalty 3665.836067 = -256074.515209 nChanged 2 SP:Iteration 12Q (2227.950000 sec): 3 clusters Score: Raw -259754.695041 + Penalty 3665.836067 = -256088.858975 nChanged 2 SP:Iteration 13Q (2228.130000 sec): 3 clusters Score: Raw -259756.963878 + Penalty 3665.836067 = -256091.127811 nChanged 1 SP:Iteration 14Q (2228.230000 sec): 3 clusters Score: Raw -259757.379531 + Penalty 3665.836067 = -256091.543464 nChanged 0 SP:Iteration 15F (2228.390000 sec): 3 clusters Score: Raw -259786.575317 + Penalty 3665.836067 = -256120.739250 nChanged 6 SP:Iteration 16Q (2228.540000 sec): 3 clusters Score: Raw -259885.501935 + Penalty 3665.836067 = -256219.665868 nChanged 6 SP:Iteration 17Q (2228.640000 sec): 3 clusters Score: Raw -260104.153074 + Penalty 3665.836067 = -256438.317007 nChanged 5 SP:Iteration 18Q (2228.790000 sec): 3 clusters Score: Raw -260267.400134 + Penalty 3665.836067 = -256601.564067 nChanged 4 SP:Iteration 19Q (2228.950000 sec): 3 clusters Score: Raw -260367.855639 + Penalty 3665.836067 = -256702.019572 nChanged 3 SP:Iteration 20F (2229.110000 sec): 3 clusters Score: Raw -260453.943097 + Penalty 3665.836067 = -256788.107030 nChanged 2 SP:Iteration 21Q (2229.330000 sec): 3 clusters Score: Raw -260476.511751 + Penalty 3665.836067 = -256810.675684 nChanged 0 SP:Iteration 22F (2229.510000 sec): 3 clusters Score: Raw -260476.511751 + Penalty 3665.836067 = -256810.675684 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 5.79 GB. Trying to split cluster 28 (52358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2229.830000 sec): 2 clusters Score: Raw -9641436.272066 + Penalty 2694.733286 = -9638741.538781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.310000 sec): 3 clusters Score: Raw -9608861.364511 + Penalty 5389.466571 = -9603471.897940 nChanged 24369 SP:Iteration 1F (2230.770000 sec): 3 clusters Score: Raw -9622925.406564 + Penalty 5389.466571 = -9617535.939993 nChanged 2224 SP:Iteration 2Q (2231.330000 sec): 3 clusters Score: Raw -9623689.360754 + Penalty 5389.466571 = -9618299.894183 nChanged 2252 SP:Iteration 3Q (2231.860000 sec): 3 clusters Score: Raw -9624521.097727 + Penalty 5389.466571 = -9619131.631156 nChanged 2369 SP:Iteration 4Q (2232.390000 sec): 3 clusters Score: Raw -9625511.257896 + Penalty 5389.466571 = -9620121.791325 nChanged 2441 SP:Iteration 5Q (2232.880000 sec): 3 clusters Score: Raw -9626697.567402 + Penalty 5389.466571 = -9621308.100831 nChanged 2738 SP:Iteration 6F (2233.370000 sec): 3 clusters Score: Raw -9628325.209684 + Penalty 5389.466571 = -9622935.743113 nChanged 3050 SP:Iteration 7F (2233.880000 sec): 3 clusters Score: Raw -9630455.657498 + Penalty 5389.466571 = -9625066.190927 nChanged 3284 SP:Iteration 8F (2234.370000 sec): 3 clusters Score: Raw -9632941.940401 + Penalty 5389.466571 = -9627552.473830 nChanged 3184 SP:Iteration 9F (2234.850000 sec): 3 clusters Score: Raw -9635426.176008 + Penalty 5389.466571 = -9630036.709437 nChanged 2872 SP:Iteration 10F (2235.370000 sec): 3 clusters Score: Raw -9637639.502724 + Penalty 5389.466571 = -9632250.036153 nChanged 2210 SP:Iteration 11Q (2235.860000 sec): 3 clusters Score: Raw -9639311.502427 + Penalty 5389.466571 = -9633922.035856 nChanged 1632 SP:Iteration 12Q (2236.340000 sec): 3 clusters Score: Raw -9640502.034465 + Penalty 5389.466571 = -9635112.567894 nChanged 1134 SP:Iteration 13Q (2236.760000 sec): 3 clusters Score: Raw -9641367.636389 + Penalty 5389.466571 = -9635978.169818 nChanged 700 SP:Iteration 14Q (2237.210000 sec): 3 clusters Score: Raw -9641919.056929 + Penalty 5389.466571 = -9636529.590358 nChanged 398 SP:Iteration 15Q (2237.630000 sec): 3 clusters Score: Raw -9642190.913350 + Penalty 5389.466571 = -9636801.446779 nChanged 238 SP:Iteration 16Q (2238.120000 sec): 3 clusters Score: Raw -9642337.129430 + Penalty 5389.466571 = -9636947.662859 nChanged 142 SP:Iteration 17Q (2238.540000 sec): 3 clusters Score: Raw -9642414.578164 + Penalty 5389.466571 = -9637025.111593 nChanged 85 SP:Iteration 18Q (2238.960000 sec): 3 clusters Score: Raw -9642450.155246 + Penalty 5389.466571 = -9637060.688675 nChanged 50 SP:Iteration 19Q (2239.390000 sec): 3 clusters Score: Raw -9642472.940018 + Penalty 5389.466571 = -9637083.473447 nChanged 33 SP:Iteration 20F (2239.870000 sec): 3 clusters Score: Raw -9642485.186537 + Penalty 5389.466571 = -9637095.719966 nChanged 23 SP:Iteration 21Q (2240.300000 sec): 3 clusters Score: Raw -9642493.815245 + Penalty 5389.466571 = -9637104.348674 nChanged 16 SP:Iteration 22Q (2240.710000 sec): 3 clusters Score: Raw -9642499.001531 + Penalty 5389.466571 = -9637109.534960 nChanged 8 SP:Iteration 23Q (2241.150000 sec): 3 clusters Score: Raw -9642501.500079 + Penalty 5389.466571 = -9637112.033508 nChanged 5 SP:Iteration 24Q (2241.570000 sec): 3 clusters Score: Raw -9642502.911213 + Penalty 5389.466571 = -9637113.444642 nChanged 4 SP:Iteration 25Q (2242.010000 sec): 3 clusters Score: Raw -9642504.663292 + Penalty 5389.466571 = -9637115.196721 nChanged 4 SP:Iteration 26Q (2242.420000 sec): 3 clusters Score: Raw -9642506.494981 + Penalty 5389.466571 = -9637117.028410 nChanged 6 SP:Iteration 27Q (2242.830000 sec): 3 clusters Score: Raw -9642507.987442 + Penalty 5389.466571 = -9637118.520871 nChanged 2 SP:Iteration 28Q (2243.270000 sec): 3 clusters Score: Raw -9642508.374069 + Penalty 5389.466571 = -9637118.907498 nChanged 2 SP:Iteration 29Q (2243.640000 sec): 3 clusters Score: Raw -9642509.002028 + Penalty 5389.466571 = -9637119.535457 nChanged 4 SP:Iteration 30Q (2244.040000 sec): 3 clusters Score: Raw -9642510.407989 + Penalty 5389.466571 = -9637120.941418 nChanged 1 SP:Iteration 31Q (2244.510000 sec): 3 clusters Score: Raw -9642510.680969 + Penalty 5389.466571 = -9637121.214398 nChanged 0 SP:Iteration 32F (2244.920000 sec): 3 clusters Score: Raw -9642510.680969 + Penalty 5389.466571 = -9637121.214398 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (5592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2245.070000 sec): 2 clusters Score: Raw -983284.981050 + Penalty 2140.014886 = -981144.966164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.310000 sec): 3 clusters Score: Raw -980583.671364 + Penalty 4280.029773 = -976303.641592 nChanged 2189 SP:Iteration 1F (2245.530000 sec): 3 clusters Score: Raw -982115.942408 + Penalty 4280.029773 = -977835.912635 nChanged 560 SP:Iteration 2F (2245.740000 sec): 3 clusters Score: Raw -983031.356872 + Penalty 4280.029773 = -978751.327099 nChanged 626 SP:Iteration 3F (2245.970000 sec): 3 clusters Score: Raw -984363.648324 + Penalty 4280.029773 = -980083.618552 nChanged 659 SP:Iteration 4F (2246.130000 sec): 3 clusters Score: Raw -985983.242282 + Penalty 4280.029773 = -981703.212509 nChanged 564 SP:Iteration 5F (2246.340000 sec): 3 clusters Score: Raw -987221.355158 + Penalty 4280.029773 = -982941.325385 nChanged 345 SP:Iteration 6F (2246.590000 sec): 3 clusters Score: Raw -987700.257157 + Penalty 4280.029773 = -983420.227384 nChanged 159 SP:Iteration 7Q (2246.800000 sec): 3 clusters Score: Raw -987890.749390 + Penalty 4280.029773 = -983610.719617 nChanged 128 SP:Iteration 8Q (2247.040000 sec): 3 clusters Score: Raw -988030.124570 + Penalty 4280.029773 = -983750.094797 nChanged 98 SP:Iteration 9Q (2247.260000 sec): 3 clusters Score: Raw -988146.336089 + Penalty 4280.029773 = -983866.306316 nChanged 79 SP:Iteration 10Q (2247.410000 sec): 3 clusters Score: Raw -988212.230145 + Penalty 4280.029773 = -983932.200372 nChanged 44 SP:Iteration 11Q (2247.620000 sec): 3 clusters Score: Raw -988236.955740 + Penalty 4280.029773 = -983956.925967 nChanged 32 SP:Iteration 12Q (2247.860000 sec): 3 clusters Score: Raw -988255.442289 + Penalty 4280.029773 = -983975.412516 nChanged 23 SP:Iteration 13Q (2248.040000 sec): 3 clusters Score: Raw -988269.772223 + Penalty 4280.029773 = -983989.742450 nChanged 16 SP:Iteration 14Q (2248.310000 sec): 3 clusters Score: Raw -988275.226974 + Penalty 4280.029773 = -983995.197201 nChanged 13 SP:Iteration 15Q (2248.540000 sec): 3 clusters Score: Raw -988281.389505 + Penalty 4280.029773 = -984001.359732 nChanged 14 SP:Iteration 16Q (2248.730000 sec): 3 clusters Score: Raw -988288.017772 + Penalty 4280.029773 = -984007.987999 nChanged 6 SP:Iteration 17Q (2248.930000 sec): 3 clusters Score: Raw -988291.653537 + Penalty 4280.029773 = -984011.623764 nChanged 3 SP:Iteration 18Q (2249.200000 sec): 3 clusters Score: Raw -988292.761031 + Penalty 4280.029773 = -984012.731258 nChanged 5 SP:Iteration 19Q (2249.420000 sec): 3 clusters Score: Raw -988294.248548 + Penalty 4280.029773 = -984014.218775 nChanged 1 SP:Iteration 20F (2249.660000 sec): 3 clusters Score: Raw -988294.512535 + Penalty 4280.029773 = -984014.482762 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 5.79 GB. Trying to split cluster 30 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.810000 sec): 2 clusters Score: Raw -68009.736381 + Penalty 1508.955854 = -66500.780527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.020000 sec): 3 clusters Score: Raw -68219.503150 + Penalty 3017.911709 = -65201.591441 nChanged 89 SP:Iteration 1F (2250.260000 sec): 3 clusters Score: Raw -68604.310111 + Penalty 3017.911709 = -65586.398402 nChanged 33 SP:Iteration 2F (2250.470000 sec): 3 clusters Score: Raw -68758.698511 + Penalty 3017.911709 = -65740.786802 nChanged 13 SP:Iteration 3Q (2250.720000 sec): 3 clusters Score: Raw -68817.082850 + Penalty 3017.911709 = -65799.171141 nChanged 12 SP:Iteration 4Q (2250.970000 sec): 3 clusters Score: Raw -68871.131069 + Penalty 3017.911709 = -65853.219360 nChanged 8 SP:Iteration 5Q (2251.210000 sec): 3 clusters Score: Raw -68896.683154 + Penalty 3017.911709 = -65878.771445 nChanged 3 SP:Iteration 6Q (2251.420000 sec): 3 clusters Score: Raw -68910.537440 + Penalty 3017.911709 = -65892.625731 nChanged 3 SP:Iteration 7Q (2251.580000 sec): 3 clusters Score: Raw -68922.967291 + Penalty 3017.911709 = -65905.055582 nChanged 2 SP:Iteration 8Q (2251.770000 sec): 3 clusters Score: Raw -68927.594550 + Penalty 3017.911709 = -65909.682841 nChanged 0 SP:Iteration 9F (2251.990000 sec): 3 clusters Score: Raw -68927.594550 + Penalty 3017.911709 = -65909.682841 nChanged 0 Iteration 59Q (2283.370000 sec): 42 clusters Score: Raw -140125935.944284 + Penalty 137909.238276 = -139988026.706008 nChanged 3017 Iteration 60F (2345.120000 sec): 42 clusters Score: Raw -140129942.040413 + Penalty 137909.238276 = -139992032.802137 nChanged 3216 Iteration 61Q (2377.780000 sec): 42 clusters Score: Raw -140132197.885784 + Penalty 137909.238276 = -139994288.647508 nChanged 2919 Iteration 62Q (2407.060000 sec): 42 clusters Score: Raw -140133372.424813 + Penalty 137909.238276 = -139995463.186537 nChanged 2542 Iteration 63Q (2436.670000 sec): 42 clusters Score: Raw -140134045.210519 + Penalty 137909.238276 = -139996135.972243 nChanged 2212 Iteration 64Q (2469.890000 sec): 42 clusters Score: Raw -140134708.222990 + Penalty 137909.238276 = -139996798.984714 nChanged 1932 Iteration 65Q (2503.390000 sec): 42 clusters Score: Raw -140135502.906223 + Penalty 137909.238276 = -139997593.667947 nChanged 1740 Iteration 66Q (2540.820000 sec): 42 clusters Score: Raw -140136271.681197 + Penalty 137909.238276 = -139998362.442921 nChanged 1555 Iteration 67Q (2572.920000 sec): 42 clusters Score: Raw -140136546.403418 + Penalty 137909.238276 = -139998637.165142 nChanged 1378 Iteration 68Q (2605.190000 sec): 42 clusters Score: Raw -140136784.071679 + Penalty 137909.238276 = -139998874.833403 nChanged 1228 Iteration 69Q (2635.350000 sec): 42 clusters Score: Raw -140137031.473160 + Penalty 137909.238276 = -139999122.234884 nChanged 1173 Iteration 70Q (2666.000000 sec): 42 clusters Score: Raw -140137257.856734 + Penalty 137909.238276 = -139999348.618458 nChanged 1055 Iteration 71Q (2696.840000 sec): 42 clusters Score: Raw -140137442.284123 + Penalty 137909.238276 = -139999533.045847 nChanged 947 Iteration 72Q (2726.880000 sec): 42 clusters Score: Raw -140137573.996358 + Penalty 137909.238276 = -139999664.758082 nChanged 882 Iteration 73Q (2756.640000 sec): 42 clusters Score: Raw -140137697.578022 + Penalty 137909.238276 = -139999788.339746 nChanged 878 Iteration 74Q (2787.530000 sec): 42 clusters Score: Raw -140137798.338925 + Penalty 137909.238276 = -139999889.100649 nChanged 780 Iteration 75Q (2814.970000 sec): 42 clusters Score: Raw -140137871.854512 + Penalty 137909.238276 = -139999962.616236 nChanged 672 Iteration 76Q (2843.800000 sec): 42 clusters Score: Raw -140137934.114058 + Penalty 137909.238276 = -140000024.875782 nChanged 625 Iteration 77Q (2874.360000 sec): 42 clusters Score: Raw -140137993.874900 + Penalty 137909.238276 = -140000084.636623 nChanged 569 Iteration 78Q (2905.480000 sec): 42 clusters Score: Raw -140138055.491690 + Penalty 137909.238276 = -140000146.253414 nChanged 517 Iteration 79Q (2937.070000 sec): 42 clusters Score: Raw -140138105.204368 + Penalty 137909.238276 = -140000195.966092 nChanged 444 Iteration 80F (2997.760000 sec): 42 clusters Score: Raw -140138224.468644 + Penalty 137909.238276 = -140000315.230367 nChanged 435 Iteration 81Q (3024.500000 sec): 42 clusters Score: Raw -140138368.504290 + Penalty 137909.238276 = -140000459.266013 nChanged 422 Iteration 82Q (3055.960000 sec): 42 clusters Score: Raw -140138488.551450 + Penalty 137909.238276 = -140000579.313173 nChanged 430 Iteration 83Q (3088.600000 sec): 42 clusters Score: Raw -140138613.517647 + Penalty 137909.238276 = -140000704.279370 nChanged 388 Iteration 84Q (3122.850000 sec): 42 clusters Score: Raw -140138720.629340 + Penalty 137909.238276 = -140000811.391064 nChanged 358 Iteration 85Q (3154.460000 sec): 42 clusters Score: Raw -140138799.344882 + Penalty 137909.238276 = -140000890.106606 nChanged 334 Iteration 86Q (3188.720000 sec): 42 clusters Score: Raw -140138845.950560 + Penalty 137909.238276 = -140000936.712284 nChanged 328 Iteration 87Q (3223.610000 sec): 42 clusters Score: Raw -140138887.825174 + Penalty 137909.238276 = -140000978.586898 nChanged 287 Iteration 88Q (3257.400000 sec): 42 clusters Score: Raw -140138915.475615 + Penalty 137909.238276 = -140001006.237339 nChanged 267 Iteration 89Q (3293.520000 sec): 42 clusters Score: Raw -140138949.515884 + Penalty 137909.238276 = -140001040.277608 nChanged 275 Iteration 90Q (3329.310000 sec): 42 clusters Score: Raw -140138992.341527 + Penalty 137909.238276 = -140001083.103251 nChanged 249 Iteration 91Q (3361.130000 sec): 42 clusters Score: Raw -140139048.973348 + Penalty 137909.238276 = -140001139.735072 nChanged 241 Iteration 92Q (3389.340000 sec): 42 clusters Score: Raw -140139169.789157 + Penalty 137909.238276 = -140001260.550881 nChanged 251 Iteration 93Q (3420.100000 sec): 42 clusters Score: Raw -140139289.625995 + Penalty 137909.238276 = -140001380.387719 nChanged 255 Iteration 94Q (3450.820000 sec): 42 clusters Score: Raw -140139531.498602 + Penalty 137909.238276 = -140001622.260326 nChanged 274 Iteration 95Q (3483.970000 sec): 42 clusters Score: Raw -140139845.666419 + Penalty 137909.238276 = -140001936.428143 nChanged 318 Iteration 96Q (3517.860000 sec): 42 clusters Score: Raw -140140403.124018 + Penalty 137909.238276 = -140002493.885742 nChanged 321 Iteration 97Q (3550.040000 sec): 42 clusters Score: Raw -140141054.474945 + Penalty 137909.238276 = -140003145.236669 nChanged 402 Iteration 98Q (3582.210000 sec): 42 clusters Score: Raw -140141244.841911 + Penalty 137909.238276 = -140003335.603635 nChanged 442 Writing temp clu file Because OldScore, -140003145.236669, is greater than current (better) Score,-140003335.603635 Compute initial score before splitting: Score: Raw -140141244.841911 + Penalty 137909.238276 = -140003335.603635 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3582.430000 sec): 2 clusters Score: Raw -56954.085852 + Penalty 1453.474983 = -55500.610869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3582.610000 sec): 3 clusters Score: Raw -57094.463757 + Penalty 2906.949967 = -54187.513791 nChanged 48 SP:Iteration 1F (3582.810000 sec): 3 clusters Score: Raw -57209.188295 + Penalty 2906.949967 = -54302.238328 nChanged 16 SP:Iteration 2Q (3582.970000 sec): 3 clusters Score: Raw -57263.570911 + Penalty 2906.949967 = -54356.620945 nChanged 6 SP:Iteration 3Q (3583.170000 sec): 3 clusters Score: Raw -57314.415405 + Penalty 2906.949967 = -54407.465438 nChanged 3 SP:Iteration 4Q (3583.390000 sec): 3 clusters Score: Raw -57335.716694 + Penalty 2906.949967 = -54428.766727 nChanged 3 SP:Iteration 5Q (3583.570000 sec): 3 clusters Score: Raw -57359.854383 + Penalty 2906.949967 = -54452.904417 nChanged 7 SP:Iteration 6Q (3583.770000 sec): 3 clusters Score: Raw -57396.643265 + Penalty 2906.949967 = -54489.693298 nChanged 8 SP:Iteration 7Q (3583.910000 sec): 3 clusters Score: Raw -57440.633454 + Penalty 2906.949967 = -54533.683487 nChanged 7 SP:Iteration 8Q (3584.090000 sec): 3 clusters Score: Raw -57459.381033 + Penalty 2906.949967 = -54552.431066 nChanged 7 SP:Iteration 9Q (3584.240000 sec): 3 clusters Score: Raw -57481.037403 + Penalty 2906.949967 = -54574.087436 nChanged 5 SP:Iteration 10Q (3584.450000 sec): 3 clusters Score: Raw -57505.954159 + Penalty 2906.949967 = -54599.004192 nChanged 5 SP:Iteration 11Q (3584.650000 sec): 3 clusters Score: Raw -57537.388573 + Penalty 2906.949967 = -54630.438606 nChanged 3 SP:Iteration 12Q (3584.770000 sec): 3 clusters Score: Raw -57550.494232 + Penalty 2906.949967 = -54643.544265 nChanged 2 SP:Iteration 13Q (3584.900000 sec): 3 clusters Score: Raw -57556.422936 + Penalty 2906.949967 = -54649.472969 nChanged 0 SP:Iteration 14F (3585.120000 sec): 3 clusters Score: Raw -57556.422936 + Penalty 2906.949967 = -54649.472969 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3585.210000 sec): 2 clusters Score: Raw -32854.726316 + Penalty 1336.489789 = -31518.236527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3585.360000 sec): 3 clusters Score: Raw -33083.630425 + Penalty 2672.979578 = -30410.650847 nChanged 28 SP:Iteration 1F (3585.540000 sec): 3 clusters Score: Raw -33245.029338 + Penalty 2672.979578 = -30572.049760 nChanged 7 SP:Iteration 2Q (3585.720000 sec): 3 clusters Score: Raw -33269.960026 + Penalty 2672.979578 = -30596.980448 nChanged 2 SP:Iteration 3Q (3585.900000 sec): 3 clusters Score: Raw -33276.809629 + Penalty 2672.979578 = -30603.830051 nChanged 1 SP:Iteration 4Q (3586.070000 sec): 3 clusters Score: Raw -33285.448917 + Penalty 2672.979578 = -30612.469339 nChanged 1 SP:Iteration 5Q (3586.300000 sec): 3 clusters Score: Raw -33286.559614 + Penalty 2672.979578 = -30613.580036 nChanged 0 SP:Iteration 6F (3586.530000 sec): 3 clusters Score: Raw -33286.559614 + Penalty 2672.979578 = -30613.580036 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (20023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3586.700000 sec): 2 clusters Score: Raw -3586025.427532 + Penalty 2456.349949 = -3583569.077583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3587.040000 sec): 3 clusters Score: Raw -3574635.774534 + Penalty 4912.699898 = -3569723.074636 nChanged 8670 SP:Iteration 1F (3587.360000 sec): 3 clusters Score: Raw -3579330.088147 + Penalty 4912.699898 = -3574417.388248 nChanged 1200 SP:Iteration 2F (3587.670000 sec): 3 clusters Score: Raw -3579939.484404 + Penalty 4912.699898 = -3575026.784506 nChanged 1141 SP:Iteration 3F (3588.000000 sec): 3 clusters Score: Raw -3580567.529699 + Penalty 4912.699898 = -3575654.829801 nChanged 1052 SP:Iteration 4F (3588.300000 sec): 3 clusters Score: Raw -3581149.668713 + Penalty 4912.699898 = -3576236.968815 nChanged 1011 SP:Iteration 5F (3588.570000 sec): 3 clusters Score: Raw -3581656.796814 + Penalty 4912.699898 = -3576744.096916 nChanged 984 SP:Iteration 6Q (3588.880000 sec): 3 clusters Score: Raw -3582117.507121 + Penalty 4912.699898 = -3577204.807222 nChanged 947 SP:Iteration 7Q (3589.170000 sec): 3 clusters Score: Raw -3582572.530993 + Penalty 4912.699898 = -3577659.831095 nChanged 887 SP:Iteration 8Q (3589.470000 sec): 3 clusters Score: Raw -3582987.794864 + Penalty 4912.699898 = -3578075.094966 nChanged 792 SP:Iteration 9Q (3589.780000 sec): 3 clusters Score: Raw -3583358.247946 + Penalty 4912.699898 = -3578445.548047 nChanged 693 SP:Iteration 10Q (3590.040000 sec): 3 clusters Score: Raw -3583687.209110 + Penalty 4912.699898 = -3578774.509212 nChanged 605 SP:Iteration 11Q (3590.390000 sec): 3 clusters Score: Raw -3583941.443755 + Penalty 4912.699898 = -3579028.743857 nChanged 500 SP:Iteration 12Q (3590.680000 sec): 3 clusters Score: Raw -3584132.489910 + Penalty 4912.699898 = -3579219.790012 nChanged 400 SP:Iteration 13Q (3591.020000 sec): 3 clusters Score: Raw -3584291.842984 + Penalty 4912.699898 = -3579379.143086 nChanged 395 SP:Iteration 14Q (3591.360000 sec): 3 clusters Score: Raw -3584470.986256 + Penalty 4912.699898 = -3579558.286357 nChanged 381 SP:Iteration 15Q (3591.700000 sec): 3 clusters Score: Raw -3584647.005631 + Penalty 4912.699898 = -3579734.305733 nChanged 379 SP:Iteration 16Q (3591.980000 sec): 3 clusters Score: Raw -3584859.832740 + Penalty 4912.699898 = -3579947.132842 nChanged 373 SP:Iteration 17Q (3592.290000 sec): 3 clusters Score: Raw -3585089.020811 + Penalty 4912.699898 = -3580176.320913 nChanged 403 SP:Iteration 18Q (3592.580000 sec): 3 clusters Score: Raw -3585375.475678 + Penalty 4912.699898 = -3580462.775780 nChanged 388 SP:Iteration 19Q (3592.890000 sec): 3 clusters Score: Raw -3585660.399682 + Penalty 4912.699898 = -3580747.699784 nChanged 349 SP:Iteration 20F (3593.190000 sec): 3 clusters Score: Raw -3585918.940833 + Penalty 4912.699898 = -3581006.240935 nChanged 287 SP:Iteration 21Q (3593.490000 sec): 3 clusters Score: Raw -3586160.096653 + Penalty 4912.699898 = -3581247.396754 nChanged 248 SP:Iteration 22Q (3593.760000 sec): 3 clusters Score: Raw -3586370.417080 + Penalty 4912.699898 = -3581457.717182 nChanged 198 SP:Iteration 23Q (3594.060000 sec): 3 clusters Score: Raw -3586509.339543 + Penalty 4912.699898 = -3581596.639645 nChanged 171 SP:Iteration 24Q (3594.320000 sec): 3 clusters Score: Raw -3586617.859134 + Penalty 4912.699898 = -3581705.159235 nChanged 164 SP:Iteration 25Q (3594.600000 sec): 3 clusters Score: Raw -3586703.520614 + Penalty 4912.699898 = -3581790.820716 nChanged 120 SP:Iteration 26Q (3594.910000 sec): 3 clusters Score: Raw -3586753.703488 + Penalty 4912.699898 = -3581841.003590 nChanged 95 SP:Iteration 27Q (3595.240000 sec): 3 clusters Score: Raw -3586790.484725 + Penalty 4912.699898 = -3581877.784827 nChanged 74 SP:Iteration 28Q (3595.470000 sec): 3 clusters Score: Raw -3586821.148755 + Penalty 4912.699898 = -3581908.448857 nChanged 79 SP:Iteration 29Q (3595.750000 sec): 3 clusters Score: Raw -3586852.295877 + Penalty 4912.699898 = -3581939.595979 nChanged 70 SP:Iteration 30Q (3596.030000 sec): 3 clusters Score: Raw -3586881.675532 + Penalty 4912.699898 = -3581968.975633 nChanged 65 SP:Iteration 31Q (3596.300000 sec): 3 clusters Score: Raw -3586903.067231 + Penalty 4912.699898 = -3581990.367333 nChanged 53 SP:Iteration 32Q (3596.570000 sec): 3 clusters Score: Raw -3586921.136117 + Penalty 4912.699898 = -3582008.436219 nChanged 47 SP:Iteration 33Q (3596.830000 sec): 3 clusters Score: Raw -3586935.210486 + Penalty 4912.699898 = -3582022.510588 nChanged 29 SP:Iteration 34Q (3597.110000 sec): 3 clusters Score: Raw -3586942.306488 + Penalty 4912.699898 = -3582029.606590 nChanged 22 SP:Iteration 35Q (3597.370000 sec): 3 clusters Score: Raw -3586947.648632 + Penalty 4912.699898 = -3582034.948734 nChanged 16 SP:Iteration 36Q (3597.640000 sec): 3 clusters Score: Raw -3586951.842003 + Penalty 4912.699898 = -3582039.142105 nChanged 14 SP:Iteration 37Q (3597.910000 sec): 3 clusters Score: Raw -3586955.309551 + Penalty 4912.699898 = -3582042.609652 nChanged 11 SP:Iteration 38Q (3598.200000 sec): 3 clusters Score: Raw -3586957.579182 + Penalty 4912.699898 = -3582044.879283 nChanged 10 SP:Iteration 39Q (3598.490000 sec): 3 clusters Score: Raw -3586959.420011 + Penalty 4912.699898 = -3582046.720112 nChanged 6 SP:Iteration 40F (3598.840000 sec): 3 clusters Score: Raw -3586960.316323 + Penalty 4912.699898 = -3582047.616425 nChanged 5 SP:Iteration 41Q (3599.110000 sec): 3 clusters Score: Raw -3586961.313437 + Penalty 4912.699898 = -3582048.613538 nChanged 4 SP:Iteration 42Q (3599.430000 sec): 3 clusters Score: Raw -3586961.749191 + Penalty 4912.699898 = -3582049.049293 nChanged 0 SP:Iteration 43F (3599.760000 sec): 3 clusters Score: Raw -3586961.749191 + Penalty 4912.699898 = -3582049.049293 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3599.870000 sec): 2 clusters Score: Raw -37098.197039 + Penalty 1438.174978 = -35660.022061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3600.090000 sec): 3 clusters Score: Raw -37576.716578 + Penalty 2876.349957 = -34700.366622 nChanged 104 SP:Iteration 1F (3600.250000 sec): 3 clusters Score: Raw -38070.324520 + Penalty 2876.349957 = -35193.974563 nChanged 25 SP:Iteration 2F (3600.470000 sec): 3 clusters Score: Raw -38171.464145 + Penalty 2876.349957 = -35295.114188 nChanged 3 SP:Iteration 3Q (3600.660000 sec): 3 clusters Score: Raw -38196.831191 + Penalty 2876.349957 = -35320.481235 nChanged 0 SP:Iteration 4F (3600.840000 sec): 3 clusters Score: Raw -38196.831191 + Penalty 2876.349957 = -35320.481235 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3600.940000 sec): 2 clusters Score: Raw -88554.551991 + Penalty 1571.093454 = -86983.458537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3601.180000 sec): 3 clusters Score: Raw -88559.133308 + Penalty 3142.186909 = -85416.946400 nChanged 118 SP:Iteration 1F (3601.340000 sec): 3 clusters Score: Raw -88765.214186 + Penalty 3142.186909 = -85623.027277 nChanged 25 SP:Iteration 2Q (3601.520000 sec): 3 clusters Score: Raw -88837.245013 + Penalty 3142.186909 = -85695.058104 nChanged 20 SP:Iteration 3Q (3601.730000 sec): 3 clusters Score: Raw -88895.930500 + Penalty 3142.186909 = -85753.743592 nChanged 17 SP:Iteration 4Q (3601.920000 sec): 3 clusters Score: Raw -88987.931051 + Penalty 3142.186909 = -85845.744142 nChanged 11 SP:Iteration 5Q (3602.070000 sec): 3 clusters Score: Raw -89037.261652 + Penalty 3142.186909 = -85895.074743 nChanged 9 SP:Iteration 6Q (3602.260000 sec): 3 clusters Score: Raw -89061.339412 + Penalty 3142.186909 = -85919.152503 nChanged 6 SP:Iteration 7Q (3602.460000 sec): 3 clusters Score: Raw -89090.215797 + Penalty 3142.186909 = -85948.028889 nChanged 12 SP:Iteration 8Q (3602.610000 sec): 3 clusters Score: Raw -89110.159919 + Penalty 3142.186909 = -85967.973010 nChanged 4 SP:Iteration 9Q (3602.820000 sec): 3 clusters Score: Raw -89117.974751 + Penalty 3142.186909 = -85975.787843 nChanged 1 SP:Iteration 10Q (3602.980000 sec): 3 clusters Score: Raw -89120.410475 + Penalty 3142.186909 = -85978.223567 nChanged 3 SP:Iteration 11Q (3603.140000 sec): 3 clusters Score: Raw -89125.569472 + Penalty 3142.186909 = -85983.382564 nChanged 2 SP:Iteration 12Q (3603.320000 sec): 3 clusters Score: Raw -89132.162300 + Penalty 3142.186909 = -85989.975392 nChanged 5 SP:Iteration 13Q (3603.540000 sec): 3 clusters Score: Raw -89140.852379 + Penalty 3142.186909 = -85998.665470 nChanged 2 SP:Iteration 14Q (3603.740000 sec): 3 clusters Score: Raw -89147.681325 + Penalty 3142.186909 = -86005.494416 nChanged 1 SP:Iteration 15Q (3603.910000 sec): 3 clusters Score: Raw -89149.031069 + Penalty 3142.186909 = -86006.844161 nChanged 2 SP:Iteration 16Q (3604.040000 sec): 3 clusters Score: Raw -89153.374137 + Penalty 3142.186909 = -86011.187228 nChanged 0 SP:Iteration 17F (3604.230000 sec): 3 clusters Score: Raw -89153.374137 + Penalty 3142.186909 = -86011.187228 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3604.280000 sec): 2 clusters Score: Raw -82718.088042 + Penalty 1531.098954 = -81186.989088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3604.440000 sec): 3 clusters Score: Raw -82718.014277 + Penalty 3062.197908 = -79655.816370 nChanged 93 SP:Iteration 1F (3604.670000 sec): 3 clusters Score: Raw -82911.084909 + Penalty 3062.197908 = -79848.887002 nChanged 28 SP:Iteration 2F (3604.900000 sec): 3 clusters Score: Raw -82959.888447 + Penalty 3062.197908 = -79897.690540 nChanged 7 SP:Iteration 3Q (3605.090000 sec): 3 clusters Score: Raw -82975.008577 + Penalty 3062.197908 = -79912.810670 nChanged 6 SP:Iteration 4Q (3605.260000 sec): 3 clusters Score: Raw -82988.901302 + Penalty 3062.197908 = -79926.703394 nChanged 3 SP:Iteration 5Q (3605.440000 sec): 3 clusters Score: Raw -82993.182931 + Penalty 3062.197908 = -79930.985024 nChanged 2 SP:Iteration 6Q (3605.610000 sec): 3 clusters Score: Raw -83000.339145 + Penalty 3062.197908 = -79938.141238 nChanged 0 SP:Iteration 7F (3605.810000 sec): 3 clusters Score: Raw -83000.339145 + Penalty 3062.197908 = -79938.141238 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (2906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3605.910000 sec): 2 clusters Score: Raw -521668.301614 + Penalty 1977.684145 = -519690.617469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3606.120000 sec): 3 clusters Score: Raw -520447.094418 + Penalty 3955.368291 = -516491.726127 nChanged 963 SP:Iteration 1F (3606.260000 sec): 3 clusters Score: Raw -521044.328764 + Penalty 3955.368291 = -517088.960474 nChanged 239 SP:Iteration 2F (3606.480000 sec): 3 clusters Score: Raw -521256.830745 + Penalty 3955.368291 = -517301.462454 nChanged 167 SP:Iteration 3F (3606.710000 sec): 3 clusters Score: Raw -521415.752546 + Penalty 3955.368291 = -517460.384255 nChanged 140 SP:Iteration 4Q (3606.930000 sec): 3 clusters Score: Raw -521714.857318 + Penalty 3955.368291 = -517759.489027 nChanged 158 SP:Iteration 5F (3607.160000 sec): 3 clusters Score: Raw -521950.613150 + Penalty 3955.368291 = -517995.244860 nChanged 154 SP:Iteration 6F (3607.390000 sec): 3 clusters Score: Raw -522111.269423 + Penalty 3955.368291 = -518155.901132 nChanged 138 SP:Iteration 7Q (3607.540000 sec): 3 clusters Score: Raw -522245.692061 + Penalty 3955.368291 = -518290.323771 nChanged 117 SP:Iteration 8Q (3607.780000 sec): 3 clusters Score: Raw -522371.870651 + Penalty 3955.368291 = -518416.502360 nChanged 100 SP:Iteration 9Q (3607.910000 sec): 3 clusters Score: Raw -522485.904814 + Penalty 3955.368291 = -518530.536523 nChanged 82 SP:Iteration 10Q (3608.180000 sec): 3 clusters Score: Raw -522574.492958 + Penalty 3955.368291 = -518619.124667 nChanged 62 SP:Iteration 11Q (3608.340000 sec): 3 clusters Score: Raw -522642.848469 + Penalty 3955.368291 = -518687.480178 nChanged 48 SP:Iteration 12Q (3608.560000 sec): 3 clusters Score: Raw -522703.194248 + Penalty 3955.368291 = -518747.825957 nChanged 46 SP:Iteration 13Q (3608.740000 sec): 3 clusters Score: Raw -522754.663137 + Penalty 3955.368291 = -518799.294847 nChanged 33 SP:Iteration 14Q (3608.930000 sec): 3 clusters Score: Raw -522787.051028 + Penalty 3955.368291 = -518831.682737 nChanged 17 SP:Iteration 15Q (3609.120000 sec): 3 clusters Score: Raw -522804.307742 + Penalty 3955.368291 = -518848.939452 nChanged 15 SP:Iteration 16Q (3609.340000 sec): 3 clusters Score: Raw -522819.508659 + Penalty 3955.368291 = -518864.140368 nChanged 13 SP:Iteration 17Q (3609.610000 sec): 3 clusters Score: Raw -522834.912936 + Penalty 3955.368291 = -518879.544645 nChanged 17 SP:Iteration 18Q (3609.790000 sec): 3 clusters Score: Raw -522854.661411 + Penalty 3955.368291 = -518899.293120 nChanged 12 SP:Iteration 19Q (3609.990000 sec): 3 clusters Score: Raw -522862.794315 + Penalty 3955.368291 = -518907.426024 nChanged 3 SP:Iteration 20F (3610.180000 sec): 3 clusters Score: Raw -522865.496982 + Penalty 3955.368291 = -518910.128691 nChanged 1 SP:Iteration 21Q (3610.420000 sec): 3 clusters Score: Raw -522866.363319 + Penalty 3955.368291 = -518910.995028 nChanged 0 SP:Iteration 22F (3610.610000 sec): 3 clusters Score: Raw -522866.363319 + Penalty 3955.368291 = -518910.995028 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3610.700000 sec): 2 clusters Score: Raw -57563.927889 + Penalty 1448.479131 = -56115.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3610.890000 sec): 3 clusters Score: Raw -57739.766593 + Penalty 2896.958262 = -54842.808331 nChanged 63 SP:Iteration 1F (3611.100000 sec): 3 clusters Score: Raw -57894.202280 + Penalty 2896.958262 = -54997.244018 nChanged 19 SP:Iteration 2F (3611.300000 sec): 3 clusters Score: Raw -57943.537106 + Penalty 2896.958262 = -55046.578843 nChanged 7 SP:Iteration 3Q (3611.520000 sec): 3 clusters Score: Raw -57965.179690 + Penalty 2896.958262 = -55068.221428 nChanged 4 SP:Iteration 4Q (3611.720000 sec): 3 clusters Score: Raw -57977.835289 + Penalty 2896.958262 = -55080.877027 nChanged 3 SP:Iteration 5Q (3611.930000 sec): 3 clusters Score: Raw -57986.700679 + Penalty 2896.958262 = -55089.742417 nChanged 2 SP:Iteration 6Q (3612.150000 sec): 3 clusters Score: Raw -57990.143777 + Penalty 2896.958262 = -55093.185515 nChanged 1 SP:Iteration 7Q (3612.320000 sec): 3 clusters Score: Raw -57991.532142 + Penalty 2896.958262 = -55094.573880 nChanged 2 SP:Iteration 8Q (3612.510000 sec): 3 clusters Score: Raw -57995.042682 + Penalty 2896.958262 = -55098.084420 nChanged 3 SP:Iteration 9Q (3612.670000 sec): 3 clusters Score: Raw -58004.100988 + Penalty 2896.958262 = -55107.142726 nChanged 1 SP:Iteration 10Q (3612.900000 sec): 3 clusters Score: Raw -58007.165355 + Penalty 2896.958262 = -55110.207093 nChanged 0 SP:Iteration 11F (3613.060000 sec): 3 clusters Score: Raw -58007.165355 + Penalty 2896.958262 = -55110.207093 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3613.160000 sec): 2 clusters Score: Raw -118506.056733 + Penalty 1635.414538 = -116870.642195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3613.360000 sec): 3 clusters Score: Raw -118455.013408 + Penalty 3270.829076 = -115184.184332 nChanged 152 SP:Iteration 1F (3613.520000 sec): 3 clusters Score: Raw -118732.540995 + Penalty 3270.829076 = -115461.711919 nChanged 65 SP:Iteration 2F (3613.660000 sec): 3 clusters Score: Raw -118913.152143 + Penalty 3270.829076 = -115642.323067 nChanged 44 SP:Iteration 3F (3613.810000 sec): 3 clusters Score: Raw -119049.314063 + Penalty 3270.829076 = -115778.484987 nChanged 41 SP:Iteration 4F (3613.990000 sec): 3 clusters Score: Raw -119170.672001 + Penalty 3270.829076 = -115899.842924 nChanged 28 SP:Iteration 5Q (3614.140000 sec): 3 clusters Score: Raw -119254.733198 + Penalty 3270.829076 = -115983.904122 nChanged 19 SP:Iteration 6Q (3614.330000 sec): 3 clusters Score: Raw -119301.913109 + Penalty 3270.829076 = -116031.084033 nChanged 14 SP:Iteration 7Q (3614.540000 sec): 3 clusters Score: Raw -119341.811717 + Penalty 3270.829076 = -116070.982641 nChanged 13 SP:Iteration 8Q (3614.710000 sec): 3 clusters Score: Raw -119377.589807 + Penalty 3270.829076 = -116106.760731 nChanged 12 SP:Iteration 9Q (3614.940000 sec): 3 clusters Score: Raw -119401.953909 + Penalty 3270.829076 = -116131.124833 nChanged 10 SP:Iteration 10Q (3615.150000 sec): 3 clusters Score: Raw -119418.494678 + Penalty 3270.829076 = -116147.665602 nChanged 7 SP:Iteration 11Q (3615.320000 sec): 3 clusters Score: Raw -119440.071468 + Penalty 3270.829076 = -116169.242392 nChanged 8 SP:Iteration 12Q (3615.560000 sec): 3 clusters Score: Raw -119459.663180 + Penalty 3270.829076 = -116188.834104 nChanged 3 SP:Iteration 13Q (3615.700000 sec): 3 clusters Score: Raw -119465.668246 + Penalty 3270.829076 = -116194.839170 nChanged 3 SP:Iteration 14Q (3615.890000 sec): 3 clusters Score: Raw -119470.087918 + Penalty 3270.829076 = -116199.258842 nChanged 2 SP:Iteration 15Q (3616.060000 sec): 3 clusters Score: Raw -119473.386807 + Penalty 3270.829076 = -116202.557731 nChanged 4 SP:Iteration 16Q (3616.240000 sec): 3 clusters Score: Raw -119481.225067 + Penalty 3270.829076 = -116210.395990 nChanged 3 SP:Iteration 17Q (3616.360000 sec): 3 clusters Score: Raw -119487.449243 + Penalty 3270.829076 = -116216.620167 nChanged 1 SP:Iteration 18Q (3616.550000 sec): 3 clusters Score: Raw -119490.294343 + Penalty 3270.829076 = -116219.465267 nChanged 1 SP:Iteration 19Q (3616.730000 sec): 3 clusters Score: Raw -119491.270976 + Penalty 3270.829076 = -116220.441900 nChanged 1 SP:Iteration 20F (3616.860000 sec): 3 clusters Score: Raw -119491.832872 + Penalty 3270.829076 = -116221.003796 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3616.960000 sec): 2 clusters Score: Raw -97972.808179 + Penalty 1584.363229 = -96388.444951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3617.100000 sec): 3 clusters Score: Raw -97967.206815 + Penalty 3168.726457 = -94798.480358 nChanged 113 SP:Iteration 1F (3617.220000 sec): 3 clusters Score: Raw -98210.199447 + Penalty 3168.726457 = -95041.472990 nChanged 39 SP:Iteration 2F (3617.380000 sec): 3 clusters Score: Raw -98343.793816 + Penalty 3168.726457 = -95175.067359 nChanged 22 SP:Iteration 3Q (3617.580000 sec): 3 clusters Score: Raw -98438.111568 + Penalty 3168.726457 = -95269.385111 nChanged 23 SP:Iteration 4Q (3617.740000 sec): 3 clusters Score: Raw -98535.165453 + Penalty 3168.726457 = -95366.438995 nChanged 26 SP:Iteration 5Q (3617.920000 sec): 3 clusters Score: Raw -98678.387211 + Penalty 3168.726457 = -95509.660753 nChanged 30 SP:Iteration 6F (3618.100000 sec): 3 clusters Score: Raw -98907.575739 + Penalty 3168.726457 = -95738.849282 nChanged 32 SP:Iteration 7F (3618.260000 sec): 3 clusters Score: Raw -99029.120108 + Penalty 3168.726457 = -95860.393651 nChanged 29 SP:Iteration 8Q (3618.420000 sec): 3 clusters Score: Raw -99168.028266 + Penalty 3168.726457 = -95999.301809 nChanged 23 SP:Iteration 9Q (3618.630000 sec): 3 clusters Score: Raw -99256.519852 + Penalty 3168.726457 = -96087.793395 nChanged 15 SP:Iteration 10Q (3618.790000 sec): 3 clusters Score: Raw -99329.983720 + Penalty 3168.726457 = -96161.257263 nChanged 10 SP:Iteration 11Q (3619.010000 sec): 3 clusters Score: Raw -99400.237678 + Penalty 3168.726457 = -96231.511221 nChanged 9 SP:Iteration 12Q (3619.150000 sec): 3 clusters Score: Raw -99451.372030 + Penalty 3168.726457 = -96282.645573 nChanged 9 SP:Iteration 13Q (3619.360000 sec): 3 clusters Score: Raw -99502.916391 + Penalty 3168.726457 = -96334.189934 nChanged 8 SP:Iteration 14Q (3619.500000 sec): 3 clusters Score: Raw -99552.645817 + Penalty 3168.726457 = -96383.919360 nChanged 4 SP:Iteration 15Q (3619.680000 sec): 3 clusters Score: Raw -99602.650978 + Penalty 3168.726457 = -96433.924521 nChanged 2 SP:Iteration 16Q (3619.870000 sec): 3 clusters Score: Raw -99663.764469 + Penalty 3168.726457 = -96495.038012 nChanged 2 SP:Iteration 17Q (3620.090000 sec): 3 clusters Score: Raw -99728.989750 + Penalty 3168.726457 = -96560.263293 nChanged 1 SP:Iteration 18Q (3620.230000 sec): 3 clusters Score: Raw -99806.794690 + Penalty 3168.726457 = -96638.068233 nChanged 1 SP:Iteration 19Q (3620.450000 sec): 3 clusters Score: Raw -99814.232122 + Penalty 3168.726457 = -96645.505665 nChanged 0 SP:Iteration 20F (3620.590000 sec): 3 clusters Score: Raw -99814.232122 + Penalty 3168.726457 = -96645.505665 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 5.79 GB. Trying to split cluster 11 (2769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3620.700000 sec): 2 clusters Score: Raw -473439.963192 + Penalty 1965.707898 = -471474.255294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3620.860000 sec): 3 clusters Score: Raw -472274.632250 + Penalty 3931.415795 = -468343.216455 nChanged 953 SP:Iteration 1F (3621.060000 sec): 3 clusters Score: Raw -472985.019247 + Penalty 3931.415795 = -469053.603451 nChanged 252 SP:Iteration 2F (3621.240000 sec): 3 clusters Score: Raw -473255.899115 + Penalty 3931.415795 = -469324.483319 nChanged 193 SP:Iteration 3F (3621.440000 sec): 3 clusters Score: Raw -473455.769450 + Penalty 3931.415795 = -469524.353654 nChanged 168 SP:Iteration 4F (3621.650000 sec): 3 clusters Score: Raw -473620.054469 + Penalty 3931.415795 = -469688.638674 nChanged 137 SP:Iteration 5Q (3621.870000 sec): 3 clusters Score: Raw -473772.632886 + Penalty 3931.415795 = -469841.217090 nChanged 120 SP:Iteration 6Q (3622.100000 sec): 3 clusters Score: Raw -473908.477169 + Penalty 3931.415795 = -469977.061373 nChanged 94 SP:Iteration 7Q (3622.280000 sec): 3 clusters Score: Raw -474028.643734 + Penalty 3931.415795 = -470097.227939 nChanged 84 SP:Iteration 8Q (3622.520000 sec): 3 clusters Score: Raw -474117.696856 + Penalty 3931.415795 = -470186.281061 nChanged 64 SP:Iteration 9Q (3622.710000 sec): 3 clusters Score: Raw -474184.450527 + Penalty 3931.415795 = -470253.034731 nChanged 52 SP:Iteration 10Q (3622.940000 sec): 3 clusters Score: Raw -474223.161001 + Penalty 3931.415795 = -470291.745205 nChanged 43 SP:Iteration 11Q (3623.190000 sec): 3 clusters Score: Raw -474253.268783 + Penalty 3931.415795 = -470321.852987 nChanged 33 SP:Iteration 12Q (3623.430000 sec): 3 clusters Score: Raw -474279.134427 + Penalty 3931.415795 = -470347.718632 nChanged 34 SP:Iteration 13Q (3623.620000 sec): 3 clusters Score: Raw -474310.833372 + Penalty 3931.415795 = -470379.417576 nChanged 32 SP:Iteration 14Q (3623.840000 sec): 3 clusters Score: Raw -474330.665734 + Penalty 3931.415795 = -470399.249938 nChanged 23 SP:Iteration 15Q (3624.020000 sec): 3 clusters Score: Raw -474341.983179 + Penalty 3931.415795 = -470410.567384 nChanged 11 SP:Iteration 16Q (3624.180000 sec): 3 clusters Score: Raw -474349.917182 + Penalty 3931.415795 = -470418.501387 nChanged 17 SP:Iteration 17Q (3624.380000 sec): 3 clusters Score: Raw -474361.397314 + Penalty 3931.415795 = -470429.981519 nChanged 14 SP:Iteration 18Q (3624.540000 sec): 3 clusters Score: Raw -474370.443402 + Penalty 3931.415795 = -470439.027607 nChanged 12 SP:Iteration 19Q (3624.740000 sec): 3 clusters Score: Raw -474377.520105 + Penalty 3931.415795 = -470446.104310 nChanged 9 SP:Iteration 20F (3624.950000 sec): 3 clusters Score: Raw -474381.839729 + Penalty 3931.415795 = -470450.423934 nChanged 5 SP:Iteration 21Q (3625.120000 sec): 3 clusters Score: Raw -474386.008345 + Penalty 3931.415795 = -470454.592550 nChanged 7 SP:Iteration 22Q (3625.320000 sec): 3 clusters Score: Raw -474389.294970 + Penalty 3931.415795 = -470457.879175 nChanged 8 SP:Iteration 23Q (3625.490000 sec): 3 clusters Score: Raw -474395.675782 + Penalty 3931.415795 = -470464.259986 nChanged 7 SP:Iteration 24Q (3625.670000 sec): 3 clusters Score: Raw -474402.216948 + Penalty 3931.415795 = -470470.801152 nChanged 8 SP:Iteration 25Q (3625.880000 sec): 3 clusters Score: Raw -474407.600447 + Penalty 3931.415795 = -470476.184652 nChanged 10 SP:Iteration 26Q (3626.070000 sec): 3 clusters Score: Raw -474412.406994 + Penalty 3931.415795 = -470480.991199 nChanged 12 SP:Iteration 27Q (3626.260000 sec): 3 clusters Score: Raw -474421.549449 + Penalty 3931.415795 = -470490.133654 nChanged 17 SP:Iteration 28Q (3626.460000 sec): 3 clusters Score: Raw -474432.547150 + Penalty 3931.415795 = -470501.131355 nChanged 11 SP:Iteration 29Q (3626.650000 sec): 3 clusters Score: Raw -474436.533231 + Penalty 3931.415795 = -470505.117435 nChanged 8 SP:Iteration 30Q (3626.830000 sec): 3 clusters Score: Raw -474440.630140 + Penalty 3931.415795 = -470509.214344 nChanged 12 SP:Iteration 31Q (3627.050000 sec): 3 clusters Score: Raw -474444.821557 + Penalty 3931.415795 = -470513.405762 nChanged 9 SP:Iteration 32Q (3627.240000 sec): 3 clusters Score: Raw -474450.365508 + Penalty 3931.415795 = -470518.949712 nChanged 8 SP:Iteration 33Q (3627.440000 sec): 3 clusters Score: Raw -474458.745812 + Penalty 3931.415795 = -470527.330016 nChanged 18 SP:Iteration 34Q (3627.620000 sec): 3 clusters Score: Raw -474472.786395 + Penalty 3931.415795 = -470541.370599 nChanged 15 SP:Iteration 35Q (3627.850000 sec): 3 clusters Score: Raw -474480.550208 + Penalty 3931.415795 = -470549.134412 nChanged 12 SP:Iteration 36Q (3628.050000 sec): 3 clusters Score: Raw -474486.711976 + Penalty 3931.415795 = -470555.296181 nChanged 10 SP:Iteration 37Q (3628.270000 sec): 3 clusters Score: Raw -474491.798895 + Penalty 3931.415795 = -470560.383100 nChanged 6 SP:Iteration 38Q (3628.440000 sec): 3 clusters Score: Raw -474495.391615 + Penalty 3931.415795 = -470563.975819 nChanged 5 SP:Iteration 39Q (3628.630000 sec): 3 clusters Score: Raw -474498.319293 + Penalty 3931.415795 = -470566.903498 nChanged 4 SP:Iteration 40F (3628.810000 sec): 3 clusters Score: Raw -474500.022963 + Penalty 3931.415795 = -470568.607168 nChanged 4 SP:Iteration 41Q (3628.970000 sec): 3 clusters Score: Raw -474501.083000 + Penalty 3931.415795 = -470569.667204 nChanged 2 SP:Iteration 42Q (3629.180000 sec): 3 clusters Score: Raw -474501.837451 + Penalty 3931.415795 = -470570.421655 nChanged 2 SP:Iteration 43Q (3629.340000 sec): 3 clusters Score: Raw -474502.483159 + Penalty 3931.415795 = -470571.067364 nChanged 0 SP:Iteration 44F (3629.500000 sec): 3 clusters Score: Raw -474502.483159 + Penalty 3931.415795 = -470571.067364 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3629.670000 sec): 2 clusters Score: Raw -1488545.913638 + Penalty 2223.719624 = -1486322.194014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3629.870000 sec): 3 clusters Score: Raw -1484458.209481 + Penalty 4447.439248 = -1480010.770233 nChanged 3157 SP:Iteration 1F (3630.120000 sec): 3 clusters Score: Raw -1486143.478487 + Penalty 4447.439248 = -1481696.039239 nChanged 524 SP:Iteration 2F (3630.380000 sec): 3 clusters Score: Raw -1486411.012016 + Penalty 4447.439248 = -1481963.572768 nChanged 408 SP:Iteration 3F (3630.620000 sec): 3 clusters Score: Raw -1486647.411341 + Penalty 4447.439248 = -1482199.972093 nChanged 386 SP:Iteration 4Q (3630.880000 sec): 3 clusters Score: Raw -1486881.987751 + Penalty 4447.439248 = -1482434.548503 nChanged 363 SP:Iteration 5Q (3631.100000 sec): 3 clusters Score: Raw -1487101.278422 + Penalty 4447.439248 = -1482653.839174 nChanged 347 SP:Iteration 6Q (3631.300000 sec): 3 clusters Score: Raw -1487324.729931 + Penalty 4447.439248 = -1482877.290683 nChanged 369 SP:Iteration 7Q (3631.510000 sec): 3 clusters Score: Raw -1487579.378080 + Penalty 4447.439248 = -1483131.938833 nChanged 362 SP:Iteration 8Q (3631.730000 sec): 3 clusters Score: Raw -1487849.343972 + Penalty 4447.439248 = -1483401.904724 nChanged 381 SP:Iteration 9Q (3631.950000 sec): 3 clusters Score: Raw -1488169.440801 + Penalty 4447.439248 = -1483722.001553 nChanged 348 SP:Iteration 10Q (3632.160000 sec): 3 clusters Score: Raw -1488473.102489 + Penalty 4447.439248 = -1484025.663241 nChanged 251 SP:Iteration 11Q (3632.390000 sec): 3 clusters Score: Raw -1488696.881283 + Penalty 4447.439248 = -1484249.442035 nChanged 171 SP:Iteration 12Q (3632.630000 sec): 3 clusters Score: Raw -1488850.970265 + Penalty 4447.439248 = -1484403.531017 nChanged 114 SP:Iteration 13Q (3632.820000 sec): 3 clusters Score: Raw -1488965.768264 + Penalty 4447.439248 = -1484518.329017 nChanged 82 SP:Iteration 14Q (3633.020000 sec): 3 clusters Score: Raw -1489062.058891 + Penalty 4447.439248 = -1484614.619643 nChanged 52 SP:Iteration 15Q (3633.260000 sec): 3 clusters Score: Raw -1489134.783257 + Penalty 4447.439248 = -1484687.344009 nChanged 40 SP:Iteration 16Q (3633.460000 sec): 3 clusters Score: Raw -1489189.701776 + Penalty 4447.439248 = -1484742.262528 nChanged 17 SP:Iteration 17Q (3633.720000 sec): 3 clusters Score: Raw -1489226.165383 + Penalty 4447.439248 = -1484778.726135 nChanged 13 SP:Iteration 18Q (3633.940000 sec): 3 clusters Score: Raw -1489255.851593 + Penalty 4447.439248 = -1484808.412345 nChanged 12 SP:Iteration 19Q (3634.130000 sec): 3 clusters Score: Raw -1489281.978250 + Penalty 4447.439248 = -1484834.539002 nChanged 12 SP:Iteration 20F (3634.340000 sec): 3 clusters Score: Raw -1489305.305222 + Penalty 4447.439248 = -1484857.865974 nChanged 14 SP:Iteration 21Q (3634.580000 sec): 3 clusters Score: Raw -1489321.817228 + Penalty 4447.439248 = -1484874.377980 nChanged 10 SP:Iteration 22Q (3634.800000 sec): 3 clusters Score: Raw -1489334.328687 + Penalty 4447.439248 = -1484886.889439 nChanged 5 SP:Iteration 23Q (3635.040000 sec): 3 clusters Score: Raw -1489343.943672 + Penalty 4447.439248 = -1484896.504424 nChanged 4 SP:Iteration 24Q (3635.210000 sec): 3 clusters Score: Raw -1489348.472159 + Penalty 4447.439248 = -1484901.032911 nChanged 4 SP:Iteration 25Q (3635.470000 sec): 3 clusters Score: Raw -1489351.509489 + Penalty 4447.439248 = -1484904.070241 nChanged 0 SP:Iteration 26F (3635.660000 sec): 3 clusters Score: Raw -1489351.509489 + Penalty 4447.439248 = -1484904.070241 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (183197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3636.560000 sec): 2 clusters Score: Raw -35505561.500132 + Penalty 3005.342704 = -35502556.157427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3637.590000 sec): 3 clusters Score: Raw -35385486.550466 + Penalty 6010.685408 = -35379475.865058 nChanged 88047 SP:Iteration 1F (3638.830000 sec): 3 clusters Score: Raw -35436999.669139 + Penalty 6010.685408 = -35430988.983730 nChanged 5350 SP:Iteration 2Q (3640.030000 sec): 3 clusters Score: Raw -35438172.220762 + Penalty 6010.685408 = -35432161.535353 nChanged 5806 SP:Iteration 3Q (3641.250000 sec): 3 clusters Score: Raw -35439688.083637 + Penalty 6010.685408 = -35433677.398229 nChanged 6740 SP:Iteration 4Q (3642.480000 sec): 3 clusters Score: Raw -35441750.119758 + Penalty 6010.685408 = -35435739.434350 nChanged 7751 SP:Iteration 5Q (3643.650000 sec): 3 clusters Score: Raw -35444563.814525 + Penalty 6010.685408 = -35438553.129117 nChanged 8765 SP:Iteration 6Q (3644.840000 sec): 3 clusters Score: Raw -35448205.740825 + Penalty 6010.685408 = -35442195.055417 nChanged 9491 SP:Iteration 7F (3646.000000 sec): 3 clusters Score: Raw -35452416.333595 + Penalty 6010.685408 = -35446405.648186 nChanged 9683 SP:Iteration 8F (3647.090000 sec): 3 clusters Score: Raw -35456996.316973 + Penalty 6010.685408 = -35450985.631564 nChanged 9678 SP:Iteration 9F (3648.190000 sec): 3 clusters Score: Raw -35461655.508698 + Penalty 6010.685408 = -35455644.823289 nChanged 8992 SP:Iteration 10Q (3649.340000 sec): 3 clusters Score: Raw -35465987.273490 + Penalty 6010.685408 = -35459976.588081 nChanged 8253 SP:Iteration 11Q (3650.550000 sec): 3 clusters Score: Raw -35469957.916056 + Penalty 6010.685408 = -35463947.230648 nChanged 7431 SP:Iteration 12Q (3651.780000 sec): 3 clusters Score: Raw -35473773.891255 + Penalty 6010.685408 = -35467763.205847 nChanged 6788 SP:Iteration 13Q (3652.900000 sec): 3 clusters Score: Raw -35477511.283183 + Penalty 6010.685408 = -35471500.597775 nChanged 6199 SP:Iteration 14Q (3654.110000 sec): 3 clusters Score: Raw -35480873.922717 + Penalty 6010.685408 = -35474863.237309 nChanged 5262 SP:Iteration 15Q (3655.210000 sec): 3 clusters Score: Raw -35483468.250114 + Penalty 6010.685408 = -35477457.564705 nChanged 4303 SP:Iteration 16Q (3656.660000 sec): 3 clusters Score: Raw -35485310.645588 + Penalty 6010.685408 = -35479299.960180 nChanged 3514 SP:Iteration 17Q (3657.960000 sec): 3 clusters Score: Raw -35486652.869607 + Penalty 6010.685408 = -35480642.184199 nChanged 3125 SP:Iteration 18Q (3659.120000 sec): 3 clusters Score: Raw -35487706.086146 + Penalty 6010.685408 = -35481695.400737 nChanged 3003 SP:Iteration 19Q (3660.300000 sec): 3 clusters Score: Raw -35488623.985534 + Penalty 6010.685408 = -35482613.300126 nChanged 2996 SP:Iteration 20F (3661.500000 sec): 3 clusters Score: Raw -35489508.086746 + Penalty 6010.685408 = -35483497.401338 nChanged 2938 SP:Iteration 21Q (3662.700000 sec): 3 clusters Score: Raw -35490375.418958 + Penalty 6010.685408 = -35484364.733549 nChanged 2868 SP:Iteration 22Q (3663.780000 sec): 3 clusters Score: Raw -35491229.490819 + Penalty 6010.685408 = -35485218.805411 nChanged 2858 SP:Iteration 23Q (3664.910000 sec): 3 clusters Score: Raw -35492104.367895 + Penalty 6010.685408 = -35486093.682487 nChanged 2937 SP:Iteration 24Q (3666.000000 sec): 3 clusters Score: Raw -35493043.994538 + Penalty 6010.685408 = -35487033.309130 nChanged 2794 SP:Iteration 25Q (3667.090000 sec): 3 clusters Score: Raw -35493935.549422 + Penalty 6010.685408 = -35487924.864014 nChanged 2625 SP:Iteration 26Q (3668.200000 sec): 3 clusters Score: Raw -35494769.990545 + Penalty 6010.685408 = -35488759.305136 nChanged 2493 SP:Iteration 27Q (3669.310000 sec): 3 clusters Score: Raw -35495554.417936 + Penalty 6010.685408 = -35489543.732528 nChanged 2282 SP:Iteration 28Q (3670.320000 sec): 3 clusters Score: Raw -35496269.193566 + Penalty 6010.685408 = -35490258.508157 nChanged 2184 SP:Iteration 29Q (3671.370000 sec): 3 clusters Score: Raw -35496968.833280 + Penalty 6010.685408 = -35490958.147871 nChanged 2052 SP:Iteration 30Q (3672.430000 sec): 3 clusters Score: Raw -35497634.250406 + Penalty 6010.685408 = -35491623.564997 nChanged 1972 SP:Iteration 31Q (3673.580000 sec): 3 clusters Score: Raw -35498271.348865 + Penalty 6010.685408 = -35492260.663457 nChanged 1847 SP:Iteration 32Q (3674.720000 sec): 3 clusters Score: Raw -35498858.478443 + Penalty 6010.685408 = -35492847.793034 nChanged 1717 SP:Iteration 33Q (3675.770000 sec): 3 clusters Score: Raw -35499405.793454 + Penalty 6010.685408 = -35493395.108046 nChanged 1606 SP:Iteration 34Q (3676.840000 sec): 3 clusters Score: Raw -35499921.426340 + Penalty 6010.685408 = -35493910.740932 nChanged 1514 SP:Iteration 35Q (3677.920000 sec): 3 clusters Score: Raw -35500417.219116 + Penalty 6010.685408 = -35494406.533708 nChanged 1449 SP:Iteration 36Q (3679.030000 sec): 3 clusters Score: Raw -35500897.399017 + Penalty 6010.685408 = -35494886.713609 nChanged 1346 SP:Iteration 37Q (3680.060000 sec): 3 clusters Score: Raw -35501354.792765 + Penalty 6010.685408 = -35495344.107356 nChanged 1240 SP:Iteration 38Q (3681.180000 sec): 3 clusters Score: Raw -35501786.695906 + Penalty 6010.685408 = -35495776.010498 nChanged 1195 SP:Iteration 39Q (3682.270000 sec): 3 clusters Score: Raw -35502207.831352 + Penalty 6010.685408 = -35496197.145943 nChanged 1054 SP:Iteration 40F (3683.630000 sec): 3 clusters Score: Raw -35502568.710018 + Penalty 6010.685408 = -35496558.024610 nChanged 987 SP:Iteration 41Q (3684.870000 sec): 3 clusters Score: Raw -35502901.183578 + Penalty 6010.685408 = -35496890.498169 nChanged 842 SP:Iteration 42Q (3685.850000 sec): 3 clusters Score: Raw -35503182.561254 + Penalty 6010.685408 = -35497171.875846 nChanged 760 SP:Iteration 43Q (3686.800000 sec): 3 clusters Score: Raw -35503432.439504 + Penalty 6010.685408 = -35497421.754096 nChanged 687 SP:Iteration 44Q (3687.700000 sec): 3 clusters Score: Raw -35503659.012633 + Penalty 6010.685408 = -35497648.327224 nChanged 654 SP:Iteration 45Q (3688.720000 sec): 3 clusters Score: Raw -35503875.595331 + Penalty 6010.685408 = -35497864.909923 nChanged 582 SP:Iteration 46Q (3689.770000 sec): 3 clusters Score: Raw -35504056.767819 + Penalty 6010.685408 = -35498046.082411 nChanged 513 SP:Iteration 47Q (3690.820000 sec): 3 clusters Score: Raw -35504215.705404 + Penalty 6010.685408 = -35498205.019995 nChanged 456 SP:Iteration 48Q (3691.920000 sec): 3 clusters Score: Raw -35504356.487072 + Penalty 6010.685408 = -35498345.801664 nChanged 442 SP:Iteration 49Q (3692.900000 sec): 3 clusters Score: Raw -35504506.052064 + Penalty 6010.685408 = -35498495.366655 nChanged 420 SP:Iteration 50Q (3693.810000 sec): 3 clusters Score: Raw -35504652.896226 + Penalty 6010.685408 = -35498642.210818 nChanged 414 SP:Iteration 51Q (3694.760000 sec): 3 clusters Score: Raw -35504805.089698 + Penalty 6010.685408 = -35498794.404289 nChanged 404 SP:Iteration 52Q (3695.660000 sec): 3 clusters Score: Raw -35504957.476875 + Penalty 6010.685408 = -35498946.791466 nChanged 375 SP:Iteration 53Q (3696.670000 sec): 3 clusters Score: Raw -35505100.184878 + Penalty 6010.685408 = -35499089.499470 nChanged 329 SP:Iteration 54Q (3697.520000 sec): 3 clusters Score: Raw -35505225.134274 + Penalty 6010.685408 = -35499214.448865 nChanged 270 SP:Iteration 55Q (3698.420000 sec): 3 clusters Score: Raw -35505332.579009 + Penalty 6010.685408 = -35499321.893600 nChanged 267 SP:Iteration 56Q (3699.350000 sec): 3 clusters Score: Raw -35505443.560627 + Penalty 6010.685408 = -35499432.875219 nChanged 276 SP:Iteration 57Q (3700.210000 sec): 3 clusters Score: Raw -35505564.129753 + Penalty 6010.685408 = -35499553.444345 nChanged 242 SP:Iteration 58Q (3701.160000 sec): 3 clusters Score: Raw -35505668.500654 + Penalty 6010.685408 = -35499657.815245 nChanged 237 SP:Iteration 59Q (3702.110000 sec): 3 clusters Score: Raw -35505775.553736 + Penalty 6010.685408 = -35499764.868327 nChanged 189 SP:Iteration 60F (3703.220000 sec): 3 clusters Score: Raw -35505854.217566 + Penalty 6010.685408 = -35499843.532157 nChanged 145 SP:Iteration 61Q (3704.160000 sec): 3 clusters Score: Raw -35505911.627463 + Penalty 6010.685408 = -35499900.942055 nChanged 123 SP:Iteration 62Q (3705.110000 sec): 3 clusters Score: Raw -35505955.800269 + Penalty 6010.685408 = -35499945.114861 nChanged 104 SP:Iteration 63Q (3705.990000 sec): 3 clusters Score: Raw -35505990.857967 + Penalty 6010.685408 = -35499980.172558 nChanged 85 SP:Iteration 64Q (3706.990000 sec): 3 clusters Score: Raw -35506019.123837 + Penalty 6010.685408 = -35500008.438429 nChanged 83 SP:Iteration 65Q (3707.980000 sec): 3 clusters Score: Raw -35506045.681668 + Penalty 6010.685408 = -35500034.996260 nChanged 58 SP:Iteration 66Q (3708.970000 sec): 3 clusters Score: Raw -35506062.013970 + Penalty 6010.685408 = -35500051.328561 nChanged 41 SP:Iteration 67Q (3710.060000 sec): 3 clusters Score: Raw -35506073.389954 + Penalty 6010.685408 = -35500062.704546 nChanged 36 SP:Iteration 68Q (3711.070000 sec): 3 clusters Score: Raw -35506083.744030 + Penalty 6010.685408 = -35500073.058622 nChanged 23 SP:Iteration 69Q (3712.160000 sec): 3 clusters Score: Raw -35506088.579830 + Penalty 6010.685408 = -35500077.894422 nChanged 18 SP:Iteration 70Q (3713.000000 sec): 3 clusters Score: Raw -35506093.893197 + Penalty 6010.685408 = -35500083.207788 nChanged 21 SP:Iteration 71Q (3713.860000 sec): 3 clusters Score: Raw -35506099.279442 + Penalty 6010.685408 = -35500088.594034 nChanged 19 SP:Iteration 72Q (3714.750000 sec): 3 clusters Score: Raw -35506104.421102 + Penalty 6010.685408 = -35500093.735693 nChanged 14 SP:Iteration 73Q (3715.690000 sec): 3 clusters Score: Raw -35506108.464139 + Penalty 6010.685408 = -35500097.778731 nChanged 12 SP:Iteration 74Q (3716.600000 sec): 3 clusters Score: Raw -35506111.424869 + Penalty 6010.685408 = -35500100.739460 nChanged 9 SP:Iteration 75Q (3717.540000 sec): 3 clusters Score: Raw -35506113.339962 + Penalty 6010.685408 = -35500102.654553 nChanged 6 SP:Iteration 76Q (3718.400000 sec): 3 clusters Score: Raw -35506114.994392 + Penalty 6010.685408 = -35500104.308984 nChanged 7 SP:Iteration 77Q (3719.290000 sec): 3 clusters Score: Raw -35506116.705232 + Penalty 6010.685408 = -35500106.019824 nChanged 9 SP:Iteration 78Q (3720.280000 sec): 3 clusters Score: Raw -35506118.846497 + Penalty 6010.685408 = -35500108.161089 nChanged 11 SP:Iteration 79Q (3721.180000 sec): 3 clusters Score: Raw -35506121.956210 + Penalty 6010.685408 = -35500111.270801 nChanged 10 SP:Iteration 80F (3722.240000 sec): 3 clusters Score: Raw -35506124.910896 + Penalty 6010.685408 = -35500114.225488 nChanged 9 SP:Iteration 81Q (3723.040000 sec): 3 clusters Score: Raw -35506127.081076 + Penalty 6010.685408 = -35500116.395667 nChanged 9 SP:Iteration 82Q (3723.840000 sec): 3 clusters Score: Raw -35506129.244626 + Penalty 6010.685408 = -35500118.559217 nChanged 6 SP:Iteration 83Q (3724.660000 sec): 3 clusters Score: Raw -35506130.679468 + Penalty 6010.685408 = -35500119.994059 nChanged 6 SP:Iteration 84Q (3725.630000 sec): 3 clusters Score: Raw -35506132.547728 + Penalty 6010.685408 = -35500121.862320 nChanged 8 SP:Iteration 85Q (3726.590000 sec): 3 clusters Score: Raw -35506134.734705 + Penalty 6010.685408 = -35500124.049297 nChanged 10 SP:Iteration 86Q (3727.540000 sec): 3 clusters Score: Raw -35506137.228999 + Penalty 6010.685408 = -35500126.543590 nChanged 10 SP:Iteration 87Q (3728.450000 sec): 3 clusters Score: Raw -35506139.773027 + Penalty 6010.685408 = -35500129.087619 nChanged 12 SP:Iteration 88Q (3729.420000 sec): 3 clusters Score: Raw -35506142.843139 + Penalty 6010.685408 = -35500132.157731 nChanged 10 SP:Iteration 89Q (3730.380000 sec): 3 clusters Score: Raw -35506145.461584 + Penalty 6010.685408 = -35500134.776176 nChanged 10 SP:Iteration 90Q (3731.270000 sec): 3 clusters Score: Raw -35506147.875789 + Penalty 6010.685408 = -35500137.190381 nChanged 6 SP:Iteration 91Q (3732.200000 sec): 3 clusters Score: Raw -35506149.953069 + Penalty 6010.685408 = -35500139.267661 nChanged 12 SP:Iteration 92Q (3733.110000 sec): 3 clusters Score: Raw -35506153.424401 + Penalty 6010.685408 = -35500142.738992 nChanged 14 SP:Iteration 93Q (3734.020000 sec): 3 clusters Score: Raw -35506157.089527 + Penalty 6010.685408 = -35500146.404119 nChanged 13 SP:Iteration 94Q (3734.890000 sec): 3 clusters Score: Raw -35506162.269921 + Penalty 6010.685408 = -35500151.584512 nChanged 13 SP:Iteration 95Q (3735.940000 sec): 3 clusters Score: Raw -35506166.947635 + Penalty 6010.685408 = -35500156.262227 nChanged 20 SP:Iteration 96Q (3736.880000 sec): 3 clusters Score: Raw -35506173.327291 + Penalty 6010.685408 = -35500162.641882 nChanged 15 SP:Iteration 97Q (3738.040000 sec): 3 clusters Score: Raw -35506179.022094 + Penalty 6010.685408 = -35500168.336686 nChanged 11 SP:Iteration 98Q (3739.050000 sec): 3 clusters Score: Raw -35506182.114225 + Penalty 6010.685408 = -35500171.428817 nChanged 7 SP:Iteration 99Q (3740.020000 sec): 3 clusters Score: Raw -35506184.101849 + Penalty 6010.685408 = -35500173.416440 nChanged 11 SP:Iteration 100F (3741.200000 sec): 3 clusters Score: Raw -35506188.373384 + Penalty 6010.685408 = -35500177.687976 nChanged 12 SP:Iteration 101Q (3742.120000 sec): 3 clusters Score: Raw -35506191.633215 + Penalty 6010.685408 = -35500180.947806 nChanged 6 SP:Iteration 102Q (3743.110000 sec): 3 clusters Score: Raw -35506193.425751 + Penalty 6010.685408 = -35500182.740343 nChanged 2 SP:Iteration 103Q (3744.110000 sec): 3 clusters Score: Raw -35506194.031055 + Penalty 6010.685408 = -35500183.345646 nChanged 0 SP:Iteration 104F (3745.260000 sec): 3 clusters Score: Raw -35506194.031055 + Penalty 6010.685408 = -35500183.345646 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3745.450000 sec): 2 clusters Score: Raw -135141.434105 + Penalty 1672.818615 = -133468.615490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3745.660000 sec): 3 clusters Score: Raw -135053.167303 + Penalty 3345.637229 = -131707.530073 nChanged 214 SP:Iteration 1F (3745.840000 sec): 3 clusters Score: Raw -135488.036416 + Penalty 3345.637229 = -132142.399187 nChanged 99 SP:Iteration 2F (3746.020000 sec): 3 clusters Score: Raw -135825.105165 + Penalty 3345.637229 = -132479.467935 nChanged 81 SP:Iteration 3F (3746.200000 sec): 3 clusters Score: Raw -136087.625174 + Penalty 3345.637229 = -132741.987944 nChanged 49 SP:Iteration 4F (3746.420000 sec): 3 clusters Score: Raw -136293.985614 + Penalty 3345.637229 = -132948.348385 nChanged 32 SP:Iteration 5Q (3746.620000 sec): 3 clusters Score: Raw -136409.531846 + Penalty 3345.637229 = -133063.894617 nChanged 15 SP:Iteration 6Q (3746.770000 sec): 3 clusters Score: Raw -136467.478407 + Penalty 3345.637229 = -133121.841178 nChanged 13 SP:Iteration 7Q (3746.920000 sec): 3 clusters Score: Raw -136512.344318 + Penalty 3345.637229 = -133166.707089 nChanged 7 SP:Iteration 8Q (3747.110000 sec): 3 clusters Score: Raw -136541.729590 + Penalty 3345.637229 = -133196.092361 nChanged 9 SP:Iteration 9Q (3747.250000 sec): 3 clusters Score: Raw -136572.579627 + Penalty 3345.637229 = -133226.942397 nChanged 5 SP:Iteration 10Q (3747.480000 sec): 3 clusters Score: Raw -136584.655003 + Penalty 3345.637229 = -133239.017774 nChanged 3 SP:Iteration 11Q (3747.620000 sec): 3 clusters Score: Raw -136589.009621 + Penalty 3345.637229 = -133243.372392 nChanged 4 SP:Iteration 12Q (3747.810000 sec): 3 clusters Score: Raw -136597.950684 + Penalty 3345.637229 = -133252.313455 nChanged 6 SP:Iteration 13Q (3747.980000 sec): 3 clusters Score: Raw -136620.367447 + Penalty 3345.637229 = -133274.730217 nChanged 7 SP:Iteration 14Q (3748.160000 sec): 3 clusters Score: Raw -136642.977437 + Penalty 3345.637229 = -133297.340208 nChanged 6 SP:Iteration 15Q (3748.370000 sec): 3 clusters Score: Raw -136660.647411 + Penalty 3345.637229 = -133315.010182 nChanged 7 SP:Iteration 16Q (3748.550000 sec): 3 clusters Score: Raw -136672.791085 + Penalty 3345.637229 = -133327.153856 nChanged 7 SP:Iteration 17Q (3748.710000 sec): 3 clusters Score: Raw -136686.281583 + Penalty 3345.637229 = -133340.644354 nChanged 7 SP:Iteration 18Q (3748.900000 sec): 3 clusters Score: Raw -136699.646387 + Penalty 3345.637229 = -133354.009158 nChanged 6 SP:Iteration 19Q (3749.080000 sec): 3 clusters Score: Raw -136711.001634 + Penalty 3345.637229 = -133365.364405 nChanged 4 SP:Iteration 20F (3749.320000 sec): 3 clusters Score: Raw -136720.833026 + Penalty 3345.637229 = -133375.195797 nChanged 5 SP:Iteration 21Q (3749.480000 sec): 3 clusters Score: Raw -136735.666412 + Penalty 3345.637229 = -133390.029183 nChanged 6 SP:Iteration 22Q (3749.640000 sec): 3 clusters Score: Raw -136751.826465 + Penalty 3345.637229 = -133406.189236 nChanged 5 SP:Iteration 23Q (3749.790000 sec): 3 clusters Score: Raw -136761.946952 + Penalty 3345.637229 = -133416.309722 nChanged 2 SP:Iteration 24Q (3749.960000 sec): 3 clusters Score: Raw -136771.358202 + Penalty 3345.637229 = -133425.720973 nChanged 4 SP:Iteration 25Q (3750.120000 sec): 3 clusters Score: Raw -136788.220841 + Penalty 3345.637229 = -133442.583612 nChanged 3 SP:Iteration 26Q (3750.350000 sec): 3 clusters Score: Raw -136797.646355 + Penalty 3345.637229 = -133452.009126 nChanged 1 SP:Iteration 27Q (3750.510000 sec): 3 clusters Score: Raw -136801.347731 + Penalty 3345.637229 = -133455.710501 nChanged 1 SP:Iteration 28Q (3750.700000 sec): 3 clusters Score: Raw -136804.765858 + Penalty 3345.637229 = -133459.128628 nChanged 1 SP:Iteration 29Q (3750.920000 sec): 3 clusters Score: Raw -136805.669183 + Penalty 3345.637229 = -133460.031954 nChanged 1 SP:Iteration 30Q (3751.090000 sec): 3 clusters Score: Raw -136806.562769 + Penalty 3345.637229 = -133460.925540 nChanged 0 SP:Iteration 31F (3751.290000 sec): 3 clusters Score: Raw -136806.562769 + Penalty 3345.637229 = -133460.925540 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (200385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3752.340000 sec): 2 clusters Score: Raw -36390471.150627 + Penalty 3027.582957 = -36387443.567669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3753.710000 sec): 3 clusters Score: Raw -36258768.951223 + Penalty 6055.165914 = -36252713.785308 nChanged 96240 SP:Iteration 1F (3755.050000 sec): 3 clusters Score: Raw -36315284.529536 + Penalty 6055.165914 = -36309229.363621 nChanged 5754 SP:Iteration 2Q (3756.400000 sec): 3 clusters Score: Raw -36316565.347678 + Penalty 6055.165914 = -36310510.181764 nChanged 6125 SP:Iteration 3Q (3757.820000 sec): 3 clusters Score: Raw -36318194.487098 + Penalty 6055.165914 = -36312139.321183 nChanged 6964 SP:Iteration 4Q (3759.180000 sec): 3 clusters Score: Raw -36320557.334922 + Penalty 6055.165914 = -36314502.169007 nChanged 8091 SP:Iteration 5Q (3760.530000 sec): 3 clusters Score: Raw -36323867.206458 + Penalty 6055.165914 = -36317812.040543 nChanged 9513 SP:Iteration 6Q (3761.950000 sec): 3 clusters Score: Raw -36328519.974010 + Penalty 6055.165914 = -36322464.808096 nChanged 10718 SP:Iteration 7F (3763.310000 sec): 3 clusters Score: Raw -36334540.752115 + Penalty 6055.165914 = -36328485.586201 nChanged 11770 SP:Iteration 8F (3764.620000 sec): 3 clusters Score: Raw -36342022.197252 + Penalty 6055.165914 = -36335967.031338 nChanged 12181 SP:Iteration 9F (3765.980000 sec): 3 clusters Score: Raw -36350275.064247 + Penalty 6055.165914 = -36344219.898333 nChanged 11425 SP:Iteration 10F (3767.690000 sec): 3 clusters Score: Raw -36358064.082622 + Penalty 6055.165914 = -36352008.916708 nChanged 9912 SP:Iteration 11Q (3769.090000 sec): 3 clusters Score: Raw -36364581.834967 + Penalty 6055.165914 = -36358526.669053 nChanged 8070 SP:Iteration 12Q (3770.340000 sec): 3 clusters Score: Raw -36369629.742872 + Penalty 6055.165914 = -36363574.576957 nChanged 6794 SP:Iteration 13Q (3771.690000 sec): 3 clusters Score: Raw -36373775.185522 + Penalty 6055.165914 = -36367720.019608 nChanged 5807 SP:Iteration 14Q (3772.920000 sec): 3 clusters Score: Raw -36377328.056720 + Penalty 6055.165914 = -36371272.890806 nChanged 4975 SP:Iteration 15Q (3773.950000 sec): 3 clusters Score: Raw -36380378.407390 + Penalty 6055.165914 = -36374323.241476 nChanged 4236 SP:Iteration 16Q (3775.080000 sec): 3 clusters Score: Raw -36383022.824019 + Penalty 6055.165914 = -36376967.658105 nChanged 3535 SP:Iteration 17Q (3776.200000 sec): 3 clusters Score: Raw -36385248.200908 + Penalty 6055.165914 = -36379193.034994 nChanged 2668 SP:Iteration 18Q (3777.400000 sec): 3 clusters Score: Raw -36386916.059440 + Penalty 6055.165914 = -36380860.893525 nChanged 2042 SP:Iteration 19Q (3778.410000 sec): 3 clusters Score: Raw -36388167.578729 + Penalty 6055.165914 = -36382112.412815 nChanged 1448 SP:Iteration 20F (3780.070000 sec): 3 clusters Score: Raw -36388997.884509 + Penalty 6055.165914 = -36382942.718595 nChanged 1006 SP:Iteration 21Q (3781.030000 sec): 3 clusters Score: Raw -36389545.178028 + Penalty 6055.165914 = -36383490.012113 nChanged 701 SP:Iteration 22Q (3782.310000 sec): 3 clusters Score: Raw -36389929.569835 + Penalty 6055.165914 = -36383874.403920 nChanged 500 SP:Iteration 23Q (3783.470000 sec): 3 clusters Score: Raw -36390193.055690 + Penalty 6055.165914 = -36384137.889776 nChanged 346 SP:Iteration 24Q (3784.470000 sec): 3 clusters Score: Raw -36390381.259604 + Penalty 6055.165914 = -36384326.093690 nChanged 238 SP:Iteration 25Q (3785.810000 sec): 3 clusters Score: Raw -36390501.351945 + Penalty 6055.165914 = -36384446.186031 nChanged 170 SP:Iteration 26Q (3787.050000 sec): 3 clusters Score: Raw -36390585.951881 + Penalty 6055.165914 = -36384530.785966 nChanged 136 SP:Iteration 27Q (3788.070000 sec): 3 clusters Score: Raw -36390652.409179 + Penalty 6055.165914 = -36384597.243265 nChanged 107 SP:Iteration 28Q (3789.150000 sec): 3 clusters Score: Raw -36390710.953187 + Penalty 6055.165914 = -36384655.787273 nChanged 107 SP:Iteration 29Q (3790.260000 sec): 3 clusters Score: Raw -36390775.845503 + Penalty 6055.165914 = -36384720.679588 nChanged 87 SP:Iteration 30Q (3791.230000 sec): 3 clusters Score: Raw -36390825.496771 + Penalty 6055.165914 = -36384770.330857 nChanged 71 SP:Iteration 31Q (3792.490000 sec): 3 clusters Score: Raw -36390859.627616 + Penalty 6055.165914 = -36384804.461702 nChanged 37 SP:Iteration 32Q (3793.710000 sec): 3 clusters Score: Raw -36390878.141598 + Penalty 6055.165914 = -36384822.975684 nChanged 28 SP:Iteration 33Q (3794.750000 sec): 3 clusters Score: Raw -36390891.743019 + Penalty 6055.165914 = -36384836.577105 nChanged 23 SP:Iteration 34Q (3796.010000 sec): 3 clusters Score: Raw -36390901.293602 + Penalty 6055.165914 = -36384846.127687 nChanged 18 SP:Iteration 35Q (3797.140000 sec): 3 clusters Score: Raw -36390909.315398 + Penalty 6055.165914 = -36384854.149483 nChanged 16 SP:Iteration 36Q (3798.220000 sec): 3 clusters Score: Raw -36390919.000058 + Penalty 6055.165914 = -36384863.834144 nChanged 17 SP:Iteration 37Q (3799.290000 sec): 3 clusters Score: Raw -36390929.212684 + Penalty 6055.165914 = -36384874.046770 nChanged 17 SP:Iteration 38Q (3800.520000 sec): 3 clusters Score: Raw -36390939.483748 + Penalty 6055.165914 = -36384884.317833 nChanged 13 SP:Iteration 39Q (3801.710000 sec): 3 clusters Score: Raw -36390944.553431 + Penalty 6055.165914 = -36384889.387516 nChanged 8 SP:Iteration 40F (3803.070000 sec): 3 clusters Score: Raw -36390948.435701 + Penalty 6055.165914 = -36384893.269786 nChanged 9 SP:Iteration 41Q (3804.250000 sec): 3 clusters Score: Raw -36390953.378183 + Penalty 6055.165914 = -36384898.212268 nChanged 11 SP:Iteration 42Q (3805.240000 sec): 3 clusters Score: Raw -36390958.950889 + Penalty 6055.165914 = -36384903.784974 nChanged 9 SP:Iteration 43Q (3806.320000 sec): 3 clusters Score: Raw -36390963.547004 + Penalty 6055.165914 = -36384908.381089 nChanged 10 SP:Iteration 44Q (3807.300000 sec): 3 clusters Score: Raw -36390968.777940 + Penalty 6055.165914 = -36384913.612026 nChanged 11 SP:Iteration 45Q (3808.300000 sec): 3 clusters Score: Raw -36390973.498241 + Penalty 6055.165914 = -36384918.332327 nChanged 5 SP:Iteration 46Q (3809.370000 sec): 3 clusters Score: Raw -36390975.679263 + Penalty 6055.165914 = -36384920.513348 nChanged 3 SP:Iteration 47Q (3810.400000 sec): 3 clusters Score: Raw -36390976.984640 + Penalty 6055.165914 = -36384921.818725 nChanged 2 SP:Iteration 48Q (3811.460000 sec): 3 clusters Score: Raw -36390978.050214 + Penalty 6055.165914 = -36384922.884300 nChanged 2 SP:Iteration 49Q (3812.460000 sec): 3 clusters Score: Raw -36390978.759531 + Penalty 6055.165914 = -36384923.593617 nChanged 0 SP:Iteration 50F (3813.830000 sec): 3 clusters Score: Raw -36390978.759531 + Penalty 6055.165914 = -36384923.593617 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (29492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.150000 sec): 2 clusters Score: Raw -5548518.346635 + Penalty 2552.384831 = -5545965.961804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3814.460000 sec): 3 clusters Score: Raw -5530859.492867 + Penalty 5104.769662 = -5525754.723205 nChanged 13195 SP:Iteration 1F (3814.770000 sec): 3 clusters Score: Raw -5537809.152457 + Penalty 5104.769662 = -5532704.382795 nChanged 1318 SP:Iteration 2Q (3815.070000 sec): 3 clusters Score: Raw -5538197.511669 + Penalty 5104.769662 = -5533092.742007 nChanged 1141 SP:Iteration 3Q (3815.410000 sec): 3 clusters Score: Raw -5538490.087321 + Penalty 5104.769662 = -5533385.317659 nChanged 947 SP:Iteration 4Q (3815.770000 sec): 3 clusters Score: Raw -5538735.870857 + Penalty 5104.769662 = -5533631.101195 nChanged 919 SP:Iteration 5Q (3816.120000 sec): 3 clusters Score: Raw -5538947.764134 + Penalty 5104.769662 = -5533842.994472 nChanged 771 SP:Iteration 6Q (3816.410000 sec): 3 clusters Score: Raw -5539127.017910 + Penalty 5104.769662 = -5534022.248248 nChanged 737 SP:Iteration 7Q (3816.760000 sec): 3 clusters Score: Raw -5539291.109320 + Penalty 5104.769662 = -5534186.339658 nChanged 676 SP:Iteration 8Q (3817.090000 sec): 3 clusters Score: Raw -5539431.124536 + Penalty 5104.769662 = -5534326.354873 nChanged 631 SP:Iteration 9Q (3817.450000 sec): 3 clusters Score: Raw -5539561.232756 + Penalty 5104.769662 = -5534456.463093 nChanged 605 SP:Iteration 10Q (3817.810000 sec): 3 clusters Score: Raw -5539690.579100 + Penalty 5104.769662 = -5534585.809437 nChanged 602 SP:Iteration 11Q (3818.190000 sec): 3 clusters Score: Raw -5539823.285975 + Penalty 5104.769662 = -5534718.516312 nChanged 594 SP:Iteration 12Q (3818.530000 sec): 3 clusters Score: Raw -5539963.456345 + Penalty 5104.769662 = -5534858.686682 nChanged 658 SP:Iteration 13Q (3818.850000 sec): 3 clusters Score: Raw -5540142.789957 + Penalty 5104.769662 = -5535038.020294 nChanged 793 SP:Iteration 14Q (3819.200000 sec): 3 clusters Score: Raw -5540407.515326 + Penalty 5104.769662 = -5535302.745664 nChanged 969 SP:Iteration 15Q (3819.580000 sec): 3 clusters Score: Raw -5540792.726729 + Penalty 5104.769662 = -5535687.957066 nChanged 1190 SP:Iteration 16Q (3819.950000 sec): 3 clusters Score: Raw -5541339.553705 + Penalty 5104.769662 = -5536234.784042 nChanged 1389 SP:Iteration 17Q (3820.260000 sec): 3 clusters Score: Raw -5542137.476172 + Penalty 5104.769662 = -5537032.706510 nChanged 1630 SP:Iteration 18F (3820.620000 sec): 3 clusters Score: Raw -5543196.891170 + Penalty 5104.769662 = -5538092.121508 nChanged 1696 SP:Iteration 19F (3820.950000 sec): 3 clusters Score: Raw -5544490.971097 + Penalty 5104.769662 = -5539386.201434 nChanged 1543 SP:Iteration 20F (3821.310000 sec): 3 clusters Score: Raw -5545748.357465 + Penalty 5104.769662 = -5540643.587803 nChanged 1207 SP:Iteration 21Q (3821.670000 sec): 3 clusters Score: Raw -5546803.640961 + Penalty 5104.769662 = -5541698.871299 nChanged 871 SP:Iteration 22Q (3822.050000 sec): 3 clusters Score: Raw -5547585.279567 + Penalty 5104.769662 = -5542480.509904 nChanged 529 SP:Iteration 23Q (3822.350000 sec): 3 clusters Score: Raw -5548053.573914 + Penalty 5104.769662 = -5542948.804251 nChanged 317 SP:Iteration 24Q (3822.670000 sec): 3 clusters Score: Raw -5548336.466054 + Penalty 5104.769662 = -5543231.696391 nChanged 222 SP:Iteration 25Q (3823.050000 sec): 3 clusters Score: Raw -5548498.620959 + Penalty 5104.769662 = -5543393.851296 nChanged 142 SP:Iteration 26Q (3823.330000 sec): 3 clusters Score: Raw -5548592.600917 + Penalty 5104.769662 = -5543487.831254 nChanged 115 SP:Iteration 27Q (3823.650000 sec): 3 clusters Score: Raw -5548667.645097 + Penalty 5104.769662 = -5543562.875435 nChanged 102 SP:Iteration 28Q (3823.990000 sec): 3 clusters Score: Raw -5548731.759226 + Penalty 5104.769662 = -5543626.989564 nChanged 77 SP:Iteration 29Q (3824.310000 sec): 3 clusters Score: Raw -5548774.350855 + Penalty 5104.769662 = -5543669.581192 nChanged 49 SP:Iteration 30Q (3824.630000 sec): 3 clusters Score: Raw -5548799.210499 + Penalty 5104.769662 = -5543694.440837 nChanged 41 SP:Iteration 31Q (3824.930000 sec): 3 clusters Score: Raw -5548823.999274 + Penalty 5104.769662 = -5543719.229611 nChanged 40 SP:Iteration 32Q (3825.250000 sec): 3 clusters Score: Raw -5548843.022436 + Penalty 5104.769662 = -5543738.252774 nChanged 21 SP:Iteration 33Q (3825.570000 sec): 3 clusters Score: Raw -5548852.532173 + Penalty 5104.769662 = -5543747.762511 nChanged 14 SP:Iteration 34Q (3825.880000 sec): 3 clusters Score: Raw -5548858.550184 + Penalty 5104.769662 = -5543753.780522 nChanged 14 SP:Iteration 35Q (3826.160000 sec): 3 clusters Score: Raw -5548865.595587 + Penalty 5104.769662 = -5543760.825925 nChanged 15 SP:Iteration 36Q (3826.450000 sec): 3 clusters Score: Raw -5548874.218812 + Penalty 5104.769662 = -5543769.449150 nChanged 15 SP:Iteration 37Q (3826.740000 sec): 3 clusters Score: Raw -5548882.769329 + Penalty 5104.769662 = -5543777.999667 nChanged 13 SP:Iteration 38Q (3827.060000 sec): 3 clusters Score: Raw -5548888.709931 + Penalty 5104.769662 = -5543783.940268 nChanged 9 SP:Iteration 39Q (3827.370000 sec): 3 clusters Score: Raw -5548893.388896 + Penalty 5104.769662 = -5543788.619234 nChanged 4 SP:Iteration 40F (3827.690000 sec): 3 clusters Score: Raw -5548895.046978 + Penalty 5104.769662 = -5543790.277315 nChanged 5 SP:Iteration 41Q (3827.910000 sec): 3 clusters Score: Raw -5548897.280947 + Penalty 5104.769662 = -5543792.511285 nChanged 5 SP:Iteration 42Q (3828.230000 sec): 3 clusters Score: Raw -5548899.793071 + Penalty 5104.769662 = -5543795.023409 nChanged 6 SP:Iteration 43Q (3828.570000 sec): 3 clusters Score: Raw -5548902.949470 + Penalty 5104.769662 = -5543798.179808 nChanged 9 SP:Iteration 44Q (3828.880000 sec): 3 clusters Score: Raw -5548908.573283 + Penalty 5104.769662 = -5543803.803621 nChanged 5 SP:Iteration 45Q (3829.220000 sec): 3 clusters Score: Raw -5548910.856360 + Penalty 5104.769662 = -5543806.086698 nChanged 6 SP:Iteration 46Q (3829.520000 sec): 3 clusters Score: Raw -5548914.250248 + Penalty 5104.769662 = -5543809.480586 nChanged 9 SP:Iteration 47Q (3829.820000 sec): 3 clusters Score: Raw -5548918.556890 + Penalty 5104.769662 = -5543813.787228 nChanged 2 SP:Iteration 48Q (3830.120000 sec): 3 clusters Score: Raw -5548919.307012 + Penalty 5104.769662 = -5543814.537349 nChanged 2 SP:Iteration 49Q (3830.380000 sec): 3 clusters Score: Raw -5548920.169429 + Penalty 5104.769662 = -5543815.399767 nChanged 0 SP:Iteration 50F (3830.740000 sec): 3 clusters Score: Raw -5548920.169429 + Penalty 5104.769662 = -5543815.399767 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (174901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3831.500000 sec): 2 clusters Score: Raw -31568298.499291 + Penalty 2993.849894 = -31565304.649398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3832.640000 sec): 3 clusters Score: Raw -31454567.509632 + Penalty 5987.699788 = -31448579.809844 nChanged 83633 SP:Iteration 1F (3833.740000 sec): 3 clusters Score: Raw -31503974.726758 + Penalty 5987.699788 = -31497987.026970 nChanged 7159 SP:Iteration 2Q (3834.890000 sec): 3 clusters Score: Raw -31506581.569725 + Penalty 5987.699788 = -31500593.869937 nChanged 9656 SP:Iteration 3F (3836.030000 sec): 3 clusters Score: Raw -31511541.065247 + Penalty 5987.699788 = -31505553.365460 nChanged 13286 SP:Iteration 4F (3837.110000 sec): 3 clusters Score: Raw -31520870.156959 + Penalty 5987.699788 = -31514882.457171 nChanged 16305 SP:Iteration 5F (3838.240000 sec): 3 clusters Score: Raw -31535224.937269 + Penalty 5987.699788 = -31529237.237482 nChanged 15683 SP:Iteration 6F (3839.330000 sec): 3 clusters Score: Raw -31550909.975482 + Penalty 5987.699788 = -31544922.275694 nChanged 10736 SP:Iteration 7F (3840.380000 sec): 3 clusters Score: Raw -31561862.477520 + Penalty 5987.699788 = -31555874.777733 nChanged 4837 SP:Iteration 8Q (3841.560000 sec): 3 clusters Score: Raw -31566590.472786 + Penalty 5987.699788 = -31560602.772998 nChanged 1484 SP:Iteration 9Q (3842.550000 sec): 3 clusters Score: Raw -31568003.346484 + Penalty 5987.699788 = -31562015.646696 nChanged 339 SP:Iteration 10Q (3843.480000 sec): 3 clusters Score: Raw -31568356.892140 + Penalty 5987.699788 = -31562369.192352 nChanged 100 SP:Iteration 11Q (3844.390000 sec): 3 clusters Score: Raw -31568493.957132 + Penalty 5987.699788 = -31562506.257345 nChanged 48 SP:Iteration 12Q (3845.360000 sec): 3 clusters Score: Raw -31568561.867019 + Penalty 5987.699788 = -31562574.167232 nChanged 30 SP:Iteration 13Q (3846.320000 sec): 3 clusters Score: Raw -31568600.952938 + Penalty 5987.699788 = -31562613.253150 nChanged 15 SP:Iteration 14Q (3847.160000 sec): 3 clusters Score: Raw -31568620.554509 + Penalty 5987.699788 = -31562632.854722 nChanged 9 SP:Iteration 15Q (3848.150000 sec): 3 clusters Score: Raw -31568630.540634 + Penalty 5987.699788 = -31562642.840846 nChanged 7 SP:Iteration 16Q (3849.110000 sec): 3 clusters Score: Raw -31568641.835190 + Penalty 5987.699788 = -31562654.135403 nChanged 4 SP:Iteration 17Q (3850.040000 sec): 3 clusters Score: Raw -31568646.742418 + Penalty 5987.699788 = -31562659.042630 nChanged 2 SP:Iteration 18Q (3851.020000 sec): 3 clusters Score: Raw -31568648.294539 + Penalty 5987.699788 = -31562660.594751 nChanged 0 SP:Iteration 19F (3852.120000 sec): 3 clusters Score: Raw -31568648.294539 + Penalty 5987.699788 = -31562660.594751 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.300000 sec): 2 clusters Score: Raw -2237070.188354 + Penalty 2348.887127 = -2234721.301227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.550000 sec): 3 clusters Score: Raw -2229936.309693 + Penalty 4697.774255 = -2225238.535439 nChanged 5490 SP:Iteration 1F (3852.780000 sec): 3 clusters Score: Raw -2233018.114800 + Penalty 4697.774255 = -2228320.340545 nChanged 1019 SP:Iteration 2F (3853.010000 sec): 3 clusters Score: Raw -2233722.699329 + Penalty 4697.774255 = -2229024.925074 nChanged 948 SP:Iteration 3F (3853.320000 sec): 3 clusters Score: Raw -2234402.087696 + Penalty 4697.774255 = -2229704.313442 nChanged 861 SP:Iteration 4F (3853.540000 sec): 3 clusters Score: Raw -2235020.346778 + Penalty 4697.774255 = -2230322.572524 nChanged 769 SP:Iteration 5F (3853.760000 sec): 3 clusters Score: Raw -2235497.575081 + Penalty 4697.774255 = -2230799.800826 nChanged 612 SP:Iteration 6Q (3854.060000 sec): 3 clusters Score: Raw -2235822.040452 + Penalty 4697.774255 = -2231124.266198 nChanged 513 SP:Iteration 7Q (3854.300000 sec): 3 clusters Score: Raw -2236089.371851 + Penalty 4697.774255 = -2231391.597597 nChanged 429 SP:Iteration 8Q (3854.590000 sec): 3 clusters Score: Raw -2236292.255430 + Penalty 4697.774255 = -2231594.481175 nChanged 347 SP:Iteration 9Q (3854.800000 sec): 3 clusters Score: Raw -2236432.142113 + Penalty 4697.774255 = -2231734.367858 nChanged 294 SP:Iteration 10Q (3855.070000 sec): 3 clusters Score: Raw -2236534.951895 + Penalty 4697.774255 = -2231837.177640 nChanged 241 SP:Iteration 11Q (3855.330000 sec): 3 clusters Score: Raw -2236602.566412 + Penalty 4697.774255 = -2231904.792157 nChanged 202 SP:Iteration 12Q (3855.600000 sec): 3 clusters Score: Raw -2236662.166295 + Penalty 4697.774255 = -2231964.392041 nChanged 186 SP:Iteration 13Q (3855.810000 sec): 3 clusters Score: Raw -2236715.615107 + Penalty 4697.774255 = -2232017.840852 nChanged 169 SP:Iteration 14Q (3856.060000 sec): 3 clusters Score: Raw -2236760.030769 + Penalty 4697.774255 = -2232062.256514 nChanged 144 SP:Iteration 15Q (3856.320000 sec): 3 clusters Score: Raw -2236799.485709 + Penalty 4697.774255 = -2232101.711454 nChanged 153 SP:Iteration 16Q (3856.570000 sec): 3 clusters Score: Raw -2236838.671519 + Penalty 4697.774255 = -2232140.897265 nChanged 137 SP:Iteration 17Q (3856.840000 sec): 3 clusters Score: Raw -2236875.387240 + Penalty 4697.774255 = -2232177.612986 nChanged 158 SP:Iteration 18Q (3857.090000 sec): 3 clusters Score: Raw -2236920.750013 + Penalty 4697.774255 = -2232222.975758 nChanged 157 SP:Iteration 19Q (3857.360000 sec): 3 clusters Score: Raw -2236967.294452 + Penalty 4697.774255 = -2232269.520198 nChanged 156 SP:Iteration 20F (3857.600000 sec): 3 clusters Score: Raw -2237008.488682 + Penalty 4697.774255 = -2232310.714428 nChanged 129 SP:Iteration 21Q (3857.840000 sec): 3 clusters Score: Raw -2237035.744226 + Penalty 4697.774255 = -2232337.969972 nChanged 107 SP:Iteration 22Q (3858.080000 sec): 3 clusters Score: Raw -2237057.272467 + Penalty 4697.774255 = -2232359.498213 nChanged 84 SP:Iteration 23Q (3858.360000 sec): 3 clusters Score: Raw -2237072.929095 + Penalty 4697.774255 = -2232375.154840 nChanged 69 SP:Iteration 24Q (3858.560000 sec): 3 clusters Score: Raw -2237085.448340 + Penalty 4697.774255 = -2232387.674085 nChanged 72 SP:Iteration 25Q (3858.790000 sec): 3 clusters Score: Raw -2237097.972400 + Penalty 4697.774255 = -2232400.198146 nChanged 66 SP:Iteration 26Q (3859.020000 sec): 3 clusters Score: Raw -2237109.068902 + Penalty 4697.774255 = -2232411.294647 nChanged 59 SP:Iteration 27Q (3859.300000 sec): 3 clusters Score: Raw -2237118.522666 + Penalty 4697.774255 = -2232420.748411 nChanged 57 SP:Iteration 28Q (3859.540000 sec): 3 clusters Score: Raw -2237127.405384 + Penalty 4697.774255 = -2232429.631129 nChanged 49 SP:Iteration 29Q (3859.770000 sec): 3 clusters Score: Raw -2237135.160392 + Penalty 4697.774255 = -2232437.386137 nChanged 45 SP:Iteration 30Q (3860.040000 sec): 3 clusters Score: Raw -2237143.084500 + Penalty 4697.774255 = -2232445.310245 nChanged 46 SP:Iteration 31Q (3860.260000 sec): 3 clusters Score: Raw -2237150.421363 + Penalty 4697.774255 = -2232452.647109 nChanged 43 SP:Iteration 32Q (3860.490000 sec): 3 clusters Score: Raw -2237157.561488 + Penalty 4697.774255 = -2232459.787234 nChanged 52 SP:Iteration 33Q (3860.750000 sec): 3 clusters Score: Raw -2237166.627008 + Penalty 4697.774255 = -2232468.852754 nChanged 50 SP:Iteration 34Q (3860.960000 sec): 3 clusters Score: Raw -2237174.816307 + Penalty 4697.774255 = -2232477.042052 nChanged 47 SP:Iteration 35Q (3861.200000 sec): 3 clusters Score: Raw -2237181.317928 + Penalty 4697.774255 = -2232483.543674 nChanged 37 SP:Iteration 36Q (3861.460000 sec): 3 clusters Score: Raw -2237186.411931 + Penalty 4697.774255 = -2232488.637677 nChanged 31 SP:Iteration 37Q (3861.690000 sec): 3 clusters Score: Raw -2237190.841316 + Penalty 4697.774255 = -2232493.067062 nChanged 24 SP:Iteration 38Q (3861.880000 sec): 3 clusters Score: Raw -2237194.325923 + Penalty 4697.774255 = -2232496.551669 nChanged 30 SP:Iteration 39Q (3862.120000 sec): 3 clusters Score: Raw -2237198.888998 + Penalty 4697.774255 = -2232501.114744 nChanged 25 SP:Iteration 40F (3862.360000 sec): 3 clusters Score: Raw -2237202.486674 + Penalty 4697.774255 = -2232504.712420 nChanged 19 SP:Iteration 41Q (3862.610000 sec): 3 clusters Score: Raw -2237204.765141 + Penalty 4697.774255 = -2232506.990887 nChanged 17 SP:Iteration 42Q (3862.860000 sec): 3 clusters Score: Raw -2237206.796825 + Penalty 4697.774255 = -2232509.022571 nChanged 18 SP:Iteration 43Q (3863.090000 sec): 3 clusters Score: Raw -2237208.843364 + Penalty 4697.774255 = -2232511.069110 nChanged 15 SP:Iteration 44Q (3863.360000 sec): 3 clusters Score: Raw -2237210.395183 + Penalty 4697.774255 = -2232512.620928 nChanged 12 SP:Iteration 45Q (3863.580000 sec): 3 clusters Score: Raw -2237211.705827 + Penalty 4697.774255 = -2232513.931573 nChanged 8 SP:Iteration 46Q (3863.800000 sec): 3 clusters Score: Raw -2237212.972505 + Penalty 4697.774255 = -2232515.198250 nChanged 10 SP:Iteration 47Q (3864.080000 sec): 3 clusters Score: Raw -2237214.402657 + Penalty 4697.774255 = -2232516.628402 nChanged 11 SP:Iteration 48Q (3864.280000 sec): 3 clusters Score: Raw -2237215.956295 + Penalty 4697.774255 = -2232518.182041 nChanged 9 SP:Iteration 49Q (3864.540000 sec): 3 clusters Score: Raw -2237217.169750 + Penalty 4697.774255 = -2232519.395496 nChanged 6 SP:Iteration 50Q (3864.760000 sec): 3 clusters Score: Raw -2237217.928421 + Penalty 4697.774255 = -2232520.154166 nChanged 4 SP:Iteration 51Q (3865.020000 sec): 3 clusters Score: Raw -2237218.285792 + Penalty 4697.774255 = -2232520.511537 nChanged 1 SP:Iteration 52Q (3865.290000 sec): 3 clusters Score: Raw -2237218.370263 + Penalty 4697.774255 = -2232520.596008 nChanged 0 SP:Iteration 53F (3865.510000 sec): 3 clusters Score: Raw -2237218.370263 + Penalty 4697.774255 = -2232520.596008 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.590000 sec): 2 clusters Score: Raw -52604.040792 + Penalty 1474.464311 = -51129.576481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.780000 sec): 3 clusters Score: Raw -52993.707136 + Penalty 2948.928622 = -50044.778514 nChanged 85 SP:Iteration 1F (3865.960000 sec): 3 clusters Score: Raw -53284.458816 + Penalty 2948.928622 = -50335.530194 nChanged 33 SP:Iteration 2F (3866.150000 sec): 3 clusters Score: Raw -53444.294497 + Penalty 2948.928622 = -50495.365876 nChanged 21 SP:Iteration 3F (3866.350000 sec): 3 clusters Score: Raw -53546.402346 + Penalty 2948.928622 = -50597.473724 nChanged 8 SP:Iteration 4Q (3866.500000 sec): 3 clusters Score: Raw -53590.118868 + Penalty 2948.928622 = -50641.190246 nChanged 6 SP:Iteration 5Q (3866.680000 sec): 3 clusters Score: Raw -53611.733277 + Penalty 2948.928622 = -50662.804655 nChanged 3 SP:Iteration 6Q (3866.880000 sec): 3 clusters Score: Raw -53621.663308 + Penalty 2948.928622 = -50672.734686 nChanged 6 SP:Iteration 7Q (3867.060000 sec): 3 clusters Score: Raw -53636.911319 + Penalty 2948.928622 = -50687.982697 nChanged 1 SP:Iteration 8Q (3867.210000 sec): 3 clusters Score: Raw -53639.442799 + Penalty 2948.928622 = -50690.514177 nChanged 0 SP:Iteration 9F (3867.380000 sec): 3 clusters Score: Raw -53639.442799 + Penalty 2948.928622 = -50690.514177 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3867.480000 sec): 2 clusters Score: Raw -43153.796318 + Penalty 1468.551448 = -41685.244870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3867.700000 sec): 3 clusters Score: Raw -43533.488681 + Penalty 2937.102896 = -40596.385785 nChanged 93 SP:Iteration 1F (3867.870000 sec): 3 clusters Score: Raw -43727.365610 + Penalty 2937.102896 = -40790.262714 nChanged 25 SP:Iteration 2F (3868.050000 sec): 3 clusters Score: Raw -43822.034309 + Penalty 2937.102896 = -40884.931413 nChanged 21 SP:Iteration 3F (3868.240000 sec): 3 clusters Score: Raw -43909.934950 + Penalty 2937.102896 = -40972.832054 nChanged 25 SP:Iteration 4F (3868.390000 sec): 3 clusters Score: Raw -44019.198943 + Penalty 2937.102896 = -41082.096046 nChanged 16 SP:Iteration 5Q (3868.560000 sec): 3 clusters Score: Raw -44129.885320 + Penalty 2937.102896 = -41192.782424 nChanged 14 SP:Iteration 6Q (3868.700000 sec): 3 clusters Score: Raw -44208.249905 + Penalty 2937.102896 = -41271.147009 nChanged 6 SP:Iteration 7Q (3868.890000 sec): 3 clusters Score: Raw -44289.141843 + Penalty 2937.102896 = -41352.038947 nChanged 3 SP:Iteration 8Q (3869.070000 sec): 3 clusters Score: Raw -44301.520163 + Penalty 2937.102896 = -41364.417267 nChanged 2 SP:Iteration 9Q (3869.220000 sec): 3 clusters Score: Raw -44309.120042 + Penalty 2937.102896 = -41372.017146 nChanged 2 SP:Iteration 10Q (3869.360000 sec): 3 clusters Score: Raw -44313.636658 + Penalty 2937.102896 = -41376.533762 nChanged 1 SP:Iteration 11Q (3869.560000 sec): 3 clusters Score: Raw -44315.972454 + Penalty 2937.102896 = -41378.869557 nChanged 2 SP:Iteration 12Q (3869.730000 sec): 3 clusters Score: Raw -44320.607196 + Penalty 2937.102896 = -41383.504300 nChanged 1 SP:Iteration 13Q (3869.880000 sec): 3 clusters Score: Raw -44322.505660 + Penalty 2937.102896 = -41385.402764 nChanged 1 SP:Iteration 14Q (3870.070000 sec): 3 clusters Score: Raw -44337.860986 + Penalty 2937.102896 = -41400.758090 nChanged 1 SP:Iteration 15Q (3870.250000 sec): 3 clusters Score: Raw -44340.986813 + Penalty 2937.102896 = -41403.883917 nChanged 0 SP:Iteration 16F (3870.420000 sec): 3 clusters Score: Raw -44340.986813 + Penalty 2937.102896 = -41403.883917 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.510000 sec): 2 clusters Score: Raw -429377.295127 + Penalty 1943.615593 = -427433.679534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.700000 sec): 3 clusters Score: Raw -428395.420846 + Penalty 3887.231186 = -424508.189660 nChanged 870 SP:Iteration 1F (3870.860000 sec): 3 clusters Score: Raw -429175.557778 + Penalty 3887.231186 = -425288.326592 nChanged 263 SP:Iteration 2F (3871.040000 sec): 3 clusters Score: Raw -429527.685588 + Penalty 3887.231186 = -425640.454402 nChanged 210 SP:Iteration 3F (3871.180000 sec): 3 clusters Score: Raw -429823.127024 + Penalty 3887.231186 = -425935.895838 nChanged 163 SP:Iteration 4F (3871.350000 sec): 3 clusters Score: Raw -430037.667568 + Penalty 3887.231186 = -426150.436381 nChanged 127 SP:Iteration 5F (3871.520000 sec): 3 clusters Score: Raw -430186.870226 + Penalty 3887.231186 = -426299.639039 nChanged 99 SP:Iteration 6Q (3871.640000 sec): 3 clusters Score: Raw -430312.341761 + Penalty 3887.231186 = -426425.110575 nChanged 66 SP:Iteration 7Q (3871.770000 sec): 3 clusters Score: Raw -430369.862432 + Penalty 3887.231186 = -426482.631245 nChanged 43 SP:Iteration 8Q (3871.920000 sec): 3 clusters Score: Raw -430400.701867 + Penalty 3887.231186 = -426513.470680 nChanged 26 SP:Iteration 9Q (3872.080000 sec): 3 clusters Score: Raw -430420.887789 + Penalty 3887.231186 = -426533.656603 nChanged 25 SP:Iteration 10Q (3872.240000 sec): 3 clusters Score: Raw -430437.504211 + Penalty 3887.231186 = -426550.273024 nChanged 20 SP:Iteration 11Q (3872.430000 sec): 3 clusters Score: Raw -430449.365617 + Penalty 3887.231186 = -426562.134431 nChanged 14 SP:Iteration 12Q (3872.570000 sec): 3 clusters Score: Raw -430456.149729 + Penalty 3887.231186 = -426568.918543 nChanged 7 SP:Iteration 13Q (3872.730000 sec): 3 clusters Score: Raw -430460.880999 + Penalty 3887.231186 = -426573.649812 nChanged 4 SP:Iteration 14Q (3872.980000 sec): 3 clusters Score: Raw -430462.449216 + Penalty 3887.231186 = -426575.218029 nChanged 3 SP:Iteration 15Q (3873.140000 sec): 3 clusters Score: Raw -430463.807128 + Penalty 3887.231186 = -426576.575941 nChanged 4 SP:Iteration 16Q (3873.340000 sec): 3 clusters Score: Raw -430466.007481 + Penalty 3887.231186 = -426578.776294 nChanged 2 SP:Iteration 17Q (3873.540000 sec): 3 clusters Score: Raw -430466.606169 + Penalty 3887.231186 = -426579.374983 nChanged 0 SP:Iteration 18F (3873.710000 sec): 3 clusters Score: Raw -430466.606169 + Penalty 3887.231186 = -426579.374983 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (1222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.840000 sec): 2 clusters Score: Raw -210399.881468 + Penalty 1762.844547 = -208637.036921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.020000 sec): 3 clusters Score: Raw -210078.449960 + Penalty 3525.689093 = -206552.760866 nChanged 355 SP:Iteration 1F (3874.180000 sec): 3 clusters Score: Raw -210467.194451 + Penalty 3525.689093 = -206941.505358 nChanged 105 SP:Iteration 2F (3874.340000 sec): 3 clusters Score: Raw -210690.081303 + Penalty 3525.689093 = -207164.392210 nChanged 81 SP:Iteration 3F (3874.540000 sec): 3 clusters Score: Raw -210884.713406 + Penalty 3525.689093 = -207359.024312 nChanged 76 SP:Iteration 4F (3874.730000 sec): 3 clusters Score: Raw -211065.684090 + Penalty 3525.689093 = -207539.994997 nChanged 62 SP:Iteration 5F (3874.920000 sec): 3 clusters Score: Raw -211199.997498 + Penalty 3525.689093 = -207674.308404 nChanged 58 SP:Iteration 6Q (3875.080000 sec): 3 clusters Score: Raw -211299.153209 + Penalty 3525.689093 = -207773.464116 nChanged 38 SP:Iteration 7Q (3875.280000 sec): 3 clusters Score: Raw -211381.224279 + Penalty 3525.689093 = -207855.535185 nChanged 30 SP:Iteration 8Q (3875.440000 sec): 3 clusters Score: Raw -211433.164647 + Penalty 3525.689093 = -207907.475554 nChanged 21 SP:Iteration 9Q (3875.660000 sec): 3 clusters Score: Raw -211462.706213 + Penalty 3525.689093 = -207937.017120 nChanged 12 SP:Iteration 10Q (3875.820000 sec): 3 clusters Score: Raw -211476.841727 + Penalty 3525.689093 = -207951.152634 nChanged 4 SP:Iteration 11Q (3876.000000 sec): 3 clusters Score: Raw -211484.144294 + Penalty 3525.689093 = -207958.455201 nChanged 5 SP:Iteration 12Q (3876.180000 sec): 3 clusters Score: Raw -211489.836109 + Penalty 3525.689093 = -207964.147016 nChanged 1 SP:Iteration 13Q (3876.380000 sec): 3 clusters Score: Raw -211490.294155 + Penalty 3525.689093 = -207964.605062 nChanged 0 SP:Iteration 14F (3876.540000 sec): 3 clusters Score: Raw -211490.294155 + Penalty 3525.689093 = -207964.605062 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (1095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3876.660000 sec): 2 clusters Score: Raw -194705.128182 + Penalty 1735.630391 = -192969.497791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3876.790000 sec): 3 clusters Score: Raw -194465.800438 + Penalty 3471.260783 = -190994.539656 nChanged 276 SP:Iteration 1F (3876.980000 sec): 3 clusters Score: Raw -194741.407014 + Penalty 3471.260783 = -191270.146232 nChanged 67 SP:Iteration 2F (3877.160000 sec): 3 clusters Score: Raw -194831.249650 + Penalty 3471.260783 = -191359.988867 nChanged 37 SP:Iteration 3Q (3877.370000 sec): 3 clusters Score: Raw -194898.460424 + Penalty 3471.260783 = -191427.199642 nChanged 45 SP:Iteration 4Q (3877.560000 sec): 3 clusters Score: Raw -194993.901588 + Penalty 3471.260783 = -191522.640805 nChanged 51 SP:Iteration 5Q (3877.770000 sec): 3 clusters Score: Raw -195106.651994 + Penalty 3471.260783 = -191635.391211 nChanged 52 SP:Iteration 6Q (3877.920000 sec): 3 clusters Score: Raw -195235.064735 + Penalty 3471.260783 = -191763.803952 nChanged 57 SP:Iteration 7F (3878.120000 sec): 3 clusters Score: Raw -195467.685259 + Penalty 3471.260783 = -191996.424477 nChanged 51 SP:Iteration 8Q (3878.280000 sec): 3 clusters Score: Raw -195768.018273 + Penalty 3471.260783 = -192296.757491 nChanged 35 SP:Iteration 9Q (3878.460000 sec): 3 clusters Score: Raw -195913.427133 + Penalty 3471.260783 = -192442.166350 nChanged 40 SP:Iteration 10Q (3878.670000 sec): 3 clusters Score: Raw -196005.751795 + Penalty 3471.260783 = -192534.491012 nChanged 36 SP:Iteration 11Q (3878.840000 sec): 3 clusters Score: Raw -196078.337634 + Penalty 3471.260783 = -192607.076852 nChanged 30 SP:Iteration 12Q (3879.010000 sec): 3 clusters Score: Raw -196153.398754 + Penalty 3471.260783 = -192682.137971 nChanged 26 SP:Iteration 13Q (3879.140000 sec): 3 clusters Score: Raw -196216.994005 + Penalty 3471.260783 = -192745.733223 nChanged 18 SP:Iteration 14Q (3879.280000 sec): 3 clusters Score: Raw -196263.482443 + Penalty 3471.260783 = -192792.221660 nChanged 21 SP:Iteration 15Q (3879.440000 sec): 3 clusters Score: Raw -196318.788547 + Penalty 3471.260783 = -192847.527765 nChanged 14 SP:Iteration 16Q (3879.590000 sec): 3 clusters Score: Raw -196357.008377 + Penalty 3471.260783 = -192885.747594 nChanged 13 SP:Iteration 17Q (3879.700000 sec): 3 clusters Score: Raw -196393.964301 + Penalty 3471.260783 = -192922.703518 nChanged 9 SP:Iteration 18Q (3879.890000 sec): 3 clusters Score: Raw -196415.427761 + Penalty 3471.260783 = -192944.166979 nChanged 9 SP:Iteration 19Q (3880.020000 sec): 3 clusters Score: Raw -196428.796285 + Penalty 3471.260783 = -192957.535502 nChanged 7 SP:Iteration 20F (3880.130000 sec): 3 clusters Score: Raw -196438.759220 + Penalty 3471.260783 = -192967.498438 nChanged 5 SP:Iteration 21Q (3880.270000 sec): 3 clusters Score: Raw -196446.231117 + Penalty 3471.260783 = -192974.970335 nChanged 5 SP:Iteration 22Q (3880.420000 sec): 3 clusters Score: Raw -196452.516814 + Penalty 3471.260783 = -192981.256031 nChanged 5 SP:Iteration 23Q (3880.600000 sec): 3 clusters Score: Raw -196461.891669 + Penalty 3471.260783 = -192990.630886 nChanged 7 SP:Iteration 24Q (3880.730000 sec): 3 clusters Score: Raw -196474.459908 + Penalty 3471.260783 = -193003.199125 nChanged 5 SP:Iteration 25Q (3880.950000 sec): 3 clusters Score: Raw -196489.576575 + Penalty 3471.260783 = -193018.315793 nChanged 8 SP:Iteration 26Q (3881.090000 sec): 3 clusters Score: Raw -196506.815956 + Penalty 3471.260783 = -193035.555173 nChanged 7 SP:Iteration 27Q (3881.270000 sec): 3 clusters Score: Raw -196518.619683 + Penalty 3471.260783 = -193047.358900 nChanged 3 SP:Iteration 28Q (3881.430000 sec): 3 clusters Score: Raw -196523.233192 + Penalty 3471.260783 = -193051.972410 nChanged 5 SP:Iteration 29Q (3881.600000 sec): 3 clusters Score: Raw -196532.573884 + Penalty 3471.260783 = -193061.313101 nChanged 5 SP:Iteration 30Q (3881.800000 sec): 3 clusters Score: Raw -196544.106073 + Penalty 3471.260783 = -193072.845291 nChanged 6 SP:Iteration 31Q (3881.960000 sec): 3 clusters Score: Raw -196557.325059 + Penalty 3471.260783 = -193086.064277 nChanged 7 SP:Iteration 32Q (3882.110000 sec): 3 clusters Score: Raw -196570.963514 + Penalty 3471.260783 = -193099.702731 nChanged 3 SP:Iteration 33Q (3882.300000 sec): 3 clusters Score: Raw -196576.291644 + Penalty 3471.260783 = -193105.030862 nChanged 2 SP:Iteration 34Q (3882.510000 sec): 3 clusters Score: Raw -196582.134132 + Penalty 3471.260783 = -193110.873349 nChanged 1 SP:Iteration 35Q (3882.660000 sec): 3 clusters Score: Raw -196584.142160 + Penalty 3471.260783 = -193112.881377 nChanged 1 SP:Iteration 36Q (3882.820000 sec): 3 clusters Score: Raw -196586.134203 + Penalty 3471.260783 = -193114.873421 nChanged 2 SP:Iteration 37Q (3883.000000 sec): 3 clusters Score: Raw -196591.082843 + Penalty 3471.260783 = -193119.822061 nChanged 2 SP:Iteration 38Q (3883.170000 sec): 3 clusters Score: Raw -196596.697466 + Penalty 3471.260783 = -193125.436683 nChanged 2 SP:Iteration 39Q (3883.360000 sec): 3 clusters Score: Raw -196602.979437 + Penalty 3471.260783 = -193131.718654 nChanged 2 SP:Iteration 40F (3883.570000 sec): 3 clusters Score: Raw -196605.260596 + Penalty 3471.260783 = -193133.999814 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3883.660000 sec): 2 clusters Score: Raw -183665.076803 + Penalty 1716.571230 = -181948.505573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3883.810000 sec): 3 clusters Score: Raw -183429.338150 + Penalty 3433.142459 = -179996.195691 nChanged 243 SP:Iteration 1F (3883.990000 sec): 3 clusters Score: Raw -183792.050106 + Penalty 3433.142459 = -180358.907647 nChanged 75 SP:Iteration 2F (3884.150000 sec): 3 clusters Score: Raw -183972.740668 + Penalty 3433.142459 = -180539.598208 nChanged 56 SP:Iteration 3F (3884.330000 sec): 3 clusters Score: Raw -184155.415861 + Penalty 3433.142459 = -180722.273401 nChanged 55 SP:Iteration 4F (3884.490000 sec): 3 clusters Score: Raw -184308.116682 + Penalty 3433.142459 = -180874.974223 nChanged 44 SP:Iteration 5Q (3884.650000 sec): 3 clusters Score: Raw -184372.510237 + Penalty 3433.142459 = -180939.367778 nChanged 27 SP:Iteration 6Q (3884.830000 sec): 3 clusters Score: Raw -184409.877097 + Penalty 3433.142459 = -180976.734638 nChanged 18 SP:Iteration 7Q (3885.030000 sec): 3 clusters Score: Raw -184436.416818 + Penalty 3433.142459 = -181003.274358 nChanged 13 SP:Iteration 8Q (3885.180000 sec): 3 clusters Score: Raw -184457.738933 + Penalty 3433.142459 = -181024.596473 nChanged 10 SP:Iteration 9Q (3885.370000 sec): 3 clusters Score: Raw -184477.501693 + Penalty 3433.142459 = -181044.359233 nChanged 14 SP:Iteration 10Q (3885.530000 sec): 3 clusters Score: Raw -184499.805766 + Penalty 3433.142459 = -181066.663306 nChanged 10 SP:Iteration 11Q (3885.690000 sec): 3 clusters Score: Raw -184513.466225 + Penalty 3433.142459 = -181080.323766 nChanged 9 SP:Iteration 12Q (3885.890000 sec): 3 clusters Score: Raw -184530.708300 + Penalty 3433.142459 = -181097.565841 nChanged 5 SP:Iteration 13Q (3886.070000 sec): 3 clusters Score: Raw -184538.351104 + Penalty 3433.142459 = -181105.208644 nChanged 7 SP:Iteration 14Q (3886.240000 sec): 3 clusters Score: Raw -184549.784401 + Penalty 3433.142459 = -181116.641942 nChanged 6 SP:Iteration 15Q (3886.420000 sec): 3 clusters Score: Raw -184561.691659 + Penalty 3433.142459 = -181128.549200 nChanged 2 SP:Iteration 16Q (3886.590000 sec): 3 clusters Score: Raw -184565.452441 + Penalty 3433.142459 = -181132.309982 nChanged 1 SP:Iteration 17Q (3886.790000 sec): 3 clusters Score: Raw -184566.443129 + Penalty 3433.142459 = -181133.300669 nChanged 1 SP:Iteration 18Q (3886.970000 sec): 3 clusters Score: Raw -184568.222364 + Penalty 3433.142459 = -181135.079905 nChanged 0 SP:Iteration 19F (3887.130000 sec): 3 clusters Score: Raw -184568.222364 + Penalty 3433.142459 = -181135.079905 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3887.380000 sec): 2 clusters Score: Raw -4358435.520162 + Penalty 2507.071521 = -4355928.448641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.640000 sec): 3 clusters Score: Raw -4343909.777923 + Penalty 5014.143042 = -4338895.634882 nChanged 10964 SP:Iteration 1F (3887.980000 sec): 3 clusters Score: Raw -4349903.264083 + Penalty 5014.143042 = -4344889.121041 nChanged 1337 SP:Iteration 2F (3888.260000 sec): 3 clusters Score: Raw -4350473.820041 + Penalty 5014.143042 = -4345459.677000 nChanged 1276 SP:Iteration 3F (3888.590000 sec): 3 clusters Score: Raw -4351044.305317 + Penalty 5014.143042 = -4346030.162275 nChanged 1238 SP:Iteration 4F (3888.870000 sec): 3 clusters Score: Raw -4351683.145757 + Penalty 5014.143042 = -4346669.002715 nChanged 1316 SP:Iteration 5F (3889.170000 sec): 3 clusters Score: Raw -4352463.965547 + Penalty 5014.143042 = -4347449.822505 nChanged 1426 SP:Iteration 6F (3889.450000 sec): 3 clusters Score: Raw -4353389.048848 + Penalty 5014.143042 = -4348374.905806 nChanged 1456 SP:Iteration 7F (3889.740000 sec): 3 clusters Score: Raw -4354417.525171 + Penalty 5014.143042 = -4349403.382129 nChanged 1430 SP:Iteration 8F (3890.040000 sec): 3 clusters Score: Raw -4355445.441780 + Penalty 5014.143042 = -4350431.298739 nChanged 1238 SP:Iteration 9F (3890.340000 sec): 3 clusters Score: Raw -4356310.922865 + Penalty 5014.143042 = -4351296.779824 nChanged 971 SP:Iteration 10Q (3890.720000 sec): 3 clusters Score: Raw -4356921.724553 + Penalty 5014.143042 = -4351907.581511 nChanged 774 SP:Iteration 11Q (3891.040000 sec): 3 clusters Score: Raw -4357336.916861 + Penalty 5014.143042 = -4352322.773820 nChanged 575 SP:Iteration 12Q (3891.370000 sec): 3 clusters Score: Raw -4357608.101401 + Penalty 5014.143042 = -4352593.958359 nChanged 442 SP:Iteration 13Q (3891.670000 sec): 3 clusters Score: Raw -4357803.814520 + Penalty 5014.143042 = -4352789.671479 nChanged 382 SP:Iteration 14Q (3892.000000 sec): 3 clusters Score: Raw -4357962.991897 + Penalty 5014.143042 = -4352948.848855 nChanged 328 SP:Iteration 15Q (3892.330000 sec): 3 clusters Score: Raw -4358083.591309 + Penalty 5014.143042 = -4353069.448268 nChanged 298 SP:Iteration 16Q (3892.660000 sec): 3 clusters Score: Raw -4358185.084186 + Penalty 5014.143042 = -4353170.941144 nChanged 255 SP:Iteration 17Q (3892.970000 sec): 3 clusters Score: Raw -4358265.532668 + Penalty 5014.143042 = -4353251.389626 nChanged 226 SP:Iteration 18Q (3893.280000 sec): 3 clusters Score: Raw -4358335.266034 + Penalty 5014.143042 = -4353321.122992 nChanged 206 SP:Iteration 19Q (3893.620000 sec): 3 clusters Score: Raw -4358392.317622 + Penalty 5014.143042 = -4353378.174581 nChanged 175 SP:Iteration 20F (3893.940000 sec): 3 clusters Score: Raw -4358441.146031 + Penalty 5014.143042 = -4353427.002989 nChanged 167 SP:Iteration 21Q (3894.220000 sec): 3 clusters Score: Raw -4358486.162662 + Penalty 5014.143042 = -4353472.019621 nChanged 140 SP:Iteration 22Q (3894.540000 sec): 3 clusters Score: Raw -4358523.808797 + Penalty 5014.143042 = -4353509.665755 nChanged 155 SP:Iteration 23Q (3894.840000 sec): 3 clusters Score: Raw -4358572.588988 + Penalty 5014.143042 = -4353558.445946 nChanged 161 SP:Iteration 24Q (3895.150000 sec): 3 clusters Score: Raw -4358618.862149 + Penalty 5014.143042 = -4353604.719108 nChanged 148 SP:Iteration 25Q (3895.470000 sec): 3 clusters Score: Raw -4358655.599039 + Penalty 5014.143042 = -4353641.455998 nChanged 132 SP:Iteration 26Q (3895.800000 sec): 3 clusters Score: Raw -4358685.881586 + Penalty 5014.143042 = -4353671.738544 nChanged 125 SP:Iteration 27Q (3896.090000 sec): 3 clusters Score: Raw -4358721.024077 + Penalty 5014.143042 = -4353706.881035 nChanged 135 SP:Iteration 28Q (3896.410000 sec): 3 clusters Score: Raw -4358757.605375 + Penalty 5014.143042 = -4353743.462333 nChanged 126 SP:Iteration 29Q (3896.640000 sec): 3 clusters Score: Raw -4358793.007173 + Penalty 5014.143042 = -4353778.864132 nChanged 124 SP:Iteration 30Q (3896.910000 sec): 3 clusters Score: Raw -4358823.905665 + Penalty 5014.143042 = -4353809.762624 nChanged 87 SP:Iteration 31Q (3897.140000 sec): 3 clusters Score: Raw -4358846.309184 + Penalty 5014.143042 = -4353832.166143 nChanged 79 SP:Iteration 32Q (3897.470000 sec): 3 clusters Score: Raw -4358864.842692 + Penalty 5014.143042 = -4353850.699651 nChanged 74 SP:Iteration 33Q (3897.750000 sec): 3 clusters Score: Raw -4358882.041043 + Penalty 5014.143042 = -4353867.898001 nChanged 71 SP:Iteration 34Q (3898.000000 sec): 3 clusters Score: Raw -4358897.020949 + Penalty 5014.143042 = -4353882.877907 nChanged 65 SP:Iteration 35Q (3898.260000 sec): 3 clusters Score: Raw -4358911.836647 + Penalty 5014.143042 = -4353897.693605 nChanged 59 SP:Iteration 36Q (3898.520000 sec): 3 clusters Score: Raw -4358924.012076 + Penalty 5014.143042 = -4353909.869034 nChanged 55 SP:Iteration 37Q (3898.820000 sec): 3 clusters Score: Raw -4358935.551622 + Penalty 5014.143042 = -4353921.408580 nChanged 47 SP:Iteration 38Q (3899.090000 sec): 3 clusters Score: Raw -4358947.394088 + Penalty 5014.143042 = -4353933.251046 nChanged 55 SP:Iteration 39Q (3899.390000 sec): 3 clusters Score: Raw -4358958.634426 + Penalty 5014.143042 = -4353944.491385 nChanged 39 SP:Iteration 40F (3899.680000 sec): 3 clusters Score: Raw -4358965.768382 + Penalty 5014.143042 = -4353951.625340 nChanged 37 SP:Iteration 41Q (3900.000000 sec): 3 clusters Score: Raw -4358972.559196 + Penalty 5014.143042 = -4353958.416155 nChanged 29 SP:Iteration 42Q (3900.280000 sec): 3 clusters Score: Raw -4358978.940076 + Penalty 5014.143042 = -4353964.797034 nChanged 29 SP:Iteration 43Q (3900.530000 sec): 3 clusters Score: Raw -4358985.460415 + Penalty 5014.143042 = -4353971.317374 nChanged 29 SP:Iteration 44Q (3900.820000 sec): 3 clusters Score: Raw -4358993.021606 + Penalty 5014.143042 = -4353978.878565 nChanged 35 SP:Iteration 45Q (3901.080000 sec): 3 clusters Score: Raw -4359000.391531 + Penalty 5014.143042 = -4353986.248490 nChanged 34 SP:Iteration 46Q (3901.370000 sec): 3 clusters Score: Raw -4359006.658086 + Penalty 5014.143042 = -4353992.515044 nChanged 33 SP:Iteration 47Q (3901.690000 sec): 3 clusters Score: Raw -4359013.888201 + Penalty 5014.143042 = -4353999.745160 nChanged 29 SP:Iteration 48Q (3901.990000 sec): 3 clusters Score: Raw -4359021.704888 + Penalty 5014.143042 = -4354007.561847 nChanged 31 SP:Iteration 49Q (3902.280000 sec): 3 clusters Score: Raw -4359028.985259 + Penalty 5014.143042 = -4354014.842218 nChanged 36 SP:Iteration 50Q (3902.590000 sec): 3 clusters Score: Raw -4359038.617727 + Penalty 5014.143042 = -4354024.474685 nChanged 44 SP:Iteration 51Q (3902.890000 sec): 3 clusters Score: Raw -4359049.207975 + Penalty 5014.143042 = -4354035.064934 nChanged 32 SP:Iteration 52Q (3903.180000 sec): 3 clusters Score: Raw -4359056.962395 + Penalty 5014.143042 = -4354042.819353 nChanged 31 SP:Iteration 53Q (3903.440000 sec): 3 clusters Score: Raw -4359063.331972 + Penalty 5014.143042 = -4354049.188931 nChanged 28 SP:Iteration 54Q (3903.760000 sec): 3 clusters Score: Raw -4359069.499004 + Penalty 5014.143042 = -4354055.355962 nChanged 19 SP:Iteration 55Q (3904.010000 sec): 3 clusters Score: Raw -4359073.899091 + Penalty 5014.143042 = -4354059.756050 nChanged 19 SP:Iteration 56Q (3904.340000 sec): 3 clusters Score: Raw -4359077.817430 + Penalty 5014.143042 = -4354063.674388 nChanged 14 SP:Iteration 57Q (3904.630000 sec): 3 clusters Score: Raw -4359081.003389 + Penalty 5014.143042 = -4354066.860347 nChanged 13 SP:Iteration 58Q (3904.920000 sec): 3 clusters Score: Raw -4359083.689709 + Penalty 5014.143042 = -4354069.546668 nChanged 15 SP:Iteration 59Q (3905.230000 sec): 3 clusters Score: Raw -4359086.474263 + Penalty 5014.143042 = -4354072.331222 nChanged 11 SP:Iteration 60F (3905.530000 sec): 3 clusters Score: Raw -4359088.021811 + Penalty 5014.143042 = -4354073.878769 nChanged 13 SP:Iteration 61Q (3905.840000 sec): 3 clusters Score: Raw -4359090.380143 + Penalty 5014.143042 = -4354076.237101 nChanged 12 SP:Iteration 62Q (3906.110000 sec): 3 clusters Score: Raw -4359093.348886 + Penalty 5014.143042 = -4354079.205844 nChanged 17 SP:Iteration 63Q (3906.380000 sec): 3 clusters Score: Raw -4359096.426021 + Penalty 5014.143042 = -4354082.282980 nChanged 14 SP:Iteration 64Q (3906.670000 sec): 3 clusters Score: Raw -4359098.643889 + Penalty 5014.143042 = -4354084.500848 nChanged 7 SP:Iteration 65Q (3907.010000 sec): 3 clusters Score: Raw -4359099.618036 + Penalty 5014.143042 = -4354085.474995 nChanged 13 SP:Iteration 66Q (3907.280000 sec): 3 clusters Score: Raw -4359101.799466 + Penalty 5014.143042 = -4354087.656424 nChanged 10 SP:Iteration 67Q (3907.560000 sec): 3 clusters Score: Raw -4359103.419181 + Penalty 5014.143042 = -4354089.276140 nChanged 7 SP:Iteration 68Q (3907.840000 sec): 3 clusters Score: Raw -4359104.743810 + Penalty 5014.143042 = -4354090.600768 nChanged 5 SP:Iteration 69Q (3908.070000 sec): 3 clusters Score: Raw -4359105.579994 + Penalty 5014.143042 = -4354091.436953 nChanged 3 SP:Iteration 70Q (3908.370000 sec): 3 clusters Score: Raw -4359106.136122 + Penalty 5014.143042 = -4354091.993081 nChanged 3 SP:Iteration 71Q (3908.690000 sec): 3 clusters Score: Raw -4359106.587063 + Penalty 5014.143042 = -4354092.444022 nChanged 4 SP:Iteration 72Q (3909.000000 sec): 3 clusters Score: Raw -4359107.515625 + Penalty 5014.143042 = -4354093.372583 nChanged 5 SP:Iteration 73Q (3909.250000 sec): 3 clusters Score: Raw -4359108.217897 + Penalty 5014.143042 = -4354094.074856 nChanged 4 SP:Iteration 74Q (3909.550000 sec): 3 clusters Score: Raw -4359108.815054 + Penalty 5014.143042 = -4354094.672013 nChanged 5 SP:Iteration 75Q (3909.820000 sec): 3 clusters Score: Raw -4359109.254232 + Penalty 5014.143042 = -4354095.111190 nChanged 5 SP:Iteration 76Q (3910.100000 sec): 3 clusters Score: Raw -4359110.359254 + Penalty 5014.143042 = -4354096.216212 nChanged 10 SP:Iteration 77Q (3910.420000 sec): 3 clusters Score: Raw -4359112.186819 + Penalty 5014.143042 = -4354098.043777 nChanged 4 SP:Iteration 78Q (3910.710000 sec): 3 clusters Score: Raw -4359113.068778 + Penalty 5014.143042 = -4354098.925736 nChanged 6 SP:Iteration 79Q (3911.060000 sec): 3 clusters Score: Raw -4359114.182741 + Penalty 5014.143042 = -4354100.039699 nChanged 5 SP:Iteration 80F (3911.340000 sec): 3 clusters Score: Raw -4359115.160729 + Penalty 5014.143042 = -4354101.017687 nChanged 8 SP:Iteration 81Q (3911.630000 sec): 3 clusters Score: Raw -4359116.042499 + Penalty 5014.143042 = -4354101.899457 nChanged 4 SP:Iteration 82Q (3911.920000 sec): 3 clusters Score: Raw -4359116.621310 + Penalty 5014.143042 = -4354102.478268 nChanged 4 SP:Iteration 83Q (3912.220000 sec): 3 clusters Score: Raw -4359117.570600 + Penalty 5014.143042 = -4354103.427558 nChanged 6 SP:Iteration 84Q (3912.490000 sec): 3 clusters Score: Raw -4359118.992467 + Penalty 5014.143042 = -4354104.849425 nChanged 5 SP:Iteration 85Q (3912.800000 sec): 3 clusters Score: Raw -4359120.060314 + Penalty 5014.143042 = -4354105.917272 nChanged 5 SP:Iteration 86Q (3913.070000 sec): 3 clusters Score: Raw -4359121.292465 + Penalty 5014.143042 = -4354107.149423 nChanged 2 SP:Iteration 87Q (3913.360000 sec): 3 clusters Score: Raw -4359121.394107 + Penalty 5014.143042 = -4354107.251065 nChanged 0 SP:Iteration 88F (3913.660000 sec): 3 clusters Score: Raw -4359121.394107 + Penalty 5014.143042 = -4354107.251065 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (27044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3913.890000 sec): 2 clusters Score: Raw -4670332.545189 + Penalty 2530.894671 = -4667801.650518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3914.180000 sec): 3 clusters Score: Raw -4654253.236912 + Penalty 5061.789342 = -4649191.447570 nChanged 12034 SP:Iteration 1F (3914.510000 sec): 3 clusters Score: Raw -4660811.848472 + Penalty 5061.789342 = -4655750.059129 nChanged 1289 SP:Iteration 2Q (3914.860000 sec): 3 clusters Score: Raw -4661228.264981 + Penalty 5061.789342 = -4656166.475639 nChanged 1117 SP:Iteration 3Q (3915.170000 sec): 3 clusters Score: Raw -4661569.771811 + Penalty 5061.789342 = -4656507.982469 nChanged 987 SP:Iteration 4Q (3915.500000 sec): 3 clusters Score: Raw -4661855.941612 + Penalty 5061.789342 = -4656794.152269 nChanged 859 SP:Iteration 5Q (3915.820000 sec): 3 clusters Score: Raw -4662094.444201 + Penalty 5061.789342 = -4657032.654859 nChanged 774 SP:Iteration 6Q (3916.150000 sec): 3 clusters Score: Raw -4662287.183098 + Penalty 5061.789342 = -4657225.393756 nChanged 678 SP:Iteration 7Q (3916.440000 sec): 3 clusters Score: Raw -4662459.337025 + Penalty 5061.789342 = -4657397.547682 nChanged 692 SP:Iteration 8Q (3916.790000 sec): 3 clusters Score: Raw -4662665.441682 + Penalty 5061.789342 = -4657603.652340 nChanged 779 SP:Iteration 9Q (3917.120000 sec): 3 clusters Score: Raw -4662934.274646 + Penalty 5061.789342 = -4657872.485304 nChanged 896 SP:Iteration 10Q (3917.450000 sec): 3 clusters Score: Raw -4663294.052592 + Penalty 5061.789342 = -4658232.263250 nChanged 1004 SP:Iteration 11Q (3917.800000 sec): 3 clusters Score: Raw -4663785.968157 + Penalty 5061.789342 = -4658724.178814 nChanged 1251 SP:Iteration 12Q (3918.240000 sec): 3 clusters Score: Raw -4664561.225469 + Penalty 5061.789342 = -4659499.436127 nChanged 1511 SP:Iteration 13F (3918.570000 sec): 3 clusters Score: Raw -4665654.761713 + Penalty 5061.789342 = -4660592.972370 nChanged 1554 SP:Iteration 14F (3918.880000 sec): 3 clusters Score: Raw -4666864.582706 + Penalty 5061.789342 = -4661802.793364 nChanged 1423 SP:Iteration 15F (3919.160000 sec): 3 clusters Score: Raw -4668002.042377 + Penalty 5061.789342 = -4662940.253034 nChanged 1145 SP:Iteration 16Q (3919.510000 sec): 3 clusters Score: Raw -4668908.257243 + Penalty 5061.789342 = -4663846.467900 nChanged 818 SP:Iteration 17Q (3919.810000 sec): 3 clusters Score: Raw -4669553.535441 + Penalty 5061.789342 = -4664491.746099 nChanged 530 SP:Iteration 18Q (3920.120000 sec): 3 clusters Score: Raw -4669990.327127 + Penalty 5061.789342 = -4664928.537785 nChanged 311 SP:Iteration 19Q (3920.410000 sec): 3 clusters Score: Raw -4670240.718629 + Penalty 5061.789342 = -4665178.929287 nChanged 203 SP:Iteration 20F (3920.750000 sec): 3 clusters Score: Raw -4670423.029986 + Penalty 5061.789342 = -4665361.240644 nChanged 116 SP:Iteration 21Q (3921.030000 sec): 3 clusters Score: Raw -4670521.625256 + Penalty 5061.789342 = -4665459.835914 nChanged 79 SP:Iteration 22Q (3921.340000 sec): 3 clusters Score: Raw -4670595.833388 + Penalty 5061.789342 = -4665534.044046 nChanged 65 SP:Iteration 23Q (3921.640000 sec): 3 clusters Score: Raw -4670658.414287 + Penalty 5061.789342 = -4665596.624945 nChanged 46 SP:Iteration 24Q (3921.930000 sec): 3 clusters Score: Raw -4670701.316219 + Penalty 5061.789342 = -4665639.526877 nChanged 38 SP:Iteration 25Q (3922.290000 sec): 3 clusters Score: Raw -4670739.659093 + Penalty 5061.789342 = -4665677.869751 nChanged 17 SP:Iteration 26Q (3922.560000 sec): 3 clusters Score: Raw -4670756.372827 + Penalty 5061.789342 = -4665694.583484 nChanged 13 SP:Iteration 27Q (3922.850000 sec): 3 clusters Score: Raw -4670767.565028 + Penalty 5061.789342 = -4665705.775686 nChanged 11 SP:Iteration 28Q (3923.170000 sec): 3 clusters Score: Raw -4670777.631856 + Penalty 5061.789342 = -4665715.842513 nChanged 11 SP:Iteration 29Q (3923.470000 sec): 3 clusters Score: Raw -4670788.033649 + Penalty 5061.789342 = -4665726.244306 nChanged 8 SP:Iteration 30Q (3923.770000 sec): 3 clusters Score: Raw -4670799.162839 + Penalty 5061.789342 = -4665737.373497 nChanged 10 SP:Iteration 31Q (3924.080000 sec): 3 clusters Score: Raw -4670810.138610 + Penalty 5061.789342 = -4665748.349268 nChanged 9 SP:Iteration 32Q (3924.340000 sec): 3 clusters Score: Raw -4670820.101960 + Penalty 5061.789342 = -4665758.312618 nChanged 8 SP:Iteration 33Q (3924.600000 sec): 3 clusters Score: Raw -4670825.378232 + Penalty 5061.789342 = -4665763.588890 nChanged 3 SP:Iteration 34Q (3924.930000 sec): 3 clusters Score: Raw -4670828.117180 + Penalty 5061.789342 = -4665766.327838 nChanged 4 SP:Iteration 35Q (3925.220000 sec): 3 clusters Score: Raw -4670831.851161 + Penalty 5061.789342 = -4665770.061819 nChanged 4 SP:Iteration 36Q (3925.510000 sec): 3 clusters Score: Raw -4670836.353621 + Penalty 5061.789342 = -4665774.564278 nChanged 3 SP:Iteration 37Q (3925.830000 sec): 3 clusters Score: Raw -4670838.900770 + Penalty 5061.789342 = -4665777.111428 nChanged 0 SP:Iteration 38F (3926.110000 sec): 3 clusters Score: Raw -4670838.900770 + Penalty 5061.789342 = -4665777.111428 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3926.210000 sec): 2 clusters Score: Raw -330871.802171 + Penalty 1883.406548 = -328988.395622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3926.400000 sec): 3 clusters Score: Raw -330133.749269 + Penalty 3766.813096 = -326366.936173 nChanged 640 SP:Iteration 1F (3926.590000 sec): 3 clusters Score: Raw -330710.593874 + Penalty 3766.813096 = -326943.780777 nChanged 202 SP:Iteration 2F (3926.760000 sec): 3 clusters Score: Raw -331067.345557 + Penalty 3766.813096 = -327300.532460 nChanged 129 SP:Iteration 3F (3926.930000 sec): 3 clusters Score: Raw -331324.011745 + Penalty 3766.813096 = -327557.198649 nChanged 91 SP:Iteration 4Q (3927.120000 sec): 3 clusters Score: Raw -331420.755011 + Penalty 3766.813096 = -327653.941915 nChanged 65 SP:Iteration 5Q (3927.300000 sec): 3 clusters Score: Raw -331480.103157 + Penalty 3766.813096 = -327713.290061 nChanged 56 SP:Iteration 6Q (3927.520000 sec): 3 clusters Score: Raw -331532.275045 + Penalty 3766.813096 = -327765.461949 nChanged 49 SP:Iteration 7Q (3927.710000 sec): 3 clusters Score: Raw -331587.719267 + Penalty 3766.813096 = -327820.906171 nChanged 48 SP:Iteration 8Q (3927.870000 sec): 3 clusters Score: Raw -331639.738030 + Penalty 3766.813096 = -327872.924934 nChanged 39 SP:Iteration 9Q (3928.020000 sec): 3 clusters Score: Raw -331679.691148 + Penalty 3766.813096 = -327912.878052 nChanged 34 SP:Iteration 10Q (3928.220000 sec): 3 clusters Score: Raw -331713.273524 + Penalty 3766.813096 = -327946.460428 nChanged 29 SP:Iteration 11Q (3928.390000 sec): 3 clusters Score: Raw -331738.771166 + Penalty 3766.813096 = -327971.958070 nChanged 25 SP:Iteration 12Q (3928.590000 sec): 3 clusters Score: Raw -331760.478861 + Penalty 3766.813096 = -327993.665764 nChanged 19 SP:Iteration 13Q (3928.780000 sec): 3 clusters Score: Raw -331779.939124 + Penalty 3766.813096 = -328013.126027 nChanged 19 SP:Iteration 14Q (3928.940000 sec): 3 clusters Score: Raw -331801.366678 + Penalty 3766.813096 = -328034.553581 nChanged 16 SP:Iteration 15Q (3929.090000 sec): 3 clusters Score: Raw -331818.791418 + Penalty 3766.813096 = -328051.978322 nChanged 10 SP:Iteration 16Q (3929.250000 sec): 3 clusters Score: Raw -331827.546461 + Penalty 3766.813096 = -328060.733365 nChanged 7 SP:Iteration 17Q (3929.420000 sec): 3 clusters Score: Raw -331834.657912 + Penalty 3766.813096 = -328067.844816 nChanged 11 SP:Iteration 18Q (3929.640000 sec): 3 clusters Score: Raw -331845.199695 + Penalty 3766.813096 = -328078.386599 nChanged 12 SP:Iteration 19Q (3929.790000 sec): 3 clusters Score: Raw -331860.013932 + Penalty 3766.813096 = -328093.200836 nChanged 19 SP:Iteration 20F (3929.990000 sec): 3 clusters Score: Raw -331876.289938 + Penalty 3766.813096 = -328109.476841 nChanged 12 SP:Iteration 21Q (3930.130000 sec): 3 clusters Score: Raw -331892.438549 + Penalty 3766.813096 = -328125.625452 nChanged 19 SP:Iteration 22Q (3930.320000 sec): 3 clusters Score: Raw -331910.256710 + Penalty 3766.813096 = -328143.443614 nChanged 17 SP:Iteration 23Q (3930.490000 sec): 3 clusters Score: Raw -331929.862262 + Penalty 3766.813096 = -328163.049165 nChanged 15 SP:Iteration 24Q (3930.680000 sec): 3 clusters Score: Raw -331951.988972 + Penalty 3766.813096 = -328185.175876 nChanged 17 SP:Iteration 25Q (3930.840000 sec): 3 clusters Score: Raw -331967.095220 + Penalty 3766.813096 = -328200.282124 nChanged 14 SP:Iteration 26Q (3931.050000 sec): 3 clusters Score: Raw -331993.921780 + Penalty 3766.813096 = -328227.108683 nChanged 20 SP:Iteration 27Q (3931.210000 sec): 3 clusters Score: Raw -332027.494102 + Penalty 3766.813096 = -328260.681006 nChanged 20 SP:Iteration 28Q (3931.430000 sec): 3 clusters Score: Raw -332059.790174 + Penalty 3766.813096 = -328292.977078 nChanged 18 SP:Iteration 29Q (3931.660000 sec): 3 clusters Score: Raw -332072.143264 + Penalty 3766.813096 = -328305.330167 nChanged 8 SP:Iteration 30Q (3931.840000 sec): 3 clusters Score: Raw -332074.874355 + Penalty 3766.813096 = -328308.061259 nChanged 6 SP:Iteration 31Q (3932.040000 sec): 3 clusters Score: Raw -332078.854137 + Penalty 3766.813096 = -328312.041041 nChanged 6 SP:Iteration 32Q (3932.150000 sec): 3 clusters Score: Raw -332083.115483 + Penalty 3766.813096 = -328316.302387 nChanged 5 SP:Iteration 33Q (3932.350000 sec): 3 clusters Score: Raw -332086.634857 + Penalty 3766.813096 = -328319.821761 nChanged 3 SP:Iteration 34Q (3932.470000 sec): 3 clusters Score: Raw -332088.278886 + Penalty 3766.813096 = -328321.465790 nChanged 2 SP:Iteration 35Q (3932.650000 sec): 3 clusters Score: Raw -332088.809920 + Penalty 3766.813096 = -328321.996824 nChanged 0 SP:Iteration 36F (3932.830000 sec): 3 clusters Score: Raw -332088.809920 + Penalty 3766.813096 = -328321.996824 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (51257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3933.120000 sec): 2 clusters Score: Raw -9458908.003763 + Penalty 2689.462653 = -9456218.541109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3933.580000 sec): 3 clusters Score: Raw -9427222.129953 + Penalty 5378.925307 = -9421843.204646 nChanged 23665 SP:Iteration 1F (3934.030000 sec): 3 clusters Score: Raw -9440593.764432 + Penalty 5378.925307 = -9435214.839125 nChanged 2365 SP:Iteration 2Q (3934.510000 sec): 3 clusters Score: Raw -9441474.275202 + Penalty 5378.925307 = -9436095.349895 nChanged 2604 SP:Iteration 3F (3934.950000 sec): 3 clusters Score: Raw -9442577.251658 + Penalty 5378.925307 = -9437198.326352 nChanged 2836 SP:Iteration 4F (3935.390000 sec): 3 clusters Score: Raw -9444000.395866 + Penalty 5378.925307 = -9438621.470559 nChanged 3188 SP:Iteration 5F (3935.880000 sec): 3 clusters Score: Raw -9445896.080354 + Penalty 5378.925307 = -9440517.155048 nChanged 3432 SP:Iteration 6F (3936.370000 sec): 3 clusters Score: Raw -9448184.058910 + Penalty 5378.925307 = -9442805.133603 nChanged 3427 SP:Iteration 7F (3936.870000 sec): 3 clusters Score: Raw -9450768.305336 + Penalty 5378.925307 = -9445389.380029 nChanged 3268 SP:Iteration 8F (3937.320000 sec): 3 clusters Score: Raw -9453505.711089 + Penalty 5378.925307 = -9448126.785782 nChanged 2738 SP:Iteration 9F (3937.750000 sec): 3 clusters Score: Raw -9455962.846065 + Penalty 5378.925307 = -9450583.920759 nChanged 1833 SP:Iteration 10Q (3938.210000 sec): 3 clusters Score: Raw -9457654.584746 + Penalty 5378.925307 = -9452275.659439 nChanged 934 SP:Iteration 11Q (3938.650000 sec): 3 clusters Score: Raw -9458517.365048 + Penalty 5378.925307 = -9453138.439741 nChanged 376 SP:Iteration 12Q (3939.150000 sec): 3 clusters Score: Raw -9458890.319144 + Penalty 5378.925307 = -9453511.393838 nChanged 145 SP:Iteration 13Q (3939.570000 sec): 3 clusters Score: Raw -9459054.194517 + Penalty 5378.925307 = -9453675.269211 nChanged 64 SP:Iteration 14Q (3940.000000 sec): 3 clusters Score: Raw -9459126.951457 + Penalty 5378.925307 = -9453748.026150 nChanged 29 SP:Iteration 15Q (3940.450000 sec): 3 clusters Score: Raw -9459166.805318 + Penalty 5378.925307 = -9453787.880012 nChanged 18 SP:Iteration 16Q (3940.870000 sec): 3 clusters Score: Raw -9459187.004830 + Penalty 5378.925307 = -9453808.079524 nChanged 14 SP:Iteration 17Q (3941.290000 sec): 3 clusters Score: Raw -9459206.307072 + Penalty 5378.925307 = -9453827.381765 nChanged 11 SP:Iteration 18Q (3941.710000 sec): 3 clusters Score: Raw -9459220.813696 + Penalty 5378.925307 = -9453841.888389 nChanged 5 SP:Iteration 19Q (3942.140000 sec): 3 clusters Score: Raw -9459227.465034 + Penalty 5378.925307 = -9453848.539727 nChanged 3 SP:Iteration 20F (3942.600000 sec): 3 clusters Score: Raw -9459229.725288 + Penalty 5378.925307 = -9453850.799982 nChanged 1 SP:Iteration 21Q (3943.050000 sec): 3 clusters Score: Raw -9459231.627149 + Penalty 5378.925307 = -9453852.701842 nChanged 2 SP:Iteration 22Q (3943.520000 sec): 3 clusters Score: Raw -9459235.245289 + Penalty 5378.925307 = -9453856.319982 nChanged 2 SP:Iteration 23Q (3943.990000 sec): 3 clusters Score: Raw -9459236.172929 + Penalty 5378.925307 = -9453857.247623 nChanged 0 SP:Iteration 24F (3944.420000 sec): 3 clusters Score: Raw -9459236.172929 + Penalty 5378.925307 = -9453857.247623 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (6369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3944.560000 sec): 2 clusters Score: Raw -1145181.602275 + Penalty 2172.281042 = -1143009.321233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3944.830000 sec): 3 clusters Score: Raw -1142056.817121 + Penalty 4344.562084 = -1137712.255037 nChanged 2519 SP:Iteration 1F (3945.010000 sec): 3 clusters Score: Raw -1143795.109325 + Penalty 4344.562084 = -1139450.547241 nChanged 632 SP:Iteration 2F (3945.230000 sec): 3 clusters Score: Raw -1144481.405436 + Penalty 4344.562084 = -1140136.843352 nChanged 586 SP:Iteration 3F (3945.440000 sec): 3 clusters Score: Raw -1145052.511678 + Penalty 4344.562084 = -1140707.949594 nChanged 503 SP:Iteration 4F (3945.670000 sec): 3 clusters Score: Raw -1145515.423891 + Penalty 4344.562084 = -1141170.861807 nChanged 361 SP:Iteration 5F (3945.850000 sec): 3 clusters Score: Raw -1145800.225337 + Penalty 4344.562084 = -1141455.663253 nChanged 262 SP:Iteration 6Q (3946.110000 sec): 3 clusters Score: Raw -1146020.113156 + Penalty 4344.562084 = -1141675.551072 nChanged 199 SP:Iteration 7Q (3946.340000 sec): 3 clusters Score: Raw -1146201.108238 + Penalty 4344.562084 = -1141856.546154 nChanged 159 SP:Iteration 8Q (3946.590000 sec): 3 clusters Score: Raw -1146312.816625 + Penalty 4344.562084 = -1141968.254541 nChanged 112 SP:Iteration 9Q (3946.850000 sec): 3 clusters Score: Raw -1146391.122383 + Penalty 4344.562084 = -1142046.560299 nChanged 88 SP:Iteration 10Q (3947.050000 sec): 3 clusters Score: Raw -1146446.846385 + Penalty 4344.562084 = -1142102.284301 nChanged 71 SP:Iteration 11Q (3947.250000 sec): 3 clusters Score: Raw -1146492.888267 + Penalty 4344.562084 = -1142148.326183 nChanged 55 SP:Iteration 12Q (3947.480000 sec): 3 clusters Score: Raw -1146522.201387 + Penalty 4344.562084 = -1142177.639303 nChanged 33 SP:Iteration 13Q (3947.710000 sec): 3 clusters Score: Raw -1146543.078109 + Penalty 4344.562084 = -1142198.516025 nChanged 35 SP:Iteration 14Q (3947.990000 sec): 3 clusters Score: Raw -1146559.296541 + Penalty 4344.562084 = -1142214.734457 nChanged 22 SP:Iteration 15Q (3948.200000 sec): 3 clusters Score: Raw -1146578.353974 + Penalty 4344.562084 = -1142233.791890 nChanged 24 SP:Iteration 16Q (3948.440000 sec): 3 clusters Score: Raw -1146592.310009 + Penalty 4344.562084 = -1142247.747925 nChanged 22 SP:Iteration 17Q (3948.670000 sec): 3 clusters Score: Raw -1146603.579157 + Penalty 4344.562084 = -1142259.017073 nChanged 19 SP:Iteration 18Q (3948.890000 sec): 3 clusters Score: Raw -1146615.182619 + Penalty 4344.562084 = -1142270.620535 nChanged 23 SP:Iteration 19Q (3949.120000 sec): 3 clusters Score: Raw -1146624.699532 + Penalty 4344.562084 = -1142280.137448 nChanged 21 SP:Iteration 20F (3949.310000 sec): 3 clusters Score: Raw -1146632.984264 + Penalty 4344.562084 = -1142288.422180 nChanged 19 SP:Iteration 21Q (3949.540000 sec): 3 clusters Score: Raw -1146638.972934 + Penalty 4344.562084 = -1142294.410850 nChanged 14 SP:Iteration 22Q (3949.750000 sec): 3 clusters Score: Raw -1146645.762863 + Penalty 4344.562084 = -1142301.200779 nChanged 10 SP:Iteration 23Q (3949.990000 sec): 3 clusters Score: Raw -1146653.917936 + Penalty 4344.562084 = -1142309.355852 nChanged 11 SP:Iteration 24Q (3950.210000 sec): 3 clusters Score: Raw -1146658.271806 + Penalty 4344.562084 = -1142313.709722 nChanged 16 SP:Iteration 25Q (3950.430000 sec): 3 clusters Score: Raw -1146665.837629 + Penalty 4344.562084 = -1142321.275545 nChanged 11 SP:Iteration 26Q (3950.650000 sec): 3 clusters Score: Raw -1146669.675257 + Penalty 4344.562084 = -1142325.113173 nChanged 12 SP:Iteration 27Q (3950.880000 sec): 3 clusters Score: Raw -1146676.847091 + Penalty 4344.562084 = -1142332.285007 nChanged 17 SP:Iteration 28Q (3951.100000 sec): 3 clusters Score: Raw -1146685.242646 + Penalty 4344.562084 = -1142340.680562 nChanged 9 SP:Iteration 29Q (3951.310000 sec): 3 clusters Score: Raw -1146692.191055 + Penalty 4344.562084 = -1142347.628971 nChanged 13 SP:Iteration 30Q (3951.500000 sec): 3 clusters Score: Raw -1146697.814263 + Penalty 4344.562084 = -1142353.252179 nChanged 18 SP:Iteration 31Q (3951.710000 sec): 3 clusters Score: Raw -1146706.717692 + Penalty 4344.562084 = -1142362.155608 nChanged 16 SP:Iteration 32Q (3951.890000 sec): 3 clusters Score: Raw -1146716.974398 + Penalty 4344.562084 = -1142372.412313 nChanged 16 SP:Iteration 33Q (3952.130000 sec): 3 clusters Score: Raw -1146728.606389 + Penalty 4344.562084 = -1142384.044305 nChanged 16 SP:Iteration 34Q (3952.330000 sec): 3 clusters Score: Raw -1146738.217250 + Penalty 4344.562084 = -1142393.655166 nChanged 20 SP:Iteration 35Q (3952.530000 sec): 3 clusters Score: Raw -1146757.208616 + Penalty 4344.562084 = -1142412.646532 nChanged 24 SP:Iteration 36Q (3952.730000 sec): 3 clusters Score: Raw -1146773.488739 + Penalty 4344.562084 = -1142428.926655 nChanged 22 SP:Iteration 37Q (3952.920000 sec): 3 clusters Score: Raw -1146789.271620 + Penalty 4344.562084 = -1142444.709536 nChanged 17 SP:Iteration 38Q (3953.130000 sec): 3 clusters Score: Raw -1146795.295276 + Penalty 4344.562084 = -1142450.733192 nChanged 12 SP:Iteration 39Q (3953.360000 sec): 3 clusters Score: Raw -1146801.098522 + Penalty 4344.562084 = -1142456.536437 nChanged 11 SP:Iteration 40F (3953.560000 sec): 3 clusters Score: Raw -1146808.343651 + Penalty 4344.562084 = -1142463.781566 nChanged 9 SP:Iteration 41Q (3953.800000 sec): 3 clusters Score: Raw -1146814.309217 + Penalty 4344.562084 = -1142469.747133 nChanged 9 SP:Iteration 42Q (3954.030000 sec): 3 clusters Score: Raw -1146818.752680 + Penalty 4344.562084 = -1142474.190596 nChanged 13 SP:Iteration 43Q (3954.210000 sec): 3 clusters Score: Raw -1146823.555512 + Penalty 4344.562084 = -1142478.993428 nChanged 10 SP:Iteration 44Q (3954.440000 sec): 3 clusters Score: Raw -1146828.705435 + Penalty 4344.562084 = -1142484.143351 nChanged 14 SP:Iteration 45Q (3954.620000 sec): 3 clusters Score: Raw -1146834.826843 + Penalty 4344.562084 = -1142490.264759 nChanged 11 SP:Iteration 46Q (3954.850000 sec): 3 clusters Score: Raw -1146841.283903 + Penalty 4344.562084 = -1142496.721818 nChanged 9 SP:Iteration 47Q (3955.100000 sec): 3 clusters Score: Raw -1146844.446278 + Penalty 4344.562084 = -1142499.884194 nChanged 4 SP:Iteration 48Q (3955.360000 sec): 3 clusters Score: Raw -1146845.666813 + Penalty 4344.562084 = -1142501.104729 nChanged 0 SP:Iteration 49F (3955.630000 sec): 3 clusters Score: Raw -1146845.666813 + Penalty 4344.562084 = -1142501.104729 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3955.730000 sec): 2 clusters Score: Raw -69536.597736 + Penalty 1514.541676 = -68022.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3955.960000 sec): 3 clusters Score: Raw -69869.592343 + Penalty 3029.083352 = -66840.508991 nChanged 104 SP:Iteration 1F (3956.170000 sec): 3 clusters Score: Raw -70420.745885 + Penalty 3029.083352 = -67391.662532 nChanged 35 SP:Iteration 2F (3956.380000 sec): 3 clusters Score: Raw -70625.763707 + Penalty 3029.083352 = -67596.680355 nChanged 14 SP:Iteration 3Q (3956.590000 sec): 3 clusters Score: Raw -70700.736360 + Penalty 3029.083352 = -67671.653008 nChanged 3 SP:Iteration 4Q (3956.810000 sec): 3 clusters Score: Raw -70718.167311 + Penalty 3029.083352 = -67689.083958 nChanged 1 SP:Iteration 5Q (3956.990000 sec): 3 clusters Score: Raw -70721.439169 + Penalty 3029.083352 = -67692.355817 nChanged 1 SP:Iteration 6Q (3957.190000 sec): 3 clusters Score: Raw -70725.520037 + Penalty 3029.083352 = -67696.436685 nChanged 0 SP:Iteration 7F (3957.360000 sec): 3 clusters Score: Raw -70725.520037 + Penalty 3029.083352 = -67696.436685 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3957.460000 sec): 2 clusters Score: Raw -41167.966457 + Penalty 1384.707085 = -39783.259372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3957.630000 sec): 3 clusters Score: Raw -41289.834990 + Penalty 2769.414169 = -38520.420821 nChanged 23 SP:Iteration 1F (3957.850000 sec): 3 clusters Score: Raw -41369.991729 + Penalty 2769.414169 = -38600.577560 nChanged 6 SP:Iteration 2Q (3958.030000 sec): 3 clusters Score: Raw -41427.538486 + Penalty 2769.414169 = -38658.124316 nChanged 5 SP:Iteration 3Q (3958.210000 sec): 3 clusters Score: Raw -41475.866483 + Penalty 2769.414169 = -38706.452314 nChanged 6 SP:Iteration 4Q (3958.410000 sec): 3 clusters Score: Raw -41509.809600 + Penalty 2769.414169 = -38740.395430 nChanged 5 SP:Iteration 5Q (3958.570000 sec): 3 clusters Score: Raw -41528.901408 + Penalty 2769.414169 = -38759.487239 nChanged 0 SP:Iteration 6F (3958.780000 sec): 3 clusters Score: Raw -41528.901408 + Penalty 2769.414169 = -38759.487239 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.840000 sec): 2 clusters Score: Raw -88079.901914 + Penalty 1529.023628 = -86550.878286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3959.050000 sec): 3 clusters Score: Raw -88114.044201 + Penalty 3058.047256 = -85055.996946 nChanged 86 SP:Iteration 1F (3959.270000 sec): 3 clusters Score: Raw -88276.369203 + Penalty 3058.047256 = -85218.321948 nChanged 15 SP:Iteration 2Q (3959.440000 sec): 3 clusters Score: Raw -88329.958641 + Penalty 3058.047256 = -85271.911385 nChanged 12 SP:Iteration 3Q (3959.610000 sec): 3 clusters Score: Raw -88359.827605 + Penalty 3058.047256 = -85301.780349 nChanged 5 SP:Iteration 4Q (3959.780000 sec): 3 clusters Score: Raw -88365.194993 + Penalty 3058.047256 = -85307.147737 nChanged 2 SP:Iteration 5Q (3959.970000 sec): 3 clusters Score: Raw -88367.619550 + Penalty 3058.047256 = -85309.572295 nChanged 0 SP:Iteration 6F (3960.160000 sec): 3 clusters Score: Raw -88367.619550 + Penalty 3058.047256 = -85309.572295 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (6324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3960.270000 sec): 2 clusters Score: Raw -1117446.487098 + Penalty 2170.522585 = -1115275.964513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3960.510000 sec): 3 clusters Score: Raw -1114244.166404 + Penalty 4341.045170 = -1109903.121234 nChanged 2461 SP:Iteration 1F (3960.690000 sec): 3 clusters Score: Raw -1115722.833923 + Penalty 4341.045170 = -1111381.788753 nChanged 556 SP:Iteration 2F (3960.900000 sec): 3 clusters Score: Raw -1116163.907795 + Penalty 4341.045170 = -1111822.862625 nChanged 441 SP:Iteration 3F (3961.130000 sec): 3 clusters Score: Raw -1116527.760300 + Penalty 4341.045170 = -1112186.715129 nChanged 386 SP:Iteration 4F (3961.330000 sec): 3 clusters Score: Raw -1116815.059779 + Penalty 4341.045170 = -1112474.014609 nChanged 337 SP:Iteration 5F (3961.570000 sec): 3 clusters Score: Raw -1117063.861307 + Penalty 4341.045170 = -1112722.816137 nChanged 303 SP:Iteration 6Q (3961.790000 sec): 3 clusters Score: Raw -1117280.861529 + Penalty 4341.045170 = -1112939.816358 nChanged 241 SP:Iteration 7Q (3961.960000 sec): 3 clusters Score: Raw -1117465.457261 + Penalty 4341.045170 = -1113124.412091 nChanged 214 SP:Iteration 8Q (3962.180000 sec): 3 clusters Score: Raw -1117618.208334 + Penalty 4341.045170 = -1113277.163163 nChanged 190 SP:Iteration 9Q (3962.400000 sec): 3 clusters Score: Raw -1117755.977480 + Penalty 4341.045170 = -1113414.932309 nChanged 152 SP:Iteration 10Q (3962.680000 sec): 3 clusters Score: Raw -1117866.717960 + Penalty 4341.045170 = -1113525.672790 nChanged 121 SP:Iteration 11Q (3962.880000 sec): 3 clusters Score: Raw -1117962.931965 + Penalty 4341.045170 = -1113621.886795 nChanged 112 SP:Iteration 12Q (3963.080000 sec): 3 clusters Score: Raw -1118057.961405 + Penalty 4341.045170 = -1113716.916235 nChanged 88 SP:Iteration 13Q (3963.310000 sec): 3 clusters Score: Raw -1118139.187941 + Penalty 4341.045170 = -1113798.142770 nChanged 80 SP:Iteration 14Q (3963.550000 sec): 3 clusters Score: Raw -1118201.029973 + Penalty 4341.045170 = -1113859.984803 nChanged 62 SP:Iteration 15Q (3963.760000 sec): 3 clusters Score: Raw -1118264.902784 + Penalty 4341.045170 = -1113923.857614 nChanged 52 SP:Iteration 16Q (3963.950000 sec): 3 clusters Score: Raw -1118310.247168 + Penalty 4341.045170 = -1113969.201998 nChanged 37 SP:Iteration 17Q (3964.190000 sec): 3 clusters Score: Raw -1118341.550726 + Penalty 4341.045170 = -1114000.505556 nChanged 31 SP:Iteration 18Q (3964.390000 sec): 3 clusters Score: Raw -1118361.018337 + Penalty 4341.045170 = -1114019.973167 nChanged 16 SP:Iteration 19Q (3964.610000 sec): 3 clusters Score: Raw -1118371.468883 + Penalty 4341.045170 = -1114030.423713 nChanged 14 SP:Iteration 20F (3964.830000 sec): 3 clusters Score: Raw -1118381.647306 + Penalty 4341.045170 = -1114040.602135 nChanged 12 SP:Iteration 21Q (3965.020000 sec): 3 clusters Score: Raw -1118391.136217 + Penalty 4341.045170 = -1114050.091047 nChanged 7 SP:Iteration 22Q (3965.210000 sec): 3 clusters Score: Raw -1118395.025459 + Penalty 4341.045170 = -1114053.980289 nChanged 4 SP:Iteration 23Q (3965.410000 sec): 3 clusters Score: Raw -1118398.054421 + Penalty 4341.045170 = -1114057.009251 nChanged 6 SP:Iteration 24Q (3965.670000 sec): 3 clusters Score: Raw -1118400.870439 + Penalty 4341.045170 = -1114059.825268 nChanged 2 SP:Iteration 25Q (3965.860000 sec): 3 clusters Score: Raw -1118402.515942 + Penalty 4341.045170 = -1114061.470772 nChanged 2 SP:Iteration 26Q (3966.140000 sec): 3 clusters Score: Raw -1118403.432924 + Penalty 4341.045170 = -1114062.387754 nChanged 0 SP:Iteration 27F (3966.370000 sec): 3 clusters Score: Raw -1118403.432924 + Penalty 4341.045170 = -1114062.387754 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3966.440000 sec): 2 clusters Score: Raw -147560.904544 + Penalty 1674.563053 = -145886.341491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3966.670000 sec): 3 clusters Score: Raw -147424.760708 + Penalty 3349.126107 = -144075.634602 nChanged 206 SP:Iteration 1F (3966.870000 sec): 3 clusters Score: Raw -147720.766025 + Penalty 3349.126107 = -144371.639918 nChanged 54 SP:Iteration 2F (3967.040000 sec): 3 clusters Score: Raw -147851.375273 + Penalty 3349.126107 = -144502.249167 nChanged 33 SP:Iteration 3Q (3967.210000 sec): 3 clusters Score: Raw -147933.264789 + Penalty 3349.126107 = -144584.138682 nChanged 26 SP:Iteration 4Q (3967.350000 sec): 3 clusters Score: Raw -147989.045635 + Penalty 3349.126107 = -144639.919528 nChanged 33 SP:Iteration 5Q (3967.510000 sec): 3 clusters Score: Raw -148052.743604 + Penalty 3349.126107 = -144703.617497 nChanged 22 SP:Iteration 6Q (3967.750000 sec): 3 clusters Score: Raw -148103.882752 + Penalty 3349.126107 = -144754.756646 nChanged 28 SP:Iteration 7Q (3967.900000 sec): 3 clusters Score: Raw -148169.272337 + Penalty 3349.126107 = -144820.146231 nChanged 34 SP:Iteration 8Q (3968.040000 sec): 3 clusters Score: Raw -148262.148993 + Penalty 3349.126107 = -144913.022886 nChanged 41 SP:Iteration 9Q (3968.210000 sec): 3 clusters Score: Raw -148370.270922 + Penalty 3349.126107 = -145021.144815 nChanged 36 SP:Iteration 10Q (3968.380000 sec): 3 clusters Score: Raw -148460.961878 + Penalty 3349.126107 = -145111.835772 nChanged 29 SP:Iteration 11Q (3968.590000 sec): 3 clusters Score: Raw -148534.337407 + Penalty 3349.126107 = -145185.211301 nChanged 28 SP:Iteration 12Q (3968.730000 sec): 3 clusters Score: Raw -148594.442542 + Penalty 3349.126107 = -145245.316436 nChanged 14 SP:Iteration 13Q (3968.940000 sec): 3 clusters Score: Raw -148623.995264 + Penalty 3349.126107 = -145274.869157 nChanged 10 SP:Iteration 14Q (3969.100000 sec): 3 clusters Score: Raw -148646.170281 + Penalty 3349.126107 = -145297.044175 nChanged 9 SP:Iteration 15Q (3969.290000 sec): 3 clusters Score: Raw -148669.469355 + Penalty 3349.126107 = -145320.343249 nChanged 8 SP:Iteration 16Q (3969.480000 sec): 3 clusters Score: Raw -148700.553537 + Penalty 3349.126107 = -145351.427431 nChanged 10 SP:Iteration 17Q (3969.650000 sec): 3 clusters Score: Raw -148725.728102 + Penalty 3349.126107 = -145376.601996 nChanged 5 SP:Iteration 18Q (3969.820000 sec): 3 clusters Score: Raw -148737.503971 + Penalty 3349.126107 = -145388.377865 nChanged 4 SP:Iteration 19Q (3970.010000 sec): 3 clusters Score: Raw -148748.706524 + Penalty 3349.126107 = -145399.580418 nChanged 4 SP:Iteration 20F (3970.190000 sec): 3 clusters Score: Raw -148759.461159 + Penalty 3349.126107 = -145410.335053 nChanged 2 SP:Iteration 21Q (3970.440000 sec): 3 clusters Score: Raw -148762.391658 + Penalty 3349.126107 = -145413.265552 nChanged 1 SP:Iteration 22Q (3970.630000 sec): 3 clusters Score: Raw -148764.261798 + Penalty 3349.126107 = -145415.135692 nChanged 1 SP:Iteration 23Q (3970.800000 sec): 3 clusters Score: Raw -148766.131448 + Penalty 3349.126107 = -145417.005341 nChanged 0 SP:Iteration 24F (3970.990000 sec): 3 clusters Score: Raw -148766.131448 + Penalty 3349.126107 = -145417.005341 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3971.110000 sec): 2 clusters Score: Raw -171576.631083 + Penalty 1721.654863 = -169854.976220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3971.270000 sec): 3 clusters Score: Raw -171444.446412 + Penalty 3443.309726 = -168001.136686 nChanged 291 SP:Iteration 1F (3971.400000 sec): 3 clusters Score: Raw -171859.413297 + Penalty 3443.309726 = -168416.103571 nChanged 90 SP:Iteration 2F (3971.620000 sec): 3 clusters Score: Raw -171998.850773 + Penalty 3443.309726 = -168555.541047 nChanged 62 SP:Iteration 3F (3971.800000 sec): 3 clusters Score: Raw -172108.621511 + Penalty 3443.309726 = -168665.311785 nChanged 51 SP:Iteration 4Q (3972.000000 sec): 3 clusters Score: Raw -172212.193950 + Penalty 3443.309726 = -168768.884224 nChanged 38 SP:Iteration 5Q (3972.170000 sec): 3 clusters Score: Raw -172277.748187 + Penalty 3443.309726 = -168834.438461 nChanged 29 SP:Iteration 6Q (3972.360000 sec): 3 clusters Score: Raw -172329.273106 + Penalty 3443.309726 = -168885.963380 nChanged 21 SP:Iteration 7Q (3972.520000 sec): 3 clusters Score: Raw -172356.431701 + Penalty 3443.309726 = -168913.121975 nChanged 13 SP:Iteration 8Q (3972.700000 sec): 3 clusters Score: Raw -172375.560631 + Penalty 3443.309726 = -168932.250905 nChanged 16 SP:Iteration 9Q (3972.910000 sec): 3 clusters Score: Raw -172402.820745 + Penalty 3443.309726 = -168959.511019 nChanged 22 SP:Iteration 10Q (3973.070000 sec): 3 clusters Score: Raw -172461.424439 + Penalty 3443.309726 = -169018.114713 nChanged 19 SP:Iteration 11Q (3973.270000 sec): 3 clusters Score: Raw -172493.697865 + Penalty 3443.309726 = -169050.388139 nChanged 16 SP:Iteration 12Q (3973.470000 sec): 3 clusters Score: Raw -172515.852811 + Penalty 3443.309726 = -169072.543085 nChanged 13 SP:Iteration 13Q (3973.640000 sec): 3 clusters Score: Raw -172542.070884 + Penalty 3443.309726 = -169098.761158 nChanged 14 SP:Iteration 14Q (3973.820000 sec): 3 clusters Score: Raw -172566.059360 + Penalty 3443.309726 = -169122.749634 nChanged 9 SP:Iteration 15Q (3974.010000 sec): 3 clusters Score: Raw -172577.923017 + Penalty 3443.309726 = -169134.613291 nChanged 1 SP:Iteration 16Q (3974.220000 sec): 3 clusters Score: Raw -172579.822718 + Penalty 3443.309726 = -169136.512992 nChanged 4 SP:Iteration 17Q (3974.430000 sec): 3 clusters Score: Raw -172585.444530 + Penalty 3443.309726 = -169142.134803 nChanged 3 SP:Iteration 18Q (3974.630000 sec): 3 clusters Score: Raw -172591.370319 + Penalty 3443.309726 = -169148.060593 nChanged 3 SP:Iteration 19Q (3974.850000 sec): 3 clusters Score: Raw -172596.761866 + Penalty 3443.309726 = -169153.452140 nChanged 2 SP:Iteration 20F (3975.040000 sec): 3 clusters Score: Raw -172616.186070 + Penalty 3443.309726 = -169172.876344 nChanged 7 SP:Iteration 21Q (3975.220000 sec): 3 clusters Score: Raw -172650.836082 + Penalty 3443.309726 = -169207.526356 nChanged 7 SP:Iteration 22Q (3975.390000 sec): 3 clusters Score: Raw -172661.895867 + Penalty 3443.309726 = -169218.586141 nChanged 4 SP:Iteration 23Q (3975.590000 sec): 3 clusters Score: Raw -172669.117612 + Penalty 3443.309726 = -169225.807886 nChanged 4 SP:Iteration 24Q (3975.790000 sec): 3 clusters Score: Raw -172674.763795 + Penalty 3443.309726 = -169231.454068 nChanged 5 SP:Iteration 25Q (3975.990000 sec): 3 clusters Score: Raw -172684.805890 + Penalty 3443.309726 = -169241.496164 nChanged 2 SP:Iteration 26Q (3976.140000 sec): 3 clusters Score: Raw -172687.751822 + Penalty 3443.309726 = -169244.442096 nChanged 2 SP:Iteration 27Q (3976.330000 sec): 3 clusters Score: Raw -172691.749963 + Penalty 3443.309726 = -169248.440237 nChanged 0 SP:Iteration 28F (3976.560000 sec): 3 clusters Score: Raw -172691.749963 + Penalty 3443.309726 = -169248.440237 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3976.620000 sec): 2 clusters Score: Raw -27671.561491 + Penalty 1349.719592 = -26321.841899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3976.820000 sec): 3 clusters Score: Raw -28009.967519 + Penalty 2699.439184 = -25310.528334 nChanged 35 SP:Iteration 1F (3977.000000 sec): 3 clusters Score: Raw -28147.020730 + Penalty 2699.439184 = -25447.581546 nChanged 12 SP:Iteration 2F (3977.200000 sec): 3 clusters Score: Raw -28224.996729 + Penalty 2699.439184 = -25525.557545 nChanged 6 SP:Iteration 3Q (3977.430000 sec): 3 clusters Score: Raw -28264.663148 + Penalty 2699.439184 = -25565.223964 nChanged 2 SP:Iteration 4Q (3977.620000 sec): 3 clusters Score: Raw -28268.837903 + Penalty 2699.439184 = -25569.398718 nChanged 2 SP:Iteration 5Q (3977.810000 sec): 3 clusters Score: Raw -28306.412428 + Penalty 2699.439184 = -25606.973243 nChanged 3 SP:Iteration 6Q (3977.980000 sec): 3 clusters Score: Raw -28317.927244 + Penalty 2699.439184 = -25618.488060 nChanged 1 SP:Iteration 7Q (3978.180000 sec): 3 clusters Score: Raw -28325.283548 + Penalty 2699.439184 = -25625.844364 nChanged 3 SP:Iteration 8Q (3978.340000 sec): 3 clusters Score: Raw -28336.738406 + Penalty 2699.439184 = -25637.299221 nChanged 4 SP:Iteration 9Q (3978.560000 sec): 3 clusters Score: Raw -28350.537802 + Penalty 2699.439184 = -25651.098618 nChanged 2 SP:Iteration 10Q (3978.740000 sec): 3 clusters Score: Raw -28357.826480 + Penalty 2699.439184 = -25658.387295 nChanged 0 SP:Iteration 11F (3978.920000 sec): 3 clusters Score: Raw -28357.826480 + Penalty 2699.439184 = -25658.387295 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3979.040000 sec): 2 clusters Score: Raw -16944.012441 + Penalty 1269.262465 = -15674.749976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3979.210000 sec): 3 clusters Score: Raw -17375.193311 + Penalty 2538.524931 = -14836.668380 nChanged 17 SP:Iteration 1F (3979.340000 sec): 3 clusters Score: Raw -17454.550732 + Penalty 2538.524931 = -14916.025802 nChanged 6 SP:Iteration 2Q (3979.540000 sec): 3 clusters Score: Raw -17482.358352 + Penalty 2538.524931 = -14943.833421 nChanged 3 SP:Iteration 3Q (3979.780000 sec): 3 clusters Score: Raw -17500.178065 + Penalty 2538.524931 = -14961.653134 nChanged 1 SP:Iteration 4Q (3979.950000 sec): 3 clusters Score: Raw -17505.041855 + Penalty 2538.524931 = -14966.516924 nChanged 1 SP:Iteration 5Q (3980.140000 sec): 3 clusters Score: Raw -17507.444607 + Penalty 2538.524931 = -14968.919676 nChanged 0 SP:Iteration 6F (3980.320000 sec): 3 clusters Score: Raw -17507.444607 + Penalty 2538.524931 = -14968.919676 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3980.430000 sec): 2 clusters Score: Raw -145087.451183 + Penalty 1697.778209 = -143389.672974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3980.570000 sec): 3 clusters Score: Raw -145090.007497 + Penalty 3395.556418 = -141694.451079 nChanged 277 SP:Iteration 1F (3980.780000 sec): 3 clusters Score: Raw -145872.263681 + Penalty 3395.556418 = -142476.707263 nChanged 101 SP:Iteration 2F (3980.950000 sec): 3 clusters Score: Raw -146289.695339 + Penalty 3395.556418 = -142894.138920 nChanged 59 SP:Iteration 3F (3981.110000 sec): 3 clusters Score: Raw -146545.785425 + Penalty 3395.556418 = -143150.229007 nChanged 43 SP:Iteration 4Q (3981.360000 sec): 3 clusters Score: Raw -146667.655072 + Penalty 3395.556418 = -143272.098654 nChanged 34 SP:Iteration 5Q (3981.500000 sec): 3 clusters Score: Raw -146749.257306 + Penalty 3395.556418 = -143353.700888 nChanged 16 SP:Iteration 6Q (3981.730000 sec): 3 clusters Score: Raw -146776.486906 + Penalty 3395.556418 = -143380.930488 nChanged 13 SP:Iteration 7Q (3981.880000 sec): 3 clusters Score: Raw -146793.453234 + Penalty 3395.556418 = -143397.896816 nChanged 10 SP:Iteration 8Q (3982.060000 sec): 3 clusters Score: Raw -146812.314702 + Penalty 3395.556418 = -143416.758284 nChanged 5 SP:Iteration 9Q (3982.230000 sec): 3 clusters Score: Raw -146819.191341 + Penalty 3395.556418 = -143423.634923 nChanged 3 SP:Iteration 10Q (3982.380000 sec): 3 clusters Score: Raw -146821.939833 + Penalty 3395.556418 = -143426.383415 nChanged 5 SP:Iteration 11Q (3982.560000 sec): 3 clusters Score: Raw -146827.316215 + Penalty 3395.556418 = -143431.759797 nChanged 3 SP:Iteration 12Q (3982.760000 sec): 3 clusters Score: Raw -146829.967019 + Penalty 3395.556418 = -143434.410601 nChanged 1 SP:Iteration 13Q (3982.920000 sec): 3 clusters Score: Raw -146830.447522 + Penalty 3395.556418 = -143434.891104 nChanged 0 SP:Iteration 14F (3983.120000 sec): 3 clusters Score: Raw -146830.447522 + Penalty 3395.556418 = -143434.891104 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3983.240000 sec): 2 clusters Score: Raw -183951.122510 + Penalty 1732.668482 = -182218.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3983.390000 sec): 3 clusters Score: Raw -183661.045330 + Penalty 3465.336964 = -180195.708367 nChanged 280 SP:Iteration 1F (3983.600000 sec): 3 clusters Score: Raw -183936.478389 + Penalty 3465.336964 = -180471.141425 nChanged 62 SP:Iteration 2F (3983.780000 sec): 3 clusters Score: Raw -184010.547821 + Penalty 3465.336964 = -180545.210857 nChanged 31 SP:Iteration 3Q (3983.980000 sec): 3 clusters Score: Raw -184055.474749 + Penalty 3465.336964 = -180590.137785 nChanged 23 SP:Iteration 4Q (3984.180000 sec): 3 clusters Score: Raw -184083.349829 + Penalty 3465.336964 = -180618.012865 nChanged 13 SP:Iteration 5Q (3984.320000 sec): 3 clusters Score: Raw -184101.794242 + Penalty 3465.336964 = -180636.457278 nChanged 12 SP:Iteration 6Q (3984.510000 sec): 3 clusters Score: Raw -184122.163774 + Penalty 3465.336964 = -180656.826811 nChanged 13 SP:Iteration 7Q (3984.670000 sec): 3 clusters Score: Raw -184148.653561 + Penalty 3465.336964 = -180683.316597 nChanged 16 SP:Iteration 8Q (3984.840000 sec): 3 clusters Score: Raw -184171.370443 + Penalty 3465.336964 = -180706.033479 nChanged 13 SP:Iteration 9Q (3985.040000 sec): 3 clusters Score: Raw -184188.759536 + Penalty 3465.336964 = -180723.422572 nChanged 12 SP:Iteration 10Q (3985.240000 sec): 3 clusters Score: Raw -184205.117312 + Penalty 3465.336964 = -180739.780348 nChanged 14 SP:Iteration 11Q (3985.450000 sec): 3 clusters Score: Raw -184219.153019 + Penalty 3465.336964 = -180753.816055 nChanged 10 SP:Iteration 12Q (3985.630000 sec): 3 clusters Score: Raw -184229.080997 + Penalty 3465.336964 = -180763.744033 nChanged 7 SP:Iteration 13Q (3985.830000 sec): 3 clusters Score: Raw -184242.268732 + Penalty 3465.336964 = -180776.931769 nChanged 11 SP:Iteration 14Q (3986.010000 sec): 3 clusters Score: Raw -184255.479055 + Penalty 3465.336964 = -180790.142091 nChanged 10 SP:Iteration 15Q (3986.200000 sec): 3 clusters Score: Raw -184268.516062 + Penalty 3465.336964 = -180803.179098 nChanged 9 SP:Iteration 16Q (3986.380000 sec): 3 clusters Score: Raw -184277.060368 + Penalty 3465.336964 = -180811.723404 nChanged 5 SP:Iteration 17Q (3986.530000 sec): 3 clusters Score: Raw -184286.523877 + Penalty 3465.336964 = -180821.186913 nChanged 8 SP:Iteration 18Q (3986.680000 sec): 3 clusters Score: Raw -184297.687252 + Penalty 3465.336964 = -180832.350288 nChanged 7 SP:Iteration 19Q (3986.880000 sec): 3 clusters Score: Raw -184305.036485 + Penalty 3465.336964 = -180839.699522 nChanged 7 SP:Iteration 20F (3987.070000 sec): 3 clusters Score: Raw -184312.614738 + Penalty 3465.336964 = -180847.277774 nChanged 7 SP:Iteration 21Q (3987.260000 sec): 3 clusters Score: Raw -184323.439126 + Penalty 3465.336964 = -180858.102162 nChanged 9 SP:Iteration 22Q (3987.450000 sec): 3 clusters Score: Raw -184337.355954 + Penalty 3465.336964 = -180872.018991 nChanged 13 SP:Iteration 23Q (3987.640000 sec): 3 clusters Score: Raw -184351.939792 + Penalty 3465.336964 = -180886.602828 nChanged 15 SP:Iteration 24Q (3987.830000 sec): 3 clusters Score: Raw -184368.823090 + Penalty 3465.336964 = -180903.486126 nChanged 10 SP:Iteration 25Q (3988.000000 sec): 3 clusters Score: Raw -184382.652455 + Penalty 3465.336964 = -180917.315491 nChanged 9 SP:Iteration 26Q (3988.210000 sec): 3 clusters Score: Raw -184394.717604 + Penalty 3465.336964 = -180929.380640 nChanged 15 SP:Iteration 27Q (3988.400000 sec): 3 clusters Score: Raw -184420.176925 + Penalty 3465.336964 = -180954.839961 nChanged 21 SP:Iteration 28Q (3988.560000 sec): 3 clusters Score: Raw -184453.313558 + Penalty 3465.336964 = -180987.976594 nChanged 14 SP:Iteration 29Q (3988.790000 sec): 3 clusters Score: Raw -184473.528173 + Penalty 3465.336964 = -181008.191209 nChanged 15 SP:Iteration 30Q (3988.930000 sec): 3 clusters Score: Raw -184494.301265 + Penalty 3465.336964 = -181028.964301 nChanged 14 SP:Iteration 31Q (3989.130000 sec): 3 clusters Score: Raw -184516.958084 + Penalty 3465.336964 = -181051.621120 nChanged 12 SP:Iteration 32Q (3989.300000 sec): 3 clusters Score: Raw -184530.603373 + Penalty 3465.336964 = -181065.266409 nChanged 11 SP:Iteration 33Q (3989.480000 sec): 3 clusters Score: Raw -184546.550085 + Penalty 3465.336964 = -181081.213121 nChanged 7 SP:Iteration 34Q (3989.670000 sec): 3 clusters Score: Raw -184555.707063 + Penalty 3465.336964 = -181090.370099 nChanged 6 SP:Iteration 35Q (3989.910000 sec): 3 clusters Score: Raw -184561.573166 + Penalty 3465.336964 = -181096.236202 nChanged 3 SP:Iteration 36Q (3990.090000 sec): 3 clusters Score: Raw -184564.727700 + Penalty 3465.336964 = -181099.390736 nChanged 3 SP:Iteration 37Q (3990.240000 sec): 3 clusters Score: Raw -184567.972586 + Penalty 3465.336964 = -181102.635623 nChanged 1 SP:Iteration 38Q (3990.470000 sec): 3 clusters Score: Raw -184568.869061 + Penalty 3465.336964 = -181103.532097 nChanged 0 SP:Iteration 39F (3990.660000 sec): 3 clusters Score: Raw -184568.869061 + Penalty 3465.336964 = -181103.532097 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3990.810000 sec): 2 clusters Score: Raw -92424.125681 + Penalty 1580.583308 = -90843.542373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3990.960000 sec): 3 clusters Score: Raw -92419.837202 + Penalty 3161.166616 = -89258.670587 nChanged 137 SP:Iteration 1F (3991.200000 sec): 3 clusters Score: Raw -92655.925018 + Penalty 3161.166616 = -89494.758402 nChanged 37 SP:Iteration 2F (3991.360000 sec): 3 clusters Score: Raw -92867.078646 + Penalty 3161.166616 = -89705.912030 nChanged 41 SP:Iteration 3F (3991.560000 sec): 3 clusters Score: Raw -93066.815746 + Penalty 3161.166616 = -89905.649130 nChanged 33 SP:Iteration 4F (3991.740000 sec): 3 clusters Score: Raw -93227.114021 + Penalty 3161.166616 = -90065.947405 nChanged 43 SP:Iteration 5F (3991.940000 sec): 3 clusters Score: Raw -93406.181605 + Penalty 3161.166616 = -90245.014989 nChanged 35 SP:Iteration 6F (3992.160000 sec): 3 clusters Score: Raw -93535.120848 + Penalty 3161.166616 = -90373.954232 nChanged 25 SP:Iteration 7Q (3992.360000 sec): 3 clusters Score: Raw -93633.630233 + Penalty 3161.166616 = -90472.463617 nChanged 11 SP:Iteration 8Q (3992.490000 sec): 3 clusters Score: Raw -93659.907236 + Penalty 3161.166616 = -90498.740621 nChanged 5 SP:Iteration 9Q (3992.690000 sec): 3 clusters Score: Raw -93677.771876 + Penalty 3161.166616 = -90516.605261 nChanged 3 SP:Iteration 10Q (3992.860000 sec): 3 clusters Score: Raw -93684.579189 + Penalty 3161.166616 = -90523.412573 nChanged 2 SP:Iteration 11Q (3993.020000 sec): 3 clusters Score: Raw -93690.417457 + Penalty 3161.166616 = -90529.250841 nChanged 3 SP:Iteration 12Q (3993.160000 sec): 3 clusters Score: Raw -93700.333888 + Penalty 3161.166616 = -90539.167272 nChanged 6 SP:Iteration 13Q (3993.350000 sec): 3 clusters Score: Raw -93725.910460 + Penalty 3161.166616 = -90564.743845 nChanged 8 SP:Iteration 14Q (3993.510000 sec): 3 clusters Score: Raw -93762.903751 + Penalty 3161.166616 = -90601.737135 nChanged 2 SP:Iteration 15Q (3993.780000 sec): 3 clusters Score: Raw -93766.949364 + Penalty 3161.166616 = -90605.782748 nChanged 0 SP:Iteration 16F (3993.930000 sec): 3 clusters Score: Raw -93766.949364 + Penalty 3161.166616 = -90605.782748 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (3171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3994.050000 sec): 2 clusters Score: Raw -568694.559552 + Penalty 1999.326964 = -566695.232588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3994.250000 sec): 3 clusters Score: Raw -567348.288681 + Penalty 3998.653928 = -563349.634752 nChanged 1184 SP:Iteration 1F (3994.470000 sec): 3 clusters Score: Raw -568296.632101 + Penalty 3998.653928 = -564297.978173 nChanged 312 SP:Iteration 2F (3994.690000 sec): 3 clusters Score: Raw -568607.478420 + Penalty 3998.653928 = -564608.824492 nChanged 230 SP:Iteration 3F (3994.910000 sec): 3 clusters Score: Raw -568805.980934 + Penalty 3998.653928 = -564807.327006 nChanged 163 SP:Iteration 4F (3995.100000 sec): 3 clusters Score: Raw -568939.204277 + Penalty 3998.653928 = -564940.550349 nChanged 130 SP:Iteration 5Q (3995.300000 sec): 3 clusters Score: Raw -569028.447130 + Penalty 3998.653928 = -565029.793202 nChanged 104 SP:Iteration 6Q (3995.530000 sec): 3 clusters Score: Raw -569099.238823 + Penalty 3998.653928 = -565100.584895 nChanged 80 SP:Iteration 7Q (3995.710000 sec): 3 clusters Score: Raw -569152.165853 + Penalty 3998.653928 = -565153.511925 nChanged 60 SP:Iteration 8Q (3995.900000 sec): 3 clusters Score: Raw -569195.994093 + Penalty 3998.653928 = -565197.340165 nChanged 55 SP:Iteration 9Q (3996.120000 sec): 3 clusters Score: Raw -569242.854823 + Penalty 3998.653928 = -565244.200895 nChanged 62 SP:Iteration 10Q (3996.280000 sec): 3 clusters Score: Raw -569290.307378 + Penalty 3998.653928 = -565291.653450 nChanged 56 SP:Iteration 11Q (3996.460000 sec): 3 clusters Score: Raw -569334.643064 + Penalty 3998.653928 = -565335.989135 nChanged 40 SP:Iteration 12Q (3996.650000 sec): 3 clusters Score: Raw -569361.032873 + Penalty 3998.653928 = -565362.378945 nChanged 27 SP:Iteration 13Q (3996.870000 sec): 3 clusters Score: Raw -569376.107938 + Penalty 3998.653928 = -565377.454010 nChanged 22 SP:Iteration 14Q (3997.040000 sec): 3 clusters Score: Raw -569388.925214 + Penalty 3998.653928 = -565390.271286 nChanged 27 SP:Iteration 15Q (3997.280000 sec): 3 clusters Score: Raw -569402.907232 + Penalty 3998.653928 = -565404.253304 nChanged 28 SP:Iteration 16Q (3997.480000 sec): 3 clusters Score: Raw -569420.619124 + Penalty 3998.653928 = -565421.965196 nChanged 27 SP:Iteration 17Q (3997.700000 sec): 3 clusters Score: Raw -569439.364452 + Penalty 3998.653928 = -565440.710524 nChanged 20 SP:Iteration 18Q (3997.900000 sec): 3 clusters Score: Raw -569451.570284 + Penalty 3998.653928 = -565452.916356 nChanged 14 SP:Iteration 19Q (3998.140000 sec): 3 clusters Score: Raw -569460.237162 + Penalty 3998.653928 = -565461.583234 nChanged 12 SP:Iteration 20F (3998.370000 sec): 3 clusters Score: Raw -569466.807013 + Penalty 3998.653928 = -565468.153085 nChanged 12 SP:Iteration 21Q (3998.600000 sec): 3 clusters Score: Raw -569472.806471 + Penalty 3998.653928 = -565474.152543 nChanged 9 SP:Iteration 22Q (3998.850000 sec): 3 clusters Score: Raw -569479.380110 + Penalty 3998.653928 = -565480.726182 nChanged 12 SP:Iteration 23Q (3999.000000 sec): 3 clusters Score: Raw -569485.003711 + Penalty 3998.653928 = -565486.349783 nChanged 13 SP:Iteration 24Q (3999.230000 sec): 3 clusters Score: Raw -569491.906313 + Penalty 3998.653928 = -565493.252385 nChanged 10 SP:Iteration 25Q (3999.400000 sec): 3 clusters Score: Raw -569496.254487 + Penalty 3998.653928 = -565497.600558 nChanged 3 SP:Iteration 26Q (3999.580000 sec): 3 clusters Score: Raw -569497.714394 + Penalty 3998.653928 = -565499.060466 nChanged 5 SP:Iteration 27Q (3999.770000 sec): 3 clusters Score: Raw -569501.263887 + Penalty 3998.653928 = -565502.609959 nChanged 12 SP:Iteration 28Q (3999.980000 sec): 3 clusters Score: Raw -569510.273379 + Penalty 3998.653928 = -565511.619450 nChanged 12 SP:Iteration 29Q (4000.130000 sec): 3 clusters Score: Raw -569517.672973 + Penalty 3998.653928 = -565519.019045 nChanged 5 SP:Iteration 30Q (4000.340000 sec): 3 clusters Score: Raw -569520.060657 + Penalty 3998.653928 = -565521.406729 nChanged 4 SP:Iteration 31Q (4000.520000 sec): 3 clusters Score: Raw -569522.758702 + Penalty 3998.653928 = -565524.104774 nChanged 6 SP:Iteration 32Q (4000.740000 sec): 3 clusters Score: Raw -569526.411483 + Penalty 3998.653928 = -565527.757555 nChanged 1 SP:Iteration 33Q (4000.980000 sec): 3 clusters Score: Raw -569526.706469 + Penalty 3998.653928 = -565528.052541 nChanged 2 SP:Iteration 34Q (4001.170000 sec): 3 clusters Score: Raw -569527.982856 + Penalty 3998.653928 = -565529.328928 nChanged 2 SP:Iteration 35Q (4001.360000 sec): 3 clusters Score: Raw -569529.093986 + Penalty 3998.653928 = -565530.440058 nChanged 2 SP:Iteration 36Q (4001.560000 sec): 3 clusters Score: Raw -569529.635692 + Penalty 3998.653928 = -565530.981764 nChanged 1 SP:Iteration 37Q (4001.790000 sec): 3 clusters Score: Raw -569529.766528 + Penalty 3998.653928 = -565531.112600 nChanged 0 SP:Iteration 38F (4001.980000 sec): 3 clusters Score: Raw -569529.766528 + Penalty 3998.653928 = -565531.112600 nChanged 0 Deleting Class 43 (430 points): Lose 3006.401006 but Gain 3363.639958 Iteration 99Q (4039.070000 sec): 44 clusters Score: Raw -140143989.930248 + Penalty 144636.518192 = -139999353.412056 nChanged 939 Iteration 100F (4101.770000 sec): 44 clusters Score: Raw -140145517.450115 + Penalty 144636.518192 = -140000880.931923 nChanged 706 Iteration 101Q (4132.610000 sec): 44 clusters Score: Raw -140146094.434495 + Penalty 144636.518192 = -140001457.916303 nChanged 580 Iteration 102Q (4163.240000 sec): 44 clusters Score: Raw -140146563.233595 + Penalty 144636.518192 = -140001926.715403 nChanged 472 Iteration 103Q (4194.750000 sec): 44 clusters Score: Raw -140146809.605581 + Penalty 144636.518192 = -140002173.087389 nChanged 419 Iteration 104Q (4224.220000 sec): 44 clusters Score: Raw -140146942.443021 + Penalty 144636.518192 = -140002305.924829 nChanged 392 Iteration 105Q (4254.540000 sec): 44 clusters Score: Raw -140147060.015051 + Penalty 144636.518192 = -140002423.496859 nChanged 341 Iteration 106Q (4287.620000 sec): 44 clusters Score: Raw -140147158.001119 + Penalty 144636.518192 = -140002521.482927 nChanged 283 Iteration 107Q (4317.540000 sec): 44 clusters Score: Raw -140147206.633437 + Penalty 144636.518192 = -140002570.115245 nChanged 228 Iteration 108Q (4349.700000 sec): 44 clusters Score: Raw -140147241.864062 + Penalty 144636.518192 = -140002605.345870 nChanged 217 Iteration 109Q (4380.420000 sec): 44 clusters Score: Raw -140147267.190874 + Penalty 144636.518192 = -140002630.672681 nChanged 185 Iteration 110Q (4412.740000 sec): 44 clusters Score: Raw -140147278.042258 + Penalty 144636.518192 = -140002641.524066 nChanged 160 Iteration 111Q (4444.560000 sec): 44 clusters Score: Raw -140147288.899702 + Penalty 144636.518192 = -140002652.381509 nChanged 146 Iteration 112Q (4476.300000 sec): 44 clusters Score: Raw -140147296.743722 + Penalty 144636.518192 = -140002660.225530 nChanged 135 Iteration 113Q (4510.720000 sec): 44 clusters Score: Raw -140147301.921580 + Penalty 144636.518192 = -140002665.403387 nChanged 126 Iteration 114Q (4540.880000 sec): 44 clusters Score: Raw -140147305.557029 + Penalty 144636.518192 = -140002669.038837 nChanged 112 Iteration 115Q (4574.750000 sec): 44 clusters Score: Raw -140147308.705047 + Penalty 144636.518192 = -140002672.186854 nChanged 121 Iteration 116Q (4608.340000 sec): 44 clusters Score: Raw -140147315.008206 + Penalty 144636.518192 = -140002678.490013 nChanged 114 Iteration 117Q (4641.390000 sec): 44 clusters Score: Raw -140147319.763598 + Penalty 144636.518192 = -140002683.245406 nChanged 115 Iteration 118Q (4678.820000 sec): 44 clusters Score: Raw -140147323.054869 + Penalty 144636.518192 = -140002686.536677 nChanged 89 Iteration 119Q (4712.220000 sec): 44 clusters Score: Raw -140147325.796318 + Penalty 144636.518192 = -140002689.278126 nChanged 86 Iteration 120F (4777.960000 sec): 44 clusters Score: Raw -140147329.081476 + Penalty 144636.518192 = -140002692.563284 nChanged 79 Iteration 121Q (4812.890000 sec): 44 clusters Score: Raw -140147343.030235 + Penalty 144636.518192 = -140002706.512043 nChanged 67 Iteration 122Q (4844.480000 sec): 44 clusters Score: Raw -140147356.355007 + Penalty 144636.518192 = -140002719.836815 nChanged 73 Iteration 123Q (4876.560000 sec): 44 clusters Score: Raw -140147368.092334 + Penalty 144636.518192 = -140002731.574141 nChanged 47 Iteration 124Q (4907.900000 sec): 44 clusters Score: Raw -140147371.967171 + Penalty 144636.518192 = -140002735.448979 nChanged 58 Iteration 125Q (4939.440000 sec): 44 clusters Score: Raw -140147376.577720 + Penalty 144636.518192 = -140002740.059528 nChanged 51 Iteration 126Q (4968.600000 sec): 44 clusters Score: Raw -140147378.915535 + Penalty 144636.518192 = -140002742.397342 nChanged 48 Iteration 127Q (5009.140000 sec): 44 clusters Score: Raw -140147381.181386 + Penalty 144636.518192 = -140002744.663194 nChanged 54 Iteration 128Q (5044.680000 sec): 44 clusters Score: Raw -140147383.703680 + Penalty 144636.518192 = -140002747.185488 nChanged 55 Iteration 129Q (5078.410000 sec): 44 clusters Score: Raw -140147386.540793 + Penalty 144636.518192 = -140002750.022601 nChanged 63 Iteration 130Q (5106.420000 sec): 44 clusters Score: Raw -140147389.215374 + Penalty 144636.518192 = -140002752.697182 nChanged 57 Iteration 131Q (5134.360000 sec): 44 clusters Score: Raw -140147391.486872 + Penalty 144636.518192 = -140002754.968680 nChanged 56 Iteration 132Q (5167.110000 sec): 44 clusters Score: Raw -140147392.831953 + Penalty 144636.518192 = -140002756.313761 nChanged 39 Iteration 133Q (5197.340000 sec): 44 clusters Score: Raw -140147393.981039 + Penalty 144636.518192 = -140002757.462847 nChanged 33 Iteration 134Q (5230.930000 sec): 44 clusters Score: Raw -140147395.054531 + Penalty 144636.518192 = -140002758.536339 nChanged 34 Iteration 135Q (5261.240000 sec): 44 clusters Score: Raw -140147396.021150 + Penalty 144636.518192 = -140002759.502958 nChanged 25 Iteration 136Q (5293.500000 sec): 44 clusters Score: Raw -140147396.547439 + Penalty 144636.518192 = -140002760.029247 nChanged 26 Iteration 137Q (5328.470000 sec): 44 clusters Score: Raw -140147396.959427 + Penalty 144636.518192 = -140002760.441235 nChanged 24 Iteration 138Q (5361.420000 sec): 44 clusters Score: Raw -140147397.394491 + Penalty 144636.518192 = -140002760.876299 nChanged 21 Writing temp clu file Because OldScore, -140002760.441235, is greater than current (better) Score,-140002760.876299 Compute initial score before splitting: Score: Raw -140147397.394491 + Penalty 144636.518192 = -140002760.876299 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.700000 sec): 2 clusters Score: Raw -56954.085852 + Penalty 1453.474983 = -55500.610869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.890000 sec): 3 clusters Score: Raw -57147.615929 + Penalty 2906.949967 = -54240.665963 nChanged 60 SP:Iteration 1F (5362.070000 sec): 3 clusters Score: Raw -57300.152189 + Penalty 2906.949967 = -54393.202222 nChanged 12 SP:Iteration 2Q (5362.310000 sec): 3 clusters Score: Raw -57365.830162 + Penalty 2906.949967 = -54458.880195 nChanged 6 SP:Iteration 3Q (5362.470000 sec): 3 clusters Score: Raw -57386.201683 + Penalty 2906.949967 = -54479.251716 nChanged 8 SP:Iteration 4Q (5362.740000 sec): 3 clusters Score: Raw -57427.483039 + Penalty 2906.949967 = -54520.533072 nChanged 7 SP:Iteration 5Q (5362.900000 sec): 3 clusters Score: Raw -57470.860696 + Penalty 2906.949967 = -54563.910729 nChanged 2 SP:Iteration 6Q (5363.150000 sec): 3 clusters Score: Raw -57482.161540 + Penalty 2906.949967 = -54575.211574 nChanged 2 SP:Iteration 7Q (5363.310000 sec): 3 clusters Score: Raw -57504.764146 + Penalty 2906.949967 = -54597.814179 nChanged 2 SP:Iteration 8Q (5363.550000 sec): 3 clusters Score: Raw -57509.663258 + Penalty 2906.949967 = -54602.713292 nChanged 1 SP:Iteration 9Q (5363.700000 sec): 3 clusters Score: Raw -57526.413176 + Penalty 2906.949967 = -54619.463209 nChanged 2 SP:Iteration 10Q (5363.900000 sec): 3 clusters Score: Raw -57531.818817 + Penalty 2906.949967 = -54624.868850 nChanged 1 SP:Iteration 11Q (5364.100000 sec): 3 clusters Score: Raw -57535.743118 + Penalty 2906.949967 = -54628.793151 nChanged 1 SP:Iteration 12Q (5364.260000 sec): 3 clusters Score: Raw -57537.031705 + Penalty 2906.949967 = -54630.081738 nChanged 0 SP:Iteration 13F (5364.540000 sec): 3 clusters Score: Raw -57537.031705 + Penalty 2906.949967 = -54630.081738 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5364.620000 sec): 2 clusters Score: Raw -33642.556652 + Penalty 1343.192900 = -32299.363753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5364.810000 sec): 3 clusters Score: Raw -33867.248066 + Penalty 2686.385799 = -31180.862266 nChanged 28 SP:Iteration 1F (5364.950000 sec): 3 clusters Score: Raw -33999.070345 + Penalty 2686.385799 = -31312.684545 nChanged 12 SP:Iteration 2F (5365.170000 sec): 3 clusters Score: Raw -34076.009137 + Penalty 2686.385799 = -31389.623338 nChanged 7 SP:Iteration 3Q (5365.320000 sec): 3 clusters Score: Raw -34121.236197 + Penalty 2686.385799 = -31434.850397 nChanged 5 SP:Iteration 4Q (5365.500000 sec): 3 clusters Score: Raw -34143.225210 + Penalty 2686.385799 = -31456.839410 nChanged 3 SP:Iteration 5Q (5365.660000 sec): 3 clusters Score: Raw -34168.209575 + Penalty 2686.385799 = -31481.823775 nChanged 4 SP:Iteration 6Q (5365.840000 sec): 3 clusters Score: Raw -34197.350368 + Penalty 2686.385799 = -31510.964569 nChanged 1 SP:Iteration 7Q (5366.000000 sec): 3 clusters Score: Raw -34204.773616 + Penalty 2686.385799 = -31518.387816 nChanged 2 SP:Iteration 8Q (5366.200000 sec): 3 clusters Score: Raw -34211.483470 + Penalty 2686.385799 = -31525.097670 nChanged 0 SP:Iteration 9F (5366.380000 sec): 3 clusters Score: Raw -34211.483470 + Penalty 2686.385799 = -31525.097670 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (20041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5366.630000 sec): 2 clusters Score: Raw -3589521.454535 + Penalty 2456.572793 = -3587064.881742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5366.970000 sec): 3 clusters Score: Raw -3577731.972609 + Penalty 4913.145585 = -3572818.827023 nChanged 8922 SP:Iteration 1F (5367.210000 sec): 3 clusters Score: Raw -3582624.718587 + Penalty 4913.145585 = -3577711.573002 nChanged 1139 SP:Iteration 2F (5367.560000 sec): 3 clusters Score: Raw -3583193.656720 + Penalty 4913.145585 = -3578280.511134 nChanged 1098 SP:Iteration 3F (5367.850000 sec): 3 clusters Score: Raw -3583792.237624 + Penalty 4913.145585 = -3578879.092039 nChanged 1074 SP:Iteration 4F (5368.130000 sec): 3 clusters Score: Raw -3584425.953396 + Penalty 4913.145585 = -3579512.807810 nChanged 1057 SP:Iteration 5F (5368.420000 sec): 3 clusters Score: Raw -3585038.798184 + Penalty 4913.145585 = -3580125.652598 nChanged 1000 SP:Iteration 6Q (5368.730000 sec): 3 clusters Score: Raw -3585582.026455 + Penalty 4913.145585 = -3580668.880869 nChanged 955 SP:Iteration 7Q (5369.040000 sec): 3 clusters Score: Raw -3586089.818016 + Penalty 4913.145585 = -3581176.672430 nChanged 919 SP:Iteration 8Q (5369.350000 sec): 3 clusters Score: Raw -3586537.074073 + Penalty 4913.145585 = -3581623.928488 nChanged 827 SP:Iteration 9Q (5369.650000 sec): 3 clusters Score: Raw -3586935.066620 + Penalty 4913.145585 = -3582021.921035 nChanged 718 SP:Iteration 10Q (5369.950000 sec): 3 clusters Score: Raw -3587260.966188 + Penalty 4913.145585 = -3582347.820603 nChanged 663 SP:Iteration 11Q (5370.310000 sec): 3 clusters Score: Raw -3587545.821418 + Penalty 4913.145585 = -3582632.675833 nChanged 591 SP:Iteration 12Q (5370.630000 sec): 3 clusters Score: Raw -3587796.953558 + Penalty 4913.145585 = -3582883.807973 nChanged 563 SP:Iteration 13Q (5370.970000 sec): 3 clusters Score: Raw -3588033.484423 + Penalty 4913.145585 = -3583120.338838 nChanged 473 SP:Iteration 14Q (5371.290000 sec): 3 clusters Score: Raw -3588200.189071 + Penalty 4913.145585 = -3583287.043485 nChanged 375 SP:Iteration 15Q (5371.600000 sec): 3 clusters Score: Raw -3588314.917938 + Penalty 4913.145585 = -3583401.772352 nChanged 295 SP:Iteration 16Q (5371.930000 sec): 3 clusters Score: Raw -3588396.846806 + Penalty 4913.145585 = -3583483.701221 nChanged 269 SP:Iteration 17Q (5372.320000 sec): 3 clusters Score: Raw -3588468.633052 + Penalty 4913.145585 = -3583555.487467 nChanged 221 SP:Iteration 18Q (5372.650000 sec): 3 clusters Score: Raw -3588511.275848 + Penalty 4913.145585 = -3583598.130263 nChanged 171 SP:Iteration 19Q (5372.990000 sec): 3 clusters Score: Raw -3588541.970514 + Penalty 4913.145585 = -3583628.824929 nChanged 135 SP:Iteration 20F (5373.370000 sec): 3 clusters Score: Raw -3588561.975042 + Penalty 4913.145585 = -3583648.829457 nChanged 92 SP:Iteration 21Q (5373.660000 sec): 3 clusters Score: Raw -3588574.425528 + Penalty 4913.145585 = -3583661.279943 nChanged 88 SP:Iteration 22Q (5374.100000 sec): 3 clusters Score: Raw -3588587.851592 + Penalty 4913.145585 = -3583674.706007 nChanged 88 SP:Iteration 23Q (5374.430000 sec): 3 clusters Score: Raw -3588598.908708 + Penalty 4913.145585 = -3583685.763122 nChanged 73 SP:Iteration 24Q (5374.810000 sec): 3 clusters Score: Raw -3588609.080243 + Penalty 4913.145585 = -3583695.934657 nChanged 71 SP:Iteration 25Q (5375.090000 sec): 3 clusters Score: Raw -3588618.951790 + Penalty 4913.145585 = -3583705.806204 nChanged 63 SP:Iteration 26Q (5375.430000 sec): 3 clusters Score: Raw -3588625.355878 + Penalty 4913.145585 = -3583712.210293 nChanged 61 SP:Iteration 27Q (5375.780000 sec): 3 clusters Score: Raw -3588630.289449 + Penalty 4913.145585 = -3583717.143864 nChanged 41 SP:Iteration 28Q (5376.100000 sec): 3 clusters Score: Raw -3588634.598527 + Penalty 4913.145585 = -3583721.452941 nChanged 35 SP:Iteration 29Q (5376.450000 sec): 3 clusters Score: Raw -3588637.682329 + Penalty 4913.145585 = -3583724.536744 nChanged 27 SP:Iteration 30Q (5376.790000 sec): 3 clusters Score: Raw -3588639.455730 + Penalty 4913.145585 = -3583726.310144 nChanged 22 SP:Iteration 31Q (5377.090000 sec): 3 clusters Score: Raw -3588640.975354 + Penalty 4913.145585 = -3583727.829769 nChanged 24 SP:Iteration 32Q (5377.390000 sec): 3 clusters Score: Raw -3588643.208753 + Penalty 4913.145585 = -3583730.063168 nChanged 21 SP:Iteration 33Q (5377.630000 sec): 3 clusters Score: Raw -3588644.741844 + Penalty 4913.145585 = -3583731.596259 nChanged 17 SP:Iteration 34Q (5377.960000 sec): 3 clusters Score: Raw -3588645.888265 + Penalty 4913.145585 = -3583732.742680 nChanged 13 SP:Iteration 35Q (5378.250000 sec): 3 clusters Score: Raw -3588647.002048 + Penalty 4913.145585 = -3583733.856463 nChanged 14 SP:Iteration 36Q (5378.560000 sec): 3 clusters Score: Raw -3588647.924090 + Penalty 4913.145585 = -3583734.778505 nChanged 11 SP:Iteration 37Q (5378.840000 sec): 3 clusters Score: Raw -3588648.949679 + Penalty 4913.145585 = -3583735.804094 nChanged 11 SP:Iteration 38Q (5379.150000 sec): 3 clusters Score: Raw -3588649.755984 + Penalty 4913.145585 = -3583736.610399 nChanged 8 SP:Iteration 39Q (5379.400000 sec): 3 clusters Score: Raw -3588650.267259 + Penalty 4913.145585 = -3583737.121674 nChanged 5 SP:Iteration 40F (5379.680000 sec): 3 clusters Score: Raw -3588650.538236 + Penalty 4913.145585 = -3583737.392651 nChanged 4 SP:Iteration 41Q (5380.000000 sec): 3 clusters Score: Raw -3588650.844069 + Penalty 4913.145585 = -3583737.698483 nChanged 6 SP:Iteration 42Q (5380.310000 sec): 3 clusters Score: Raw -3588651.287374 + Penalty 4913.145585 = -3583738.141789 nChanged 7 SP:Iteration 43Q (5380.610000 sec): 3 clusters Score: Raw -3588651.808922 + Penalty 4913.145585 = -3583738.663337 nChanged 5 SP:Iteration 44Q (5380.920000 sec): 3 clusters Score: Raw -3588652.203808 + Penalty 4913.145585 = -3583739.058222 nChanged 3 SP:Iteration 45Q (5381.240000 sec): 3 clusters Score: Raw -3588652.328712 + Penalty 4913.145585 = -3583739.183127 nChanged 1 SP:Iteration 46Q (5381.620000 sec): 3 clusters Score: Raw -3588652.415929 + Penalty 4913.145585 = -3583739.270344 nChanged 0 SP:Iteration 47F (5381.940000 sec): 3 clusters Score: Raw -3588652.415929 + Penalty 4913.145585 = -3583739.270344 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5382.030000 sec): 2 clusters Score: Raw -35261.773798 + Penalty 1426.638014 = -33835.135784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5382.240000 sec): 3 clusters Score: Raw -35785.896347 + Penalty 2853.276029 = -32932.620318 nChanged 88 SP:Iteration 1F (5382.410000 sec): 3 clusters Score: Raw -36195.463547 + Penalty 2853.276029 = -33342.187518 nChanged 20 SP:Iteration 2F (5382.610000 sec): 3 clusters Score: Raw -36299.503046 + Penalty 2853.276029 = -33446.227017 nChanged 6 SP:Iteration 3Q (5382.780000 sec): 3 clusters Score: Raw -36398.935659 + Penalty 2853.276029 = -33545.659630 nChanged 12 SP:Iteration 4Q (5382.960000 sec): 3 clusters Score: Raw -36513.796331 + Penalty 2853.276029 = -33660.520302 nChanged 8 SP:Iteration 5Q (5383.180000 sec): 3 clusters Score: Raw -36551.321216 + Penalty 2853.276029 = -33698.045188 nChanged 1 SP:Iteration 6Q (5383.330000 sec): 3 clusters Score: Raw -36552.456062 + Penalty 2853.276029 = -33699.180033 nChanged 0 SP:Iteration 7F (5383.570000 sec): 3 clusters Score: Raw -36556.705498 + Penalty 2853.276029 = -33703.429470 nChanged 2 SP:Iteration 8Q (5383.730000 sec): 3 clusters Score: Raw -36637.975074 + Penalty 2853.276029 = -33784.699045 nChanged 4 SP:Iteration 9Q (5383.900000 sec): 3 clusters Score: Raw -36662.806828 + Penalty 2853.276029 = -33809.530799 nChanged 1 SP:Iteration 10Q (5384.060000 sec): 3 clusters Score: Raw -36673.619992 + Penalty 2853.276029 = -33820.343964 nChanged 3 SP:Iteration 11Q (5384.220000 sec): 3 clusters Score: Raw -36684.298391 + Penalty 2853.276029 = -33831.022362 nChanged 0 SP:Iteration 12F (5384.390000 sec): 3 clusters Score: Raw -36684.298391 + Penalty 2853.276029 = -33831.022362 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5384.480000 sec): 2 clusters Score: Raw -88247.951124 + Penalty 1570.212459 = -86677.738666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5384.650000 sec): 3 clusters Score: Raw -88294.632745 + Penalty 3140.424918 = -85154.207828 nChanged 127 SP:Iteration 1F (5384.860000 sec): 3 clusters Score: Raw -88584.032658 + Penalty 3140.424918 = -85443.607740 nChanged 32 SP:Iteration 2F (5385.070000 sec): 3 clusters Score: Raw -88698.287861 + Penalty 3140.424918 = -85557.862944 nChanged 20 SP:Iteration 3Q (5385.210000 sec): 3 clusters Score: Raw -88747.545840 + Penalty 3140.424918 = -85607.120923 nChanged 15 SP:Iteration 4Q (5385.400000 sec): 3 clusters Score: Raw -88790.040990 + Penalty 3140.424918 = -85649.616073 nChanged 14 SP:Iteration 5Q (5385.570000 sec): 3 clusters Score: Raw -88846.412429 + Penalty 3140.424918 = -85705.987512 nChanged 18 SP:Iteration 6Q (5385.740000 sec): 3 clusters Score: Raw -88915.794532 + Penalty 3140.424918 = -85775.369614 nChanged 9 SP:Iteration 7Q (5385.930000 sec): 3 clusters Score: Raw -88962.182149 + Penalty 3140.424918 = -85821.757231 nChanged 10 SP:Iteration 8Q (5386.120000 sec): 3 clusters Score: Raw -88999.157425 + Penalty 3140.424918 = -85858.732507 nChanged 10 SP:Iteration 9Q (5386.330000 sec): 3 clusters Score: Raw -89051.878920 + Penalty 3140.424918 = -85911.454002 nChanged 13 SP:Iteration 10Q (5386.520000 sec): 3 clusters Score: Raw -89113.785370 + Penalty 3140.424918 = -85973.360453 nChanged 15 SP:Iteration 11Q (5386.700000 sec): 3 clusters Score: Raw -89162.217122 + Penalty 3140.424918 = -86021.792205 nChanged 10 SP:Iteration 12Q (5386.890000 sec): 3 clusters Score: Raw -89193.298783 + Penalty 3140.424918 = -86052.873866 nChanged 10 SP:Iteration 13Q (5387.060000 sec): 3 clusters Score: Raw -89244.301829 + Penalty 3140.424918 = -86103.876912 nChanged 15 SP:Iteration 14Q (5387.250000 sec): 3 clusters Score: Raw -89305.276565 + Penalty 3140.424918 = -86164.851647 nChanged 17 SP:Iteration 15Q (5387.430000 sec): 3 clusters Score: Raw -89390.881925 + Penalty 3140.424918 = -86250.457007 nChanged 13 SP:Iteration 16Q (5387.600000 sec): 3 clusters Score: Raw -89449.580545 + Penalty 3140.424918 = -86309.155627 nChanged 13 SP:Iteration 17Q (5387.770000 sec): 3 clusters Score: Raw -89525.799801 + Penalty 3140.424918 = -86385.374884 nChanged 16 SP:Iteration 18Q (5387.950000 sec): 3 clusters Score: Raw -89589.309879 + Penalty 3140.424918 = -86448.884961 nChanged 11 SP:Iteration 19Q (5388.130000 sec): 3 clusters Score: Raw -89632.488929 + Penalty 3140.424918 = -86492.064012 nChanged 3 SP:Iteration 20F (5388.320000 sec): 3 clusters Score: Raw -89645.405932 + Penalty 3140.424918 = -86504.981014 nChanged 1 SP:Iteration 21Q (5388.520000 sec): 3 clusters Score: Raw -89648.767255 + Penalty 3140.424918 = -86508.342337 nChanged 0 SP:Iteration 22F (5388.750000 sec): 3 clusters Score: Raw -89648.767255 + Penalty 3140.424918 = -86508.342337 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5388.820000 sec): 2 clusters Score: Raw -83049.705307 + Penalty 1532.130140 = -81517.575167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5389.060000 sec): 3 clusters Score: Raw -83100.671696 + Penalty 3064.260281 = -80036.411416 nChanged 77 SP:Iteration 1F (5389.260000 sec): 3 clusters Score: Raw -83259.801807 + Penalty 3064.260281 = -80195.541527 nChanged 20 SP:Iteration 2Q (5389.430000 sec): 3 clusters Score: Raw -83303.497288 + Penalty 3064.260281 = -80239.237007 nChanged 7 SP:Iteration 3Q (5389.590000 sec): 3 clusters Score: Raw -83316.025020 + Penalty 3064.260281 = -80251.764739 nChanged 3 SP:Iteration 4Q (5389.820000 sec): 3 clusters Score: Raw -83320.052714 + Penalty 3064.260281 = -80255.792433 nChanged 2 SP:Iteration 5Q (5390.000000 sec): 3 clusters Score: Raw -83323.743072 + Penalty 3064.260281 = -80259.482792 nChanged 2 SP:Iteration 6Q (5390.180000 sec): 3 clusters Score: Raw -83328.190509 + Penalty 3064.260281 = -80263.930229 nChanged 1 SP:Iteration 7Q (5390.380000 sec): 3 clusters Score: Raw -83329.180606 + Penalty 3064.260281 = -80264.920325 nChanged 0 SP:Iteration 8F (5390.600000 sec): 3 clusters Score: Raw -83329.180606 + Penalty 3064.260281 = -80264.920325 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (2871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5390.670000 sec): 2 clusters Score: Raw -515380.379595 + Penalty 1974.679089 = -513405.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5390.880000 sec): 3 clusters Score: Raw -514134.381884 + Penalty 3949.358177 = -510185.023707 nChanged 1023 SP:Iteration 1F (5391.110000 sec): 3 clusters Score: Raw -514907.096588 + Penalty 3949.358177 = -510957.738411 nChanged 263 SP:Iteration 2F (5391.290000 sec): 3 clusters Score: Raw -515183.302690 + Penalty 3949.358177 = -511233.944513 nChanged 179 SP:Iteration 3F (5391.460000 sec): 3 clusters Score: Raw -515466.348874 + Penalty 3949.358177 = -511516.990697 nChanged 152 SP:Iteration 4F (5391.700000 sec): 3 clusters Score: Raw -515736.551877 + Penalty 3949.358177 = -511787.193699 nChanged 156 SP:Iteration 5F (5391.910000 sec): 3 clusters Score: Raw -515980.622845 + Penalty 3949.358177 = -512031.264668 nChanged 131 SP:Iteration 6Q (5392.100000 sec): 3 clusters Score: Raw -516119.634709 + Penalty 3949.358177 = -512170.276532 nChanged 99 SP:Iteration 7Q (5392.280000 sec): 3 clusters Score: Raw -516195.258886 + Penalty 3949.358177 = -512245.900709 nChanged 64 SP:Iteration 8Q (5392.490000 sec): 3 clusters Score: Raw -516252.934781 + Penalty 3949.358177 = -512303.576603 nChanged 66 SP:Iteration 9Q (5392.670000 sec): 3 clusters Score: Raw -516309.856787 + Penalty 3949.358177 = -512360.498610 nChanged 56 SP:Iteration 10Q (5392.900000 sec): 3 clusters Score: Raw -516348.330307 + Penalty 3949.358177 = -512398.972129 nChanged 48 SP:Iteration 11Q (5393.120000 sec): 3 clusters Score: Raw -516377.874676 + Penalty 3949.358177 = -512428.516499 nChanged 35 SP:Iteration 12Q (5393.330000 sec): 3 clusters Score: Raw -516398.784315 + Penalty 3949.358177 = -512449.426138 nChanged 30 SP:Iteration 13Q (5393.590000 sec): 3 clusters Score: Raw -516417.252673 + Penalty 3949.358177 = -512467.894496 nChanged 24 SP:Iteration 14Q (5393.800000 sec): 3 clusters Score: Raw -516431.232252 + Penalty 3949.358177 = -512481.874075 nChanged 21 SP:Iteration 15Q (5394.020000 sec): 3 clusters Score: Raw -516443.787940 + Penalty 3949.358177 = -512494.429763 nChanged 20 SP:Iteration 16Q (5394.180000 sec): 3 clusters Score: Raw -516455.106807 + Penalty 3949.358177 = -512505.748630 nChanged 23 SP:Iteration 17Q (5394.360000 sec): 3 clusters Score: Raw -516468.700998 + Penalty 3949.358177 = -512519.342821 nChanged 17 SP:Iteration 18Q (5394.590000 sec): 3 clusters Score: Raw -516477.659546 + Penalty 3949.358177 = -512528.301369 nChanged 13 SP:Iteration 19Q (5394.750000 sec): 3 clusters Score: Raw -516483.672064 + Penalty 3949.358177 = -512534.313887 nChanged 11 SP:Iteration 20F (5395.020000 sec): 3 clusters Score: Raw -516491.421554 + Penalty 3949.358177 = -512542.063377 nChanged 13 SP:Iteration 21Q (5395.250000 sec): 3 clusters Score: Raw -516498.793433 + Penalty 3949.358177 = -512549.435256 nChanged 16 SP:Iteration 22Q (5395.460000 sec): 3 clusters Score: Raw -516507.271572 + Penalty 3949.358177 = -512557.913395 nChanged 14 SP:Iteration 23Q (5395.700000 sec): 3 clusters Score: Raw -516515.638052 + Penalty 3949.358177 = -512566.279875 nChanged 16 SP:Iteration 24Q (5395.940000 sec): 3 clusters Score: Raw -516526.030992 + Penalty 3949.358177 = -512576.672815 nChanged 14 SP:Iteration 25Q (5396.140000 sec): 3 clusters Score: Raw -516535.404257 + Penalty 3949.358177 = -512586.046080 nChanged 12 SP:Iteration 26Q (5396.370000 sec): 3 clusters Score: Raw -516541.816390 + Penalty 3949.358177 = -512592.458213 nChanged 12 SP:Iteration 27Q (5396.630000 sec): 3 clusters Score: Raw -516547.874196 + Penalty 3949.358177 = -512598.516018 nChanged 14 SP:Iteration 28Q (5396.870000 sec): 3 clusters Score: Raw -516556.429136 + Penalty 3949.358177 = -512607.070959 nChanged 11 SP:Iteration 29Q (5397.070000 sec): 3 clusters Score: Raw -516561.674565 + Penalty 3949.358177 = -512612.316388 nChanged 13 SP:Iteration 30Q (5397.240000 sec): 3 clusters Score: Raw -516570.739971 + Penalty 3949.358177 = -512621.381794 nChanged 17 SP:Iteration 31Q (5397.460000 sec): 3 clusters Score: Raw -516583.443710 + Penalty 3949.358177 = -512634.085533 nChanged 20 SP:Iteration 32Q (5397.650000 sec): 3 clusters Score: Raw -516598.499741 + Penalty 3949.358177 = -512649.141564 nChanged 22 SP:Iteration 33Q (5397.810000 sec): 3 clusters Score: Raw -516613.772814 + Penalty 3949.358177 = -512664.414636 nChanged 27 SP:Iteration 34Q (5397.990000 sec): 3 clusters Score: Raw -516628.543476 + Penalty 3949.358177 = -512679.185298 nChanged 17 SP:Iteration 35Q (5398.150000 sec): 3 clusters Score: Raw -516641.292347 + Penalty 3949.358177 = -512691.934170 nChanged 24 SP:Iteration 36Q (5398.320000 sec): 3 clusters Score: Raw -516660.980422 + Penalty 3949.358177 = -512711.622244 nChanged 30 SP:Iteration 37Q (5398.500000 sec): 3 clusters Score: Raw -516684.058013 + Penalty 3949.358177 = -512734.699836 nChanged 32 SP:Iteration 38Q (5398.660000 sec): 3 clusters Score: Raw -516713.395027 + Penalty 3949.358177 = -512764.036850 nChanged 38 SP:Iteration 39Q (5398.810000 sec): 3 clusters Score: Raw -516748.691603 + Penalty 3949.358177 = -512799.333426 nChanged 41 SP:Iteration 40F (5399.010000 sec): 3 clusters Score: Raw -516792.636275 + Penalty 3949.358177 = -512843.278097 nChanged 45 SP:Iteration 41Q (5399.190000 sec): 3 clusters Score: Raw -516839.930221 + Penalty 3949.358177 = -512890.572044 nChanged 47 SP:Iteration 42Q (5399.360000 sec): 3 clusters Score: Raw -516883.747799 + Penalty 3949.358177 = -512934.389621 nChanged 44 SP:Iteration 43Q (5399.500000 sec): 3 clusters Score: Raw -516934.814053 + Penalty 3949.358177 = -512985.455876 nChanged 54 SP:Iteration 44Q (5399.630000 sec): 3 clusters Score: Raw -517003.763027 + Penalty 3949.358177 = -513054.404850 nChanged 55 SP:Iteration 45Q (5399.800000 sec): 3 clusters Score: Raw -517078.102089 + Penalty 3949.358177 = -513128.743911 nChanged 45 SP:Iteration 46Q (5400.000000 sec): 3 clusters Score: Raw -517131.992046 + Penalty 3949.358177 = -513182.633868 nChanged 31 SP:Iteration 47Q (5400.220000 sec): 3 clusters Score: Raw -517163.343055 + Penalty 3949.358177 = -513213.984878 nChanged 23 SP:Iteration 48Q (5400.450000 sec): 3 clusters Score: Raw -517189.264721 + Penalty 3949.358177 = -513239.906544 nChanged 17 SP:Iteration 49Q (5400.620000 sec): 3 clusters Score: Raw -517215.330191 + Penalty 3949.358177 = -513265.972014 nChanged 21 SP:Iteration 50Q (5400.890000 sec): 3 clusters Score: Raw -517241.544652 + Penalty 3949.358177 = -513292.186475 nChanged 10 SP:Iteration 51Q (5401.120000 sec): 3 clusters Score: Raw -517252.382838 + Penalty 3949.358177 = -513303.024661 nChanged 8 SP:Iteration 52Q (5401.340000 sec): 3 clusters Score: Raw -517262.769418 + Penalty 3949.358177 = -513313.411240 nChanged 10 SP:Iteration 53Q (5401.520000 sec): 3 clusters Score: Raw -517278.983881 + Penalty 3949.358177 = -513329.625704 nChanged 16 SP:Iteration 54Q (5401.720000 sec): 3 clusters Score: Raw -517301.781967 + Penalty 3949.358177 = -513352.423790 nChanged 14 SP:Iteration 55Q (5401.900000 sec): 3 clusters Score: Raw -517318.227036 + Penalty 3949.358177 = -513368.868858 nChanged 15 SP:Iteration 56Q (5402.060000 sec): 3 clusters Score: Raw -517337.749359 + Penalty 3949.358177 = -513388.391182 nChanged 8 SP:Iteration 57Q (5402.250000 sec): 3 clusters Score: Raw -517348.570412 + Penalty 3949.358177 = -513399.212234 nChanged 5 SP:Iteration 58Q (5402.430000 sec): 3 clusters Score: Raw -517355.607353 + Penalty 3949.358177 = -513406.249175 nChanged 5 SP:Iteration 59Q (5402.600000 sec): 3 clusters Score: Raw -517361.776982 + Penalty 3949.358177 = -513412.418805 nChanged 4 SP:Iteration 60F (5402.800000 sec): 3 clusters Score: Raw -517367.590455 + Penalty 3949.358177 = -513418.232278 nChanged 5 SP:Iteration 61Q (5402.970000 sec): 3 clusters Score: Raw -517373.795342 + Penalty 3949.358177 = -513424.437165 nChanged 4 SP:Iteration 62Q (5403.160000 sec): 3 clusters Score: Raw -517379.048289 + Penalty 3949.358177 = -513429.690112 nChanged 3 SP:Iteration 63Q (5403.380000 sec): 3 clusters Score: Raw -517381.955907 + Penalty 3949.358177 = -513432.597730 nChanged 1 SP:Iteration 64Q (5403.580000 sec): 3 clusters Score: Raw -517382.421369 + Penalty 3949.358177 = -513433.063191 nChanged 0 SP:Iteration 65F (5403.780000 sec): 3 clusters Score: Raw -517382.421369 + Penalty 3949.358177 = -513433.063191 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5403.880000 sec): 2 clusters Score: Raw -59836.279121 + Penalty 1457.678474 = -58378.600647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5404.060000 sec): 3 clusters Score: Raw -60056.972166 + Penalty 2915.356948 = -57141.615218 nChanged 60 SP:Iteration 1F (5404.280000 sec): 3 clusters Score: Raw -60212.179758 + Penalty 2915.356948 = -57296.822810 nChanged 14 SP:Iteration 2Q (5404.460000 sec): 3 clusters Score: Raw -60259.198876 + Penalty 2915.356948 = -57343.841928 nChanged 5 SP:Iteration 3Q (5404.690000 sec): 3 clusters Score: Raw -60274.723302 + Penalty 2915.356948 = -57359.366354 nChanged 7 SP:Iteration 4Q (5404.860000 sec): 3 clusters Score: Raw -60290.244892 + Penalty 2915.356948 = -57374.887944 nChanged 5 SP:Iteration 5Q (5405.040000 sec): 3 clusters Score: Raw -60299.923196 + Penalty 2915.356948 = -57384.566248 nChanged 3 SP:Iteration 6Q (5405.280000 sec): 3 clusters Score: Raw -60305.724462 + Penalty 2915.356948 = -57390.367514 nChanged 2 SP:Iteration 7Q (5405.450000 sec): 3 clusters Score: Raw -60309.465374 + Penalty 2915.356948 = -57394.108426 nChanged 0 SP:Iteration 8F (5405.610000 sec): 3 clusters Score: Raw -60309.465374 + Penalty 2915.356948 = -57394.108426 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5405.720000 sec): 2 clusters Score: Raw -112741.129588 + Penalty 1622.533046 = -111118.596542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5405.910000 sec): 3 clusters Score: Raw -112717.451296 + Penalty 3245.066092 = -109472.385204 nChanged 162 SP:Iteration 1F (5406.110000 sec): 3 clusters Score: Raw -112946.831574 + Penalty 3245.066092 = -109701.765482 nChanged 38 SP:Iteration 2F (5406.280000 sec): 3 clusters Score: Raw -113032.010695 + Penalty 3245.066092 = -109786.944602 nChanged 26 SP:Iteration 3Q (5406.450000 sec): 3 clusters Score: Raw -113084.082050 + Penalty 3245.066092 = -109839.015957 nChanged 12 SP:Iteration 4Q (5406.670000 sec): 3 clusters Score: Raw -113111.956893 + Penalty 3245.066092 = -109866.890801 nChanged 14 SP:Iteration 5Q (5406.840000 sec): 3 clusters Score: Raw -113137.027859 + Penalty 3245.066092 = -109891.961767 nChanged 10 SP:Iteration 6Q (5407.040000 sec): 3 clusters Score: Raw -113157.424029 + Penalty 3245.066092 = -109912.357937 nChanged 13 SP:Iteration 7Q (5407.240000 sec): 3 clusters Score: Raw -113192.991809 + Penalty 3245.066092 = -109947.925717 nChanged 11 SP:Iteration 8Q (5407.430000 sec): 3 clusters Score: Raw -113266.390030 + Penalty 3245.066092 = -110021.323938 nChanged 15 SP:Iteration 9Q (5407.620000 sec): 3 clusters Score: Raw -113305.221632 + Penalty 3245.066092 = -110060.155540 nChanged 13 SP:Iteration 10Q (5407.870000 sec): 3 clusters Score: Raw -113338.040862 + Penalty 3245.066092 = -110092.974769 nChanged 13 SP:Iteration 11Q (5408.000000 sec): 3 clusters Score: Raw -113369.422679 + Penalty 3245.066092 = -110124.356587 nChanged 6 SP:Iteration 12Q (5408.130000 sec): 3 clusters Score: Raw -113382.049614 + Penalty 3245.066092 = -110136.983522 nChanged 2 SP:Iteration 13Q (5408.330000 sec): 3 clusters Score: Raw -113386.905089 + Penalty 3245.066092 = -110141.838997 nChanged 0 SP:Iteration 14F (5408.520000 sec): 3 clusters Score: Raw -113386.905089 + Penalty 3245.066092 = -110141.838997 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5408.590000 sec): 2 clusters Score: Raw -94003.680070 + Penalty 1571.532781 = -92432.147288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5408.760000 sec): 3 clusters Score: Raw -93989.559364 + Penalty 3143.065563 = -90846.493801 nChanged 115 SP:Iteration 1F (5408.920000 sec): 3 clusters Score: Raw -94197.977403 + Penalty 3143.065563 = -91054.911840 nChanged 36 SP:Iteration 2F (5409.090000 sec): 3 clusters Score: Raw -94286.791003 + Penalty 3143.065563 = -91143.725440 nChanged 20 SP:Iteration 3Q (5409.250000 sec): 3 clusters Score: Raw -94349.116250 + Penalty 3143.065563 = -91206.050687 nChanged 21 SP:Iteration 4Q (5409.410000 sec): 3 clusters Score: Raw -94429.827889 + Penalty 3143.065563 = -91286.762326 nChanged 15 SP:Iteration 5Q (5409.570000 sec): 3 clusters Score: Raw -94483.084215 + Penalty 3143.065563 = -91340.018652 nChanged 14 SP:Iteration 6Q (5409.740000 sec): 3 clusters Score: Raw -94533.058595 + Penalty 3143.065563 = -91389.993033 nChanged 14 SP:Iteration 7Q (5410.000000 sec): 3 clusters Score: Raw -94579.203278 + Penalty 3143.065563 = -91436.137715 nChanged 7 SP:Iteration 8Q (5410.190000 sec): 3 clusters Score: Raw -94600.935679 + Penalty 3143.065563 = -91457.870116 nChanged 5 SP:Iteration 9Q (5410.360000 sec): 3 clusters Score: Raw -94608.220206 + Penalty 3143.065563 = -91465.154643 nChanged 2 SP:Iteration 10Q (5410.530000 sec): 3 clusters Score: Raw -94615.212460 + Penalty 3143.065563 = -91472.146898 nChanged 1 SP:Iteration 11Q (5410.720000 sec): 3 clusters Score: Raw -94617.086152 + Penalty 3143.065563 = -91474.020589 nChanged 0 SP:Iteration 12F (5410.930000 sec): 3 clusters Score: Raw -94617.086152 + Penalty 3143.065563 = -91474.020589 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (2749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.020000 sec): 2 clusters Score: Raw -470092.713382 + Penalty 1963.910137 = -468128.803245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5411.240000 sec): 3 clusters Score: Raw -468997.610688 + Penalty 3927.820274 = -465069.790414 nChanged 935 SP:Iteration 1F (5411.480000 sec): 3 clusters Score: Raw -469784.290198 + Penalty 3927.820274 = -465856.469924 nChanged 260 SP:Iteration 2F (5411.650000 sec): 3 clusters Score: Raw -470117.166787 + Penalty 3927.820274 = -466189.346513 nChanged 199 SP:Iteration 3F (5411.850000 sec): 3 clusters Score: Raw -470354.140192 + Penalty 3927.820274 = -466426.319918 nChanged 149 SP:Iteration 4F (5412.010000 sec): 3 clusters Score: Raw -470549.585267 + Penalty 3927.820274 = -466621.764993 nChanged 132 SP:Iteration 5Q (5412.200000 sec): 3 clusters Score: Raw -470713.245977 + Penalty 3927.820274 = -466785.425703 nChanged 118 SP:Iteration 6Q (5412.380000 sec): 3 clusters Score: Raw -470849.670608 + Penalty 3927.820274 = -466921.850334 nChanged 87 SP:Iteration 7Q (5412.570000 sec): 3 clusters Score: Raw -470945.748756 + Penalty 3927.820274 = -467017.928482 nChanged 74 SP:Iteration 8Q (5412.800000 sec): 3 clusters Score: Raw -471027.849848 + Penalty 3927.820274 = -467100.029573 nChanged 64 SP:Iteration 9Q (5412.990000 sec): 3 clusters Score: Raw -471105.856177 + Penalty 3927.820274 = -467178.035903 nChanged 63 SP:Iteration 10Q (5413.180000 sec): 3 clusters Score: Raw -471180.414672 + Penalty 3927.820274 = -467252.594398 nChanged 59 SP:Iteration 11Q (5413.380000 sec): 3 clusters Score: Raw -471242.668384 + Penalty 3927.820274 = -467314.848110 nChanged 61 SP:Iteration 12Q (5413.630000 sec): 3 clusters Score: Raw -471297.484063 + Penalty 3927.820274 = -467369.663789 nChanged 52 SP:Iteration 13Q (5413.830000 sec): 3 clusters Score: Raw -471340.696236 + Penalty 3927.820274 = -467412.875962 nChanged 34 SP:Iteration 14Q (5414.000000 sec): 3 clusters Score: Raw -471364.721299 + Penalty 3927.820274 = -467436.901025 nChanged 28 SP:Iteration 15Q (5414.240000 sec): 3 clusters Score: Raw -471388.017080 + Penalty 3927.820274 = -467460.196806 nChanged 23 SP:Iteration 16Q (5414.470000 sec): 3 clusters Score: Raw -471404.205732 + Penalty 3927.820274 = -467476.385458 nChanged 22 SP:Iteration 17Q (5414.660000 sec): 3 clusters Score: Raw -471421.751095 + Penalty 3927.820274 = -467493.930821 nChanged 26 SP:Iteration 18Q (5414.880000 sec): 3 clusters Score: Raw -471450.804892 + Penalty 3927.820274 = -467522.984618 nChanged 28 SP:Iteration 19Q (5415.040000 sec): 3 clusters Score: Raw -471471.634194 + Penalty 3927.820274 = -467543.813920 nChanged 19 SP:Iteration 20F (5415.260000 sec): 3 clusters Score: Raw -471484.016984 + Penalty 3927.820274 = -467556.196710 nChanged 15 SP:Iteration 21Q (5415.420000 sec): 3 clusters Score: Raw -471492.892048 + Penalty 3927.820274 = -467565.071774 nChanged 8 SP:Iteration 22Q (5415.600000 sec): 3 clusters Score: Raw -471496.889048 + Penalty 3927.820274 = -467569.068774 nChanged 3 SP:Iteration 23Q (5415.820000 sec): 3 clusters Score: Raw -471498.246419 + Penalty 3927.820274 = -467570.426145 nChanged 2 SP:Iteration 24Q (5416.020000 sec): 3 clusters Score: Raw -471499.925913 + Penalty 3927.820274 = -467572.105639 nChanged 4 SP:Iteration 25Q (5416.220000 sec): 3 clusters Score: Raw -471501.565557 + Penalty 3927.820274 = -467573.745283 nChanged 0 SP:Iteration 26F (5416.410000 sec): 3 clusters Score: Raw -471501.565557 + Penalty 3927.820274 = -467573.745283 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.520000 sec): 2 clusters Score: Raw -1493796.266743 + Penalty 2224.604098 = -1491571.662644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.760000 sec): 3 clusters Score: Raw -1489650.811479 + Penalty 4449.208196 = -1485201.603282 nChanged 3196 SP:Iteration 1F (5416.990000 sec): 3 clusters Score: Raw -1491389.741105 + Penalty 4449.208196 = -1486940.532908 nChanged 511 SP:Iteration 2F (5417.240000 sec): 3 clusters Score: Raw -1491637.282517 + Penalty 4449.208196 = -1487188.074321 nChanged 391 SP:Iteration 3Q (5417.510000 sec): 3 clusters Score: Raw -1491823.409626 + Penalty 4449.208196 = -1487374.201429 nChanged 313 SP:Iteration 4Q (5417.750000 sec): 3 clusters Score: Raw -1491966.164105 + Penalty 4449.208196 = -1487516.955908 nChanged 285 SP:Iteration 5Q (5418.020000 sec): 3 clusters Score: Raw -1492099.888710 + Penalty 4449.208196 = -1487650.680513 nChanged 259 SP:Iteration 6Q (5418.240000 sec): 3 clusters Score: Raw -1492221.899214 + Penalty 4449.208196 = -1487772.691017 nChanged 237 SP:Iteration 7Q (5418.490000 sec): 3 clusters Score: Raw -1492332.142430 + Penalty 4449.208196 = -1487882.934233 nChanged 249 SP:Iteration 8Q (5418.750000 sec): 3 clusters Score: Raw -1492463.027700 + Penalty 4449.208196 = -1488013.819503 nChanged 262 SP:Iteration 9Q (5419.050000 sec): 3 clusters Score: Raw -1492600.603484 + Penalty 4449.208196 = -1488151.395287 nChanged 232 SP:Iteration 10Q (5419.240000 sec): 3 clusters Score: Raw -1492717.732291 + Penalty 4449.208196 = -1488268.524094 nChanged 247 SP:Iteration 11Q (5419.460000 sec): 3 clusters Score: Raw -1492858.126448 + Penalty 4449.208196 = -1488408.918252 nChanged 264 SP:Iteration 12Q (5419.680000 sec): 3 clusters Score: Raw -1493028.305144 + Penalty 4449.208196 = -1488579.096947 nChanged 300 SP:Iteration 13Q (5419.880000 sec): 3 clusters Score: Raw -1493249.222969 + Penalty 4449.208196 = -1488800.014773 nChanged 302 SP:Iteration 14Q (5420.120000 sec): 3 clusters Score: Raw -1493494.991666 + Penalty 4449.208196 = -1489045.783469 nChanged 291 SP:Iteration 15Q (5420.350000 sec): 3 clusters Score: Raw -1493750.608354 + Penalty 4449.208196 = -1489301.400157 nChanged 236 SP:Iteration 16Q (5420.570000 sec): 3 clusters Score: Raw -1493953.081586 + Penalty 4449.208196 = -1489503.873389 nChanged 152 SP:Iteration 17Q (5420.790000 sec): 3 clusters Score: Raw -1494073.257418 + Penalty 4449.208196 = -1489624.049222 nChanged 103 SP:Iteration 18Q (5421.020000 sec): 3 clusters Score: Raw -1494161.791633 + Penalty 4449.208196 = -1489712.583437 nChanged 77 SP:Iteration 19Q (5421.290000 sec): 3 clusters Score: Raw -1494237.810161 + Penalty 4449.208196 = -1489788.601965 nChanged 57 SP:Iteration 20F (5421.550000 sec): 3 clusters Score: Raw -1494288.736606 + Penalty 4449.208196 = -1489839.528410 nChanged 34 SP:Iteration 21Q (5421.800000 sec): 3 clusters Score: Raw -1494317.554017 + Penalty 4449.208196 = -1489868.345821 nChanged 19 SP:Iteration 22Q (5422.020000 sec): 3 clusters Score: Raw -1494331.902567 + Penalty 4449.208196 = -1489882.694371 nChanged 15 SP:Iteration 23Q (5422.310000 sec): 3 clusters Score: Raw -1494344.442168 + Penalty 4449.208196 = -1489895.233971 nChanged 14 SP:Iteration 24Q (5422.540000 sec): 3 clusters Score: Raw -1494358.574523 + Penalty 4449.208196 = -1489909.366326 nChanged 13 SP:Iteration 25Q (5422.770000 sec): 3 clusters Score: Raw -1494366.775367 + Penalty 4449.208196 = -1489917.567170 nChanged 7 SP:Iteration 26Q (5422.950000 sec): 3 clusters Score: Raw -1494373.808487 + Penalty 4449.208196 = -1489924.600291 nChanged 7 SP:Iteration 27Q (5423.170000 sec): 3 clusters Score: Raw -1494383.238278 + Penalty 4449.208196 = -1489934.030082 nChanged 7 SP:Iteration 28Q (5423.430000 sec): 3 clusters Score: Raw -1494392.409038 + Penalty 4449.208196 = -1489943.200842 nChanged 8 SP:Iteration 29Q (5423.630000 sec): 3 clusters Score: Raw -1494399.576440 + Penalty 4449.208196 = -1489950.368243 nChanged 7 SP:Iteration 30Q (5423.890000 sec): 3 clusters Score: Raw -1494404.863025 + Penalty 4449.208196 = -1489955.654828 nChanged 6 SP:Iteration 31Q (5424.110000 sec): 3 clusters Score: Raw -1494409.441962 + Penalty 4449.208196 = -1489960.233765 nChanged 2 SP:Iteration 32Q (5424.320000 sec): 3 clusters Score: Raw -1494411.045187 + Penalty 4449.208196 = -1489961.836990 nChanged 3 SP:Iteration 33Q (5424.570000 sec): 3 clusters Score: Raw -1494414.195409 + Penalty 4449.208196 = -1489964.987212 nChanged 3 SP:Iteration 34Q (5424.770000 sec): 3 clusters Score: Raw -1494416.575546 + Penalty 4449.208196 = -1489967.367350 nChanged 3 SP:Iteration 35Q (5424.970000 sec): 3 clusters Score: Raw -1494418.559688 + Penalty 4449.208196 = -1489969.351492 nChanged 3 SP:Iteration 36Q (5425.230000 sec): 3 clusters Score: Raw -1494421.071412 + Penalty 4449.208196 = -1489971.863215 nChanged 3 SP:Iteration 37Q (5425.460000 sec): 3 clusters Score: Raw -1494423.697272 + Penalty 4449.208196 = -1489974.489075 nChanged 3 SP:Iteration 38Q (5425.650000 sec): 3 clusters Score: Raw -1494425.194577 + Penalty 4449.208196 = -1489975.986381 nChanged 1 SP:Iteration 39Q (5425.890000 sec): 3 clusters Score: Raw -1494426.004400 + Penalty 4449.208196 = -1489976.796203 nChanged 1 SP:Iteration 40F (5426.100000 sec): 3 clusters Score: Raw -1494427.811276 + Penalty 4449.208196 = -1489978.603080 nChanged 1 SP:Iteration 41Q (5426.350000 sec): 3 clusters Score: Raw -1494428.970308 + Penalty 4449.208196 = -1489979.762111 nChanged 1 SP:Iteration 42Q (5426.610000 sec): 3 clusters Score: Raw -1494429.953749 + Penalty 4449.208196 = -1489980.745552 nChanged 0 SP:Iteration 43F (5426.830000 sec): 3 clusters Score: Raw -1494429.953749 + Penalty 4449.208196 = -1489980.745552 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (182501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5427.860000 sec): 2 clusters Score: Raw -35374440.701126 + Penalty 3004.398711 = -35371436.302415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5429.120000 sec): 3 clusters Score: Raw -35255298.663536 + Penalty 6008.797422 = -35249289.866114 nChanged 87570 SP:Iteration 1F (5430.390000 sec): 3 clusters Score: Raw -35307239.502804 + Penalty 6008.797422 = -35301230.705382 nChanged 7407 SP:Iteration 2Q (5431.750000 sec): 3 clusters Score: Raw -35309848.840110 + Penalty 6008.797422 = -35303840.042688 nChanged 9612 SP:Iteration 3F (5433.050000 sec): 3 clusters Score: Raw -35314453.183977 + Penalty 6008.797422 = -35308444.386555 nChanged 12431 SP:Iteration 4F (5434.210000 sec): 3 clusters Score: Raw -35322260.803529 + Penalty 6008.797422 = -35316252.006107 nChanged 14676 SP:Iteration 5F (5435.350000 sec): 3 clusters Score: Raw -35333355.538869 + Penalty 6008.797422 = -35327346.741447 nChanged 14436 SP:Iteration 6F (5436.600000 sec): 3 clusters Score: Raw -35345565.212725 + Penalty 6008.797422 = -35339556.415303 nChanged 11621 SP:Iteration 7F (5437.790000 sec): 3 clusters Score: Raw -35356096.331278 + Penalty 6008.797422 = -35350087.533856 nChanged 7865 SP:Iteration 8Q (5439.150000 sec): 3 clusters Score: Raw -35363453.896277 + Penalty 6008.797422 = -35357445.098855 nChanged 4901 SP:Iteration 9Q (5440.390000 sec): 3 clusters Score: Raw -35368057.672388 + Penalty 6008.797422 = -35362048.874966 nChanged 3062 SP:Iteration 10Q (5441.500000 sec): 3 clusters Score: Raw -35370711.415993 + Penalty 6008.797422 = -35364702.618571 nChanged 1920 SP:Iteration 11Q (5442.580000 sec): 3 clusters Score: Raw -35372229.818937 + Penalty 6008.797422 = -35366221.021515 nChanged 1245 SP:Iteration 12Q (5443.620000 sec): 3 clusters Score: Raw -35373086.858814 + Penalty 6008.797422 = -35367078.061393 nChanged 879 SP:Iteration 13Q (5444.570000 sec): 3 clusters Score: Raw -35373611.069612 + Penalty 6008.797422 = -35367602.272190 nChanged 616 SP:Iteration 14Q (5445.490000 sec): 3 clusters Score: Raw -35373941.462711 + Penalty 6008.797422 = -35367932.665289 nChanged 473 SP:Iteration 15Q (5446.390000 sec): 3 clusters Score: Raw -35374168.360122 + Penalty 6008.797422 = -35368159.562700 nChanged 350 SP:Iteration 16Q (5447.220000 sec): 3 clusters Score: Raw -35374313.986654 + Penalty 6008.797422 = -35368305.189232 nChanged 277 SP:Iteration 17Q (5448.120000 sec): 3 clusters Score: Raw -35374432.140470 + Penalty 6008.797422 = -35368423.343048 nChanged 224 SP:Iteration 18Q (5448.970000 sec): 3 clusters Score: Raw -35374528.361976 + Penalty 6008.797422 = -35368519.564554 nChanged 175 SP:Iteration 19Q (5449.970000 sec): 3 clusters Score: Raw -35374597.978763 + Penalty 6008.797422 = -35368589.181341 nChanged 148 SP:Iteration 20F (5451.060000 sec): 3 clusters Score: Raw -35374652.771403 + Penalty 6008.797422 = -35368643.973981 nChanged 118 SP:Iteration 21Q (5452.040000 sec): 3 clusters Score: Raw -35374695.911556 + Penalty 6008.797422 = -35368687.114134 nChanged 108 SP:Iteration 22Q (5452.960000 sec): 3 clusters Score: Raw -35374734.886971 + Penalty 6008.797422 = -35368726.089549 nChanged 90 SP:Iteration 23Q (5453.930000 sec): 3 clusters Score: Raw -35374769.298736 + Penalty 6008.797422 = -35368760.501314 nChanged 83 SP:Iteration 24Q (5454.860000 sec): 3 clusters Score: Raw -35374803.882182 + Penalty 6008.797422 = -35368795.084760 nChanged 80 SP:Iteration 25Q (5455.800000 sec): 3 clusters Score: Raw -35374839.166310 + Penalty 6008.797422 = -35368830.368888 nChanged 70 SP:Iteration 26Q (5456.700000 sec): 3 clusters Score: Raw -35374867.527480 + Penalty 6008.797422 = -35368858.730058 nChanged 60 SP:Iteration 27Q (5457.540000 sec): 3 clusters Score: Raw -35374891.966767 + Penalty 6008.797422 = -35368883.169345 nChanged 58 SP:Iteration 28Q (5458.450000 sec): 3 clusters Score: Raw -35374913.583823 + Penalty 6008.797422 = -35368904.786401 nChanged 44 SP:Iteration 29Q (5459.430000 sec): 3 clusters Score: Raw -35374928.684972 + Penalty 6008.797422 = -35368919.887550 nChanged 29 SP:Iteration 30Q (5460.450000 sec): 3 clusters Score: Raw -35374937.569460 + Penalty 6008.797422 = -35368928.772039 nChanged 19 SP:Iteration 31Q (5461.380000 sec): 3 clusters Score: Raw -35374943.605463 + Penalty 6008.797422 = -35368934.808041 nChanged 21 SP:Iteration 32Q (5462.360000 sec): 3 clusters Score: Raw -35374951.799775 + Penalty 6008.797422 = -35368943.002353 nChanged 23 SP:Iteration 33Q (5463.280000 sec): 3 clusters Score: Raw -35374959.492424 + Penalty 6008.797422 = -35368950.695002 nChanged 16 SP:Iteration 34Q (5464.210000 sec): 3 clusters Score: Raw -35374966.491524 + Penalty 6008.797422 = -35368957.694102 nChanged 20 SP:Iteration 35Q (5465.140000 sec): 3 clusters Score: Raw -35374973.954811 + Penalty 6008.797422 = -35368965.157389 nChanged 21 SP:Iteration 36Q (5466.190000 sec): 3 clusters Score: Raw -35374982.711477 + Penalty 6008.797422 = -35368973.914055 nChanged 25 SP:Iteration 37Q (5467.260000 sec): 3 clusters Score: Raw -35374993.122253 + Penalty 6008.797422 = -35368984.324831 nChanged 24 SP:Iteration 38Q (5468.360000 sec): 3 clusters Score: Raw -35375003.094710 + Penalty 6008.797422 = -35368994.297289 nChanged 23 SP:Iteration 39Q (5469.380000 sec): 3 clusters Score: Raw -35375011.369999 + Penalty 6008.797422 = -35369002.572577 nChanged 17 SP:Iteration 40F (5470.550000 sec): 3 clusters Score: Raw -35375017.490224 + Penalty 6008.797422 = -35369008.692802 nChanged 15 SP:Iteration 41Q (5471.570000 sec): 3 clusters Score: Raw -35375023.031836 + Penalty 6008.797422 = -35369014.234414 nChanged 6 SP:Iteration 42Q (5472.550000 sec): 3 clusters Score: Raw -35375024.853684 + Penalty 6008.797422 = -35369016.056262 nChanged 4 SP:Iteration 43Q (5473.580000 sec): 3 clusters Score: Raw -35375026.462484 + Penalty 6008.797422 = -35369017.665062 nChanged 6 SP:Iteration 44Q (5474.580000 sec): 3 clusters Score: Raw -35375027.840437 + Penalty 6008.797422 = -35369019.043015 nChanged 6 SP:Iteration 45Q (5475.560000 sec): 3 clusters Score: Raw -35375030.368320 + Penalty 6008.797422 = -35369021.570898 nChanged 11 SP:Iteration 46Q (5476.540000 sec): 3 clusters Score: Raw -35375034.615609 + Penalty 6008.797422 = -35369025.818187 nChanged 7 SP:Iteration 47Q (5477.550000 sec): 3 clusters Score: Raw -35375037.037803 + Penalty 6008.797422 = -35369028.240381 nChanged 5 SP:Iteration 48Q (5478.440000 sec): 3 clusters Score: Raw -35375038.334206 + Penalty 6008.797422 = -35369029.536784 nChanged 3 SP:Iteration 49Q (5479.310000 sec): 3 clusters Score: Raw -35375039.348983 + Penalty 6008.797422 = -35369030.551561 nChanged 3 SP:Iteration 50Q (5480.260000 sec): 3 clusters Score: Raw -35375040.382591 + Penalty 6008.797422 = -35369031.585169 nChanged 2 SP:Iteration 51Q (5481.200000 sec): 3 clusters Score: Raw -35375040.880435 + Penalty 6008.797422 = -35369032.083013 nChanged 0 SP:Iteration 52F (5482.330000 sec): 3 clusters Score: Raw -35375040.880435 + Penalty 6008.797422 = -35369032.083013 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5482.530000 sec): 2 clusters Score: Raw -140332.048441 + Penalty 1682.264650 = -138649.783791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5482.720000 sec): 3 clusters Score: Raw -140246.709241 + Penalty 3364.529299 = -136882.179941 nChanged 227 SP:Iteration 1F (5482.900000 sec): 3 clusters Score: Raw -140604.655908 + Penalty 3364.529299 = -137240.126608 nChanged 89 SP:Iteration 2F (5483.090000 sec): 3 clusters Score: Raw -140904.646659 + Penalty 3364.529299 = -137540.117359 nChanged 83 SP:Iteration 3F (5483.310000 sec): 3 clusters Score: Raw -141194.313358 + Penalty 3364.529299 = -137829.784058 nChanged 68 SP:Iteration 4F (5483.480000 sec): 3 clusters Score: Raw -141462.351041 + Penalty 3364.529299 = -138097.821741 nChanged 48 SP:Iteration 5F (5483.690000 sec): 3 clusters Score: Raw -141606.849740 + Penalty 3364.529299 = -138242.320441 nChanged 26 SP:Iteration 6Q (5483.860000 sec): 3 clusters Score: Raw -141671.422284 + Penalty 3364.529299 = -138306.892985 nChanged 11 SP:Iteration 7Q (5484.010000 sec): 3 clusters Score: Raw -141725.952029 + Penalty 3364.529299 = -138361.422729 nChanged 7 SP:Iteration 8Q (5484.240000 sec): 3 clusters Score: Raw -141742.828570 + Penalty 3364.529299 = -138378.299270 nChanged 9 SP:Iteration 9Q (5484.450000 sec): 3 clusters Score: Raw -141765.209477 + Penalty 3364.529299 = -138400.680178 nChanged 6 SP:Iteration 10Q (5484.680000 sec): 3 clusters Score: Raw -141781.041192 + Penalty 3364.529299 = -138416.511893 nChanged 2 SP:Iteration 11Q (5484.900000 sec): 3 clusters Score: Raw -141783.354732 + Penalty 3364.529299 = -138418.825433 nChanged 0 SP:Iteration 12F (5485.070000 sec): 3 clusters Score: Raw -141784.871665 + Penalty 3364.529299 = -138420.342366 nChanged 1 SP:Iteration 13Q (5485.280000 sec): 3 clusters Score: Raw -141795.926422 + Penalty 3364.529299 = -138431.397123 nChanged 3 SP:Iteration 14Q (5485.430000 sec): 3 clusters Score: Raw -141815.087151 + Penalty 3364.529299 = -138450.557852 nChanged 4 SP:Iteration 15Q (5485.570000 sec): 3 clusters Score: Raw -141821.408296 + Penalty 3364.529299 = -138456.878997 nChanged 2 SP:Iteration 16Q (5485.710000 sec): 3 clusters Score: Raw -141823.907362 + Penalty 3364.529299 = -138459.378062 nChanged 0 SP:Iteration 17F (5485.920000 sec): 3 clusters Score: Raw -141823.907362 + Penalty 3364.529299 = -138459.378062 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (200070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5487.040000 sec): 2 clusters Score: Raw -36332205.713999 + Penalty 3027.192801 = -36329178.521198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.350000 sec): 3 clusters Score: Raw -36200693.389344 + Penalty 6054.385602 = -36194639.003742 nChanged 96181 SP:Iteration 1F (5489.680000 sec): 3 clusters Score: Raw -36258432.232363 + Penalty 6054.385602 = -36252377.846761 nChanged 7475 SP:Iteration 2Q (5491.020000 sec): 3 clusters Score: Raw -36260942.132324 + Penalty 6054.385602 = -36254887.746722 nChanged 10048 SP:Iteration 3F (5492.210000 sec): 3 clusters Score: Raw -36265608.438386 + Penalty 6054.385602 = -36259554.052785 nChanged 13436 SP:Iteration 4F (5493.430000 sec): 3 clusters Score: Raw -36274135.752467 + Penalty 6054.385602 = -36268081.366865 nChanged 16859 SP:Iteration 5F (5494.640000 sec): 3 clusters Score: Raw -36287832.602604 + Penalty 6054.385602 = -36281778.217002 nChanged 17831 SP:Iteration 6F (5495.890000 sec): 3 clusters Score: Raw -36304708.991227 + Penalty 6054.385602 = -36298654.605625 nChanged 13955 SP:Iteration 7F (5497.130000 sec): 3 clusters Score: Raw -36318390.600795 + Penalty 6054.385602 = -36312336.215194 nChanged 8325 SP:Iteration 8Q (5498.570000 sec): 3 clusters Score: Raw -36326319.322417 + Penalty 6054.385602 = -36320264.936815 nChanged 3991 SP:Iteration 9Q (5499.820000 sec): 3 clusters Score: Raw -36329870.779003 + Penalty 6054.385602 = -36323816.393402 nChanged 1736 SP:Iteration 10Q (5500.990000 sec): 3 clusters Score: Raw -36331413.329749 + Penalty 6054.385602 = -36325358.944147 nChanged 748 SP:Iteration 11Q (5502.140000 sec): 3 clusters Score: Raw -36332049.996729 + Penalty 6054.385602 = -36325995.611127 nChanged 358 SP:Iteration 12Q (5503.110000 sec): 3 clusters Score: Raw -36332338.405684 + Penalty 6054.385602 = -36326284.020082 nChanged 216 SP:Iteration 13Q (5504.090000 sec): 3 clusters Score: Raw -36332505.006432 + Penalty 6054.385602 = -36326450.620830 nChanged 132 SP:Iteration 14Q (5505.100000 sec): 3 clusters Score: Raw -36332604.340736 + Penalty 6054.385602 = -36326549.955134 nChanged 87 SP:Iteration 15Q (5506.090000 sec): 3 clusters Score: Raw -36332667.847718 + Penalty 6054.385602 = -36326613.462116 nChanged 57 SP:Iteration 16Q (5507.150000 sec): 3 clusters Score: Raw -36332709.285302 + Penalty 6054.385602 = -36326654.899700 nChanged 46 SP:Iteration 17Q (5508.180000 sec): 3 clusters Score: Raw -36332738.451426 + Penalty 6054.385602 = -36326684.065824 nChanged 23 SP:Iteration 18Q (5509.190000 sec): 3 clusters Score: Raw -36332754.323149 + Penalty 6054.385602 = -36326699.937547 nChanged 22 SP:Iteration 19Q (5510.180000 sec): 3 clusters Score: Raw -36332767.873795 + Penalty 6054.385602 = -36326713.488193 nChanged 18 SP:Iteration 20F (5511.380000 sec): 3 clusters Score: Raw -36332778.230455 + Penalty 6054.385602 = -36326723.844853 nChanged 12 SP:Iteration 21Q (5512.470000 sec): 3 clusters Score: Raw -36332784.080078 + Penalty 6054.385602 = -36326729.694476 nChanged 8 SP:Iteration 22Q (5513.580000 sec): 3 clusters Score: Raw -36332788.519600 + Penalty 6054.385602 = -36326734.133999 nChanged 3 SP:Iteration 23Q (5514.600000 sec): 3 clusters Score: Raw -36332790.049007 + Penalty 6054.385602 = -36326735.663405 nChanged 4 SP:Iteration 24Q (5515.600000 sec): 3 clusters Score: Raw -36332792.516984 + Penalty 6054.385602 = -36326738.131383 nChanged 5 SP:Iteration 25Q (5516.620000 sec): 3 clusters Score: Raw -36332794.938404 + Penalty 6054.385602 = -36326740.552802 nChanged 2 SP:Iteration 26Q (5517.730000 sec): 3 clusters Score: Raw -36332796.237536 + Penalty 6054.385602 = -36326741.851934 nChanged 3 SP:Iteration 27Q (5518.800000 sec): 3 clusters Score: Raw -36332797.644591 + Penalty 6054.385602 = -36326743.258989 nChanged 2 SP:Iteration 28Q (5519.760000 sec): 3 clusters Score: Raw -36332798.223707 + Penalty 6054.385602 = -36326743.838105 nChanged 1 SP:Iteration 29Q (5520.760000 sec): 3 clusters Score: Raw -36332798.620702 + Penalty 6054.385602 = -36326744.235101 nChanged 2 SP:Iteration 30Q (5521.800000 sec): 3 clusters Score: Raw -36332799.174579 + Penalty 6054.385602 = -36326744.788977 nChanged 0 SP:Iteration 31F (5522.950000 sec): 3 clusters Score: Raw -36332799.174579 + Penalty 6054.385602 = -36326744.788977 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (30051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5523.270000 sec): 2 clusters Score: Raw -5655056.539554 + Penalty 2557.041502 = -5652499.498052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5523.600000 sec): 3 clusters Score: Raw -5637122.372441 + Penalty 5114.083004 = -5632008.289437 nChanged 13448 SP:Iteration 1F (5524.000000 sec): 3 clusters Score: Raw -5644309.734340 + Penalty 5114.083004 = -5639195.651336 nChanged 1428 SP:Iteration 2Q (5524.420000 sec): 3 clusters Score: Raw -5644786.616248 + Penalty 5114.083004 = -5639672.533244 nChanged 1308 SP:Iteration 3Q (5524.810000 sec): 3 clusters Score: Raw -5645214.020611 + Penalty 5114.083004 = -5640099.937608 nChanged 1206 SP:Iteration 4Q (5525.230000 sec): 3 clusters Score: Raw -5645621.809392 + Penalty 5114.083004 = -5640507.726388 nChanged 1209 SP:Iteration 5Q (5525.600000 sec): 3 clusters Score: Raw -5646060.816700 + Penalty 5114.083004 = -5640946.733696 nChanged 1223 SP:Iteration 6Q (5526.030000 sec): 3 clusters Score: Raw -5646521.287486 + Penalty 5114.083004 = -5641407.204483 nChanged 1283 SP:Iteration 7Q (5526.380000 sec): 3 clusters Score: Raw -5647060.594557 + Penalty 5114.083004 = -5641946.511554 nChanged 1418 SP:Iteration 8Q (5526.750000 sec): 3 clusters Score: Raw -5647762.919590 + Penalty 5114.083004 = -5642648.836586 nChanged 1602 SP:Iteration 9F (5527.130000 sec): 3 clusters Score: Raw -5648682.208876 + Penalty 5114.083004 = -5643568.125872 nChanged 1661 SP:Iteration 10F (5527.460000 sec): 3 clusters Score: Raw -5649766.542445 + Penalty 5114.083004 = -5644652.459441 nChanged 1679 SP:Iteration 11F (5527.890000 sec): 3 clusters Score: Raw -5651027.285916 + Penalty 5114.083004 = -5645913.202912 nChanged 1540 SP:Iteration 12F (5528.220000 sec): 3 clusters Score: Raw -5652293.597633 + Penalty 5114.083004 = -5647179.514629 nChanged 1225 SP:Iteration 13Q (5528.620000 sec): 3 clusters Score: Raw -5653298.874114 + Penalty 5114.083004 = -5648184.791111 nChanged 871 SP:Iteration 14Q (5528.980000 sec): 3 clusters Score: Raw -5654022.444586 + Penalty 5114.083004 = -5648908.361582 nChanged 577 SP:Iteration 15Q (5529.380000 sec): 3 clusters Score: Raw -5654497.505303 + Penalty 5114.083004 = -5649383.422300 nChanged 375 SP:Iteration 16Q (5529.720000 sec): 3 clusters Score: Raw -5654788.702960 + Penalty 5114.083004 = -5649674.619956 nChanged 268 SP:Iteration 17Q (5530.040000 sec): 3 clusters Score: Raw -5654972.015059 + Penalty 5114.083004 = -5649857.932055 nChanged 184 SP:Iteration 18Q (5530.400000 sec): 3 clusters Score: Raw -5655089.749798 + Penalty 5114.083004 = -5649975.666794 nChanged 136 SP:Iteration 19Q (5530.690000 sec): 3 clusters Score: Raw -5655178.130581 + Penalty 5114.083004 = -5650064.047577 nChanged 109 SP:Iteration 20F (5531.050000 sec): 3 clusters Score: Raw -5655243.725491 + Penalty 5114.083004 = -5650129.642487 nChanged 70 SP:Iteration 21Q (5531.420000 sec): 3 clusters Score: Raw -5655271.807806 + Penalty 5114.083004 = -5650157.724803 nChanged 42 SP:Iteration 22Q (5531.770000 sec): 3 clusters Score: Raw -5655293.746563 + Penalty 5114.083004 = -5650179.663559 nChanged 38 SP:Iteration 23Q (5532.090000 sec): 3 clusters Score: Raw -5655312.503240 + Penalty 5114.083004 = -5650198.420237 nChanged 32 SP:Iteration 24Q (5532.440000 sec): 3 clusters Score: Raw -5655329.054930 + Penalty 5114.083004 = -5650214.971926 nChanged 29 SP:Iteration 25Q (5532.810000 sec): 3 clusters Score: Raw -5655341.645017 + Penalty 5114.083004 = -5650227.562014 nChanged 29 SP:Iteration 26Q (5533.130000 sec): 3 clusters Score: Raw -5655353.753550 + Penalty 5114.083004 = -5650239.670547 nChanged 25 SP:Iteration 27Q (5533.500000 sec): 3 clusters Score: Raw -5655365.476113 + Penalty 5114.083004 = -5650251.393109 nChanged 19 SP:Iteration 28Q (5533.850000 sec): 3 clusters Score: Raw -5655375.739443 + Penalty 5114.083004 = -5650261.656440 nChanged 12 SP:Iteration 29Q (5534.160000 sec): 3 clusters Score: Raw -5655381.833769 + Penalty 5114.083004 = -5650267.750766 nChanged 11 SP:Iteration 30Q (5534.510000 sec): 3 clusters Score: Raw -5655387.639510 + Penalty 5114.083004 = -5650273.556507 nChanged 11 SP:Iteration 31Q (5534.860000 sec): 3 clusters Score: Raw -5655392.697262 + Penalty 5114.083004 = -5650278.614258 nChanged 8 SP:Iteration 32Q (5535.220000 sec): 3 clusters Score: Raw -5655396.691613 + Penalty 5114.083004 = -5650282.608610 nChanged 11 SP:Iteration 33Q (5535.520000 sec): 3 clusters Score: Raw -5655402.758954 + Penalty 5114.083004 = -5650288.675950 nChanged 15 SP:Iteration 34Q (5535.830000 sec): 3 clusters Score: Raw -5655410.291195 + Penalty 5114.083004 = -5650296.208191 nChanged 11 SP:Iteration 35Q (5536.150000 sec): 3 clusters Score: Raw -5655416.352341 + Penalty 5114.083004 = -5650302.269337 nChanged 8 SP:Iteration 36Q (5536.450000 sec): 3 clusters Score: Raw -5655419.599232 + Penalty 5114.083004 = -5650305.516228 nChanged 7 SP:Iteration 37Q (5536.730000 sec): 3 clusters Score: Raw -5655422.302894 + Penalty 5114.083004 = -5650308.219890 nChanged 4 SP:Iteration 38Q (5537.100000 sec): 3 clusters Score: Raw -5655423.663171 + Penalty 5114.083004 = -5650309.580167 nChanged 4 SP:Iteration 39Q (5537.430000 sec): 3 clusters Score: Raw -5655425.398072 + Penalty 5114.083004 = -5650311.315068 nChanged 5 SP:Iteration 40F (5537.790000 sec): 3 clusters Score: Raw -5655427.055663 + Penalty 5114.083004 = -5650312.972660 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (173904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5538.760000 sec): 2 clusters Score: Raw -31398607.124501 + Penalty 2992.432158 = -31395614.692343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5539.840000 sec): 3 clusters Score: Raw -31285230.719086 + Penalty 5984.864316 = -31279245.854770 nChanged 82854 SP:Iteration 1F (5540.880000 sec): 3 clusters Score: Raw -31333108.196595 + Penalty 5984.864316 = -31327123.332279 nChanged 4572 SP:Iteration 2Q (5542.030000 sec): 3 clusters Score: Raw -31333916.267009 + Penalty 5984.864316 = -31327931.402693 nChanged 4545 SP:Iteration 3Q (5543.220000 sec): 3 clusters Score: Raw -31334744.332325 + Penalty 5984.864316 = -31328759.468009 nChanged 4511 SP:Iteration 4Q (5544.350000 sec): 3 clusters Score: Raw -31335637.175032 + Penalty 5984.864316 = -31329652.310716 nChanged 4670 SP:Iteration 5Q (5545.530000 sec): 3 clusters Score: Raw -31336626.483709 + Penalty 5984.864316 = -31330641.619393 nChanged 4840 SP:Iteration 6Q (5546.650000 sec): 3 clusters Score: Raw -31337795.456599 + Penalty 5984.864316 = -31331810.592283 nChanged 5292 SP:Iteration 7Q (5547.730000 sec): 3 clusters Score: Raw -31339297.618687 + Penalty 5984.864316 = -31333312.754371 nChanged 5800 SP:Iteration 8Q (5548.960000 sec): 3 clusters Score: Raw -31341284.056571 + Penalty 5984.864316 = -31335299.192255 nChanged 6664 SP:Iteration 9Q (5550.140000 sec): 3 clusters Score: Raw -31344055.838078 + Penalty 5984.864316 = -31338070.973762 nChanged 7717 SP:Iteration 10Q (5551.390000 sec): 3 clusters Score: Raw -31347942.806506 + Penalty 5984.864316 = -31341957.942190 nChanged 8989 SP:Iteration 11F (5552.440000 sec): 3 clusters Score: Raw -31353293.920005 + Penalty 5984.864316 = -31347309.055689 nChanged 10289 SP:Iteration 12F (5553.460000 sec): 3 clusters Score: Raw -31360178.442630 + Penalty 5984.864316 = -31354193.578314 nChanged 10973 SP:Iteration 13F (5554.540000 sec): 3 clusters Score: Raw -31368226.035324 + Penalty 5984.864316 = -31362241.171008 nChanged 10587 SP:Iteration 14F (5555.580000 sec): 3 clusters Score: Raw -31376421.508709 + Penalty 5984.864316 = -31370436.644393 nChanged 9151 SP:Iteration 15F (5556.610000 sec): 3 clusters Score: Raw -31383855.254732 + Penalty 5984.864316 = -31377870.390416 nChanged 7298 SP:Iteration 16Q (5557.610000 sec): 3 clusters Score: Raw -31390017.569679 + Penalty 5984.864316 = -31384032.705362 nChanged 5062 SP:Iteration 17Q (5558.550000 sec): 3 clusters Score: Raw -31394308.032118 + Penalty 5984.864316 = -31388323.167802 nChanged 3025 SP:Iteration 18Q (5559.440000 sec): 3 clusters Score: Raw -31396820.707724 + Penalty 5984.864316 = -31390835.843408 nChanged 1484 SP:Iteration 19Q (5560.320000 sec): 3 clusters Score: Raw -31397996.256779 + Penalty 5984.864316 = -31392011.392463 nChanged 634 SP:Iteration 20F (5561.300000 sec): 3 clusters Score: Raw -31398525.656200 + Penalty 5984.864316 = -31392540.791884 nChanged 324 SP:Iteration 21Q (5562.130000 sec): 3 clusters Score: Raw -31398811.434665 + Penalty 5984.864316 = -31392826.570349 nChanged 161 SP:Iteration 22Q (5562.950000 sec): 3 clusters Score: Raw -31398922.242702 + Penalty 5984.864316 = -31392937.378386 nChanged 71 SP:Iteration 23Q (5563.790000 sec): 3 clusters Score: Raw -31398970.571975 + Penalty 5984.864316 = -31392985.707659 nChanged 43 SP:Iteration 24Q (5564.610000 sec): 3 clusters Score: Raw -31399000.885597 + Penalty 5984.864316 = -31393016.021281 nChanged 45 SP:Iteration 25Q (5565.490000 sec): 3 clusters Score: Raw -31399032.155280 + Penalty 5984.864316 = -31393047.290964 nChanged 26 SP:Iteration 26Q (5566.360000 sec): 3 clusters Score: Raw -31399049.361110 + Penalty 5984.864316 = -31393064.496794 nChanged 18 SP:Iteration 27Q (5567.210000 sec): 3 clusters Score: Raw -31399062.033319 + Penalty 5984.864316 = -31393077.169003 nChanged 19 SP:Iteration 28Q (5568.030000 sec): 3 clusters Score: Raw -31399075.629219 + Penalty 5984.864316 = -31393090.764902 nChanged 19 SP:Iteration 29Q (5568.880000 sec): 3 clusters Score: Raw -31399094.619010 + Penalty 5984.864316 = -31393109.754694 nChanged 32 SP:Iteration 30Q (5569.700000 sec): 3 clusters Score: Raw -31399122.266095 + Penalty 5984.864316 = -31393137.401779 nChanged 25 SP:Iteration 31Q (5570.550000 sec): 3 clusters Score: Raw -31399143.096451 + Penalty 5984.864316 = -31393158.232134 nChanged 16 SP:Iteration 32Q (5571.410000 sec): 3 clusters Score: Raw -31399154.630025 + Penalty 5984.864316 = -31393169.765708 nChanged 8 SP:Iteration 33Q (5572.270000 sec): 3 clusters Score: Raw -31399159.586748 + Penalty 5984.864316 = -31393174.722432 nChanged 6 SP:Iteration 34Q (5573.190000 sec): 3 clusters Score: Raw -31399163.449188 + Penalty 5984.864316 = -31393178.584872 nChanged 5 SP:Iteration 35Q (5574.110000 sec): 3 clusters Score: Raw -31399167.290831 + Penalty 5984.864316 = -31393182.426515 nChanged 4 SP:Iteration 36Q (5575.040000 sec): 3 clusters Score: Raw -31399170.594436 + Penalty 5984.864316 = -31393185.730120 nChanged 4 SP:Iteration 37Q (5575.910000 sec): 3 clusters Score: Raw -31399173.338231 + Penalty 5984.864316 = -31393188.473915 nChanged 2 SP:Iteration 38Q (5576.800000 sec): 3 clusters Score: Raw -31399173.798311 + Penalty 5984.864316 = -31393188.933995 nChanged 0 SP:Iteration 39F (5577.830000 sec): 3 clusters Score: Raw -31399173.798311 + Penalty 5984.864316 = -31393188.933995 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.050000 sec): 2 clusters Score: Raw -2210793.111507 + Penalty 2345.946951 = -2208447.164556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5578.300000 sec): 3 clusters Score: Raw -2203711.517540 + Penalty 4691.893902 = -2199019.623638 nChanged 5479 SP:Iteration 1F (5578.580000 sec): 3 clusters Score: Raw -2206621.319897 + Penalty 4691.893902 = -2201929.425995 nChanged 780 SP:Iteration 2F (5578.810000 sec): 3 clusters Score: Raw -2206976.703790 + Penalty 4691.893902 = -2202284.809888 nChanged 648 SP:Iteration 3F (5579.020000 sec): 3 clusters Score: Raw -2207240.087831 + Penalty 4691.893902 = -2202548.193929 nChanged 552 SP:Iteration 4Q (5579.300000 sec): 3 clusters Score: Raw -2207492.828597 + Penalty 4691.893902 = -2202800.934695 nChanged 549 SP:Iteration 5Q (5579.580000 sec): 3 clusters Score: Raw -2207775.751408 + Penalty 4691.893902 = -2203083.857506 nChanged 595 SP:Iteration 6Q (5579.840000 sec): 3 clusters Score: Raw -2208119.083394 + Penalty 4691.893902 = -2203427.189492 nChanged 658 SP:Iteration 7F (5580.090000 sec): 3 clusters Score: Raw -2208554.146068 + Penalty 4691.893902 = -2203862.252166 nChanged 711 SP:Iteration 8F (5580.350000 sec): 3 clusters Score: Raw -2209118.810138 + Penalty 4691.893902 = -2204426.916236 nChanged 738 SP:Iteration 9F (5580.590000 sec): 3 clusters Score: Raw -2209768.782472 + Penalty 4691.893902 = -2205076.888570 nChanged 626 SP:Iteration 10Q (5580.850000 sec): 3 clusters Score: Raw -2210301.440899 + Penalty 4691.893902 = -2205609.546997 nChanged 419 SP:Iteration 11Q (5581.090000 sec): 3 clusters Score: Raw -2210687.290767 + Penalty 4691.893902 = -2205995.396865 nChanged 282 SP:Iteration 12Q (5581.310000 sec): 3 clusters Score: Raw -2210939.181722 + Penalty 4691.893902 = -2206247.287820 nChanged 151 SP:Iteration 13Q (5581.580000 sec): 3 clusters Score: Raw -2211072.575020 + Penalty 4691.893902 = -2206380.681118 nChanged 94 SP:Iteration 14Q (5581.830000 sec): 3 clusters Score: Raw -2211158.176644 + Penalty 4691.893902 = -2206466.282742 nChanged 44 SP:Iteration 15Q (5582.070000 sec): 3 clusters Score: Raw -2211202.044101 + Penalty 4691.893902 = -2206510.150199 nChanged 33 SP:Iteration 16Q (5582.320000 sec): 3 clusters Score: Raw -2211237.135892 + Penalty 4691.893902 = -2206545.241990 nChanged 27 SP:Iteration 17Q (5582.500000 sec): 3 clusters Score: Raw -2211264.566519 + Penalty 4691.893902 = -2206572.672617 nChanged 15 SP:Iteration 18Q (5582.720000 sec): 3 clusters Score: Raw -2211276.870970 + Penalty 4691.893902 = -2206584.977067 nChanged 13 SP:Iteration 19Q (5583.020000 sec): 3 clusters Score: Raw -2211288.864386 + Penalty 4691.893902 = -2206596.970484 nChanged 10 SP:Iteration 20F (5583.280000 sec): 3 clusters Score: Raw -2211300.503217 + Penalty 4691.893902 = -2206608.609315 nChanged 15 SP:Iteration 21Q (5583.530000 sec): 3 clusters Score: Raw -2211315.613703 + Penalty 4691.893902 = -2206623.719801 nChanged 7 SP:Iteration 22Q (5583.790000 sec): 3 clusters Score: Raw -2211322.290441 + Penalty 4691.893902 = -2206630.396539 nChanged 6 SP:Iteration 23Q (5584.050000 sec): 3 clusters Score: Raw -2211329.733764 + Penalty 4691.893902 = -2206637.839862 nChanged 9 SP:Iteration 24Q (5584.300000 sec): 3 clusters Score: Raw -2211340.684634 + Penalty 4691.893902 = -2206648.790732 nChanged 11 SP:Iteration 25Q (5584.550000 sec): 3 clusters Score: Raw -2211347.686898 + Penalty 4691.893902 = -2206655.792996 nChanged 11 SP:Iteration 26Q (5584.820000 sec): 3 clusters Score: Raw -2211358.801019 + Penalty 4691.893902 = -2206666.907117 nChanged 3 SP:Iteration 27Q (5585.080000 sec): 3 clusters Score: Raw -2211362.274111 + Penalty 4691.893902 = -2206670.380209 nChanged 2 SP:Iteration 28Q (5585.320000 sec): 3 clusters Score: Raw -2211363.993885 + Penalty 4691.893902 = -2206672.099983 nChanged 1 SP:Iteration 29Q (5585.610000 sec): 3 clusters Score: Raw -2211365.296638 + Penalty 4691.893902 = -2206673.402736 nChanged 1 SP:Iteration 30Q (5585.930000 sec): 3 clusters Score: Raw -2211365.803424 + Penalty 4691.893902 = -2206673.909522 nChanged 1 SP:Iteration 31Q (5586.170000 sec): 3 clusters Score: Raw -2211366.926940 + Penalty 4691.893902 = -2206675.033038 nChanged 0 SP:Iteration 32F (5586.480000 sec): 3 clusters Score: Raw -2211366.926940 + Penalty 4691.893902 = -2206675.033038 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5586.550000 sec): 2 clusters Score: Raw -52460.364282 + Penalty 1473.814245 = -50986.550037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5586.750000 sec): 3 clusters Score: Raw -52909.856591 + Penalty 2947.628490 = -49962.228101 nChanged 81 SP:Iteration 1F (5586.930000 sec): 3 clusters Score: Raw -53165.028864 + Penalty 2947.628490 = -50217.400374 nChanged 26 SP:Iteration 2F (5587.160000 sec): 3 clusters Score: Raw -53265.419600 + Penalty 2947.628490 = -50317.791110 nChanged 16 SP:Iteration 3Q (5587.330000 sec): 3 clusters Score: Raw -53309.218435 + Penalty 2947.628490 = -50361.589945 nChanged 7 SP:Iteration 4Q (5587.550000 sec): 3 clusters Score: Raw -53327.369662 + Penalty 2947.628490 = -50379.741172 nChanged 4 SP:Iteration 5Q (5587.730000 sec): 3 clusters Score: Raw -53332.801891 + Penalty 2947.628490 = -50385.173401 nChanged 3 SP:Iteration 6Q (5587.900000 sec): 3 clusters Score: Raw -53334.991085 + Penalty 2947.628490 = -50387.362595 nChanged 0 SP:Iteration 7F (5588.110000 sec): 3 clusters Score: Raw -53334.991085 + Penalty 2947.628490 = -50387.362595 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.230000 sec): 2 clusters Score: Raw -43026.107195 + Penalty 1467.885676 = -41558.221519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.430000 sec): 3 clusters Score: Raw -43585.522351 + Penalty 2935.771352 = -40649.750999 nChanged 106 SP:Iteration 1F (5588.630000 sec): 3 clusters Score: Raw -44074.302065 + Penalty 2935.771352 = -41138.530713 nChanged 39 SP:Iteration 2F (5588.790000 sec): 3 clusters Score: Raw -44325.112193 + Penalty 2935.771352 = -41389.340841 nChanged 11 SP:Iteration 3Q (5588.960000 sec): 3 clusters Score: Raw -44426.947690 + Penalty 2935.771352 = -41491.176338 nChanged 5 SP:Iteration 4Q (5589.190000 sec): 3 clusters Score: Raw -44521.035029 + Penalty 2935.771352 = -41585.263677 nChanged 4 SP:Iteration 5Q (5589.420000 sec): 3 clusters Score: Raw -44585.323257 + Penalty 2935.771352 = -41649.551905 nChanged 2 SP:Iteration 6Q (5589.620000 sec): 3 clusters Score: Raw -44613.387181 + Penalty 2935.771352 = -41677.615829 nChanged 1 SP:Iteration 7Q (5589.800000 sec): 3 clusters Score: Raw -44621.826405 + Penalty 2935.771352 = -41686.055053 nChanged 4 SP:Iteration 8Q (5589.980000 sec): 3 clusters Score: Raw -44645.658982 + Penalty 2935.771352 = -41709.887630 nChanged 0 SP:Iteration 9F (5590.120000 sec): 3 clusters Score: Raw -44650.159054 + Penalty 2935.771352 = -41714.387703 nChanged 1 SP:Iteration 10Q (5590.290000 sec): 3 clusters Score: Raw -44704.243149 + Penalty 2935.771352 = -41768.471797 nChanged 2 SP:Iteration 11Q (5590.480000 sec): 3 clusters Score: Raw -44759.491803 + Penalty 2935.771352 = -41823.720451 nChanged 4 SP:Iteration 12Q (5590.670000 sec): 3 clusters Score: Raw -44797.006845 + Penalty 2935.771352 = -41861.235493 nChanged 4 SP:Iteration 13Q (5590.850000 sec): 3 clusters Score: Raw -44831.483842 + Penalty 2935.771352 = -41895.712490 nChanged 0 SP:Iteration 14F (5591.010000 sec): 3 clusters Score: Raw -44834.639560 + Penalty 2935.771352 = -41898.868208 nChanged 1 SP:Iteration 15Q (5591.240000 sec): 3 clusters Score: Raw -44857.308313 + Penalty 2935.771352 = -41921.536961 nChanged 2 SP:Iteration 16Q (5591.470000 sec): 3 clusters Score: Raw -44895.626791 + Penalty 2935.771352 = -41959.855439 nChanged 2 SP:Iteration 17Q (5591.620000 sec): 3 clusters Score: Raw -44903.518677 + Penalty 2935.771352 = -41967.747325 nChanged 1 SP:Iteration 18Q (5591.870000 sec): 3 clusters Score: Raw -44912.162778 + Penalty 2935.771352 = -41976.391426 nChanged 0 SP:Iteration 19F (5592.060000 sec): 3 clusters Score: Raw -44912.162778 + Penalty 2935.771352 = -41976.391426 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5592.200000 sec): 2 clusters Score: Raw -453147.457907 + Penalty 1956.399962 = -451191.057945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5592.370000 sec): 3 clusters Score: Raw -452126.629184 + Penalty 3912.799924 = -448213.829260 nChanged 883 SP:Iteration 1F (5592.550000 sec): 3 clusters Score: Raw -452912.787704 + Penalty 3912.799924 = -448999.987780 nChanged 254 SP:Iteration 2F (5592.750000 sec): 3 clusters Score: Raw -453264.759267 + Penalty 3912.799924 = -449351.959343 nChanged 203 SP:Iteration 3F (5592.930000 sec): 3 clusters Score: Raw -453514.018122 + Penalty 3912.799924 = -449601.218198 nChanged 151 SP:Iteration 4F (5593.130000 sec): 3 clusters Score: Raw -453676.564792 + Penalty 3912.799924 = -449763.764868 nChanged 104 SP:Iteration 5Q (5593.330000 sec): 3 clusters Score: Raw -453796.878202 + Penalty 3912.799924 = -449884.078278 nChanged 105 SP:Iteration 6Q (5593.490000 sec): 3 clusters Score: Raw -453904.838129 + Penalty 3912.799924 = -449992.038205 nChanged 88 SP:Iteration 7Q (5593.690000 sec): 3 clusters Score: Raw -454024.077730 + Penalty 3912.799924 = -450111.277806 nChanged 93 SP:Iteration 8Q (5593.900000 sec): 3 clusters Score: Raw -454128.182530 + Penalty 3912.799924 = -450215.382606 nChanged 74 SP:Iteration 9Q (5594.110000 sec): 3 clusters Score: Raw -454193.470504 + Penalty 3912.799924 = -450280.670580 nChanged 55 SP:Iteration 10Q (5594.240000 sec): 3 clusters Score: Raw -454234.315932 + Penalty 3912.799924 = -450321.516008 nChanged 25 SP:Iteration 11Q (5594.450000 sec): 3 clusters Score: Raw -454250.846341 + Penalty 3912.799924 = -450338.046417 nChanged 18 SP:Iteration 12Q (5594.650000 sec): 3 clusters Score: Raw -454260.387309 + Penalty 3912.799924 = -450347.587385 nChanged 12 SP:Iteration 13Q (5594.870000 sec): 3 clusters Score: Raw -454265.307733 + Penalty 3912.799924 = -450352.507809 nChanged 3 SP:Iteration 14Q (5595.050000 sec): 3 clusters Score: Raw -454266.057684 + Penalty 3912.799924 = -450353.257760 nChanged 1 SP:Iteration 15Q (5595.220000 sec): 3 clusters Score: Raw -454266.498549 + Penalty 3912.799924 = -450353.698625 nChanged 2 SP:Iteration 16Q (5595.420000 sec): 3 clusters Score: Raw -454267.463959 + Penalty 3912.799924 = -450354.664035 nChanged 2 SP:Iteration 17Q (5595.570000 sec): 3 clusters Score: Raw -454268.037024 + Penalty 3912.799924 = -450355.237100 nChanged 1 SP:Iteration 18Q (5595.740000 sec): 3 clusters Score: Raw -454268.273619 + Penalty 3912.799924 = -450355.473695 nChanged 0 SP:Iteration 19F (5595.910000 sec): 3 clusters Score: Raw -454268.273619 + Penalty 3912.799924 = -450355.473695 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5596.030000 sec): 2 clusters Score: Raw -209721.623394 + Penalty 1762.031431 = -207959.591963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5596.210000 sec): 3 clusters Score: Raw -209393.070377 + Penalty 3524.062862 = -205869.007515 nChanged 328 SP:Iteration 1F (5596.430000 sec): 3 clusters Score: Raw -209715.978622 + Penalty 3524.062862 = -206191.915759 nChanged 87 SP:Iteration 2F (5596.610000 sec): 3 clusters Score: Raw -209819.510984 + Penalty 3524.062862 = -206295.448122 nChanged 46 SP:Iteration 3Q (5596.800000 sec): 3 clusters Score: Raw -209873.058377 + Penalty 3524.062862 = -206348.995515 nChanged 25 SP:Iteration 4Q (5596.970000 sec): 3 clusters Score: Raw -209898.903622 + Penalty 3524.062862 = -206374.840759 nChanged 15 SP:Iteration 5Q (5597.150000 sec): 3 clusters Score: Raw -209919.026657 + Penalty 3524.062862 = -206394.963795 nChanged 15 SP:Iteration 6Q (5597.310000 sec): 3 clusters Score: Raw -209934.369037 + Penalty 3524.062862 = -206410.306175 nChanged 10 SP:Iteration 7Q (5597.480000 sec): 3 clusters Score: Raw -209943.348589 + Penalty 3524.062862 = -206419.285727 nChanged 8 SP:Iteration 8Q (5597.670000 sec): 3 clusters Score: Raw -209951.456695 + Penalty 3524.062862 = -206427.393833 nChanged 7 SP:Iteration 9Q (5597.870000 sec): 3 clusters Score: Raw -209956.232218 + Penalty 3524.062862 = -206432.169355 nChanged 4 SP:Iteration 10Q (5598.090000 sec): 3 clusters Score: Raw -209962.226417 + Penalty 3524.062862 = -206438.163554 nChanged 5 SP:Iteration 11Q (5598.250000 sec): 3 clusters Score: Raw -209966.463417 + Penalty 3524.062862 = -206442.400555 nChanged 5 SP:Iteration 12Q (5598.450000 sec): 3 clusters Score: Raw -209969.091376 + Penalty 3524.062862 = -206445.028514 nChanged 5 SP:Iteration 13Q (5598.650000 sec): 3 clusters Score: Raw -209972.418664 + Penalty 3524.062862 = -206448.355801 nChanged 5 SP:Iteration 14Q (5598.830000 sec): 3 clusters Score: Raw -209977.874581 + Penalty 3524.062862 = -206453.811719 nChanged 4 SP:Iteration 15Q (5599.030000 sec): 3 clusters Score: Raw -209981.584819 + Penalty 3524.062862 = -206457.521957 nChanged 6 SP:Iteration 16Q (5599.170000 sec): 3 clusters Score: Raw -209986.068443 + Penalty 3524.062862 = -206462.005581 nChanged 4 SP:Iteration 17Q (5599.360000 sec): 3 clusters Score: Raw -209990.697813 + Penalty 3524.062862 = -206466.634951 nChanged 7 SP:Iteration 18Q (5599.560000 sec): 3 clusters Score: Raw -209995.397604 + Penalty 3524.062862 = -206471.334741 nChanged 6 SP:Iteration 19Q (5599.710000 sec): 3 clusters Score: Raw -210012.869683 + Penalty 3524.062862 = -206488.806820 nChanged 12 SP:Iteration 20F (5599.930000 sec): 3 clusters Score: Raw -210024.933196 + Penalty 3524.062862 = -206500.870334 nChanged 9 SP:Iteration 21Q (5600.130000 sec): 3 clusters Score: Raw -210037.785949 + Penalty 3524.062862 = -206513.723087 nChanged 19 SP:Iteration 22Q (5600.310000 sec): 3 clusters Score: Raw -210055.975510 + Penalty 3524.062862 = -206531.912648 nChanged 14 SP:Iteration 23Q (5600.490000 sec): 3 clusters Score: Raw -210077.025348 + Penalty 3524.062862 = -206552.962486 nChanged 25 SP:Iteration 24Q (5600.660000 sec): 3 clusters Score: Raw -210116.497047 + Penalty 3524.062862 = -206592.434185 nChanged 37 SP:Iteration 25Q (5600.880000 sec): 3 clusters Score: Raw -210178.192401 + Penalty 3524.062862 = -206654.129538 nChanged 49 SP:Iteration 26Q (5601.060000 sec): 3 clusters Score: Raw -210250.579525 + Penalty 3524.062862 = -206726.516663 nChanged 51 SP:Iteration 27Q (5601.230000 sec): 3 clusters Score: Raw -210347.255172 + Penalty 3524.062862 = -206823.192310 nChanged 50 SP:Iteration 28Q (5601.380000 sec): 3 clusters Score: Raw -210440.121087 + Penalty 3524.062862 = -206916.058225 nChanged 52 SP:Iteration 29Q (5601.570000 sec): 3 clusters Score: Raw -210542.141348 + Penalty 3524.062862 = -207018.078485 nChanged 36 SP:Iteration 30Q (5601.760000 sec): 3 clusters Score: Raw -210609.333047 + Penalty 3524.062862 = -207085.270185 nChanged 27 SP:Iteration 31Q (5601.950000 sec): 3 clusters Score: Raw -210649.589028 + Penalty 3524.062862 = -207125.526166 nChanged 15 SP:Iteration 32Q (5602.090000 sec): 3 clusters Score: Raw -210666.181115 + Penalty 3524.062862 = -207142.118252 nChanged 18 SP:Iteration 33Q (5602.280000 sec): 3 clusters Score: Raw -210693.744501 + Penalty 3524.062862 = -207169.681639 nChanged 14 SP:Iteration 34Q (5602.450000 sec): 3 clusters Score: Raw -210713.331175 + Penalty 3524.062862 = -207189.268313 nChanged 9 SP:Iteration 35Q (5602.640000 sec): 3 clusters Score: Raw -210729.553263 + Penalty 3524.062862 = -207205.490401 nChanged 12 SP:Iteration 36Q (5602.830000 sec): 3 clusters Score: Raw -210748.985334 + Penalty 3524.062862 = -207224.922471 nChanged 10 SP:Iteration 37Q (5603.010000 sec): 3 clusters Score: Raw -210764.629155 + Penalty 3524.062862 = -207240.566293 nChanged 7 SP:Iteration 38Q (5603.160000 sec): 3 clusters Score: Raw -210775.179867 + Penalty 3524.062862 = -207251.117004 nChanged 2 SP:Iteration 39Q (5603.330000 sec): 3 clusters Score: Raw -210777.330052 + Penalty 3524.062862 = -207253.267190 nChanged 2 SP:Iteration 40F (5603.550000 sec): 3 clusters Score: Raw -210780.857117 + Penalty 3524.062862 = -207256.794254 nChanged 2 SP:Iteration 41Q (5603.710000 sec): 3 clusters Score: Raw -210789.024554 + Penalty 3524.062862 = -207264.961691 nChanged 4 SP:Iteration 42Q (5603.950000 sec): 3 clusters Score: Raw -210793.286146 + Penalty 3524.062862 = -207269.223283 nChanged 4 SP:Iteration 43Q (5604.110000 sec): 3 clusters Score: Raw -210799.066250 + Penalty 3524.062862 = -207275.003387 nChanged 5 SP:Iteration 44Q (5604.290000 sec): 3 clusters Score: Raw -210806.062864 + Penalty 3524.062862 = -207282.000001 nChanged 2 SP:Iteration 45Q (5604.490000 sec): 3 clusters Score: Raw -210810.089297 + Penalty 3524.062862 = -207286.026434 nChanged 1 SP:Iteration 46Q (5604.650000 sec): 3 clusters Score: Raw -210811.097815 + Penalty 3524.062862 = -207287.034952 nChanged 1 SP:Iteration 47Q (5604.840000 sec): 3 clusters Score: Raw -210812.186578 + Penalty 3524.062862 = -207288.123715 nChanged 1 SP:Iteration 48Q (5605.030000 sec): 3 clusters Score: Raw -210814.035203 + Penalty 3524.062862 = -207289.972341 nChanged 1 SP:Iteration 49Q (5605.220000 sec): 3 clusters Score: Raw -210814.968340 + Penalty 3524.062862 = -207290.905477 nChanged 0 SP:Iteration 50F (5605.390000 sec): 3 clusters Score: Raw -210814.968340 + Penalty 3524.062862 = -207290.905477 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5605.490000 sec): 2 clusters Score: Raw -191225.246202 + Penalty 1731.058833 = -189494.187369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5605.730000 sec): 3 clusters Score: Raw -190948.484351 + Penalty 3462.117667 = -187486.366684 nChanged 293 SP:Iteration 1F (5605.950000 sec): 3 clusters Score: Raw -191408.856388 + Penalty 3462.117667 = -187946.738722 nChanged 110 SP:Iteration 2F (5606.120000 sec): 3 clusters Score: Raw -191681.960988 + Penalty 3462.117667 = -188219.843321 nChanged 69 SP:Iteration 3F (5606.340000 sec): 3 clusters Score: Raw -191856.720331 + Penalty 3462.117667 = -188394.602664 nChanged 56 SP:Iteration 4F (5606.620000 sec): 3 clusters Score: Raw -191967.969144 + Penalty 3462.117667 = -188505.851478 nChanged 39 SP:Iteration 5Q (5606.820000 sec): 3 clusters Score: Raw -192041.854457 + Penalty 3462.117667 = -188579.736790 nChanged 29 SP:Iteration 6Q (5606.990000 sec): 3 clusters Score: Raw -192108.236818 + Penalty 3462.117667 = -188646.119151 nChanged 22 SP:Iteration 7Q (5607.140000 sec): 3 clusters Score: Raw -192175.676034 + Penalty 3462.117667 = -188713.558367 nChanged 22 SP:Iteration 8Q (5607.340000 sec): 3 clusters Score: Raw -192240.901432 + Penalty 3462.117667 = -188778.783765 nChanged 17 SP:Iteration 9Q (5607.500000 sec): 3 clusters Score: Raw -192273.767654 + Penalty 3462.117667 = -188811.649987 nChanged 14 SP:Iteration 10Q (5607.680000 sec): 3 clusters Score: Raw -192303.248321 + Penalty 3462.117667 = -188841.130654 nChanged 10 SP:Iteration 11Q (5607.850000 sec): 3 clusters Score: Raw -192331.674772 + Penalty 3462.117667 = -188869.557106 nChanged 11 SP:Iteration 12Q (5608.020000 sec): 3 clusters Score: Raw -192373.123125 + Penalty 3462.117667 = -188911.005458 nChanged 11 SP:Iteration 13Q (5608.200000 sec): 3 clusters Score: Raw -192405.115982 + Penalty 3462.117667 = -188942.998316 nChanged 4 SP:Iteration 14Q (5608.380000 sec): 3 clusters Score: Raw -192423.668335 + Penalty 3462.117667 = -188961.550668 nChanged 10 SP:Iteration 15Q (5608.570000 sec): 3 clusters Score: Raw -192446.379515 + Penalty 3462.117667 = -188984.261849 nChanged 15 SP:Iteration 16Q (5608.770000 sec): 3 clusters Score: Raw -192468.860191 + Penalty 3462.117667 = -189006.742525 nChanged 17 SP:Iteration 17Q (5608.990000 sec): 3 clusters Score: Raw -192495.088288 + Penalty 3462.117667 = -189032.970622 nChanged 12 SP:Iteration 18Q (5609.140000 sec): 3 clusters Score: Raw -192519.155120 + Penalty 3462.117667 = -189057.037454 nChanged 13 SP:Iteration 19Q (5609.300000 sec): 3 clusters Score: Raw -192535.504535 + Penalty 3462.117667 = -189073.386868 nChanged 7 SP:Iteration 20F (5609.490000 sec): 3 clusters Score: Raw -192549.744685 + Penalty 3462.117667 = -189087.627018 nChanged 17 SP:Iteration 21Q (5609.670000 sec): 3 clusters Score: Raw -192581.029609 + Penalty 3462.117667 = -189118.911943 nChanged 12 SP:Iteration 22Q (5609.840000 sec): 3 clusters Score: Raw -192597.126744 + Penalty 3462.117667 = -189135.009077 nChanged 10 SP:Iteration 23Q (5610.030000 sec): 3 clusters Score: Raw -192609.081483 + Penalty 3462.117667 = -189146.963816 nChanged 11 SP:Iteration 24Q (5610.210000 sec): 3 clusters Score: Raw -192630.364444 + Penalty 3462.117667 = -189168.246778 nChanged 13 SP:Iteration 25Q (5610.330000 sec): 3 clusters Score: Raw -192663.797576 + Penalty 3462.117667 = -189201.679910 nChanged 15 SP:Iteration 26Q (5610.510000 sec): 3 clusters Score: Raw -192701.154480 + Penalty 3462.117667 = -189239.036813 nChanged 20 SP:Iteration 27Q (5610.690000 sec): 3 clusters Score: Raw -192762.438741 + Penalty 3462.117667 = -189300.321074 nChanged 23 SP:Iteration 28Q (5610.920000 sec): 3 clusters Score: Raw -192834.881674 + Penalty 3462.117667 = -189372.764007 nChanged 23 SP:Iteration 29Q (5611.130000 sec): 3 clusters Score: Raw -192902.216194 + Penalty 3462.117667 = -189440.098528 nChanged 13 SP:Iteration 30Q (5611.290000 sec): 3 clusters Score: Raw -192932.903139 + Penalty 3462.117667 = -189470.785472 nChanged 9 SP:Iteration 31Q (5611.510000 sec): 3 clusters Score: Raw -192952.388873 + Penalty 3462.117667 = -189490.271207 nChanged 7 SP:Iteration 32Q (5611.750000 sec): 3 clusters Score: Raw -192970.912778 + Penalty 3462.117667 = -189508.795112 nChanged 9 SP:Iteration 33Q (5611.980000 sec): 3 clusters Score: Raw -192997.395578 + Penalty 3462.117667 = -189535.277911 nChanged 8 SP:Iteration 34Q (5612.150000 sec): 3 clusters Score: Raw -193012.555202 + Penalty 3462.117667 = -189550.437535 nChanged 5 SP:Iteration 35Q (5612.350000 sec): 3 clusters Score: Raw -193024.310318 + Penalty 3462.117667 = -189562.192652 nChanged 8 SP:Iteration 36Q (5612.520000 sec): 3 clusters Score: Raw -193045.270215 + Penalty 3462.117667 = -189583.152548 nChanged 6 SP:Iteration 37Q (5612.700000 sec): 3 clusters Score: Raw -193061.626500 + Penalty 3462.117667 = -189599.508834 nChanged 1 SP:Iteration 38Q (5612.880000 sec): 3 clusters Score: Raw -193062.797855 + Penalty 3462.117667 = -189600.680189 nChanged 2 SP:Iteration 39Q (5613.100000 sec): 3 clusters Score: Raw -193066.052127 + Penalty 3462.117667 = -189603.934461 nChanged 2 SP:Iteration 40F (5613.320000 sec): 3 clusters Score: Raw -193069.772134 + Penalty 3462.117667 = -189607.654467 nChanged 5 SP:Iteration 41Q (5613.520000 sec): 3 clusters Score: Raw -193079.687647 + Penalty 3462.117667 = -189617.569980 nChanged 3 SP:Iteration 42Q (5613.690000 sec): 3 clusters Score: Raw -193086.178588 + Penalty 3462.117667 = -189624.060921 nChanged 1 SP:Iteration 43Q (5613.890000 sec): 3 clusters Score: Raw -193087.724841 + Penalty 3462.117667 = -189625.607175 nChanged 0 SP:Iteration 44F (5614.080000 sec): 3 clusters Score: Raw -193087.724841 + Penalty 3462.117667 = -189625.607175 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.210000 sec): 2 clusters Score: Raw -183651.641497 + Penalty 1716.571230 = -181935.070267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.420000 sec): 3 clusters Score: Raw -183441.393571 + Penalty 3433.142459 = -180008.251112 nChanged 276 SP:Iteration 1F (5614.670000 sec): 3 clusters Score: Raw -183860.318543 + Penalty 3433.142459 = -180427.176083 nChanged 87 SP:Iteration 2F (5614.850000 sec): 3 clusters Score: Raw -184106.411661 + Penalty 3433.142459 = -180673.269202 nChanged 65 SP:Iteration 3F (5615.060000 sec): 3 clusters Score: Raw -184253.385567 + Penalty 3433.142459 = -180820.243107 nChanged 57 SP:Iteration 4F (5615.250000 sec): 3 clusters Score: Raw -184352.609804 + Penalty 3433.142459 = -180919.467344 nChanged 40 SP:Iteration 5Q (5615.450000 sec): 3 clusters Score: Raw -184427.464733 + Penalty 3433.142459 = -180994.322274 nChanged 25 SP:Iteration 6Q (5615.660000 sec): 3 clusters Score: Raw -184484.371929 + Penalty 3433.142459 = -181051.229470 nChanged 22 SP:Iteration 7Q (5615.830000 sec): 3 clusters Score: Raw -184527.695166 + Penalty 3433.142459 = -181094.552706 nChanged 15 SP:Iteration 8Q (5616.010000 sec): 3 clusters Score: Raw -184560.119719 + Penalty 3433.142459 = -181126.977260 nChanged 15 SP:Iteration 9Q (5616.210000 sec): 3 clusters Score: Raw -184590.996104 + Penalty 3433.142459 = -181157.853645 nChanged 14 SP:Iteration 10Q (5616.450000 sec): 3 clusters Score: Raw -184615.798954 + Penalty 3433.142459 = -181182.656495 nChanged 8 SP:Iteration 11Q (5616.670000 sec): 3 clusters Score: Raw -184630.409674 + Penalty 3433.142459 = -181197.267215 nChanged 3 SP:Iteration 12Q (5616.850000 sec): 3 clusters Score: Raw -184634.747489 + Penalty 3433.142459 = -181201.605029 nChanged 4 SP:Iteration 13Q (5617.070000 sec): 3 clusters Score: Raw -184639.834994 + Penalty 3433.142459 = -181206.692535 nChanged 3 SP:Iteration 14Q (5617.290000 sec): 3 clusters Score: Raw -184643.338780 + Penalty 3433.142459 = -181210.196321 nChanged 0 SP:Iteration 15F (5617.490000 sec): 3 clusters Score: Raw -184643.338780 + Penalty 3433.142459 = -181210.196321 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5617.690000 sec): 2 clusters Score: Raw -4372189.666323 + Penalty 2507.867734 = -4369681.798589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5617.990000 sec): 3 clusters Score: Raw -4357673.794697 + Penalty 5015.735468 = -4352658.059229 nChanged 11000 SP:Iteration 1F (5618.310000 sec): 3 clusters Score: Raw -4363630.058142 + Penalty 5015.735468 = -4358614.322674 nChanged 1334 SP:Iteration 2F (5618.590000 sec): 3 clusters Score: Raw -4364245.232989 + Penalty 5015.735468 = -4359229.497521 nChanged 1344 SP:Iteration 3F (5618.940000 sec): 3 clusters Score: Raw -4364952.004883 + Penalty 5015.735468 = -4359936.269415 nChanged 1342 SP:Iteration 4F (5619.290000 sec): 3 clusters Score: Raw -4365681.781946 + Penalty 5015.735468 = -4360666.046478 nChanged 1325 SP:Iteration 5F (5619.600000 sec): 3 clusters Score: Raw -4366401.945755 + Penalty 5015.735468 = -4361386.210287 nChanged 1380 SP:Iteration 6F (5619.930000 sec): 3 clusters Score: Raw -4367186.491074 + Penalty 5015.735468 = -4362170.755606 nChanged 1380 SP:Iteration 7F (5620.260000 sec): 3 clusters Score: Raw -4368042.235795 + Penalty 5015.735468 = -4363026.500327 nChanged 1301 SP:Iteration 8F (5620.590000 sec): 3 clusters Score: Raw -4368825.895500 + Penalty 5015.735468 = -4363810.160033 nChanged 1129 SP:Iteration 9Q (5620.850000 sec): 3 clusters Score: Raw -4369504.128713 + Penalty 5015.735468 = -4364488.393246 nChanged 1034 SP:Iteration 10Q (5621.160000 sec): 3 clusters Score: Raw -4370107.287552 + Penalty 5015.735468 = -4365091.552084 nChanged 865 SP:Iteration 11Q (5621.470000 sec): 3 clusters Score: Raw -4370552.611003 + Penalty 5015.735468 = -4365536.875535 nChanged 736 SP:Iteration 12Q (5621.810000 sec): 3 clusters Score: Raw -4370940.427908 + Penalty 5015.735468 = -4365924.692440 nChanged 614 SP:Iteration 13Q (5622.100000 sec): 3 clusters Score: Raw -4371252.415824 + Penalty 5015.735468 = -4366236.680356 nChanged 518 SP:Iteration 14Q (5622.400000 sec): 3 clusters Score: Raw -4371484.565695 + Penalty 5015.735468 = -4366468.830228 nChanged 428 SP:Iteration 15Q (5622.710000 sec): 3 clusters Score: Raw -4371668.978426 + Penalty 5015.735468 = -4366653.242958 nChanged 386 SP:Iteration 16Q (5623.050000 sec): 3 clusters Score: Raw -4371833.254272 + Penalty 5015.735468 = -4366817.518804 nChanged 348 SP:Iteration 17Q (5623.350000 sec): 3 clusters Score: Raw -4371972.002616 + Penalty 5015.735468 = -4366956.267148 nChanged 306 SP:Iteration 18Q (5623.680000 sec): 3 clusters Score: Raw -4372084.040284 + Penalty 5015.735468 = -4367068.304817 nChanged 274 SP:Iteration 19Q (5623.980000 sec): 3 clusters Score: Raw -4372188.940329 + Penalty 5015.735468 = -4367173.204861 nChanged 232 SP:Iteration 20F (5624.310000 sec): 3 clusters Score: Raw -4372268.488528 + Penalty 5015.735468 = -4367252.753060 nChanged 200 SP:Iteration 21Q (5624.580000 sec): 3 clusters Score: Raw -4372340.361540 + Penalty 5015.735468 = -4367324.626073 nChanged 184 SP:Iteration 22Q (5624.900000 sec): 3 clusters Score: Raw -4372399.059235 + Penalty 5015.735468 = -4367383.323768 nChanged 164 SP:Iteration 23Q (5625.190000 sec): 3 clusters Score: Raw -4372446.276571 + Penalty 5015.735468 = -4367430.541103 nChanged 139 SP:Iteration 24Q (5625.470000 sec): 3 clusters Score: Raw -4372484.301439 + Penalty 5015.735468 = -4367468.565972 nChanged 134 SP:Iteration 25Q (5625.770000 sec): 3 clusters Score: Raw -4372521.781639 + Penalty 5015.735468 = -4367506.046171 nChanged 135 SP:Iteration 26Q (5626.090000 sec): 3 clusters Score: Raw -4372562.420923 + Penalty 5015.735468 = -4367546.685456 nChanged 105 SP:Iteration 27Q (5626.370000 sec): 3 clusters Score: Raw -4372597.100135 + Penalty 5015.735468 = -4367581.364668 nChanged 101 SP:Iteration 28Q (5626.620000 sec): 3 clusters Score: Raw -4372626.675369 + Penalty 5015.735468 = -4367610.939902 nChanged 91 SP:Iteration 29Q (5626.970000 sec): 3 clusters Score: Raw -4372648.702087 + Penalty 5015.735468 = -4367632.966619 nChanged 64 SP:Iteration 30Q (5627.280000 sec): 3 clusters Score: Raw -4372664.464526 + Penalty 5015.735468 = -4367648.729058 nChanged 58 SP:Iteration 31Q (5627.510000 sec): 3 clusters Score: Raw -4372680.366726 + Penalty 5015.735468 = -4367664.631258 nChanged 60 SP:Iteration 32Q (5627.840000 sec): 3 clusters Score: Raw -4372694.547667 + Penalty 5015.735468 = -4367678.812200 nChanged 60 SP:Iteration 33Q (5628.130000 sec): 3 clusters Score: Raw -4372708.036745 + Penalty 5015.735468 = -4367692.301278 nChanged 65 SP:Iteration 34Q (5628.410000 sec): 3 clusters Score: Raw -4372723.015895 + Penalty 5015.735468 = -4367707.280427 nChanged 48 SP:Iteration 35Q (5628.750000 sec): 3 clusters Score: Raw -4372732.234838 + Penalty 5015.735468 = -4367716.499371 nChanged 28 SP:Iteration 36Q (5629.010000 sec): 3 clusters Score: Raw -4372738.992860 + Penalty 5015.735468 = -4367723.257392 nChanged 34 SP:Iteration 37Q (5629.300000 sec): 3 clusters Score: Raw -4372746.483593 + Penalty 5015.735468 = -4367730.748125 nChanged 30 SP:Iteration 38Q (5629.650000 sec): 3 clusters Score: Raw -4372752.116384 + Penalty 5015.735468 = -4367736.380916 nChanged 23 SP:Iteration 39Q (5629.950000 sec): 3 clusters Score: Raw -4372756.822119 + Penalty 5015.735468 = -4367741.086652 nChanged 17 SP:Iteration 40F (5630.250000 sec): 3 clusters Score: Raw -4372760.519315 + Penalty 5015.735468 = -4367744.783847 nChanged 22 SP:Iteration 41Q (5630.510000 sec): 3 clusters Score: Raw -4372764.955381 + Penalty 5015.735468 = -4367749.219913 nChanged 19 SP:Iteration 42Q (5630.800000 sec): 3 clusters Score: Raw -4372768.180713 + Penalty 5015.735468 = -4367752.445245 nChanged 11 SP:Iteration 43Q (5631.060000 sec): 3 clusters Score: Raw -4372771.479032 + Penalty 5015.735468 = -4367755.743564 nChanged 18 SP:Iteration 44Q (5631.330000 sec): 3 clusters Score: Raw -4372774.865683 + Penalty 5015.735468 = -4367759.130216 nChanged 15 SP:Iteration 45Q (5631.640000 sec): 3 clusters Score: Raw -4372777.277791 + Penalty 5015.735468 = -4367761.542324 nChanged 11 SP:Iteration 46Q (5631.910000 sec): 3 clusters Score: Raw -4372778.703168 + Penalty 5015.735468 = -4367762.967700 nChanged 8 SP:Iteration 47Q (5632.130000 sec): 3 clusters Score: Raw -4372779.879073 + Penalty 5015.735468 = -4367764.143605 nChanged 7 SP:Iteration 48Q (5632.430000 sec): 3 clusters Score: Raw -4372780.658146 + Penalty 5015.735468 = -4367764.922679 nChanged 7 SP:Iteration 49Q (5632.670000 sec): 3 clusters Score: Raw -4372781.650312 + Penalty 5015.735468 = -4367765.914845 nChanged 10 SP:Iteration 50Q (5632.950000 sec): 3 clusters Score: Raw -4372783.722160 + Penalty 5015.735468 = -4367767.986692 nChanged 12 SP:Iteration 51Q (5633.270000 sec): 3 clusters Score: Raw -4372785.932069 + Penalty 5015.735468 = -4367770.196601 nChanged 10 SP:Iteration 52Q (5633.560000 sec): 3 clusters Score: Raw -4372787.353970 + Penalty 5015.735468 = -4367771.618502 nChanged 7 SP:Iteration 53Q (5633.840000 sec): 3 clusters Score: Raw -4372788.475056 + Penalty 5015.735468 = -4367772.739588 nChanged 6 SP:Iteration 54Q (5634.110000 sec): 3 clusters Score: Raw -4372789.279095 + Penalty 5015.735468 = -4367773.543627 nChanged 4 SP:Iteration 55Q (5634.440000 sec): 3 clusters Score: Raw -4372789.939683 + Penalty 5015.735468 = -4367774.204215 nChanged 3 SP:Iteration 56Q (5634.760000 sec): 3 clusters Score: Raw -4372790.354332 + Penalty 5015.735468 = -4367774.618864 nChanged 1 SP:Iteration 57Q (5635.020000 sec): 3 clusters Score: Raw -4372790.382762 + Penalty 5015.735468 = -4367774.647295 nChanged 0 SP:Iteration 58F (5635.370000 sec): 3 clusters Score: Raw -4372790.382762 + Penalty 5015.735468 = -4367774.647295 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (28314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5635.590000 sec): 2 clusters Score: Raw -4893956.769459 + Penalty 2542.275692 = -4891414.493767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5635.920000 sec): 3 clusters Score: Raw -4877137.623412 + Penalty 5084.551384 = -4872053.072028 nChanged 12747 SP:Iteration 1F (5636.280000 sec): 3 clusters Score: Raw -4884129.451525 + Penalty 5084.551384 = -4879044.900142 nChanged 1414 SP:Iteration 2Q (5636.640000 sec): 3 clusters Score: Raw -4884651.198262 + Penalty 5084.551384 = -4879566.646878 nChanged 1297 SP:Iteration 3Q (5636.950000 sec): 3 clusters Score: Raw -4885185.497632 + Penalty 5084.551384 = -4880100.946248 nChanged 1211 SP:Iteration 4Q (5637.250000 sec): 3 clusters Score: Raw -4885751.570910 + Penalty 5084.551384 = -4880667.019526 nChanged 1165 SP:Iteration 5Q (5637.560000 sec): 3 clusters Score: Raw -4886352.867865 + Penalty 5084.551384 = -4881268.316481 nChanged 1166 SP:Iteration 6Q (5637.890000 sec): 3 clusters Score: Raw -4886889.169289 + Penalty 5084.551384 = -4881804.617905 nChanged 1136 SP:Iteration 7Q (5638.180000 sec): 3 clusters Score: Raw -4887378.791315 + Penalty 5084.551384 = -4882294.239931 nChanged 1080 SP:Iteration 8Q (5638.490000 sec): 3 clusters Score: Raw -4887867.581530 + Penalty 5084.551384 = -4882783.030146 nChanged 1048 SP:Iteration 9Q (5638.800000 sec): 3 clusters Score: Raw -4888348.423601 + Penalty 5084.551384 = -4883263.872217 nChanged 1035 SP:Iteration 10Q (5639.110000 sec): 3 clusters Score: Raw -4888867.492105 + Penalty 5084.551384 = -4883782.940721 nChanged 1016 SP:Iteration 11Q (5639.430000 sec): 3 clusters Score: Raw -4889409.401719 + Penalty 5084.551384 = -4884324.850336 nChanged 980 SP:Iteration 12Q (5639.710000 sec): 3 clusters Score: Raw -4889951.464049 + Penalty 5084.551384 = -4884866.912665 nChanged 972 SP:Iteration 13Q (5640.020000 sec): 3 clusters Score: Raw -4890496.468473 + Penalty 5084.551384 = -4885411.917089 nChanged 849 SP:Iteration 14Q (5640.360000 sec): 3 clusters Score: Raw -4890944.007418 + Penalty 5084.551384 = -4885859.456034 nChanged 691 SP:Iteration 15Q (5640.690000 sec): 3 clusters Score: Raw -4891326.529336 + Penalty 5084.551384 = -4886241.977953 nChanged 633 SP:Iteration 16Q (5640.970000 sec): 3 clusters Score: Raw -4891669.369621 + Penalty 5084.551384 = -4886584.818238 nChanged 558 SP:Iteration 17Q (5641.300000 sec): 3 clusters Score: Raw -4891959.049994 + Penalty 5084.551384 = -4886874.498610 nChanged 493 SP:Iteration 18Q (5641.600000 sec): 3 clusters Score: Raw -4892220.367306 + Penalty 5084.551384 = -4887135.815922 nChanged 466 SP:Iteration 19Q (5641.910000 sec): 3 clusters Score: Raw -4892459.695123 + Penalty 5084.551384 = -4887375.143740 nChanged 394 SP:Iteration 20F (5642.260000 sec): 3 clusters Score: Raw -4892679.080685 + Penalty 5084.551384 = -4887594.529301 nChanged 363 SP:Iteration 21Q (5642.560000 sec): 3 clusters Score: Raw -4892869.317001 + Penalty 5084.551384 = -4887784.765617 nChanged 342 SP:Iteration 22Q (5642.850000 sec): 3 clusters Score: Raw -4893060.639322 + Penalty 5084.551384 = -4887976.087938 nChanged 304 SP:Iteration 23Q (5643.170000 sec): 3 clusters Score: Raw -4893236.202002 + Penalty 5084.551384 = -4888151.650619 nChanged 294 SP:Iteration 24Q (5643.490000 sec): 3 clusters Score: Raw -4893427.575138 + Penalty 5084.551384 = -4888343.023755 nChanged 283 SP:Iteration 25Q (5643.870000 sec): 3 clusters Score: Raw -4893619.900985 + Penalty 5084.551384 = -4888535.349601 nChanged 241 SP:Iteration 26Q (5644.190000 sec): 3 clusters Score: Raw -4893796.970454 + Penalty 5084.551384 = -4888712.419070 nChanged 179 SP:Iteration 27Q (5644.490000 sec): 3 clusters Score: Raw -4893923.318106 + Penalty 5084.551384 = -4888838.766723 nChanged 140 SP:Iteration 28Q (5644.850000 sec): 3 clusters Score: Raw -4894023.509861 + Penalty 5084.551384 = -4888938.958477 nChanged 110 SP:Iteration 29Q (5645.140000 sec): 3 clusters Score: Raw -4894097.632394 + Penalty 5084.551384 = -4889013.081010 nChanged 66 SP:Iteration 30Q (5645.500000 sec): 3 clusters Score: Raw -4894149.592533 + Penalty 5084.551384 = -4889065.041149 nChanged 60 SP:Iteration 31Q (5645.820000 sec): 3 clusters Score: Raw -4894190.647926 + Penalty 5084.551384 = -4889106.096542 nChanged 52 SP:Iteration 32Q (5646.090000 sec): 3 clusters Score: Raw -4894227.380548 + Penalty 5084.551384 = -4889142.829164 nChanged 36 SP:Iteration 33Q (5646.430000 sec): 3 clusters Score: Raw -4894256.249189 + Penalty 5084.551384 = -4889171.697805 nChanged 22 SP:Iteration 34Q (5646.780000 sec): 3 clusters Score: Raw -4894269.588798 + Penalty 5084.551384 = -4889185.037414 nChanged 12 SP:Iteration 35Q (5647.100000 sec): 3 clusters Score: Raw -4894278.360608 + Penalty 5084.551384 = -4889193.809224 nChanged 18 SP:Iteration 36Q (5647.370000 sec): 3 clusters Score: Raw -4894288.642147 + Penalty 5084.551384 = -4889204.090763 nChanged 12 SP:Iteration 37Q (5647.770000 sec): 3 clusters Score: Raw -4894298.023106 + Penalty 5084.551384 = -4889213.471722 nChanged 11 SP:Iteration 38Q (5648.080000 sec): 3 clusters Score: Raw -4894305.443210 + Penalty 5084.551384 = -4889220.891826 nChanged 7 SP:Iteration 39Q (5648.380000 sec): 3 clusters Score: Raw -4894309.479575 + Penalty 5084.551384 = -4889224.928191 nChanged 5 SP:Iteration 40F (5648.710000 sec): 3 clusters Score: Raw -4894315.694825 + Penalty 5084.551384 = -4889231.143441 nChanged 7 SP:Iteration 41Q (5649.050000 sec): 3 clusters Score: Raw -4894321.738209 + Penalty 5084.551384 = -4889237.186825 nChanged 6 SP:Iteration 42Q (5649.340000 sec): 3 clusters Score: Raw -4894326.776814 + Penalty 5084.551384 = -4889242.225431 nChanged 4 SP:Iteration 43Q (5649.660000 sec): 3 clusters Score: Raw -4894330.791904 + Penalty 5084.551384 = -4889246.240520 nChanged 10 SP:Iteration 44Q (5649.970000 sec): 3 clusters Score: Raw -4894338.399813 + Penalty 5084.551384 = -4889253.848429 nChanged 5 SP:Iteration 45Q (5650.250000 sec): 3 clusters Score: Raw -4894343.031785 + Penalty 5084.551384 = -4889258.480401 nChanged 7 SP:Iteration 46Q (5650.560000 sec): 3 clusters Score: Raw -4894348.114623 + Penalty 5084.551384 = -4889263.563239 nChanged 7 SP:Iteration 47Q (5650.840000 sec): 3 clusters Score: Raw -4894354.740545 + Penalty 5084.551384 = -4889270.189161 nChanged 6 SP:Iteration 48Q (5651.160000 sec): 3 clusters Score: Raw -4894358.991630 + Penalty 5084.551384 = -4889274.440246 nChanged 8 SP:Iteration 49Q (5651.430000 sec): 3 clusters Score: Raw -4894364.871583 + Penalty 5084.551384 = -4889280.320199 nChanged 8 SP:Iteration 50Q (5651.750000 sec): 3 clusters Score: Raw -4894370.963105 + Penalty 5084.551384 = -4889286.411721 nChanged 5 SP:Iteration 51Q (5652.060000 sec): 3 clusters Score: Raw -4894377.163106 + Penalty 5084.551384 = -4889292.611722 nChanged 7 SP:Iteration 52Q (5652.380000 sec): 3 clusters Score: Raw -4894383.056433 + Penalty 5084.551384 = -4889298.505050 nChanged 5 SP:Iteration 53Q (5652.660000 sec): 3 clusters Score: Raw -4894386.932713 + Penalty 5084.551384 = -4889302.381329 nChanged 7 SP:Iteration 54Q (5652.950000 sec): 3 clusters Score: Raw -4894392.113387 + Penalty 5084.551384 = -4889307.562003 nChanged 3 SP:Iteration 55Q (5653.270000 sec): 3 clusters Score: Raw -4894394.762686 + Penalty 5084.551384 = -4889310.211302 nChanged 3 SP:Iteration 56Q (5653.520000 sec): 3 clusters Score: Raw -4894396.747549 + Penalty 5084.551384 = -4889312.196165 nChanged 1 SP:Iteration 57Q (5653.830000 sec): 3 clusters Score: Raw -4894397.225332 + Penalty 5084.551384 = -4889312.673948 nChanged 0 SP:Iteration 58F (5654.110000 sec): 3 clusters Score: Raw -4894397.225332 + Penalty 5084.551384 = -4889312.673948 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (2065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5654.240000 sec): 2 clusters Score: Raw -344219.000789 + Penalty 1892.955605 = -342326.045183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5654.420000 sec): 3 clusters Score: Raw -343484.436862 + Penalty 3785.911211 = -339698.525651 nChanged 666 SP:Iteration 1F (5654.570000 sec): 3 clusters Score: Raw -344058.644965 + Penalty 3785.911211 = -340272.733754 nChanged 191 SP:Iteration 2F (5654.810000 sec): 3 clusters Score: Raw -344398.433876 + Penalty 3785.911211 = -340612.522666 nChanged 131 SP:Iteration 3F (5654.970000 sec): 3 clusters Score: Raw -344698.066225 + Penalty 3785.911211 = -340912.155014 nChanged 101 SP:Iteration 4Q (5655.180000 sec): 3 clusters Score: Raw -344874.418887 + Penalty 3785.911211 = -341088.507676 nChanged 97 SP:Iteration 5Q (5655.380000 sec): 3 clusters Score: Raw -345002.920142 + Penalty 3785.911211 = -341217.008931 nChanged 81 SP:Iteration 6Q (5655.540000 sec): 3 clusters Score: Raw -345152.755494 + Penalty 3785.911211 = -341366.844283 nChanged 83 SP:Iteration 7Q (5655.720000 sec): 3 clusters Score: Raw -345320.112281 + Penalty 3785.911211 = -341534.201070 nChanged 82 SP:Iteration 8Q (5655.870000 sec): 3 clusters Score: Raw -345573.934003 + Penalty 3785.911211 = -341788.022792 nChanged 75 SP:Iteration 9Q (5656.030000 sec): 3 clusters Score: Raw -345788.119809 + Penalty 3785.911211 = -342002.208598 nChanged 67 SP:Iteration 10Q (5656.190000 sec): 3 clusters Score: Raw -345855.321902 + Penalty 3785.911211 = -342069.410691 nChanged 40 SP:Iteration 11Q (5656.360000 sec): 3 clusters Score: Raw -345894.280125 + Penalty 3785.911211 = -342108.368914 nChanged 34 SP:Iteration 12Q (5656.550000 sec): 3 clusters Score: Raw -345917.939792 + Penalty 3785.911211 = -342132.028581 nChanged 15 SP:Iteration 13Q (5656.740000 sec): 3 clusters Score: Raw -345926.108189 + Penalty 3785.911211 = -342140.196978 nChanged 8 SP:Iteration 14Q (5656.950000 sec): 3 clusters Score: Raw -345928.745710 + Penalty 3785.911211 = -342142.834499 nChanged 4 SP:Iteration 15Q (5657.140000 sec): 3 clusters Score: Raw -345930.026114 + Penalty 3785.911211 = -342144.114904 nChanged 3 SP:Iteration 16Q (5657.300000 sec): 3 clusters Score: Raw -345931.420797 + Penalty 3785.911211 = -342145.509587 nChanged 5 SP:Iteration 17Q (5657.460000 sec): 3 clusters Score: Raw -345933.943706 + Penalty 3785.911211 = -342148.032495 nChanged 3 SP:Iteration 18Q (5657.630000 sec): 3 clusters Score: Raw -345935.477467 + Penalty 3785.911211 = -342149.566256 nChanged 4 SP:Iteration 19Q (5657.790000 sec): 3 clusters Score: Raw -345939.964622 + Penalty 3785.911211 = -342154.053411 nChanged 2 SP:Iteration 20F (5657.970000 sec): 3 clusters Score: Raw -345940.915475 + Penalty 3785.911211 = -342155.004265 nChanged 3 SP:Iteration 21Q (5658.150000 sec): 3 clusters Score: Raw -345942.257624 + Penalty 3785.911211 = -342156.346413 nChanged 1 SP:Iteration 22Q (5658.390000 sec): 3 clusters Score: Raw -345942.548742 + Penalty 3785.911211 = -342156.637532 nChanged 1 SP:Iteration 23Q (5658.560000 sec): 3 clusters Score: Raw -345942.981761 + Penalty 3785.911211 = -342157.070551 nChanged 0 SP:Iteration 24F (5658.730000 sec): 3 clusters Score: Raw -345942.981761 + Penalty 3785.911211 = -342157.070551 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (50790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5659.080000 sec): 2 clusters Score: Raw -9377810.936629 + Penalty 2687.192781 = -9375123.743848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5659.500000 sec): 3 clusters Score: Raw -9346248.581254 + Penalty 5374.385563 = -9340874.195691 nChanged 23382 SP:Iteration 1F (5659.980000 sec): 3 clusters Score: Raw -9359108.879492 + Penalty 5374.385563 = -9353734.493929 nChanged 1963 SP:Iteration 2Q (5660.460000 sec): 3 clusters Score: Raw -9359635.434999 + Penalty 5374.385563 = -9354261.049437 nChanged 1941 SP:Iteration 3Q (5660.890000 sec): 3 clusters Score: Raw -9360156.384602 + Penalty 5374.385563 = -9354781.999039 nChanged 1882 SP:Iteration 4Q (5661.320000 sec): 3 clusters Score: Raw -9360666.335231 + Penalty 5374.385563 = -9355291.949668 nChanged 1907 SP:Iteration 5Q (5661.820000 sec): 3 clusters Score: Raw -9361246.437076 + Penalty 5374.385563 = -9355872.051513 nChanged 2025 SP:Iteration 6Q (5662.300000 sec): 3 clusters Score: Raw -9361945.372998 + Penalty 5374.385563 = -9356570.987435 nChanged 2191 SP:Iteration 7Q (5662.770000 sec): 3 clusters Score: Raw -9362809.874196 + Penalty 5374.385563 = -9357435.488633 nChanged 2361 SP:Iteration 8Q (5663.230000 sec): 3 clusters Score: Raw -9363831.487930 + Penalty 5374.385563 = -9358457.102367 nChanged 2528 SP:Iteration 9Q (5663.710000 sec): 3 clusters Score: Raw -9365079.641067 + Penalty 5374.385563 = -9359705.255504 nChanged 2678 SP:Iteration 10F (5664.150000 sec): 3 clusters Score: Raw -9366600.700759 + Penalty 5374.385563 = -9361226.315196 nChanged 2865 SP:Iteration 11F (5664.590000 sec): 3 clusters Score: Raw -9368495.589819 + Penalty 5374.385563 = -9363121.204256 nChanged 2984 SP:Iteration 12F (5665.020000 sec): 3 clusters Score: Raw -9370749.717764 + Penalty 5374.385563 = -9365375.332201 nChanged 2878 SP:Iteration 13F (5665.460000 sec): 3 clusters Score: Raw -9373178.562216 + Penalty 5374.385563 = -9367804.176653 nChanged 2310 SP:Iteration 14Q (5665.960000 sec): 3 clusters Score: Raw -9375211.323355 + Penalty 5374.385563 = -9369836.937792 nChanged 1539 SP:Iteration 15Q (5666.420000 sec): 3 clusters Score: Raw -9376608.452212 + Penalty 5374.385563 = -9371234.066649 nChanged 849 SP:Iteration 16Q (5666.860000 sec): 3 clusters Score: Raw -9377398.281089 + Penalty 5374.385563 = -9372023.895526 nChanged 358 SP:Iteration 17Q (5667.280000 sec): 3 clusters Score: Raw -9377742.677154 + Penalty 5374.385563 = -9372368.291591 nChanged 164 SP:Iteration 18Q (5667.690000 sec): 3 clusters Score: Raw -9377900.817158 + Penalty 5374.385563 = -9372526.431595 nChanged 62 SP:Iteration 19Q (5668.120000 sec): 3 clusters Score: Raw -9377970.497328 + Penalty 5374.385563 = -9372596.111766 nChanged 42 SP:Iteration 20F (5668.560000 sec): 3 clusters Score: Raw -9378032.761693 + Penalty 5374.385563 = -9372658.376130 nChanged 31 SP:Iteration 21Q (5669.000000 sec): 3 clusters Score: Raw -9378066.692725 + Penalty 5374.385563 = -9372692.307163 nChanged 21 SP:Iteration 22Q (5669.410000 sec): 3 clusters Score: Raw -9378091.092921 + Penalty 5374.385563 = -9372716.707358 nChanged 12 SP:Iteration 23Q (5669.800000 sec): 3 clusters Score: Raw -9378105.833842 + Penalty 5374.385563 = -9372731.448279 nChanged 7 SP:Iteration 24Q (5670.230000 sec): 3 clusters Score: Raw -9378115.073647 + Penalty 5374.385563 = -9372740.688084 nChanged 4 SP:Iteration 25Q (5670.630000 sec): 3 clusters Score: Raw -9378118.119741 + Penalty 5374.385563 = -9372743.734178 nChanged 1 SP:Iteration 26Q (5671.120000 sec): 3 clusters Score: Raw -9378118.974114 + Penalty 5374.385563 = -9372744.588551 nChanged 0 SP:Iteration 27F (5671.520000 sec): 3 clusters Score: Raw -9378118.974114 + Penalty 5374.385563 = -9372744.588551 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (6590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5671.710000 sec): 2 clusters Score: Raw -1187247.270196 + Penalty 2180.740540 = -1185066.529656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5671.980000 sec): 3 clusters Score: Raw -1183911.283101 + Penalty 4361.481079 = -1179549.802022 nChanged 2639 SP:Iteration 1F (5672.180000 sec): 3 clusters Score: Raw -1185587.720579 + Penalty 4361.481079 = -1181226.239500 nChanged 635 SP:Iteration 2F (5672.370000 sec): 3 clusters Score: Raw -1186197.466085 + Penalty 4361.481079 = -1181835.985006 nChanged 567 SP:Iteration 3F (5672.570000 sec): 3 clusters Score: Raw -1186769.558358 + Penalty 4361.481079 = -1182408.077279 nChanged 543 SP:Iteration 4F (5672.840000 sec): 3 clusters Score: Raw -1187287.932474 + Penalty 4361.481079 = -1182926.451394 nChanged 401 SP:Iteration 5F (5673.040000 sec): 3 clusters Score: Raw -1187644.589516 + Penalty 4361.481079 = -1183283.108436 nChanged 301 SP:Iteration 6Q (5673.240000 sec): 3 clusters Score: Raw -1187920.602596 + Penalty 4361.481079 = -1183559.121517 nChanged 220 SP:Iteration 7Q (5673.460000 sec): 3 clusters Score: Raw -1188109.902697 + Penalty 4361.481079 = -1183748.421618 nChanged 140 SP:Iteration 8Q (5673.640000 sec): 3 clusters Score: Raw -1188224.361863 + Penalty 4361.481079 = -1183862.880783 nChanged 114 SP:Iteration 9Q (5673.860000 sec): 3 clusters Score: Raw -1188322.115179 + Penalty 4361.481079 = -1183960.634099 nChanged 85 SP:Iteration 10Q (5674.040000 sec): 3 clusters Score: Raw -1188396.635555 + Penalty 4361.481079 = -1184035.154476 nChanged 81 SP:Iteration 11Q (5674.240000 sec): 3 clusters Score: Raw -1188469.278047 + Penalty 4361.481079 = -1184107.796968 nChanged 65 SP:Iteration 12Q (5674.430000 sec): 3 clusters Score: Raw -1188509.507441 + Penalty 4361.481079 = -1184148.026361 nChanged 47 SP:Iteration 13Q (5674.650000 sec): 3 clusters Score: Raw -1188534.577666 + Penalty 4361.481079 = -1184173.096587 nChanged 36 SP:Iteration 14Q (5674.850000 sec): 3 clusters Score: Raw -1188557.076948 + Penalty 4361.481079 = -1184195.595869 nChanged 42 SP:Iteration 15Q (5675.020000 sec): 3 clusters Score: Raw -1188588.296948 + Penalty 4361.481079 = -1184226.815869 nChanged 45 SP:Iteration 16Q (5675.250000 sec): 3 clusters Score: Raw -1188617.663183 + Penalty 4361.481079 = -1184256.182104 nChanged 33 SP:Iteration 17Q (5675.460000 sec): 3 clusters Score: Raw -1188639.697826 + Penalty 4361.481079 = -1184278.216747 nChanged 39 SP:Iteration 18Q (5675.690000 sec): 3 clusters Score: Raw -1188667.142363 + Penalty 4361.481079 = -1184305.661284 nChanged 40 SP:Iteration 19Q (5675.830000 sec): 3 clusters Score: Raw -1188690.154931 + Penalty 4361.481079 = -1184328.673851 nChanged 40 SP:Iteration 20F (5676.050000 sec): 3 clusters Score: Raw -1188709.575373 + Penalty 4361.481079 = -1184348.094293 nChanged 26 SP:Iteration 21Q (5676.270000 sec): 3 clusters Score: Raw -1188720.259714 + Penalty 4361.481079 = -1184358.778635 nChanged 25 SP:Iteration 22Q (5676.490000 sec): 3 clusters Score: Raw -1188734.875065 + Penalty 4361.481079 = -1184373.393985 nChanged 21 SP:Iteration 23Q (5676.670000 sec): 3 clusters Score: Raw -1188749.962685 + Penalty 4361.481079 = -1184388.481606 nChanged 24 SP:Iteration 24Q (5676.900000 sec): 3 clusters Score: Raw -1188769.607751 + Penalty 4361.481079 = -1184408.126672 nChanged 19 SP:Iteration 25Q (5677.110000 sec): 3 clusters Score: Raw -1188780.226086 + Penalty 4361.481079 = -1184418.745007 nChanged 19 SP:Iteration 26Q (5677.360000 sec): 3 clusters Score: Raw -1188792.474493 + Penalty 4361.481079 = -1184430.993414 nChanged 17 SP:Iteration 27Q (5677.560000 sec): 3 clusters Score: Raw -1188798.809935 + Penalty 4361.481079 = -1184437.328856 nChanged 11 SP:Iteration 28Q (5677.770000 sec): 3 clusters Score: Raw -1188803.965926 + Penalty 4361.481079 = -1184442.484847 nChanged 8 SP:Iteration 29Q (5677.970000 sec): 3 clusters Score: Raw -1188806.867196 + Penalty 4361.481079 = -1184445.386117 nChanged 7 SP:Iteration 30Q (5678.190000 sec): 3 clusters Score: Raw -1188810.460005 + Penalty 4361.481079 = -1184448.978926 nChanged 9 SP:Iteration 31Q (5678.430000 sec): 3 clusters Score: Raw -1188815.017803 + Penalty 4361.481079 = -1184453.536724 nChanged 8 SP:Iteration 32Q (5678.600000 sec): 3 clusters Score: Raw -1188817.923917 + Penalty 4361.481079 = -1184456.442838 nChanged 7 SP:Iteration 33Q (5678.810000 sec): 3 clusters Score: Raw -1188821.208347 + Penalty 4361.481079 = -1184459.727267 nChanged 7 SP:Iteration 34Q (5679.040000 sec): 3 clusters Score: Raw -1188823.980984 + Penalty 4361.481079 = -1184462.499905 nChanged 3 SP:Iteration 35Q (5679.270000 sec): 3 clusters Score: Raw -1188825.040408 + Penalty 4361.481079 = -1184463.559329 nChanged 2 SP:Iteration 36Q (5679.450000 sec): 3 clusters Score: Raw -1188826.041941 + Penalty 4361.481079 = -1184464.560861 nChanged 3 SP:Iteration 37Q (5679.680000 sec): 3 clusters Score: Raw -1188827.831271 + Penalty 4361.481079 = -1184466.350191 nChanged 3 SP:Iteration 38Q (5679.890000 sec): 3 clusters Score: Raw -1188830.426428 + Penalty 4361.481079 = -1184468.945349 nChanged 4 SP:Iteration 39Q (5680.110000 sec): 3 clusters Score: Raw -1188831.692709 + Penalty 4361.481079 = -1184470.211630 nChanged 3 SP:Iteration 40F (5680.390000 sec): 3 clusters Score: Raw -1188832.417084 + Penalty 4361.481079 = -1184470.936005 nChanged 3 SP:Iteration 41Q (5680.620000 sec): 3 clusters Score: Raw -1188833.425350 + Penalty 4361.481079 = -1184471.944271 nChanged 0 SP:Iteration 42F (5680.820000 sec): 3 clusters Score: Raw -1188833.425350 + Penalty 4361.481079 = -1184471.944271 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5680.960000 sec): 2 clusters Score: Raw -69536.597736 + Penalty 1514.541676 = -68022.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5681.120000 sec): 3 clusters Score: Raw -69618.032000 + Penalty 3029.083352 = -66588.948647 nChanged 91 SP:Iteration 1F (5681.290000 sec): 3 clusters Score: Raw -69972.506377 + Penalty 3029.083352 = -66943.423025 nChanged 28 SP:Iteration 2F (5681.510000 sec): 3 clusters Score: Raw -70083.876014 + Penalty 3029.083352 = -67054.792662 nChanged 19 SP:Iteration 3Q (5681.670000 sec): 3 clusters Score: Raw -70185.299240 + Penalty 3029.083352 = -67156.215888 nChanged 18 SP:Iteration 4Q (5681.830000 sec): 3 clusters Score: Raw -70244.843443 + Penalty 3029.083352 = -67215.760091 nChanged 6 SP:Iteration 5Q (5682.000000 sec): 3 clusters Score: Raw -70273.455266 + Penalty 3029.083352 = -67244.371914 nChanged 6 SP:Iteration 6Q (5682.170000 sec): 3 clusters Score: Raw -70301.989475 + Penalty 3029.083352 = -67272.906123 nChanged 6 SP:Iteration 7Q (5682.340000 sec): 3 clusters Score: Raw -70334.476371 + Penalty 3029.083352 = -67305.393019 nChanged 6 SP:Iteration 8Q (5682.530000 sec): 3 clusters Score: Raw -70376.865948 + Penalty 3029.083352 = -67347.782595 nChanged 7 SP:Iteration 9Q (5682.720000 sec): 3 clusters Score: Raw -70404.032344 + Penalty 3029.083352 = -67374.948991 nChanged 5 SP:Iteration 10Q (5682.880000 sec): 3 clusters Score: Raw -70425.326884 + Penalty 3029.083352 = -67396.243532 nChanged 4 SP:Iteration 11Q (5683.090000 sec): 3 clusters Score: Raw -70445.820804 + Penalty 3029.083352 = -67416.737452 nChanged 1 SP:Iteration 12Q (5683.260000 sec): 3 clusters Score: Raw -70451.120615 + Penalty 3029.083352 = -67422.037263 nChanged 2 SP:Iteration 13Q (5683.500000 sec): 3 clusters Score: Raw -70471.724316 + Penalty 3029.083352 = -67442.640964 nChanged 2 SP:Iteration 14Q (5683.650000 sec): 3 clusters Score: Raw -70482.772068 + Penalty 3029.083352 = -67453.688716 nChanged 1 SP:Iteration 15Q (5683.860000 sec): 3 clusters Score: Raw -70486.162968 + Penalty 3029.083352 = -67457.079616 nChanged 1 SP:Iteration 16Q (5684.010000 sec): 3 clusters Score: Raw -70490.327546 + Penalty 3029.083352 = -67461.244194 nChanged 2 SP:Iteration 17Q (5684.200000 sec): 3 clusters Score: Raw -70498.409525 + Penalty 3029.083352 = -67469.326172 nChanged 1 SP:Iteration 18Q (5684.380000 sec): 3 clusters Score: Raw -70500.198807 + Penalty 3029.083352 = -67471.115455 nChanged 0 SP:Iteration 19F (5684.610000 sec): 3 clusters Score: Raw -70505.963706 + Penalty 3029.083352 = -67476.880354 nChanged 1 SP:Iteration 20F (5684.800000 sec): 3 clusters Score: Raw -70568.396063 + Penalty 3029.083352 = -67539.312711 nChanged 2 SP:Iteration 21Q (5684.980000 sec): 3 clusters Score: Raw -70629.147982 + Penalty 3029.083352 = -67600.064630 nChanged 2 SP:Iteration 22Q (5685.170000 sec): 3 clusters Score: Raw -70643.784081 + Penalty 3029.083352 = -67614.700729 nChanged 3 SP:Iteration 23Q (5685.360000 sec): 3 clusters Score: Raw -70654.918683 + Penalty 3029.083352 = -67625.835330 nChanged 1 SP:Iteration 24Q (5685.550000 sec): 3 clusters Score: Raw -70661.157400 + Penalty 3029.083352 = -67632.074047 nChanged 1 SP:Iteration 25Q (5685.710000 sec): 3 clusters Score: Raw -70663.323805 + Penalty 3029.083352 = -67634.240453 nChanged 0 SP:Iteration 26F (5685.880000 sec): 3 clusters Score: Raw -70663.323805 + Penalty 3029.083352 = -67634.240453 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5685.970000 sec): 2 clusters Score: Raw -37872.168429 + Penalty 1363.297720 = -36508.870709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5686.180000 sec): 3 clusters Score: Raw -38037.904817 + Penalty 2726.595440 = -35311.309378 nChanged 27 SP:Iteration 1F (5686.350000 sec): 3 clusters Score: Raw -38151.634247 + Penalty 2726.595440 = -35425.038807 nChanged 6 SP:Iteration 2Q (5686.510000 sec): 3 clusters Score: Raw -38202.164078 + Penalty 2726.595440 = -35475.568638 nChanged 4 SP:Iteration 3Q (5686.680000 sec): 3 clusters Score: Raw -38233.694889 + Penalty 2726.595440 = -35507.099450 nChanged 3 SP:Iteration 4Q (5686.850000 sec): 3 clusters Score: Raw -38246.257247 + Penalty 2726.595440 = -35519.661807 nChanged 2 SP:Iteration 5Q (5687.070000 sec): 3 clusters Score: Raw -38256.633652 + Penalty 2726.595440 = -35530.038212 nChanged 2 SP:Iteration 6Q (5687.230000 sec): 3 clusters Score: Raw -38264.478605 + Penalty 2726.595440 = -35537.883165 nChanged 0 SP:Iteration 7F (5687.400000 sec): 3 clusters Score: Raw -38264.478605 + Penalty 2726.595440 = -35537.883165 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5687.530000 sec): 2 clusters Score: Raw -88257.568910 + Penalty 1529.544090 = -86728.024820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5687.680000 sec): 3 clusters Score: Raw -88277.738947 + Penalty 3059.088179 = -85218.650768 nChanged 71 SP:Iteration 1F (5687.890000 sec): 3 clusters Score: Raw -88415.567784 + Penalty 3059.088179 = -85356.479604 nChanged 25 SP:Iteration 2F (5688.040000 sec): 3 clusters Score: Raw -88464.264450 + Penalty 3059.088179 = -85405.176271 nChanged 10 SP:Iteration 3Q (5688.240000 sec): 3 clusters Score: Raw -88488.102114 + Penalty 3059.088179 = -85429.013934 nChanged 6 SP:Iteration 4Q (5688.410000 sec): 3 clusters Score: Raw -88496.374522 + Penalty 3059.088179 = -85437.286343 nChanged 5 SP:Iteration 5Q (5688.600000 sec): 3 clusters Score: Raw -88508.655395 + Penalty 3059.088179 = -85449.567215 nChanged 5 SP:Iteration 6Q (5688.790000 sec): 3 clusters Score: Raw -88521.900438 + Penalty 3059.088179 = -85462.812258 nChanged 3 SP:Iteration 7Q (5689.000000 sec): 3 clusters Score: Raw -88529.808408 + Penalty 3059.088179 = -85470.720228 nChanged 2 SP:Iteration 8Q (5689.160000 sec): 3 clusters Score: Raw -88535.492001 + Penalty 3059.088179 = -85476.403821 nChanged 3 SP:Iteration 9Q (5689.360000 sec): 3 clusters Score: Raw -88540.673669 + Penalty 3059.088179 = -85481.585490 nChanged 0 SP:Iteration 10F (5689.540000 sec): 3 clusters Score: Raw -88540.673669 + Penalty 3059.088179 = -85481.585490 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (6313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5689.670000 sec): 2 clusters Score: Raw -1115742.441183 + Penalty 2170.090837 = -1113572.350346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5689.870000 sec): 3 clusters Score: Raw -1112591.772264 + Penalty 4340.181674 = -1108251.590590 nChanged 2452 SP:Iteration 1F (5690.150000 sec): 3 clusters Score: Raw -1113992.870507 + Penalty 4340.181674 = -1109652.688833 nChanged 461 SP:Iteration 2F (5690.350000 sec): 3 clusters Score: Raw -1114256.188024 + Penalty 4340.181674 = -1109916.006350 nChanged 350 SP:Iteration 3F (5690.580000 sec): 3 clusters Score: Raw -1114458.519010 + Penalty 4340.181674 = -1110118.337336 nChanged 283 SP:Iteration 4Q (5690.730000 sec): 3 clusters Score: Raw -1114628.000043 + Penalty 4340.181674 = -1110287.818369 nChanged 294 SP:Iteration 5Q (5691.000000 sec): 3 clusters Score: Raw -1114804.819726 + Penalty 4340.181674 = -1110464.638052 nChanged 283 SP:Iteration 6Q (5691.170000 sec): 3 clusters Score: Raw -1114996.718202 + Penalty 4340.181674 = -1110656.536528 nChanged 291 SP:Iteration 7Q (5691.400000 sec): 3 clusters Score: Raw -1115201.509425 + Penalty 4340.181674 = -1110861.327751 nChanged 295 SP:Iteration 8Q (5691.640000 sec): 3 clusters Score: Raw -1115399.992750 + Penalty 4340.181674 = -1111059.811076 nChanged 263 SP:Iteration 9Q (5691.830000 sec): 3 clusters Score: Raw -1115610.964724 + Penalty 4340.181674 = -1111270.783049 nChanged 270 SP:Iteration 10Q (5692.010000 sec): 3 clusters Score: Raw -1115834.387726 + Penalty 4340.181674 = -1111494.206052 nChanged 222 SP:Iteration 11Q (5692.200000 sec): 3 clusters Score: Raw -1116026.713422 + Penalty 4340.181674 = -1111686.531748 nChanged 188 SP:Iteration 12Q (5692.400000 sec): 3 clusters Score: Raw -1116187.811243 + Penalty 4340.181674 = -1111847.629569 nChanged 151 SP:Iteration 13Q (5692.640000 sec): 3 clusters Score: Raw -1116332.140952 + Penalty 4340.181674 = -1111991.959277 nChanged 117 SP:Iteration 14Q (5692.870000 sec): 3 clusters Score: Raw -1116448.192643 + Penalty 4340.181674 = -1112108.010969 nChanged 101 SP:Iteration 15Q (5693.080000 sec): 3 clusters Score: Raw -1116544.514847 + Penalty 4340.181674 = -1112204.333173 nChanged 68 SP:Iteration 16Q (5693.300000 sec): 3 clusters Score: Raw -1116629.077522 + Penalty 4340.181674 = -1112288.895848 nChanged 59 SP:Iteration 17Q (5693.510000 sec): 3 clusters Score: Raw -1116707.405347 + Penalty 4340.181674 = -1112367.223673 nChanged 61 SP:Iteration 18Q (5693.710000 sec): 3 clusters Score: Raw -1116771.100697 + Penalty 4340.181674 = -1112430.919023 nChanged 49 SP:Iteration 19Q (5693.950000 sec): 3 clusters Score: Raw -1116824.263969 + Penalty 4340.181674 = -1112484.082295 nChanged 35 SP:Iteration 20F (5694.140000 sec): 3 clusters Score: Raw -1116854.856361 + Penalty 4340.181674 = -1112514.674686 nChanged 28 SP:Iteration 21Q (5694.350000 sec): 3 clusters Score: Raw -1116882.535498 + Penalty 4340.181674 = -1112542.353824 nChanged 21 SP:Iteration 22Q (5694.530000 sec): 3 clusters Score: Raw -1116903.520093 + Penalty 4340.181674 = -1112563.338419 nChanged 20 SP:Iteration 23Q (5694.770000 sec): 3 clusters Score: Raw -1116930.442120 + Penalty 4340.181674 = -1112590.260446 nChanged 19 SP:Iteration 24Q (5694.960000 sec): 3 clusters Score: Raw -1116944.368094 + Penalty 4340.181674 = -1112604.186420 nChanged 12 SP:Iteration 25Q (5695.210000 sec): 3 clusters Score: Raw -1116956.274727 + Penalty 4340.181674 = -1112616.093053 nChanged 11 SP:Iteration 26Q (5695.390000 sec): 3 clusters Score: Raw -1116966.028333 + Penalty 4340.181674 = -1112625.846659 nChanged 10 SP:Iteration 27Q (5695.590000 sec): 3 clusters Score: Raw -1116975.199778 + Penalty 4340.181674 = -1112635.018104 nChanged 10 SP:Iteration 28Q (5695.800000 sec): 3 clusters Score: Raw -1116987.240518 + Penalty 4340.181674 = -1112647.058844 nChanged 13 SP:Iteration 29Q (5695.990000 sec): 3 clusters Score: Raw -1117002.675748 + Penalty 4340.181674 = -1112662.494074 nChanged 7 SP:Iteration 30Q (5696.170000 sec): 3 clusters Score: Raw -1117008.996260 + Penalty 4340.181674 = -1112668.814586 nChanged 9 SP:Iteration 31Q (5696.370000 sec): 3 clusters Score: Raw -1117017.908137 + Penalty 4340.181674 = -1112677.726463 nChanged 4 SP:Iteration 32Q (5696.580000 sec): 3 clusters Score: Raw -1117022.316130 + Penalty 4340.181674 = -1112682.134456 nChanged 3 SP:Iteration 33Q (5696.790000 sec): 3 clusters Score: Raw -1117029.087412 + Penalty 4340.181674 = -1112688.905738 nChanged 5 SP:Iteration 34Q (5696.960000 sec): 3 clusters Score: Raw -1117036.181541 + Penalty 4340.181674 = -1112695.999867 nChanged 7 SP:Iteration 35Q (5697.160000 sec): 3 clusters Score: Raw -1117040.401168 + Penalty 4340.181674 = -1112700.219494 nChanged 1 SP:Iteration 36Q (5697.390000 sec): 3 clusters Score: Raw -1117041.718645 + Penalty 4340.181674 = -1112701.536971 nChanged 0 SP:Iteration 37F (5697.590000 sec): 3 clusters Score: Raw -1117041.718645 + Penalty 4340.181674 = -1112701.536971 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5697.680000 sec): 2 clusters Score: Raw -128709.223683 + Penalty 1637.778069 = -127071.445614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5697.910000 sec): 3 clusters Score: Raw -128571.912036 + Penalty 3275.556137 = -125296.355899 nChanged 184 SP:Iteration 1F (5698.090000 sec): 3 clusters Score: Raw -128837.190897 + Penalty 3275.556137 = -125561.634760 nChanged 47 SP:Iteration 2F (5698.250000 sec): 3 clusters Score: Raw -128914.027583 + Penalty 3275.556137 = -125638.471446 nChanged 26 SP:Iteration 3Q (5698.460000 sec): 3 clusters Score: Raw -128946.924884 + Penalty 3275.556137 = -125671.368747 nChanged 7 SP:Iteration 4Q (5698.630000 sec): 3 clusters Score: Raw -128956.205417 + Penalty 3275.556137 = -125680.649280 nChanged 2 SP:Iteration 5Q (5698.830000 sec): 3 clusters Score: Raw -128958.216222 + Penalty 3275.556137 = -125682.660085 nChanged 3 SP:Iteration 6Q (5698.970000 sec): 3 clusters Score: Raw -128963.465133 + Penalty 3275.556137 = -125687.908996 nChanged 1 SP:Iteration 7Q (5699.140000 sec): 3 clusters Score: Raw -128964.614946 + Penalty 3275.556137 = -125689.058809 nChanged 2 SP:Iteration 8Q (5699.360000 sec): 3 clusters Score: Raw -128965.815777 + Penalty 3275.556137 = -125690.259640 nChanged 1 SP:Iteration 9Q (5699.530000 sec): 3 clusters Score: Raw -128966.793799 + Penalty 3275.556137 = -125691.237662 nChanged 0 SP:Iteration 10F (5699.680000 sec): 3 clusters Score: Raw -128966.793799 + Penalty 3275.556137 = -125691.237662 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5699.790000 sec): 2 clusters Score: Raw -174624.751777 + Penalty 1725.695202 = -172899.056575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5700.030000 sec): 3 clusters Score: Raw -174524.206342 + Penalty 3451.390403 = -171072.815939 nChanged 287 SP:Iteration 1F (5700.190000 sec): 3 clusters Score: Raw -174899.642945 + Penalty 3451.390403 = -171448.252542 nChanged 75 SP:Iteration 2F (5700.310000 sec): 3 clusters Score: Raw -175002.690429 + Penalty 3451.390403 = -171551.300026 nChanged 41 SP:Iteration 3Q (5700.510000 sec): 3 clusters Score: Raw -175051.005367 + Penalty 3451.390403 = -171599.614964 nChanged 22 SP:Iteration 4Q (5700.670000 sec): 3 clusters Score: Raw -175076.621096 + Penalty 3451.390403 = -171625.230693 nChanged 19 SP:Iteration 5Q (5700.860000 sec): 3 clusters Score: Raw -175111.707202 + Penalty 3451.390403 = -171660.316799 nChanged 19 SP:Iteration 6Q (5701.020000 sec): 3 clusters Score: Raw -175138.381557 + Penalty 3451.390403 = -171686.991154 nChanged 17 SP:Iteration 7Q (5701.190000 sec): 3 clusters Score: Raw -175186.391220 + Penalty 3451.390403 = -171735.000817 nChanged 24 SP:Iteration 8Q (5701.350000 sec): 3 clusters Score: Raw -175251.344983 + Penalty 3451.390403 = -171799.954580 nChanged 36 SP:Iteration 9Q (5701.540000 sec): 3 clusters Score: Raw -175310.513456 + Penalty 3451.390403 = -171859.123053 nChanged 30 SP:Iteration 10Q (5701.710000 sec): 3 clusters Score: Raw -175361.754654 + Penalty 3451.390403 = -171910.364251 nChanged 30 SP:Iteration 11Q (5701.900000 sec): 3 clusters Score: Raw -175397.351584 + Penalty 3451.390403 = -171945.961181 nChanged 15 SP:Iteration 12Q (5702.040000 sec): 3 clusters Score: Raw -175413.261433 + Penalty 3451.390403 = -171961.871030 nChanged 7 SP:Iteration 13Q (5702.240000 sec): 3 clusters Score: Raw -175423.723872 + Penalty 3451.390403 = -171972.333469 nChanged 10 SP:Iteration 14Q (5702.400000 sec): 3 clusters Score: Raw -175436.006479 + Penalty 3451.390403 = -171984.616076 nChanged 7 SP:Iteration 15Q (5702.550000 sec): 3 clusters Score: Raw -175447.645766 + Penalty 3451.390403 = -171996.255363 nChanged 3 SP:Iteration 16Q (5702.740000 sec): 3 clusters Score: Raw -175451.107569 + Penalty 3451.390403 = -171999.717166 nChanged 1 SP:Iteration 17Q (5702.920000 sec): 3 clusters Score: Raw -175451.411210 + Penalty 3451.390403 = -172000.020807 nChanged 1 SP:Iteration 18Q (5703.120000 sec): 3 clusters Score: Raw -175452.003395 + Penalty 3451.390403 = -172000.612992 nChanged 0 SP:Iteration 19F (5703.290000 sec): 3 clusters Score: Raw -175452.003395 + Penalty 3451.390403 = -172000.612992 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5703.380000 sec): 2 clusters Score: Raw -27671.561491 + Penalty 1349.719592 = -26321.841899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5703.550000 sec): 3 clusters Score: Raw -27954.995195 + Penalty 2699.439184 = -25255.556010 nChanged 29 SP:Iteration 1F (5703.700000 sec): 3 clusters Score: Raw -28058.351440 + Penalty 2699.439184 = -25358.912255 nChanged 12 SP:Iteration 2F (5703.840000 sec): 3 clusters Score: Raw -28125.215608 + Penalty 2699.439184 = -25425.776424 nChanged 19 SP:Iteration 3F (5704.020000 sec): 3 clusters Score: Raw -28239.881622 + Penalty 2699.439184 = -25540.442438 nChanged 12 SP:Iteration 4F (5704.200000 sec): 3 clusters Score: Raw -28315.849360 + Penalty 2699.439184 = -25616.410176 nChanged 6 SP:Iteration 5Q (5704.400000 sec): 3 clusters Score: Raw -28364.062803 + Penalty 2699.439184 = -25664.623618 nChanged 3 SP:Iteration 6Q (5704.580000 sec): 3 clusters Score: Raw -28391.904793 + Penalty 2699.439184 = -25692.465608 nChanged 3 SP:Iteration 7Q (5704.780000 sec): 3 clusters Score: Raw -28432.586176 + Penalty 2699.439184 = -25733.146992 nChanged 5 SP:Iteration 8Q (5705.000000 sec): 3 clusters Score: Raw -28479.842777 + Penalty 2699.439184 = -25780.403592 nChanged 1 SP:Iteration 9Q (5705.160000 sec): 3 clusters Score: Raw -28484.531165 + Penalty 2699.439184 = -25785.091981 nChanged 1 SP:Iteration 10Q (5705.320000 sec): 3 clusters Score: Raw -28509.180930 + Penalty 2699.439184 = -25809.741746 nChanged 1 SP:Iteration 11Q (5705.470000 sec): 3 clusters Score: Raw -28511.094099 + Penalty 2699.439184 = -25811.654915 nChanged 1 SP:Iteration 12Q (5705.690000 sec): 3 clusters Score: Raw -28524.558667 + Penalty 2699.439184 = -25825.119483 nChanged 4 SP:Iteration 13Q (5705.850000 sec): 3 clusters Score: Raw -28573.388720 + Penalty 2699.439184 = -25873.949536 nChanged 1 SP:Iteration 14Q (5706.030000 sec): 3 clusters Score: Raw -28586.227903 + Penalty 2699.439184 = -25886.788718 nChanged 0 SP:Iteration 15F (5706.190000 sec): 3 clusters Score: Raw -28586.227903 + Penalty 2699.439184 = -25886.788718 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5706.300000 sec): 2 clusters Score: Raw -16944.012441 + Penalty 1269.262465 = -15674.749976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5706.400000 sec): 3 clusters Score: Raw -17285.533379 + Penalty 2538.524931 = -14747.008448 nChanged 19 SP:Iteration 1F (5706.580000 sec): 3 clusters Score: Raw -17383.537200 + Penalty 2538.524931 = -14845.012269 nChanged 5 SP:Iteration 2Q (5706.750000 sec): 3 clusters Score: Raw -17400.667081 + Penalty 2538.524931 = -14862.142150 nChanged 1 SP:Iteration 3Q (5706.940000 sec): 3 clusters Score: Raw -17410.212420 + Penalty 2538.524931 = -14871.687489 nChanged 2 SP:Iteration 4Q (5707.140000 sec): 3 clusters Score: Raw -17413.531104 + Penalty 2538.524931 = -14875.006173 nChanged 2 SP:Iteration 5Q (5707.350000 sec): 3 clusters Score: Raw -17416.682479 + Penalty 2538.524931 = -14878.157548 nChanged 3 SP:Iteration 6Q (5707.540000 sec): 3 clusters Score: Raw -17460.906686 + Penalty 2538.524931 = -14922.381755 nChanged 5 SP:Iteration 7Q (5707.740000 sec): 3 clusters Score: Raw -17480.470840 + Penalty 2538.524931 = -14941.945909 nChanged 4 SP:Iteration 8Q (5707.920000 sec): 3 clusters Score: Raw -17488.937557 + Penalty 2538.524931 = -14950.412626 nChanged 1 SP:Iteration 9Q (5708.080000 sec): 3 clusters Score: Raw -17491.278160 + Penalty 2538.524931 = -14952.753229 nChanged 2 SP:Iteration 10Q (5708.260000 sec): 3 clusters Score: Raw -17494.101426 + Penalty 2538.524931 = -14955.576495 nChanged 0 SP:Iteration 11F (5708.450000 sec): 3 clusters Score: Raw -17494.101426 + Penalty 2538.524931 = -14955.576495 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5708.550000 sec): 2 clusters Score: Raw -92798.606087 + Penalty 1586.438554 = -91212.167533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5708.750000 sec): 3 clusters Score: Raw -92857.896909 + Penalty 3172.877109 = -89685.019800 nChanged 148 SP:Iteration 1F (5708.970000 sec): 3 clusters Score: Raw -93152.520038 + Penalty 3172.877109 = -89979.642929 nChanged 47 SP:Iteration 2F (5709.120000 sec): 3 clusters Score: Raw -93271.826333 + Penalty 3172.877109 = -90098.949224 nChanged 23 SP:Iteration 3Q (5709.330000 sec): 3 clusters Score: Raw -93325.880347 + Penalty 3172.877109 = -90153.003238 nChanged 13 SP:Iteration 4Q (5709.510000 sec): 3 clusters Score: Raw -93351.193812 + Penalty 3172.877109 = -90178.316703 nChanged 9 SP:Iteration 5Q (5709.720000 sec): 3 clusters Score: Raw -93365.516636 + Penalty 3172.877109 = -90192.639527 nChanged 5 SP:Iteration 6Q (5709.880000 sec): 3 clusters Score: Raw -93382.104902 + Penalty 3172.877109 = -90209.227793 nChanged 5 SP:Iteration 7Q (5710.030000 sec): 3 clusters Score: Raw -93387.140282 + Penalty 3172.877109 = -90214.263173 nChanged 2 SP:Iteration 8Q (5710.210000 sec): 3 clusters Score: Raw -93388.366091 + Penalty 3172.877109 = -90215.488982 nChanged 1 SP:Iteration 9Q (5710.390000 sec): 3 clusters Score: Raw -93389.463470 + Penalty 3172.877109 = -90216.586361 nChanged 4 SP:Iteration 10Q (5710.570000 sec): 3 clusters Score: Raw -93400.970983 + Penalty 3172.877109 = -90228.093874 nChanged 6 SP:Iteration 11Q (5710.790000 sec): 3 clusters Score: Raw -93411.656074 + Penalty 3172.877109 = -90238.778965 nChanged 3 SP:Iteration 12Q (5710.950000 sec): 3 clusters Score: Raw -93418.332422 + Penalty 3172.877109 = -90245.455313 nChanged 2 SP:Iteration 13Q (5711.130000 sec): 3 clusters Score: Raw -93420.328105 + Penalty 3172.877109 = -90247.450996 nChanged 1 SP:Iteration 14Q (5711.330000 sec): 3 clusters Score: Raw -93421.398251 + Penalty 3172.877109 = -90248.521142 nChanged 0 SP:Iteration 15F (5711.520000 sec): 3 clusters Score: Raw -93421.398251 + Penalty 3172.877109 = -90248.521142 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (1095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5711.600000 sec): 2 clusters Score: Raw -186054.168140 + Penalty 1735.630391 = -184318.537748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5711.840000 sec): 3 clusters Score: Raw -185820.001056 + Penalty 3471.260783 = -182348.740273 nChanged 269 SP:Iteration 1F (5712.030000 sec): 3 clusters Score: Raw -186088.056473 + Penalty 3471.260783 = -182616.795691 nChanged 62 SP:Iteration 2F (5712.190000 sec): 3 clusters Score: Raw -186173.744659 + Penalty 3471.260783 = -182702.483877 nChanged 36 SP:Iteration 3Q (5712.380000 sec): 3 clusters Score: Raw -186227.089939 + Penalty 3471.260783 = -182755.829156 nChanged 31 SP:Iteration 4Q (5712.550000 sec): 3 clusters Score: Raw -186269.658282 + Penalty 3471.260783 = -182798.397499 nChanged 24 SP:Iteration 5Q (5712.770000 sec): 3 clusters Score: Raw -186306.109342 + Penalty 3471.260783 = -182834.848559 nChanged 19 SP:Iteration 6Q (5712.930000 sec): 3 clusters Score: Raw -186336.341839 + Penalty 3471.260783 = -182865.081057 nChanged 19 SP:Iteration 7Q (5713.150000 sec): 3 clusters Score: Raw -186363.802321 + Penalty 3471.260783 = -182892.541539 nChanged 20 SP:Iteration 8Q (5713.310000 sec): 3 clusters Score: Raw -186387.411718 + Penalty 3471.260783 = -182916.150935 nChanged 13 SP:Iteration 9Q (5713.510000 sec): 3 clusters Score: Raw -186405.123480 + Penalty 3471.260783 = -182933.862697 nChanged 10 SP:Iteration 10Q (5713.710000 sec): 3 clusters Score: Raw -186420.433240 + Penalty 3471.260783 = -182949.172457 nChanged 9 SP:Iteration 11Q (5713.910000 sec): 3 clusters Score: Raw -186429.849686 + Penalty 3471.260783 = -182958.588904 nChanged 4 SP:Iteration 12Q (5714.110000 sec): 3 clusters Score: Raw -186433.400296 + Penalty 3471.260783 = -182962.139514 nChanged 6 SP:Iteration 13Q (5714.290000 sec): 3 clusters Score: Raw -186440.569978 + Penalty 3471.260783 = -182969.309195 nChanged 7 SP:Iteration 14Q (5714.480000 sec): 3 clusters Score: Raw -186446.550586 + Penalty 3471.260783 = -182975.289803 nChanged 4 SP:Iteration 15Q (5714.660000 sec): 3 clusters Score: Raw -186449.764228 + Penalty 3471.260783 = -182978.503445 nChanged 4 SP:Iteration 16Q (5714.850000 sec): 3 clusters Score: Raw -186454.053581 + Penalty 3471.260783 = -182982.792798 nChanged 2 SP:Iteration 17Q (5715.060000 sec): 3 clusters Score: Raw -186454.950476 + Penalty 3471.260783 = -182983.689694 nChanged 0 SP:Iteration 18F (5715.210000 sec): 3 clusters Score: Raw -186454.950476 + Penalty 3471.260783 = -182983.689694 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5715.330000 sec): 2 clusters Score: Raw -87925.281355 + Penalty 1567.996180 = -86357.285175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5715.480000 sec): 3 clusters Score: Raw -87968.985531 + Penalty 3135.992359 = -84832.993172 nChanged 109 SP:Iteration 1F (5715.690000 sec): 3 clusters Score: Raw -88191.671551 + Penalty 3135.992359 = -85055.679192 nChanged 29 SP:Iteration 2F (5715.860000 sec): 3 clusters Score: Raw -88300.824410 + Penalty 3135.992359 = -85164.832051 nChanged 26 SP:Iteration 3Q (5716.070000 sec): 3 clusters Score: Raw -88499.377969 + Penalty 3135.992359 = -85363.385610 nChanged 35 SP:Iteration 4F (5716.230000 sec): 3 clusters Score: Raw -88637.619368 + Penalty 3135.992359 = -85501.627009 nChanged 31 SP:Iteration 5F (5716.420000 sec): 3 clusters Score: Raw -88757.494609 + Penalty 3135.992359 = -85621.502250 nChanged 25 SP:Iteration 6Q (5716.640000 sec): 3 clusters Score: Raw -88836.472489 + Penalty 3135.992359 = -85700.480130 nChanged 18 SP:Iteration 7Q (5716.800000 sec): 3 clusters Score: Raw -88900.915951 + Penalty 3135.992359 = -85764.923592 nChanged 14 SP:Iteration 8Q (5716.980000 sec): 3 clusters Score: Raw -88950.295531 + Penalty 3135.992359 = -85814.303172 nChanged 15 SP:Iteration 9Q (5717.170000 sec): 3 clusters Score: Raw -89006.636361 + Penalty 3135.992359 = -85870.644002 nChanged 12 SP:Iteration 10Q (5717.350000 sec): 3 clusters Score: Raw -89056.379510 + Penalty 3135.992359 = -85920.387151 nChanged 5 SP:Iteration 11Q (5717.530000 sec): 3 clusters Score: Raw -89077.460581 + Penalty 3135.992359 = -85941.468222 nChanged 5 SP:Iteration 12Q (5717.730000 sec): 3 clusters Score: Raw -89093.072519 + Penalty 3135.992359 = -85957.080160 nChanged 1 SP:Iteration 13Q (5717.930000 sec): 3 clusters Score: Raw -89095.368314 + Penalty 3135.992359 = -85959.375955 nChanged 2 SP:Iteration 14Q (5718.060000 sec): 3 clusters Score: Raw -89102.021265 + Penalty 3135.992359 = -85966.028906 nChanged 1 SP:Iteration 15Q (5718.240000 sec): 3 clusters Score: Raw -89107.874974 + Penalty 3135.992359 = -85971.882615 nChanged 0 SP:Iteration 16F (5718.420000 sec): 3 clusters Score: Raw -89107.874974 + Penalty 3135.992359 = -85971.882615 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (3208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.510000 sec): 2 clusters Score: Raw -575700.359917 + Penalty 2002.203936 = -573698.155981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.730000 sec): 3 clusters Score: Raw -574331.072508 + Penalty 4004.407873 = -570326.664635 nChanged 1158 SP:Iteration 1F (5718.900000 sec): 3 clusters Score: Raw -575157.494606 + Penalty 4004.407873 = -571153.086733 nChanged 279 SP:Iteration 2F (5719.100000 sec): 3 clusters Score: Raw -575421.362707 + Penalty 4004.407873 = -571416.954835 nChanged 199 SP:Iteration 3F (5719.310000 sec): 3 clusters Score: Raw -575581.043916 + Penalty 4004.407873 = -571576.636044 nChanged 149 SP:Iteration 4Q (5719.500000 sec): 3 clusters Score: Raw -575701.011017 + Penalty 4004.407873 = -571696.603144 nChanged 112 SP:Iteration 5Q (5719.680000 sec): 3 clusters Score: Raw -575800.244887 + Penalty 4004.407873 = -571795.837015 nChanged 100 SP:Iteration 6Q (5719.840000 sec): 3 clusters Score: Raw -575880.721845 + Penalty 4004.407873 = -571876.313972 nChanged 82 SP:Iteration 7Q (5720.070000 sec): 3 clusters Score: Raw -575942.775059 + Penalty 4004.407873 = -571938.367186 nChanged 85 SP:Iteration 8Q (5720.250000 sec): 3 clusters Score: Raw -576008.891770 + Penalty 4004.407873 = -572004.483898 nChanged 65 SP:Iteration 9Q (5720.410000 sec): 3 clusters Score: Raw -576061.512567 + Penalty 4004.407873 = -572057.104694 nChanged 75 SP:Iteration 10Q (5720.640000 sec): 3 clusters Score: Raw -576120.978275 + Penalty 4004.407873 = -572116.570402 nChanged 78 SP:Iteration 11Q (5720.780000 sec): 3 clusters Score: Raw -576186.041425 + Penalty 4004.407873 = -572181.633552 nChanged 85 SP:Iteration 12Q (5721.000000 sec): 3 clusters Score: Raw -576269.412608 + Penalty 4004.407873 = -572265.004735 nChanged 83 SP:Iteration 13Q (5721.150000 sec): 3 clusters Score: Raw -576335.112392 + Penalty 4004.407873 = -572330.704520 nChanged 81 SP:Iteration 14Q (5721.370000 sec): 3 clusters Score: Raw -576422.589433 + Penalty 4004.407873 = -572418.181560 nChanged 94 SP:Iteration 15Q (5721.550000 sec): 3 clusters Score: Raw -576524.167250 + Penalty 4004.407873 = -572519.759377 nChanged 102 SP:Iteration 16Q (5721.750000 sec): 3 clusters Score: Raw -576620.218121 + Penalty 4004.407873 = -572615.810249 nChanged 95 SP:Iteration 17Q (5721.930000 sec): 3 clusters Score: Raw -576706.256678 + Penalty 4004.407873 = -572701.848805 nChanged 74 SP:Iteration 18Q (5722.090000 sec): 3 clusters Score: Raw -576756.572547 + Penalty 4004.407873 = -572752.164675 nChanged 49 SP:Iteration 19Q (5722.290000 sec): 3 clusters Score: Raw -576783.408351 + Penalty 4004.407873 = -572779.000479 nChanged 35 SP:Iteration 20F (5722.520000 sec): 3 clusters Score: Raw -576803.225191 + Penalty 4004.407873 = -572798.817318 nChanged 22 SP:Iteration 21Q (5722.710000 sec): 3 clusters Score: Raw -576815.960953 + Penalty 4004.407873 = -572811.553081 nChanged 21 SP:Iteration 22Q (5722.850000 sec): 3 clusters Score: Raw -576824.740175 + Penalty 4004.407873 = -572820.332303 nChanged 16 SP:Iteration 23Q (5723.060000 sec): 3 clusters Score: Raw -576832.430942 + Penalty 4004.407873 = -572828.023070 nChanged 14 SP:Iteration 24Q (5723.190000 sec): 3 clusters Score: Raw -576839.368240 + Penalty 4004.407873 = -572834.960367 nChanged 12 SP:Iteration 25Q (5723.390000 sec): 3 clusters Score: Raw -576845.154600 + Penalty 4004.407873 = -572840.746727 nChanged 6 SP:Iteration 26Q (5723.580000 sec): 3 clusters Score: Raw -576846.919416 + Penalty 4004.407873 = -572842.511543 nChanged 5 SP:Iteration 27Q (5723.760000 sec): 3 clusters Score: Raw -576848.682254 + Penalty 4004.407873 = -572844.274382 nChanged 2 SP:Iteration 28Q (5723.930000 sec): 3 clusters Score: Raw -576849.089580 + Penalty 4004.407873 = -572844.681707 nChanged 0 SP:Iteration 29F (5724.130000 sec): 3 clusters Score: Raw -576849.089580 + Penalty 4004.407873 = -572844.681707 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5724.230000 sec): 2 clusters Score: Raw -44447.533936 + Penalty 1374.233359 = -43073.300577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5724.420000 sec): 3 clusters Score: Raw -44604.713013 + Penalty 2748.466718 = -41856.246295 nChanged 21 SP:Iteration 1F (5724.610000 sec): 3 clusters Score: Raw -44689.655852 + Penalty 2748.466718 = -41941.189134 nChanged 6 SP:Iteration 2Q (5724.800000 sec): 3 clusters Score: Raw -44715.751438 + Penalty 2748.466718 = -41967.284720 nChanged 4 SP:Iteration 3Q (5725.010000 sec): 3 clusters Score: Raw -44727.692028 + Penalty 2748.466718 = -41979.225309 nChanged 2 SP:Iteration 4Q (5725.170000 sec): 3 clusters Score: Raw -44733.987268 + Penalty 2748.466718 = -41985.520549 nChanged 0 SP:Iteration 5F (5725.310000 sec): 3 clusters Score: Raw -44733.987268 + Penalty 2748.466718 = -41985.520549 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5725.440000 sec): 2 clusters Score: Raw -88840.398896 + Penalty 1564.408413 = -87275.990483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.590000 sec): 3 clusters Score: Raw -88908.325104 + Penalty 3128.816827 = -85779.508277 nChanged 112 SP:Iteration 1F (5725.750000 sec): 3 clusters Score: Raw -89166.220415 + Penalty 3128.816827 = -86037.403588 nChanged 41 SP:Iteration 2F (5725.940000 sec): 3 clusters Score: Raw -89324.162168 + Penalty 3128.816827 = -86195.345341 nChanged 33 SP:Iteration 3F (5726.110000 sec): 3 clusters Score: Raw -89496.529735 + Penalty 3128.816827 = -86367.712908 nChanged 22 SP:Iteration 4Q (5726.270000 sec): 3 clusters Score: Raw -89592.394828 + Penalty 3128.816827 = -86463.578001 nChanged 12 SP:Iteration 5Q (5726.470000 sec): 3 clusters Score: Raw -89646.365721 + Penalty 3128.816827 = -86517.548894 nChanged 5 SP:Iteration 6Q (5726.590000 sec): 3 clusters Score: Raw -89659.609330 + Penalty 3128.816827 = -86530.792503 nChanged 6 SP:Iteration 7Q (5726.770000 sec): 3 clusters Score: Raw -89670.487821 + Penalty 3128.816827 = -86541.670994 nChanged 3 SP:Iteration 8Q (5726.960000 sec): 3 clusters Score: Raw -89690.456719 + Penalty 3128.816827 = -86561.639892 nChanged 3 SP:Iteration 9Q (5727.150000 sec): 3 clusters Score: Raw -89700.403861 + Penalty 3128.816827 = -86571.587034 nChanged 2 SP:Iteration 10Q (5727.290000 sec): 3 clusters Score: Raw -89702.971672 + Penalty 3128.816827 = -86574.154845 nChanged 1 SP:Iteration 11Q (5727.500000 sec): 3 clusters Score: Raw -89703.942673 + Penalty 3128.816827 = -86575.125846 nChanged 0 SP:Iteration 12F (5727.670000 sec): 3 clusters Score: Raw -89703.942673 + Penalty 3128.816827 = -86575.125846 nChanged 0 Deleting Class 46 (428 points): Lose 2966.480244 but Gain 3363.639958 Iteration 139Q (5755.980000 sec): 46 clusters Score: Raw -140150273.070330 + Penalty 151363.798108 = -139998909.272222 nChanged 677 Deleting Class 20 (108 points): Lose 3206.661281 but Gain 3363.639958 Iteration 140F (5823.620000 sec): 45 clusters Score: Raw -140148215.972468 + Penalty 148000.158150 = -140000215.814318 nChanged 439 Iteration 141Q (5855.140000 sec): 45 clusters Score: Raw -140150087.680439 + Penalty 148000.158150 = -140002087.522289 nChanged 222 Iteration 142Q (5889.780000 sec): 45 clusters Score: Raw -140150430.900084 + Penalty 148000.158150 = -140002430.741934 nChanged 162 Iteration 143Q (5925.930000 sec): 45 clusters Score: Raw -140150545.245355 + Penalty 148000.158150 = -140002545.087205 nChanged 161 Iteration 144Q (5957.400000 sec): 45 clusters Score: Raw -140150608.902755 + Penalty 148000.158150 = -140002608.744605 nChanged 147 Iteration 145Q (5995.150000 sec): 45 clusters Score: Raw -140150662.396677 + Penalty 148000.158150 = -140002662.238527 nChanged 109 Iteration 146Q (6029.400000 sec): 45 clusters Score: Raw -140150692.462920 + Penalty 148000.158150 = -140002692.304770 nChanged 113 Iteration 147Q (6063.360000 sec): 45 clusters Score: Raw -140150725.697668 + Penalty 148000.158150 = -140002725.539517 nChanged 114 Iteration 148Q (6098.190000 sec): 45 clusters Score: Raw -140150752.185610 + Penalty 148000.158150 = -140002752.027460 nChanged 118 Iteration 149Q (6131.590000 sec): 45 clusters Score: Raw -140150778.552667 + Penalty 148000.158150 = -140002778.394517 nChanged 100 Iteration 150Q (6170.200000 sec): 45 clusters Score: Raw -140150799.149188 + Penalty 148000.158150 = -140002798.991038 nChanged 90 Iteration 151Q (6199.910000 sec): 45 clusters Score: Raw -140150812.411355 + Penalty 148000.158150 = -140002812.253205 nChanged 75 Iteration 152Q (6229.900000 sec): 45 clusters Score: Raw -140150828.700792 + Penalty 148000.158150 = -140002828.542642 nChanged 84 Iteration 153Q (6261.330000 sec): 45 clusters Score: Raw -140150835.722691 + Penalty 148000.158150 = -140002835.564541 nChanged 90 Iteration 154Q (6296.040000 sec): 45 clusters Score: Raw -140150850.667500 + Penalty 148000.158150 = -140002850.509350 nChanged 94 Iteration 155Q (6334.580000 sec): 45 clusters Score: Raw -140150866.947568 + Penalty 148000.158150 = -140002866.789418 nChanged 101 Iteration 156Q (6369.790000 sec): 45 clusters Score: Raw -140150879.596416 + Penalty 148000.158150 = -140002879.438266 nChanged 97 Iteration 157Q (6404.800000 sec): 45 clusters Score: Raw -140150887.048797 + Penalty 148000.158150 = -140002886.890647 nChanged 89 Iteration 158Q (6439.420000 sec): 45 clusters Score: Raw -140150893.599858 + Penalty 148000.158150 = -140002893.441708 nChanged 73 Iteration 159Q (6471.220000 sec): 45 clusters Score: Raw -140150896.444871 + Penalty 148000.158150 = -140002896.286721 nChanged 51 Iteration 160F (6539.620000 sec): 45 clusters Score: Raw -140150927.263470 + Penalty 148000.158150 = -140002927.105320 nChanged 54 Iteration 161Q (6574.700000 sec): 45 clusters Score: Raw -140150948.590402 + Penalty 148000.158150 = -140002948.432252 nChanged 68 Iteration 162Q (6616.010000 sec): 45 clusters Score: Raw -140150966.392795 + Penalty 148000.158150 = -140002966.234645 nChanged 69 Iteration 163Q (6653.020000 sec): 45 clusters Score: Raw -140150975.960572 + Penalty 148000.158150 = -140002975.802422 nChanged 79 Iteration 164Q (6690.460000 sec): 45 clusters Score: Raw -140150987.703074 + Penalty 148000.158150 = -140002987.544924 nChanged 76 Iteration 165Q (6722.240000 sec): 45 clusters Score: Raw -140150998.012003 + Penalty 148000.158150 = -140002997.853853 nChanged 64 Iteration 166Q (6755.170000 sec): 45 clusters Score: Raw -140151006.028182 + Penalty 148000.158150 = -140003005.870032 nChanged 63 Iteration 167Q (6787.730000 sec): 45 clusters Score: Raw -140151011.781674 + Penalty 148000.158150 = -140003011.623524 nChanged 52 Iteration 168Q (6818.820000 sec): 45 clusters Score: Raw -140151015.427988 + Penalty 148000.158150 = -140003015.269838 nChanged 47 Iteration 169Q (6848.350000 sec): 45 clusters Score: Raw -140151020.062541 + Penalty 148000.158150 = -140003019.904391 nChanged 58 Iteration 170Q (6880.020000 sec): 45 clusters Score: Raw -140151026.607937 + Penalty 148000.158150 = -140003026.449787 nChanged 64 Iteration 171Q (6910.950000 sec): 45 clusters Score: Raw -140151031.705663 + Penalty 148000.158150 = -140003031.547513 nChanged 58 Iteration 172Q (6942.680000 sec): 45 clusters Score: Raw -140151035.762959 + Penalty 148000.158150 = -140003035.604808 nChanged 48 Iteration 173Q (6977.280000 sec): 45 clusters Score: Raw -140151037.486008 + Penalty 148000.158150 = -140003037.327858 nChanged 56 Iteration 174Q (7013.230000 sec): 45 clusters Score: Raw -140151039.523538 + Penalty 148000.158150 = -140003039.365387 nChanged 60 Iteration 175Q (7046.840000 sec): 45 clusters Score: Raw -140151043.004084 + Penalty 148000.158150 = -140003042.845934 nChanged 60 Iteration 176Q (7080.620000 sec): 45 clusters Score: Raw -140151046.455836 + Penalty 148000.158150 = -140003046.297686 nChanged 56 Iteration 177Q (7117.540000 sec): 45 clusters Score: Raw -140151048.930285 + Penalty 148000.158150 = -140003048.772135 nChanged 49 Iteration 178Q (7152.390000 sec): 45 clusters Score: Raw -140151050.672632 + Penalty 148000.158150 = -140003050.514481 nChanged 36 Writing temp clu file Because OldScore, -140003048.772135, is greater than current (better) Score,-140003050.514481 Compute initial score before splitting: Score: Raw -140151050.672632 + Penalty 148000.158150 = -140003050.514481 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7152.670000 sec): 2 clusters Score: Raw -57098.070687 + Penalty 1454.180532 = -55643.890156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7152.860000 sec): 3 clusters Score: Raw -57219.709687 + Penalty 2908.361063 = -54311.348623 nChanged 55 SP:Iteration 1F (7153.030000 sec): 3 clusters Score: Raw -57361.948490 + Penalty 2908.361063 = -54453.587427 nChanged 20 SP:Iteration 2F (7153.260000 sec): 3 clusters Score: Raw -57428.082109 + Penalty 2908.361063 = -54519.721046 nChanged 11 SP:Iteration 3Q (7153.400000 sec): 3 clusters Score: Raw -57462.267887 + Penalty 2908.361063 = -54553.906824 nChanged 7 SP:Iteration 4Q (7153.580000 sec): 3 clusters Score: Raw -57485.805333 + Penalty 2908.361063 = -54577.444270 nChanged 13 SP:Iteration 5Q (7153.770000 sec): 3 clusters Score: Raw -57522.414307 + Penalty 2908.361063 = -54614.053244 nChanged 7 SP:Iteration 6Q (7153.950000 sec): 3 clusters Score: Raw -57541.924823 + Penalty 2908.361063 = -54633.563760 nChanged 11 SP:Iteration 7Q (7154.170000 sec): 3 clusters Score: Raw -57591.380335 + Penalty 2908.361063 = -54683.019272 nChanged 8 SP:Iteration 8Q (7154.400000 sec): 3 clusters Score: Raw -57614.686169 + Penalty 2908.361063 = -54706.325106 nChanged 4 SP:Iteration 9Q (7154.500000 sec): 3 clusters Score: Raw -57638.616121 + Penalty 2908.361063 = -54730.255058 nChanged 6 SP:Iteration 10Q (7154.680000 sec): 3 clusters Score: Raw -57658.609294 + Penalty 2908.361063 = -54750.248230 nChanged 3 SP:Iteration 11Q (7154.800000 sec): 3 clusters Score: Raw -57667.469778 + Penalty 2908.361063 = -54759.108715 nChanged 1 SP:Iteration 12Q (7154.990000 sec): 3 clusters Score: Raw -57669.111322 + Penalty 2908.361063 = -54760.750259 nChanged 0 SP:Iteration 13F (7155.150000 sec): 3 clusters Score: Raw -57669.111322 + Penalty 2908.361063 = -54760.750259 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7155.250000 sec): 2 clusters Score: Raw -33978.250212 + Penalty 1345.387604 = -32632.862608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7155.410000 sec): 3 clusters Score: Raw -34227.073740 + Penalty 2690.775209 = -31536.298532 nChanged 24 SP:Iteration 1F (7155.590000 sec): 3 clusters Score: Raw -34330.075111 + Penalty 2690.775209 = -31639.299902 nChanged 5 SP:Iteration 2Q (7155.800000 sec): 3 clusters Score: Raw -34379.388033 + Penalty 2690.775209 = -31688.612824 nChanged 5 SP:Iteration 3Q (7155.980000 sec): 3 clusters Score: Raw -34434.057386 + Penalty 2690.775209 = -31743.282178 nChanged 4 SP:Iteration 4Q (7156.150000 sec): 3 clusters Score: Raw -34506.882958 + Penalty 2690.775209 = -31816.107749 nChanged 5 SP:Iteration 5Q (7156.260000 sec): 3 clusters Score: Raw -34566.180051 + Penalty 2690.775209 = -31875.404843 nChanged 0 SP:Iteration 6F (7156.410000 sec): 3 clusters Score: Raw -34566.180051 + Penalty 2690.775209 = -31875.404843 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (20062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7156.610000 sec): 2 clusters Score: Raw -3593480.181660 + Penalty 2456.832524 = -3591023.349137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7156.910000 sec): 3 clusters Score: Raw -3581863.730532 + Penalty 4913.665048 = -3576950.065484 nChanged 8769 SP:Iteration 1F (7157.250000 sec): 3 clusters Score: Raw -3586625.464222 + Penalty 4913.665048 = -3581711.799174 nChanged 1258 SP:Iteration 2F (7157.520000 sec): 3 clusters Score: Raw -3587193.029903 + Penalty 4913.665048 = -3582279.364855 nChanged 1137 SP:Iteration 3F (7157.840000 sec): 3 clusters Score: Raw -3587798.373806 + Penalty 4913.665048 = -3582884.708758 nChanged 1148 SP:Iteration 4F (7158.150000 sec): 3 clusters Score: Raw -3588446.314827 + Penalty 4913.665048 = -3583532.649779 nChanged 1070 SP:Iteration 5F (7158.460000 sec): 3 clusters Score: Raw -3589088.349150 + Penalty 4913.665048 = -3584174.684102 nChanged 1110 SP:Iteration 6F (7158.840000 sec): 3 clusters Score: Raw -3589767.445956 + Penalty 4913.665048 = -3584853.780908 nChanged 1030 SP:Iteration 7F (7159.130000 sec): 3 clusters Score: Raw -3590432.861622 + Penalty 4913.665048 = -3585519.196574 nChanged 985 SP:Iteration 8Q (7159.500000 sec): 3 clusters Score: Raw -3591024.418752 + Penalty 4913.665048 = -3586110.753704 nChanged 853 SP:Iteration 9Q (7159.860000 sec): 3 clusters Score: Raw -3591491.663839 + Penalty 4913.665048 = -3586577.998791 nChanged 739 SP:Iteration 10Q (7160.180000 sec): 3 clusters Score: Raw -3591838.582322 + Penalty 4913.665048 = -3586924.917274 nChanged 598 SP:Iteration 11Q (7160.530000 sec): 3 clusters Score: Raw -3592079.925995 + Penalty 4913.665048 = -3587166.260948 nChanged 432 SP:Iteration 12Q (7160.840000 sec): 3 clusters Score: Raw -3592233.930188 + Penalty 4913.665048 = -3587320.265141 nChanged 303 SP:Iteration 13Q (7161.130000 sec): 3 clusters Score: Raw -3592322.090152 + Penalty 4913.665048 = -3587408.425105 nChanged 221 SP:Iteration 14Q (7161.430000 sec): 3 clusters Score: Raw -3592381.794938 + Penalty 4913.665048 = -3587468.129890 nChanged 190 SP:Iteration 15Q (7161.700000 sec): 3 clusters Score: Raw -3592429.320495 + Penalty 4913.665048 = -3587515.655447 nChanged 162 SP:Iteration 16Q (7161.990000 sec): 3 clusters Score: Raw -3592466.503295 + Penalty 4913.665048 = -3587552.838247 nChanged 135 SP:Iteration 17Q (7162.260000 sec): 3 clusters Score: Raw -3592496.933296 + Penalty 4913.665048 = -3587583.268248 nChanged 140 SP:Iteration 18Q (7162.520000 sec): 3 clusters Score: Raw -3592528.048162 + Penalty 4913.665048 = -3587614.383114 nChanged 139 SP:Iteration 19Q (7162.770000 sec): 3 clusters Score: Raw -3592558.145666 + Penalty 4913.665048 = -3587644.480619 nChanged 120 SP:Iteration 20F (7163.100000 sec): 3 clusters Score: Raw -3592580.157649 + Penalty 4913.665048 = -3587666.492601 nChanged 97 SP:Iteration 21Q (7163.350000 sec): 3 clusters Score: Raw -3592599.712020 + Penalty 4913.665048 = -3587686.046973 nChanged 106 SP:Iteration 22Q (7163.690000 sec): 3 clusters Score: Raw -3592619.604528 + Penalty 4913.665048 = -3587705.939480 nChanged 89 SP:Iteration 23Q (7163.940000 sec): 3 clusters Score: Raw -3592637.508407 + Penalty 4913.665048 = -3587723.843359 nChanged 80 SP:Iteration 24Q (7164.190000 sec): 3 clusters Score: Raw -3592651.783492 + Penalty 4913.665048 = -3587738.118444 nChanged 74 SP:Iteration 25Q (7164.490000 sec): 3 clusters Score: Raw -3592665.408437 + Penalty 4913.665048 = -3587751.743389 nChanged 87 SP:Iteration 26Q (7164.760000 sec): 3 clusters Score: Raw -3592683.600764 + Penalty 4913.665048 = -3587769.935716 nChanged 83 SP:Iteration 27Q (7165.040000 sec): 3 clusters Score: Raw -3592700.031290 + Penalty 4913.665048 = -3587786.366242 nChanged 86 SP:Iteration 28Q (7165.390000 sec): 3 clusters Score: Raw -3592717.742608 + Penalty 4913.665048 = -3587804.077561 nChanged 96 SP:Iteration 29Q (7165.660000 sec): 3 clusters Score: Raw -3592737.356035 + Penalty 4913.665048 = -3587823.690988 nChanged 92 SP:Iteration 30Q (7165.990000 sec): 3 clusters Score: Raw -3592758.747162 + Penalty 4913.665048 = -3587845.082114 nChanged 99 SP:Iteration 31Q (7166.290000 sec): 3 clusters Score: Raw -3592780.679946 + Penalty 4913.665048 = -3587867.014899 nChanged 101 SP:Iteration 32Q (7166.570000 sec): 3 clusters Score: Raw -3592803.266613 + Penalty 4913.665048 = -3587889.601566 nChanged 107 SP:Iteration 33Q (7166.820000 sec): 3 clusters Score: Raw -3592829.382645 + Penalty 4913.665048 = -3587915.717598 nChanged 120 SP:Iteration 34Q (7167.160000 sec): 3 clusters Score: Raw -3592858.044006 + Penalty 4913.665048 = -3587944.378958 nChanged 122 SP:Iteration 35Q (7167.470000 sec): 3 clusters Score: Raw -3592888.192682 + Penalty 4913.665048 = -3587974.527635 nChanged 118 SP:Iteration 36Q (7167.770000 sec): 3 clusters Score: Raw -3592916.800497 + Penalty 4913.665048 = -3588003.135449 nChanged 106 SP:Iteration 37Q (7168.050000 sec): 3 clusters Score: Raw -3592943.084315 + Penalty 4913.665048 = -3588029.419268 nChanged 98 SP:Iteration 38Q (7168.320000 sec): 3 clusters Score: Raw -3592967.444927 + Penalty 4913.665048 = -3588053.779879 nChanged 99 SP:Iteration 39Q (7168.610000 sec): 3 clusters Score: Raw -3592991.041161 + Penalty 4913.665048 = -3588077.376113 nChanged 93 SP:Iteration 40F (7168.880000 sec): 3 clusters Score: Raw -3593011.538275 + Penalty 4913.665048 = -3588097.873227 nChanged 106 SP:Iteration 41Q (7169.270000 sec): 3 clusters Score: Raw -3593035.085116 + Penalty 4913.665048 = -3588121.420069 nChanged 112 SP:Iteration 42Q (7169.580000 sec): 3 clusters Score: Raw -3593059.564850 + Penalty 4913.665048 = -3588145.899803 nChanged 102 SP:Iteration 43Q (7169.890000 sec): 3 clusters Score: Raw -3593080.945804 + Penalty 4913.665048 = -3588167.280757 nChanged 90 SP:Iteration 44Q (7170.190000 sec): 3 clusters Score: Raw -3593099.893021 + Penalty 4913.665048 = -3588186.227973 nChanged 91 SP:Iteration 45Q (7170.490000 sec): 3 clusters Score: Raw -3593118.375461 + Penalty 4913.665048 = -3588204.710414 nChanged 83 SP:Iteration 46Q (7170.790000 sec): 3 clusters Score: Raw -3593134.899376 + Penalty 4913.665048 = -3588221.234328 nChanged 79 SP:Iteration 47Q (7171.130000 sec): 3 clusters Score: Raw -3593151.048315 + Penalty 4913.665048 = -3588237.383267 nChanged 84 SP:Iteration 48Q (7171.430000 sec): 3 clusters Score: Raw -3593166.584116 + Penalty 4913.665048 = -3588252.919068 nChanged 82 SP:Iteration 49Q (7171.740000 sec): 3 clusters Score: Raw -3593184.939426 + Penalty 4913.665048 = -3588271.274379 nChanged 84 SP:Iteration 50Q (7172.030000 sec): 3 clusters Score: Raw -3593203.350310 + Penalty 4913.665048 = -3588289.685263 nChanged 78 SP:Iteration 51Q (7172.390000 sec): 3 clusters Score: Raw -3593218.953142 + Penalty 4913.665048 = -3588305.288094 nChanged 76 SP:Iteration 52Q (7172.750000 sec): 3 clusters Score: Raw -3593235.324806 + Penalty 4913.665048 = -3588321.659758 nChanged 77 SP:Iteration 53Q (7173.050000 sec): 3 clusters Score: Raw -3593251.970711 + Penalty 4913.665048 = -3588338.305663 nChanged 68 SP:Iteration 54Q (7173.450000 sec): 3 clusters Score: Raw -3593269.608563 + Penalty 4913.665048 = -3588355.943516 nChanged 81 SP:Iteration 55Q (7173.750000 sec): 3 clusters Score: Raw -3593290.348925 + Penalty 4913.665048 = -3588376.683877 nChanged 86 SP:Iteration 56Q (7174.110000 sec): 3 clusters Score: Raw -3593314.534933 + Penalty 4913.665048 = -3588400.869885 nChanged 94 SP:Iteration 57Q (7174.390000 sec): 3 clusters Score: Raw -3593339.521310 + Penalty 4913.665048 = -3588425.856263 nChanged 97 SP:Iteration 58Q (7174.750000 sec): 3 clusters Score: Raw -3593362.376058 + Penalty 4913.665048 = -3588448.711011 nChanged 89 SP:Iteration 59Q (7175.100000 sec): 3 clusters Score: Raw -3593383.675312 + Penalty 4913.665048 = -3588470.010264 nChanged 86 SP:Iteration 60F (7175.450000 sec): 3 clusters Score: Raw -3593405.065552 + Penalty 4913.665048 = -3588491.400504 nChanged 88 SP:Iteration 61Q (7175.800000 sec): 3 clusters Score: Raw -3593429.925290 + Penalty 4913.665048 = -3588516.260242 nChanged 91 SP:Iteration 62Q (7176.100000 sec): 3 clusters Score: Raw -3593453.467905 + Penalty 4913.665048 = -3588539.802857 nChanged 88 SP:Iteration 63Q (7176.420000 sec): 3 clusters Score: Raw -3593477.782947 + Penalty 4913.665048 = -3588564.117899 nChanged 83 SP:Iteration 64Q (7176.660000 sec): 3 clusters Score: Raw -3593501.617296 + Penalty 4913.665048 = -3588587.952248 nChanged 69 SP:Iteration 65Q (7176.920000 sec): 3 clusters Score: Raw -3593520.125258 + Penalty 4913.665048 = -3588606.460210 nChanged 59 SP:Iteration 66Q (7177.160000 sec): 3 clusters Score: Raw -3593536.239115 + Penalty 4913.665048 = -3588622.574067 nChanged 53 SP:Iteration 67Q (7177.420000 sec): 3 clusters Score: Raw -3593548.032405 + Penalty 4913.665048 = -3588634.367357 nChanged 45 SP:Iteration 68Q (7177.700000 sec): 3 clusters Score: Raw -3593559.344448 + Penalty 4913.665048 = -3588645.679400 nChanged 39 SP:Iteration 69Q (7178.020000 sec): 3 clusters Score: Raw -3593568.073090 + Penalty 4913.665048 = -3588654.408042 nChanged 48 SP:Iteration 70Q (7178.350000 sec): 3 clusters Score: Raw -3593578.973297 + Penalty 4913.665048 = -3588665.308249 nChanged 40 SP:Iteration 71Q (7178.610000 sec): 3 clusters Score: Raw -3593587.093708 + Penalty 4913.665048 = -3588673.428660 nChanged 36 SP:Iteration 72Q (7178.960000 sec): 3 clusters Score: Raw -3593594.908645 + Penalty 4913.665048 = -3588681.243597 nChanged 25 SP:Iteration 73Q (7179.210000 sec): 3 clusters Score: Raw -3593600.740102 + Penalty 4913.665048 = -3588687.075054 nChanged 21 SP:Iteration 74Q (7179.500000 sec): 3 clusters Score: Raw -3593604.861116 + Penalty 4913.665048 = -3588691.196069 nChanged 21 SP:Iteration 75Q (7179.800000 sec): 3 clusters Score: Raw -3593610.935841 + Penalty 4913.665048 = -3588697.270794 nChanged 22 SP:Iteration 76Q (7180.050000 sec): 3 clusters Score: Raw -3593614.784323 + Penalty 4913.665048 = -3588701.119275 nChanged 11 SP:Iteration 77Q (7180.350000 sec): 3 clusters Score: Raw -3593617.072594 + Penalty 4913.665048 = -3588703.407546 nChanged 17 SP:Iteration 78Q (7180.660000 sec): 3 clusters Score: Raw -3593621.234577 + Penalty 4913.665048 = -3588707.569530 nChanged 22 SP:Iteration 79Q (7180.980000 sec): 3 clusters Score: Raw -3593626.321370 + Penalty 4913.665048 = -3588712.656322 nChanged 24 SP:Iteration 80F (7181.270000 sec): 3 clusters Score: Raw -3593633.159460 + Penalty 4913.665048 = -3588719.494413 nChanged 28 SP:Iteration 81Q (7181.560000 sec): 3 clusters Score: Raw -3593640.190377 + Penalty 4913.665048 = -3588726.525329 nChanged 21 SP:Iteration 82Q (7181.900000 sec): 3 clusters Score: Raw -3593645.250740 + Penalty 4913.665048 = -3588731.585692 nChanged 19 SP:Iteration 83Q (7182.190000 sec): 3 clusters Score: Raw -3593650.109922 + Penalty 4913.665048 = -3588736.444874 nChanged 16 SP:Iteration 84Q (7182.490000 sec): 3 clusters Score: Raw -3593653.909348 + Penalty 4913.665048 = -3588740.244300 nChanged 15 SP:Iteration 85Q (7182.770000 sec): 3 clusters Score: Raw -3593656.537816 + Penalty 4913.665048 = -3588742.872769 nChanged 10 SP:Iteration 86Q (7183.020000 sec): 3 clusters Score: Raw -3593659.037611 + Penalty 4913.665048 = -3588745.372563 nChanged 10 SP:Iteration 87Q (7183.330000 sec): 3 clusters Score: Raw -3593661.649988 + Penalty 4913.665048 = -3588747.984941 nChanged 10 SP:Iteration 88Q (7183.600000 sec): 3 clusters Score: Raw -3593663.582765 + Penalty 4913.665048 = -3588749.917717 nChanged 12 SP:Iteration 89Q (7183.850000 sec): 3 clusters Score: Raw -3593666.013482 + Penalty 4913.665048 = -3588752.348434 nChanged 11 SP:Iteration 90Q (7184.180000 sec): 3 clusters Score: Raw -3593667.992923 + Penalty 4913.665048 = -3588754.327875 nChanged 8 SP:Iteration 91Q (7184.470000 sec): 3 clusters Score: Raw -3593669.068162 + Penalty 4913.665048 = -3588755.403114 nChanged 2 SP:Iteration 92Q (7184.740000 sec): 3 clusters Score: Raw -3593669.221480 + Penalty 4913.665048 = -3588755.556433 nChanged 3 SP:Iteration 93Q (7184.990000 sec): 3 clusters Score: Raw -3593670.254143 + Penalty 4913.665048 = -3588756.589095 nChanged 5 SP:Iteration 94Q (7185.280000 sec): 3 clusters Score: Raw -3593671.333224 + Penalty 4913.665048 = -3588757.668176 nChanged 5 SP:Iteration 95Q (7185.600000 sec): 3 clusters Score: Raw -3593672.207052 + Penalty 4913.665048 = -3588758.542005 nChanged 2 SP:Iteration 96Q (7185.870000 sec): 3 clusters Score: Raw -3593672.415583 + Penalty 4913.665048 = -3588758.750535 nChanged 2 SP:Iteration 97Q (7186.150000 sec): 3 clusters Score: Raw -3593672.683940 + Penalty 4913.665048 = -3588759.018892 nChanged 2 SP:Iteration 98Q (7186.400000 sec): 3 clusters Score: Raw -3593672.917558 + Penalty 4913.665048 = -3588759.252511 nChanged 3 SP:Iteration 99Q (7186.750000 sec): 3 clusters Score: Raw -3593673.473775 + Penalty 4913.665048 = -3588759.808727 nChanged 1 SP:Iteration 100F (7187.050000 sec): 3 clusters Score: Raw -3593673.637763 + Penalty 4913.665048 = -3588759.972715 nChanged 2 SP:Iteration 101Q (7187.380000 sec): 3 clusters Score: Raw -3593674.111657 + Penalty 4913.665048 = -3588760.446610 nChanged 3 SP:Iteration 102Q (7187.640000 sec): 3 clusters Score: Raw -3593674.552145 + Penalty 4913.665048 = -3588760.887097 nChanged 3 SP:Iteration 103Q (7187.950000 sec): 3 clusters Score: Raw -3593674.985274 + Penalty 4913.665048 = -3588761.320226 nChanged 3 SP:Iteration 104Q (7188.300000 sec): 3 clusters Score: Raw -3593675.410600 + Penalty 4913.665048 = -3588761.745552 nChanged 5 SP:Iteration 105Q (7188.610000 sec): 3 clusters Score: Raw -3593676.558697 + Penalty 4913.665048 = -3588762.893649 nChanged 6 SP:Iteration 106Q (7188.940000 sec): 3 clusters Score: Raw -3593677.897334 + Penalty 4913.665048 = -3588764.232287 nChanged 4 SP:Iteration 107Q (7189.250000 sec): 3 clusters Score: Raw -3593678.577356 + Penalty 4913.665048 = -3588764.912309 nChanged 4 SP:Iteration 108Q (7189.540000 sec): 3 clusters Score: Raw -3593679.195508 + Penalty 4913.665048 = -3588765.530461 nChanged 3 SP:Iteration 109Q (7189.780000 sec): 3 clusters Score: Raw -3593679.708711 + Penalty 4913.665048 = -3588766.043663 nChanged 1 SP:Iteration 110Q (7190.050000 sec): 3 clusters Score: Raw -3593679.808101 + Penalty 4913.665048 = -3588766.143053 nChanged 0 SP:Iteration 111F (7190.400000 sec): 3 clusters Score: Raw -3593679.808101 + Penalty 4913.665048 = -3588766.143053 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7190.490000 sec): 2 clusters Score: Raw -35371.118084 + Penalty 1427.424069 = -33943.694015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7190.690000 sec): 3 clusters Score: Raw -35967.242394 + Penalty 2854.848138 = -33112.394256 nChanged 87 SP:Iteration 1F (7190.860000 sec): 3 clusters Score: Raw -36400.151098 + Penalty 2854.848138 = -33545.302960 nChanged 29 SP:Iteration 2F (7191.070000 sec): 3 clusters Score: Raw -36538.592300 + Penalty 2854.848138 = -33683.744162 nChanged 10 SP:Iteration 3Q (7191.270000 sec): 3 clusters Score: Raw -36584.024455 + Penalty 2854.848138 = -33729.176317 nChanged 2 SP:Iteration 4Q (7191.500000 sec): 3 clusters Score: Raw -36591.821017 + Penalty 2854.848138 = -33736.972879 nChanged 0 SP:Iteration 5F (7191.690000 sec): 3 clusters Score: Raw -36591.821017 + Penalty 2854.848138 = -33736.972879 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7191.830000 sec): 2 clusters Score: Raw -88247.951124 + Penalty 1570.212459 = -86677.738666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7191.990000 sec): 3 clusters Score: Raw -88277.303939 + Penalty 3140.424918 = -85136.879021 nChanged 117 SP:Iteration 1F (7192.130000 sec): 3 clusters Score: Raw -88550.704060 + Penalty 3140.424918 = -85410.279143 nChanged 42 SP:Iteration 2F (7192.340000 sec): 3 clusters Score: Raw -88670.835199 + Penalty 3140.424918 = -85530.410281 nChanged 26 SP:Iteration 3Q (7192.530000 sec): 3 clusters Score: Raw -88752.138135 + Penalty 3140.424918 = -85611.713217 nChanged 15 SP:Iteration 4Q (7192.710000 sec): 3 clusters Score: Raw -88783.174579 + Penalty 3140.424918 = -85642.749661 nChanged 10 SP:Iteration 5Q (7192.840000 sec): 3 clusters Score: Raw -88799.463916 + Penalty 3140.424918 = -85659.038998 nChanged 2 SP:Iteration 6Q (7193.050000 sec): 3 clusters Score: Raw -88802.843490 + Penalty 3140.424918 = -85662.418573 nChanged 4 SP:Iteration 7Q (7193.290000 sec): 3 clusters Score: Raw -88812.297731 + Penalty 3140.424918 = -85671.872814 nChanged 3 SP:Iteration 8Q (7193.450000 sec): 3 clusters Score: Raw -88821.453147 + Penalty 3140.424918 = -85681.028229 nChanged 1 SP:Iteration 9Q (7193.670000 sec): 3 clusters Score: Raw -88823.895734 + Penalty 3140.424918 = -85683.470816 nChanged 1 SP:Iteration 10Q (7193.820000 sec): 3 clusters Score: Raw -88825.654553 + Penalty 3140.424918 = -85685.229635 nChanged 0 SP:Iteration 11F (7194.020000 sec): 3 clusters Score: Raw -88825.654553 + Penalty 3140.424918 = -85685.229635 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7194.120000 sec): 2 clusters Score: Raw -83049.705307 + Penalty 1532.130140 = -81517.575167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7194.280000 sec): 3 clusters Score: Raw -83123.124836 + Penalty 3064.260281 = -80058.864556 nChanged 88 SP:Iteration 1F (7194.450000 sec): 3 clusters Score: Raw -83287.055476 + Penalty 3064.260281 = -80222.795196 nChanged 15 SP:Iteration 2Q (7194.690000 sec): 3 clusters Score: Raw -83320.871903 + Penalty 3064.260281 = -80256.611622 nChanged 10 SP:Iteration 3Q (7194.840000 sec): 3 clusters Score: Raw -83338.501721 + Penalty 3064.260281 = -80274.241440 nChanged 6 SP:Iteration 4Q (7195.030000 sec): 3 clusters Score: Raw -83363.389611 + Penalty 3064.260281 = -80299.129331 nChanged 5 SP:Iteration 5Q (7195.270000 sec): 3 clusters Score: Raw -83377.579014 + Penalty 3064.260281 = -80313.318734 nChanged 3 SP:Iteration 6Q (7195.450000 sec): 3 clusters Score: Raw -83384.173942 + Penalty 3064.260281 = -80319.913661 nChanged 1 SP:Iteration 7Q (7195.620000 sec): 3 clusters Score: Raw -83385.258609 + Penalty 3064.260281 = -80320.998329 nChanged 0 SP:Iteration 8F (7195.860000 sec): 3 clusters Score: Raw -83385.258609 + Penalty 3064.260281 = -80320.998329 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (2684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7195.960000 sec): 2 clusters Score: Raw -482511.726213 + Penalty 1957.975748 = -480553.750466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7196.190000 sec): 3 clusters Score: Raw -481397.463480 + Penalty 3915.951495 = -477481.511985 nChanged 919 SP:Iteration 1F (7196.370000 sec): 3 clusters Score: Raw -482022.094415 + Penalty 3915.951495 = -478106.142920 nChanged 182 SP:Iteration 2F (7196.570000 sec): 3 clusters Score: Raw -482171.359451 + Penalty 3915.951495 = -478255.407956 nChanged 133 SP:Iteration 3Q (7196.770000 sec): 3 clusters Score: Raw -482268.781526 + Penalty 3915.951495 = -478352.830031 nChanged 85 SP:Iteration 4Q (7196.950000 sec): 3 clusters Score: Raw -482327.558953 + Penalty 3915.951495 = -478411.607458 nChanged 68 SP:Iteration 5Q (7197.210000 sec): 3 clusters Score: Raw -482365.790085 + Penalty 3915.951495 = -478449.838590 nChanged 46 SP:Iteration 6Q (7197.370000 sec): 3 clusters Score: Raw -482390.671822 + Penalty 3915.951495 = -478474.720327 nChanged 40 SP:Iteration 7Q (7197.590000 sec): 3 clusters Score: Raw -482417.643580 + Penalty 3915.951495 = -478501.692085 nChanged 36 SP:Iteration 8Q (7197.810000 sec): 3 clusters Score: Raw -482438.525320 + Penalty 3915.951495 = -478522.573825 nChanged 30 SP:Iteration 9Q (7198.000000 sec): 3 clusters Score: Raw -482462.648829 + Penalty 3915.951495 = -478546.697334 nChanged 34 SP:Iteration 10Q (7198.220000 sec): 3 clusters Score: Raw -482482.326386 + Penalty 3915.951495 = -478566.374891 nChanged 26 SP:Iteration 11Q (7198.410000 sec): 3 clusters Score: Raw -482499.701067 + Penalty 3915.951495 = -478583.749572 nChanged 19 SP:Iteration 12Q (7198.600000 sec): 3 clusters Score: Raw -482510.578758 + Penalty 3915.951495 = -478594.627263 nChanged 18 SP:Iteration 13Q (7198.760000 sec): 3 clusters Score: Raw -482521.446182 + Penalty 3915.951495 = -478605.494687 nChanged 21 SP:Iteration 14Q (7198.970000 sec): 3 clusters Score: Raw -482535.864965 + Penalty 3915.951495 = -478619.913470 nChanged 18 SP:Iteration 15Q (7199.170000 sec): 3 clusters Score: Raw -482547.046016 + Penalty 3915.951495 = -478631.094521 nChanged 23 SP:Iteration 16Q (7199.330000 sec): 3 clusters Score: Raw -482558.821586 + Penalty 3915.951495 = -478642.870091 nChanged 26 SP:Iteration 17Q (7199.520000 sec): 3 clusters Score: Raw -482569.289896 + Penalty 3915.951495 = -478653.338401 nChanged 13 SP:Iteration 18Q (7199.680000 sec): 3 clusters Score: Raw -482573.456403 + Penalty 3915.951495 = -478657.504908 nChanged 10 SP:Iteration 19Q (7199.840000 sec): 3 clusters Score: Raw -482577.949382 + Penalty 3915.951495 = -478661.997887 nChanged 17 SP:Iteration 20F (7200.030000 sec): 3 clusters Score: Raw -482588.240429 + Penalty 3915.951495 = -478672.288934 nChanged 19 SP:Iteration 21Q (7200.230000 sec): 3 clusters Score: Raw -482600.280156 + Penalty 3915.951495 = -478684.328661 nChanged 18 SP:Iteration 22Q (7200.460000 sec): 3 clusters Score: Raw -482611.112000 + Penalty 3915.951495 = -478695.160505 nChanged 29 SP:Iteration 23Q (7200.700000 sec): 3 clusters Score: Raw -482633.138221 + Penalty 3915.951495 = -478717.186726 nChanged 28 SP:Iteration 24Q (7200.910000 sec): 3 clusters Score: Raw -482648.260862 + Penalty 3915.951495 = -478732.309367 nChanged 28 SP:Iteration 25Q (7201.140000 sec): 3 clusters Score: Raw -482661.097716 + Penalty 3915.951495 = -478745.146221 nChanged 23 SP:Iteration 26Q (7201.320000 sec): 3 clusters Score: Raw -482675.020392 + Penalty 3915.951495 = -478759.068897 nChanged 32 SP:Iteration 27Q (7201.570000 sec): 3 clusters Score: Raw -482692.638465 + Penalty 3915.951495 = -478776.686970 nChanged 32 SP:Iteration 28Q (7201.790000 sec): 3 clusters Score: Raw -482709.749256 + Penalty 3915.951495 = -478793.797761 nChanged 29 SP:Iteration 29Q (7201.960000 sec): 3 clusters Score: Raw -482726.324897 + Penalty 3915.951495 = -478810.373402 nChanged 28 SP:Iteration 30Q (7202.150000 sec): 3 clusters Score: Raw -482740.721873 + Penalty 3915.951495 = -478824.770378 nChanged 25 SP:Iteration 31Q (7202.350000 sec): 3 clusters Score: Raw -482753.190993 + Penalty 3915.951495 = -478837.239498 nChanged 27 SP:Iteration 32Q (7202.550000 sec): 3 clusters Score: Raw -482769.640222 + Penalty 3915.951495 = -478853.688727 nChanged 31 SP:Iteration 33Q (7202.770000 sec): 3 clusters Score: Raw -482787.952067 + Penalty 3915.951495 = -478872.000572 nChanged 26 SP:Iteration 34Q (7202.950000 sec): 3 clusters Score: Raw -482807.712655 + Penalty 3915.951495 = -478891.761160 nChanged 33 SP:Iteration 35Q (7203.190000 sec): 3 clusters Score: Raw -482830.027492 + Penalty 3915.951495 = -478914.075997 nChanged 24 SP:Iteration 36Q (7203.380000 sec): 3 clusters Score: Raw -482845.475691 + Penalty 3915.951495 = -478929.524196 nChanged 15 SP:Iteration 37Q (7203.520000 sec): 3 clusters Score: Raw -482854.495871 + Penalty 3915.951495 = -478938.544375 nChanged 14 SP:Iteration 38Q (7203.700000 sec): 3 clusters Score: Raw -482866.164513 + Penalty 3915.951495 = -478950.213018 nChanged 18 SP:Iteration 39Q (7203.900000 sec): 3 clusters Score: Raw -482876.247753 + Penalty 3915.951495 = -478960.296258 nChanged 11 SP:Iteration 40F (7204.130000 sec): 3 clusters Score: Raw -482882.215405 + Penalty 3915.951495 = -478966.263910 nChanged 9 SP:Iteration 41Q (7204.370000 sec): 3 clusters Score: Raw -482891.940020 + Penalty 3915.951495 = -478975.988525 nChanged 14 SP:Iteration 42Q (7204.580000 sec): 3 clusters Score: Raw -482899.429048 + Penalty 3915.951495 = -478983.477553 nChanged 14 SP:Iteration 43Q (7204.770000 sec): 3 clusters Score: Raw -482909.230308 + Penalty 3915.951495 = -478993.278813 nChanged 19 SP:Iteration 44Q (7205.000000 sec): 3 clusters Score: Raw -482922.056577 + Penalty 3915.951495 = -479006.105082 nChanged 14 SP:Iteration 45Q (7205.160000 sec): 3 clusters Score: Raw -482930.270492 + Penalty 3915.951495 = -479014.318997 nChanged 12 SP:Iteration 46Q (7205.380000 sec): 3 clusters Score: Raw -482939.090897 + Penalty 3915.951495 = -479023.139402 nChanged 13 SP:Iteration 47Q (7205.530000 sec): 3 clusters Score: Raw -482948.250539 + Penalty 3915.951495 = -479032.299044 nChanged 17 SP:Iteration 48Q (7205.760000 sec): 3 clusters Score: Raw -482959.084622 + Penalty 3915.951495 = -479043.133127 nChanged 18 SP:Iteration 49Q (7205.940000 sec): 3 clusters Score: Raw -482969.941504 + Penalty 3915.951495 = -479053.990009 nChanged 19 SP:Iteration 50Q (7206.190000 sec): 3 clusters Score: Raw -482985.371208 + Penalty 3915.951495 = -479069.419713 nChanged 22 SP:Iteration 51Q (7206.390000 sec): 3 clusters Score: Raw -483000.829934 + Penalty 3915.951495 = -479084.878439 nChanged 16 SP:Iteration 52Q (7206.570000 sec): 3 clusters Score: Raw -483016.015732 + Penalty 3915.951495 = -479100.064237 nChanged 18 SP:Iteration 53Q (7206.770000 sec): 3 clusters Score: Raw -483029.926104 + Penalty 3915.951495 = -479113.974609 nChanged 14 SP:Iteration 54Q (7206.960000 sec): 3 clusters Score: Raw -483039.658717 + Penalty 3915.951495 = -479123.707222 nChanged 8 SP:Iteration 55Q (7207.130000 sec): 3 clusters Score: Raw -483045.325522 + Penalty 3915.951495 = -479129.374027 nChanged 7 SP:Iteration 56Q (7207.290000 sec): 3 clusters Score: Raw -483049.283271 + Penalty 3915.951495 = -479133.331776 nChanged 1 SP:Iteration 57Q (7207.470000 sec): 3 clusters Score: Raw -483049.648560 + Penalty 3915.951495 = -479133.697065 nChanged 1 SP:Iteration 58Q (7207.650000 sec): 3 clusters Score: Raw -483050.108678 + Penalty 3915.951495 = -479134.157183 nChanged 0 SP:Iteration 59F (7207.910000 sec): 3 clusters Score: Raw -483050.108678 + Penalty 3915.951495 = -479134.157183 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7208.000000 sec): 2 clusters Score: Raw -59908.905883 + Penalty 1457.678474 = -58451.227409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7208.210000 sec): 3 clusters Score: Raw -60097.270176 + Penalty 2915.356948 = -57181.913229 nChanged 55 SP:Iteration 1F (7208.390000 sec): 3 clusters Score: Raw -60225.091779 + Penalty 2915.356948 = -57309.734832 nChanged 8 SP:Iteration 2Q (7208.560000 sec): 3 clusters Score: Raw -60260.782487 + Penalty 2915.356948 = -57345.425539 nChanged 6 SP:Iteration 3Q (7208.780000 sec): 3 clusters Score: Raw -60275.016681 + Penalty 2915.356948 = -57359.659733 nChanged 6 SP:Iteration 4Q (7209.050000 sec): 3 clusters Score: Raw -60288.671165 + Penalty 2915.356948 = -57373.314217 nChanged 2 SP:Iteration 5Q (7209.200000 sec): 3 clusters Score: Raw -60294.534275 + Penalty 2915.356948 = -57379.177327 nChanged 2 SP:Iteration 6Q (7209.380000 sec): 3 clusters Score: Raw -60298.113497 + Penalty 2915.356948 = -57382.756549 nChanged 1 SP:Iteration 7Q (7209.570000 sec): 3 clusters Score: Raw -60302.624090 + Penalty 2915.356948 = -57387.267142 nChanged 1 SP:Iteration 8Q (7209.730000 sec): 3 clusters Score: Raw -60303.839297 + Penalty 2915.356948 = -57388.482349 nChanged 1 SP:Iteration 9Q (7209.920000 sec): 3 clusters Score: Raw -60304.794552 + Penalty 2915.356948 = -57389.437604 nChanged 0 SP:Iteration 10F (7210.070000 sec): 3 clusters Score: Raw -60304.794552 + Penalty 2915.356948 = -57389.437604 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7210.150000 sec): 2 clusters Score: Raw -112741.129588 + Penalty 1622.533046 = -111118.596542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7210.390000 sec): 3 clusters Score: Raw -112704.984002 + Penalty 3245.066092 = -109459.917910 nChanged 146 SP:Iteration 1F (7210.550000 sec): 3 clusters Score: Raw -112925.828973 + Penalty 3245.066092 = -109680.762881 nChanged 39 SP:Iteration 2F (7210.760000 sec): 3 clusters Score: Raw -112993.015334 + Penalty 3245.066092 = -109747.949242 nChanged 15 SP:Iteration 3Q (7210.950000 sec): 3 clusters Score: Raw -113016.917008 + Penalty 3245.066092 = -109771.850916 nChanged 11 SP:Iteration 4Q (7211.090000 sec): 3 clusters Score: Raw -113033.469517 + Penalty 3245.066092 = -109788.403425 nChanged 6 SP:Iteration 5Q (7211.230000 sec): 3 clusters Score: Raw -113044.427466 + Penalty 3245.066092 = -109799.361374 nChanged 11 SP:Iteration 6Q (7211.450000 sec): 3 clusters Score: Raw -113059.994216 + Penalty 3245.066092 = -109814.928123 nChanged 3 SP:Iteration 7Q (7211.650000 sec): 3 clusters Score: Raw -113063.614141 + Penalty 3245.066092 = -109818.548048 nChanged 2 SP:Iteration 8Q (7211.810000 sec): 3 clusters Score: Raw -113066.829564 + Penalty 3245.066092 = -109821.763472 nChanged 1 SP:Iteration 9Q (7212.030000 sec): 3 clusters Score: Raw -113069.009996 + Penalty 3245.066092 = -109823.943903 nChanged 1 SP:Iteration 10Q (7212.160000 sec): 3 clusters Score: Raw -113069.789596 + Penalty 3245.066092 = -109824.723504 nChanged 0 SP:Iteration 11F (7212.330000 sec): 3 clusters Score: Raw -113069.789596 + Penalty 3245.066092 = -109824.723504 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7212.400000 sec): 2 clusters Score: Raw -94003.680070 + Penalty 1571.532781 = -92432.147288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7212.520000 sec): 3 clusters Score: Raw -93995.456071 + Penalty 3143.065563 = -90852.390508 nChanged 110 SP:Iteration 1F (7212.680000 sec): 3 clusters Score: Raw -94201.054220 + Penalty 3143.065563 = -91057.988657 nChanged 27 SP:Iteration 2Q (7212.870000 sec): 3 clusters Score: Raw -94274.494744 + Penalty 3143.065563 = -91131.429181 nChanged 17 SP:Iteration 3Q (7213.110000 sec): 3 clusters Score: Raw -94320.529896 + Penalty 3143.065563 = -91177.464333 nChanged 13 SP:Iteration 4Q (7213.310000 sec): 3 clusters Score: Raw -94349.793915 + Penalty 3143.065563 = -91206.728353 nChanged 12 SP:Iteration 5Q (7213.480000 sec): 3 clusters Score: Raw -94378.100029 + Penalty 3143.065563 = -91235.034466 nChanged 6 SP:Iteration 6Q (7213.690000 sec): 3 clusters Score: Raw -94388.127839 + Penalty 3143.065563 = -91245.062276 nChanged 6 SP:Iteration 7Q (7213.880000 sec): 3 clusters Score: Raw -94399.404844 + Penalty 3143.065563 = -91256.339281 nChanged 1 SP:Iteration 8Q (7214.070000 sec): 3 clusters Score: Raw -94402.233624 + Penalty 3143.065563 = -91259.168061 nChanged 2 SP:Iteration 9Q (7214.280000 sec): 3 clusters Score: Raw -94409.472314 + Penalty 3143.065563 = -91266.406751 nChanged 2 SP:Iteration 10Q (7214.490000 sec): 3 clusters Score: Raw -94415.277416 + Penalty 3143.065563 = -91272.211853 nChanged 1 SP:Iteration 11Q (7214.650000 sec): 3 clusters Score: Raw -94417.360999 + Penalty 3143.065563 = -91274.295436 nChanged 0 SP:Iteration 12F (7214.830000 sec): 3 clusters Score: Raw -94417.360999 + Penalty 3143.065563 = -91274.295436 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7214.970000 sec): 2 clusters Score: Raw -468852.025309 + Penalty 1963.277829 = -466888.747479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.180000 sec): 3 clusters Score: Raw -467775.458780 + Penalty 3926.555659 = -463848.903122 nChanged 962 SP:Iteration 1F (7215.410000 sec): 3 clusters Score: Raw -468510.601749 + Penalty 3926.555659 = -464584.046090 nChanged 232 SP:Iteration 2F (7215.590000 sec): 3 clusters Score: Raw -468768.890946 + Penalty 3926.555659 = -464842.335287 nChanged 184 SP:Iteration 3F (7215.830000 sec): 3 clusters Score: Raw -468972.500554 + Penalty 3926.555659 = -465045.944896 nChanged 163 SP:Iteration 4F (7216.000000 sec): 3 clusters Score: Raw -469188.926570 + Penalty 3926.555659 = -465262.370911 nChanged 167 SP:Iteration 5F (7216.200000 sec): 3 clusters Score: Raw -469403.867623 + Penalty 3926.555659 = -465477.311964 nChanged 128 SP:Iteration 6Q (7216.370000 sec): 3 clusters Score: Raw -469565.198983 + Penalty 3926.555659 = -465638.643324 nChanged 108 SP:Iteration 7Q (7216.550000 sec): 3 clusters Score: Raw -469705.192911 + Penalty 3926.555659 = -465778.637252 nChanged 93 SP:Iteration 8Q (7216.740000 sec): 3 clusters Score: Raw -469809.019327 + Penalty 3926.555659 = -465882.463668 nChanged 74 SP:Iteration 9Q (7216.940000 sec): 3 clusters Score: Raw -469892.465234 + Penalty 3926.555659 = -465965.909575 nChanged 74 SP:Iteration 10Q (7217.080000 sec): 3 clusters Score: Raw -469977.360548 + Penalty 3926.555659 = -466050.804890 nChanged 67 SP:Iteration 11Q (7217.250000 sec): 3 clusters Score: Raw -470044.599299 + Penalty 3926.555659 = -466118.043641 nChanged 46 SP:Iteration 12Q (7217.440000 sec): 3 clusters Score: Raw -470074.741225 + Penalty 3926.555659 = -466148.185566 nChanged 30 SP:Iteration 13Q (7217.640000 sec): 3 clusters Score: Raw -470097.880538 + Penalty 3926.555659 = -466171.324879 nChanged 23 SP:Iteration 14Q (7217.840000 sec): 3 clusters Score: Raw -470109.940757 + Penalty 3926.555659 = -466183.385098 nChanged 14 SP:Iteration 15Q (7217.980000 sec): 3 clusters Score: Raw -470117.854154 + Penalty 3926.555659 = -466191.298495 nChanged 11 SP:Iteration 16Q (7218.200000 sec): 3 clusters Score: Raw -470122.577974 + Penalty 3926.555659 = -466196.022315 nChanged 6 SP:Iteration 17Q (7218.360000 sec): 3 clusters Score: Raw -470124.991654 + Penalty 3926.555659 = -466198.435995 nChanged 2 SP:Iteration 18Q (7218.550000 sec): 3 clusters Score: Raw -470126.829526 + Penalty 3926.555659 = -466200.273868 nChanged 2 SP:Iteration 19Q (7218.760000 sec): 3 clusters Score: Raw -470127.259366 + Penalty 3926.555659 = -466200.703708 nChanged 0 SP:Iteration 20F (7218.920000 sec): 3 clusters Score: Raw -470127.259366 + Penalty 3926.555659 = -466200.703708 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7219.070000 sec): 2 clusters Score: Raw -1411515.715280 + Penalty 2210.226553 = -1409305.488727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7219.230000 sec): 3 clusters Score: Raw -1407639.714627 + Penalty 4420.453105 = -1403219.261522 nChanged 2943 SP:Iteration 1F (7219.480000 sec): 3 clusters Score: Raw -1409211.946566 + Penalty 4420.453105 = -1404791.493461 nChanged 519 SP:Iteration 2F (7219.710000 sec): 3 clusters Score: Raw -1409510.096206 + Penalty 4420.453105 = -1405089.643100 nChanged 399 SP:Iteration 3F (7219.880000 sec): 3 clusters Score: Raw -1409721.316454 + Penalty 4420.453105 = -1405300.863349 nChanged 292 SP:Iteration 4Q (7220.120000 sec): 3 clusters Score: Raw -1409890.146684 + Penalty 4420.453105 = -1405469.693579 nChanged 302 SP:Iteration 5Q (7220.320000 sec): 3 clusters Score: Raw -1410094.305165 + Penalty 4420.453105 = -1405673.852060 nChanged 284 SP:Iteration 6Q (7220.520000 sec): 3 clusters Score: Raw -1410306.558294 + Penalty 4420.453105 = -1405886.105189 nChanged 327 SP:Iteration 7Q (7220.770000 sec): 3 clusters Score: Raw -1410583.821342 + Penalty 4420.453105 = -1406163.368236 nChanged 361 SP:Iteration 8Q (7220.960000 sec): 3 clusters Score: Raw -1410877.643637 + Penalty 4420.453105 = -1406457.190532 nChanged 370 SP:Iteration 9Q (7221.170000 sec): 3 clusters Score: Raw -1411226.873567 + Penalty 4420.453105 = -1406806.420462 nChanged 425 SP:Iteration 10F (7221.420000 sec): 3 clusters Score: Raw -1411634.647929 + Penalty 4420.453105 = -1407214.194823 nChanged 425 SP:Iteration 11F (7221.600000 sec): 3 clusters Score: Raw -1412050.205613 + Penalty 4420.453105 = -1407629.752508 nChanged 413 SP:Iteration 12F (7221.820000 sec): 3 clusters Score: Raw -1412407.619267 + Penalty 4420.453105 = -1407987.166162 nChanged 332 SP:Iteration 13Q (7222.020000 sec): 3 clusters Score: Raw -1412634.895687 + Penalty 4420.453105 = -1408214.442582 nChanged 239 SP:Iteration 14Q (7222.230000 sec): 3 clusters Score: Raw -1412755.902562 + Penalty 4420.453105 = -1408335.449457 nChanged 143 SP:Iteration 15Q (7222.480000 sec): 3 clusters Score: Raw -1412813.120234 + Penalty 4420.453105 = -1408392.667129 nChanged 79 SP:Iteration 16Q (7222.660000 sec): 3 clusters Score: Raw -1412844.916060 + Penalty 4420.453105 = -1408424.462955 nChanged 64 SP:Iteration 17Q (7222.880000 sec): 3 clusters Score: Raw -1412866.029126 + Penalty 4420.453105 = -1408445.576021 nChanged 42 SP:Iteration 18Q (7223.070000 sec): 3 clusters Score: Raw -1412877.637701 + Penalty 4420.453105 = -1408457.184595 nChanged 25 SP:Iteration 19Q (7223.290000 sec): 3 clusters Score: Raw -1412884.323416 + Penalty 4420.453105 = -1408463.870310 nChanged 24 SP:Iteration 20F (7223.510000 sec): 3 clusters Score: Raw -1412889.796449 + Penalty 4420.453105 = -1408469.343343 nChanged 14 SP:Iteration 21Q (7223.710000 sec): 3 clusters Score: Raw -1412893.146724 + Penalty 4420.453105 = -1408472.693619 nChanged 13 SP:Iteration 22Q (7223.940000 sec): 3 clusters Score: Raw -1412895.982650 + Penalty 4420.453105 = -1408475.529545 nChanged 7 SP:Iteration 23Q (7224.160000 sec): 3 clusters Score: Raw -1412897.416303 + Penalty 4420.453105 = -1408476.963197 nChanged 3 SP:Iteration 24Q (7224.400000 sec): 3 clusters Score: Raw -1412897.975639 + Penalty 4420.453105 = -1408477.522533 nChanged 2 SP:Iteration 25Q (7224.580000 sec): 3 clusters Score: Raw -1412898.494849 + Penalty 4420.453105 = -1408478.041744 nChanged 3 SP:Iteration 26Q (7224.800000 sec): 3 clusters Score: Raw -1412899.137155 + Penalty 4420.453105 = -1408478.684050 nChanged 5 SP:Iteration 27Q (7225.020000 sec): 3 clusters Score: Raw -1412900.821573 + Penalty 4420.453105 = -1408480.368468 nChanged 5 SP:Iteration 28Q (7225.230000 sec): 3 clusters Score: Raw -1412901.660313 + Penalty 4420.453105 = -1408481.207207 nChanged 2 SP:Iteration 29Q (7225.430000 sec): 3 clusters Score: Raw -1412902.165307 + Penalty 4420.453105 = -1408481.712201 nChanged 5 SP:Iteration 30Q (7225.640000 sec): 3 clusters Score: Raw -1412903.068723 + Penalty 4420.453105 = -1408482.615617 nChanged 2 SP:Iteration 31Q (7225.860000 sec): 3 clusters Score: Raw -1412903.506169 + Penalty 4420.453105 = -1408483.053064 nChanged 1 SP:Iteration 32Q (7226.080000 sec): 3 clusters Score: Raw -1412903.666307 + Penalty 4420.453105 = -1408483.213202 nChanged 0 SP:Iteration 33F (7226.310000 sec): 3 clusters Score: Raw -1412903.666307 + Penalty 4420.453105 = -1408483.213202 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (182255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7227.200000 sec): 2 clusters Score: Raw -35328026.688903 + Penalty 3004.064197 = -35325022.624706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7228.290000 sec): 3 clusters Score: Raw -35208964.241375 + Penalty 6008.128394 = -35202956.112981 nChanged 87532 SP:Iteration 1F (7229.400000 sec): 3 clusters Score: Raw -35259727.803892 + Penalty 6008.128394 = -35253719.675498 nChanged 5024 SP:Iteration 2Q (7230.570000 sec): 3 clusters Score: Raw -35260760.677334 + Penalty 6008.128394 = -35254752.548940 nChanged 5265 SP:Iteration 3Q (7231.660000 sec): 3 clusters Score: Raw -35261991.714704 + Penalty 6008.128394 = -35255983.586310 nChanged 5546 SP:Iteration 4Q (7232.820000 sec): 3 clusters Score: Raw -35263583.918800 + Penalty 6008.128394 = -35257575.790406 nChanged 6287 SP:Iteration 5Q (7233.980000 sec): 3 clusters Score: Raw -35265883.861939 + Penalty 6008.128394 = -35259875.733545 nChanged 7528 SP:Iteration 6Q (7235.100000 sec): 3 clusters Score: Raw -35269468.216655 + Penalty 6008.128394 = -35263460.088261 nChanged 9048 SP:Iteration 7Q (7236.190000 sec): 3 clusters Score: Raw -35275091.471089 + Penalty 6008.128394 = -35269083.342695 nChanged 10782 SP:Iteration 8F (7237.260000 sec): 3 clusters Score: Raw -35283168.025055 + Penalty 6008.128394 = -35277159.896662 nChanged 11860 SP:Iteration 9F (7238.350000 sec): 3 clusters Score: Raw -35293086.609932 + Penalty 6008.128394 = -35287078.481538 nChanged 11800 SP:Iteration 10F (7239.350000 sec): 3 clusters Score: Raw -35303207.129555 + Penalty 6008.128394 = -35297199.001162 nChanged 10401 SP:Iteration 11F (7240.380000 sec): 3 clusters Score: Raw -35311830.091392 + Penalty 6008.128394 = -35305821.962998 nChanged 8239 SP:Iteration 12Q (7241.440000 sec): 3 clusters Score: Raw -35318216.280792 + Penalty 6008.128394 = -35312208.152398 nChanged 5969 SP:Iteration 13Q (7242.430000 sec): 3 clusters Score: Raw -35322485.037824 + Penalty 6008.128394 = -35316476.909430 nChanged 3967 SP:Iteration 14Q (7243.470000 sec): 3 clusters Score: Raw -35325127.117256 + Penalty 6008.128394 = -35319118.988862 nChanged 2456 SP:Iteration 15Q (7244.480000 sec): 3 clusters Score: Raw -35326593.327950 + Penalty 6008.128394 = -35320585.199556 nChanged 1475 SP:Iteration 16Q (7245.420000 sec): 3 clusters Score: Raw -35327347.787691 + Penalty 6008.128394 = -35321339.659298 nChanged 909 SP:Iteration 17Q (7246.330000 sec): 3 clusters Score: Raw -35327784.329612 + Penalty 6008.128394 = -35321776.201218 nChanged 604 SP:Iteration 18Q (7247.250000 sec): 3 clusters Score: Raw -35328055.343883 + Penalty 6008.128394 = -35322047.215489 nChanged 403 SP:Iteration 19Q (7248.170000 sec): 3 clusters Score: Raw -35328227.706451 + Penalty 6008.128394 = -35322219.578057 nChanged 292 SP:Iteration 20F (7249.390000 sec): 3 clusters Score: Raw -35328352.213044 + Penalty 6008.128394 = -35322344.084651 nChanged 201 SP:Iteration 21Q (7250.360000 sec): 3 clusters Score: Raw -35328433.391993 + Penalty 6008.128394 = -35322425.263599 nChanged 152 SP:Iteration 22Q (7251.290000 sec): 3 clusters Score: Raw -35328493.407744 + Penalty 6008.128394 = -35322485.279350 nChanged 138 SP:Iteration 23Q (7252.230000 sec): 3 clusters Score: Raw -35328548.322272 + Penalty 6008.128394 = -35322540.193878 nChanged 104 SP:Iteration 24Q (7253.410000 sec): 3 clusters Score: Raw -35328584.520368 + Penalty 6008.128394 = -35322576.391974 nChanged 83 SP:Iteration 25Q (7254.390000 sec): 3 clusters Score: Raw -35328611.199397 + Penalty 6008.128394 = -35322603.071003 nChanged 56 SP:Iteration 26Q (7255.550000 sec): 3 clusters Score: Raw -35328630.291230 + Penalty 6008.128394 = -35322622.162836 nChanged 56 SP:Iteration 27Q (7256.740000 sec): 3 clusters Score: Raw -35328651.013725 + Penalty 6008.128394 = -35322642.885331 nChanged 54 SP:Iteration 28Q (7257.680000 sec): 3 clusters Score: Raw -35328668.644152 + Penalty 6008.128394 = -35322660.515758 nChanged 38 SP:Iteration 29Q (7258.650000 sec): 3 clusters Score: Raw -35328680.396911 + Penalty 6008.128394 = -35322672.268517 nChanged 24 SP:Iteration 30Q (7259.670000 sec): 3 clusters Score: Raw -35328686.675234 + Penalty 6008.128394 = -35322678.546840 nChanged 23 SP:Iteration 31Q (7260.640000 sec): 3 clusters Score: Raw -35328695.410166 + Penalty 6008.128394 = -35322687.281772 nChanged 30 SP:Iteration 32Q (7261.620000 sec): 3 clusters Score: Raw -35328704.391594 + Penalty 6008.128394 = -35322696.263200 nChanged 27 SP:Iteration 33Q (7262.610000 sec): 3 clusters Score: Raw -35328712.674806 + Penalty 6008.128394 = -35322704.546412 nChanged 19 SP:Iteration 34Q (7263.660000 sec): 3 clusters Score: Raw -35328718.647147 + Penalty 6008.128394 = -35322710.518753 nChanged 23 SP:Iteration 35Q (7264.730000 sec): 3 clusters Score: Raw -35328725.415132 + Penalty 6008.128394 = -35322717.286738 nChanged 19 SP:Iteration 36Q (7265.760000 sec): 3 clusters Score: Raw -35328729.648466 + Penalty 6008.128394 = -35322721.520072 nChanged 15 SP:Iteration 37Q (7266.820000 sec): 3 clusters Score: Raw -35328733.192438 + Penalty 6008.128394 = -35322725.064044 nChanged 10 SP:Iteration 38Q (7267.900000 sec): 3 clusters Score: Raw -35328735.311793 + Penalty 6008.128394 = -35322727.183400 nChanged 4 SP:Iteration 39Q (7268.880000 sec): 3 clusters Score: Raw -35328736.437425 + Penalty 6008.128394 = -35322728.309031 nChanged 5 SP:Iteration 40F (7270.030000 sec): 3 clusters Score: Raw -35328737.906840 + Penalty 6008.128394 = -35322729.778446 nChanged 5 SP:Iteration 41Q (7271.010000 sec): 3 clusters Score: Raw -35328739.280581 + Penalty 6008.128394 = -35322731.152187 nChanged 3 SP:Iteration 42Q (7272.030000 sec): 3 clusters Score: Raw -35328739.896103 + Penalty 6008.128394 = -35322731.767709 nChanged 2 SP:Iteration 43Q (7273.100000 sec): 3 clusters Score: Raw -35328740.345098 + Penalty 6008.128394 = -35322732.216704 nChanged 2 SP:Iteration 44Q (7274.220000 sec): 3 clusters Score: Raw -35328740.718270 + Penalty 6008.128394 = -35322732.589877 nChanged 0 SP:Iteration 45F (7275.330000 sec): 3 clusters Score: Raw -35328740.718270 + Penalty 6008.128394 = -35322732.589877 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7275.500000 sec): 2 clusters Score: Raw -139205.770420 + Penalty 1680.007524 = -137525.762896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7275.710000 sec): 3 clusters Score: Raw -139098.406855 + Penalty 3360.015048 = -135738.391807 nChanged 244 SP:Iteration 1F (7275.900000 sec): 3 clusters Score: Raw -139451.144920 + Penalty 3360.015048 = -136091.129872 nChanged 73 SP:Iteration 2F (7276.130000 sec): 3 clusters Score: Raw -139600.703673 + Penalty 3360.015048 = -136240.688625 nChanged 55 SP:Iteration 3F (7276.340000 sec): 3 clusters Score: Raw -139738.540734 + Penalty 3360.015048 = -136378.525687 nChanged 43 SP:Iteration 4Q (7276.530000 sec): 3 clusters Score: Raw -139856.967189 + Penalty 3360.015048 = -136496.952142 nChanged 43 SP:Iteration 5Q (7276.720000 sec): 3 clusters Score: Raw -139988.767197 + Penalty 3360.015048 = -136628.752150 nChanged 40 SP:Iteration 6Q (7276.940000 sec): 3 clusters Score: Raw -140104.353303 + Penalty 3360.015048 = -136744.338255 nChanged 45 SP:Iteration 7F (7277.090000 sec): 3 clusters Score: Raw -140233.892747 + Penalty 3360.015048 = -136873.877699 nChanged 38 SP:Iteration 8Q (7277.260000 sec): 3 clusters Score: Raw -140333.544165 + Penalty 3360.015048 = -136973.529117 nChanged 26 SP:Iteration 9Q (7277.430000 sec): 3 clusters Score: Raw -140412.517375 + Penalty 3360.015048 = -137052.502327 nChanged 17 SP:Iteration 10Q (7277.630000 sec): 3 clusters Score: Raw -140449.841058 + Penalty 3360.015048 = -137089.826010 nChanged 12 SP:Iteration 11Q (7277.830000 sec): 3 clusters Score: Raw -140484.707960 + Penalty 3360.015048 = -137124.692912 nChanged 4 SP:Iteration 12Q (7278.060000 sec): 3 clusters Score: Raw -140494.447032 + Penalty 3360.015048 = -137134.431984 nChanged 5 SP:Iteration 13Q (7278.260000 sec): 3 clusters Score: Raw -140504.913279 + Penalty 3360.015048 = -137144.898232 nChanged 3 SP:Iteration 14Q (7278.500000 sec): 3 clusters Score: Raw -140511.228057 + Penalty 3360.015048 = -137151.213010 nChanged 3 SP:Iteration 15Q (7278.690000 sec): 3 clusters Score: Raw -140517.550616 + Penalty 3360.015048 = -137157.535569 nChanged 2 SP:Iteration 16Q (7278.860000 sec): 3 clusters Score: Raw -140519.524662 + Penalty 3360.015048 = -137159.509614 nChanged 0 SP:Iteration 17F (7279.100000 sec): 3 clusters Score: Raw -140519.524662 + Penalty 3360.015048 = -137159.509614 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (199765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7280.080000 sec): 2 clusters Score: Raw -36276140.640776 + Penalty 3026.814445 = -36273113.826331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7281.550000 sec): 3 clusters Score: Raw -36145622.872172 + Penalty 6053.628890 = -36139569.243283 nChanged 95547 SP:Iteration 1F (7282.820000 sec): 3 clusters Score: Raw -36200673.863609 + Penalty 6053.628890 = -36194620.234720 nChanged 5076 SP:Iteration 2Q (7284.250000 sec): 3 clusters Score: Raw -36201625.023728 + Penalty 6053.628890 = -36195571.394839 nChanged 5285 SP:Iteration 3Q (7285.640000 sec): 3 clusters Score: Raw -36202826.299350 + Penalty 6053.628890 = -36196772.670460 nChanged 6041 SP:Iteration 4Q (7287.030000 sec): 3 clusters Score: Raw -36204533.489153 + Penalty 6053.628890 = -36198479.860263 nChanged 7042 SP:Iteration 5Q (7288.230000 sec): 3 clusters Score: Raw -36207183.051058 + Penalty 6053.628890 = -36201129.422169 nChanged 8787 SP:Iteration 6Q (7289.380000 sec): 3 clusters Score: Raw -36211602.123606 + Penalty 6053.628890 = -36205548.494716 nChanged 11446 SP:Iteration 7F (7290.570000 sec): 3 clusters Score: Raw -36218887.556111 + Penalty 6053.628890 = -36212833.927222 nChanged 14306 SP:Iteration 8F (7291.790000 sec): 3 clusters Score: Raw -36229907.470446 + Penalty 6053.628890 = -36223853.841556 nChanged 15772 SP:Iteration 9F (7293.050000 sec): 3 clusters Score: Raw -36243637.644983 + Penalty 6053.628890 = -36237584.016093 nChanged 14368 SP:Iteration 10F (7294.230000 sec): 3 clusters Score: Raw -36256615.641524 + Penalty 6053.628890 = -36250562.012635 nChanged 10486 SP:Iteration 11F (7295.490000 sec): 3 clusters Score: Raw -36265981.103574 + Penalty 6053.628890 = -36259927.474684 nChanged 6300 SP:Iteration 12Q (7296.610000 sec): 3 clusters Score: Raw -36271381.509999 + Penalty 6053.628890 = -36265327.881110 nChanged 3363 SP:Iteration 13Q (7297.830000 sec): 3 clusters Score: Raw -36274115.939152 + Penalty 6053.628890 = -36268062.310263 nChanged 1585 SP:Iteration 14Q (7298.850000 sec): 3 clusters Score: Raw -36275356.250777 + Penalty 6053.628890 = -36269302.621888 nChanged 726 SP:Iteration 15Q (7299.930000 sec): 3 clusters Score: Raw -36275960.445863 + Penalty 6053.628890 = -36269906.816973 nChanged 336 SP:Iteration 16Q (7300.960000 sec): 3 clusters Score: Raw -36276223.951439 + Penalty 6053.628890 = -36270170.322549 nChanged 168 SP:Iteration 17Q (7302.110000 sec): 3 clusters Score: Raw -36276360.791973 + Penalty 6053.628890 = -36270307.163084 nChanged 102 SP:Iteration 18Q (7303.140000 sec): 3 clusters Score: Raw -36276439.766710 + Penalty 6053.628890 = -36270386.137821 nChanged 75 SP:Iteration 19Q (7304.170000 sec): 3 clusters Score: Raw -36276502.621716 + Penalty 6053.628890 = -36270448.992827 nChanged 53 SP:Iteration 20F (7305.390000 sec): 3 clusters Score: Raw -36276541.493168 + Penalty 6053.628890 = -36270487.864278 nChanged 40 SP:Iteration 21Q (7306.400000 sec): 3 clusters Score: Raw -36276577.278279 + Penalty 6053.628890 = -36270523.649389 nChanged 40 SP:Iteration 22Q (7307.410000 sec): 3 clusters Score: Raw -36276606.689306 + Penalty 6053.628890 = -36270553.060416 nChanged 27 SP:Iteration 23Q (7308.380000 sec): 3 clusters Score: Raw -36276623.741420 + Penalty 6053.628890 = -36270570.112531 nChanged 12 SP:Iteration 24Q (7309.430000 sec): 3 clusters Score: Raw -36276632.137936 + Penalty 6053.628890 = -36270578.509046 nChanged 8 SP:Iteration 25Q (7310.480000 sec): 3 clusters Score: Raw -36276637.784887 + Penalty 6053.628890 = -36270584.155998 nChanged 6 SP:Iteration 26Q (7311.490000 sec): 3 clusters Score: Raw -36276642.424984 + Penalty 6053.628890 = -36270588.796094 nChanged 5 SP:Iteration 27Q (7312.350000 sec): 3 clusters Score: Raw -36276646.224519 + Penalty 6053.628890 = -36270592.595629 nChanged 3 SP:Iteration 28Q (7313.240000 sec): 3 clusters Score: Raw -36276648.567113 + Penalty 6053.628890 = -36270594.938223 nChanged 2 SP:Iteration 29Q (7314.310000 sec): 3 clusters Score: Raw -36276649.475253 + Penalty 6053.628890 = -36270595.846364 nChanged 2 SP:Iteration 30Q (7315.390000 sec): 3 clusters Score: Raw -36276650.769300 + Penalty 6053.628890 = -36270597.140411 nChanged 0 SP:Iteration 31F (7316.550000 sec): 3 clusters Score: Raw -36276650.769300 + Penalty 6053.628890 = -36270597.140411 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (30649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7316.860000 sec): 2 clusters Score: Raw -5768111.873926 + Penalty 2561.928118 = -5765549.945808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7317.190000 sec): 3 clusters Score: Raw -5749806.858169 + Penalty 5123.856236 = -5744683.001934 nChanged 13786 SP:Iteration 1F (7317.560000 sec): 3 clusters Score: Raw -5757323.841901 + Penalty 5123.856236 = -5752199.985665 nChanged 1456 SP:Iteration 2Q (7317.900000 sec): 3 clusters Score: Raw -5757790.711670 + Penalty 5123.856236 = -5752666.855434 nChanged 1268 SP:Iteration 3Q (7318.230000 sec): 3 clusters Score: Raw -5758218.748606 + Penalty 5123.856236 = -5753094.892370 nChanged 1228 SP:Iteration 4Q (7318.570000 sec): 3 clusters Score: Raw -5758672.084464 + Penalty 5123.856236 = -5753548.228228 nChanged 1188 SP:Iteration 5Q (7318.910000 sec): 3 clusters Score: Raw -5759152.115649 + Penalty 5123.856236 = -5754028.259413 nChanged 1279 SP:Iteration 6Q (7319.220000 sec): 3 clusters Score: Raw -5759754.335779 + Penalty 5123.856236 = -5754630.479543 nChanged 1465 SP:Iteration 7Q (7319.570000 sec): 3 clusters Score: Raw -5760637.410663 + Penalty 5123.856236 = -5755513.554427 nChanged 1845 SP:Iteration 8F (7319.950000 sec): 3 clusters Score: Raw -5761953.886646 + Penalty 5123.856236 = -5756830.030410 nChanged 2012 SP:Iteration 9F (7320.280000 sec): 3 clusters Score: Raw -5763528.191707 + Penalty 5123.856236 = -5758404.335471 nChanged 1946 SP:Iteration 10F (7320.610000 sec): 3 clusters Score: Raw -5765178.424020 + Penalty 5123.856236 = -5760054.567784 nChanged 1539 SP:Iteration 11F (7321.010000 sec): 3 clusters Score: Raw -5766536.944515 + Penalty 5123.856236 = -5761413.088279 nChanged 994 SP:Iteration 12Q (7321.350000 sec): 3 clusters Score: Raw -5767414.930911 + Penalty 5123.856236 = -5762291.074675 nChanged 529 SP:Iteration 13Q (7321.700000 sec): 3 clusters Score: Raw -5767894.849719 + Penalty 5123.856236 = -5762770.993483 nChanged 244 SP:Iteration 14Q (7321.980000 sec): 3 clusters Score: Raw -5768130.118451 + Penalty 5123.856236 = -5763006.262215 nChanged 113 SP:Iteration 15Q (7322.320000 sec): 3 clusters Score: Raw -5768248.071514 + Penalty 5123.856236 = -5763124.215278 nChanged 59 SP:Iteration 16Q (7322.660000 sec): 3 clusters Score: Raw -5768312.732712 + Penalty 5123.856236 = -5763188.876476 nChanged 26 SP:Iteration 17Q (7323.000000 sec): 3 clusters Score: Raw -5768349.943686 + Penalty 5123.856236 = -5763226.087450 nChanged 19 SP:Iteration 18Q (7323.270000 sec): 3 clusters Score: Raw -5768373.725404 + Penalty 5123.856236 = -5763249.869168 nChanged 9 SP:Iteration 19Q (7323.560000 sec): 3 clusters Score: Raw -5768385.925499 + Penalty 5123.856236 = -5763262.069263 nChanged 8 SP:Iteration 20F (7323.930000 sec): 3 clusters Score: Raw -5768398.068352 + Penalty 5123.856236 = -5763274.212116 nChanged 6 SP:Iteration 21Q (7324.260000 sec): 3 clusters Score: Raw -5768404.161014 + Penalty 5123.856236 = -5763280.304778 nChanged 3 SP:Iteration 22Q (7324.570000 sec): 3 clusters Score: Raw -5768408.161608 + Penalty 5123.856236 = -5763284.305372 nChanged 3 SP:Iteration 23Q (7324.840000 sec): 3 clusters Score: Raw -5768410.187486 + Penalty 5123.856236 = -5763286.331250 nChanged 1 SP:Iteration 24Q (7325.180000 sec): 3 clusters Score: Raw -5768411.507965 + Penalty 5123.856236 = -5763287.651729 nChanged 1 SP:Iteration 25Q (7325.490000 sec): 3 clusters Score: Raw -5768412.153690 + Penalty 5123.856236 = -5763288.297454 nChanged 1 SP:Iteration 26Q (7325.810000 sec): 3 clusters Score: Raw -5768413.331257 + Penalty 5123.856236 = -5763289.475022 nChanged 1 SP:Iteration 27Q (7326.120000 sec): 3 clusters Score: Raw -5768413.947624 + Penalty 5123.856236 = -5763290.091388 nChanged 0 SP:Iteration 28F (7326.430000 sec): 3 clusters Score: Raw -5768413.947624 + Penalty 5123.856236 = -5763290.091388 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (173812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7327.270000 sec): 2 clusters Score: Raw -31384363.692221 + Penalty 2992.300925 = -31381371.391296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7328.300000 sec): 3 clusters Score: Raw -31270548.108068 + Penalty 5984.601849 = -31264563.506219 nChanged 83412 SP:Iteration 1F (7329.400000 sec): 3 clusters Score: Raw -31319414.384540 + Penalty 5984.601849 = -31313429.782691 nChanged 4713 SP:Iteration 2Q (7330.450000 sec): 3 clusters Score: Raw -31320326.962984 + Penalty 5984.601849 = -31314342.361135 nChanged 4876 SP:Iteration 3Q (7331.530000 sec): 3 clusters Score: Raw -31321323.905464 + Penalty 5984.601849 = -31315339.303615 nChanged 5068 SP:Iteration 4Q (7332.600000 sec): 3 clusters Score: Raw -31322449.187333 + Penalty 5984.601849 = -31316464.585484 nChanged 5575 SP:Iteration 5Q (7333.660000 sec): 3 clusters Score: Raw -31323828.828404 + Penalty 5984.601849 = -31317844.226555 nChanged 6161 SP:Iteration 6Q (7334.720000 sec): 3 clusters Score: Raw -31325575.708526 + Penalty 5984.601849 = -31319591.106677 nChanged 6882 SP:Iteration 7Q (7335.960000 sec): 3 clusters Score: Raw -31327785.643548 + Penalty 5984.601849 = -31321801.041699 nChanged 7643 SP:Iteration 8Q (7337.110000 sec): 3 clusters Score: Raw -31330496.229644 + Penalty 5984.601849 = -31324511.627795 nChanged 8352 SP:Iteration 9Q (7338.200000 sec): 3 clusters Score: Raw -31333902.099792 + Penalty 5984.601849 = -31327917.497943 nChanged 9204 SP:Iteration 10F (7339.220000 sec): 3 clusters Score: Raw -31338358.885202 + Penalty 5984.601849 = -31332374.283353 nChanged 10034 SP:Iteration 11F (7340.250000 sec): 3 clusters Score: Raw -31344172.636469 + Penalty 5984.601849 = -31338188.034620 nChanged 11136 SP:Iteration 12F (7341.310000 sec): 3 clusters Score: Raw -31351838.013350 + Penalty 5984.601849 = -31345853.411501 nChanged 11559 SP:Iteration 13F (7342.360000 sec): 3 clusters Score: Raw -31361104.883671 + Penalty 5984.601849 = -31355120.281822 nChanged 10701 SP:Iteration 14F (7343.440000 sec): 3 clusters Score: Raw -31370672.119558 + Penalty 5984.601849 = -31364687.517709 nChanged 8012 SP:Iteration 15Q (7344.560000 sec): 3 clusters Score: Raw -31378055.552689 + Penalty 5984.601849 = -31372070.950840 nChanged 4489 SP:Iteration 16Q (7345.740000 sec): 3 clusters Score: Raw -31382049.145770 + Penalty 5984.601849 = -31376064.543921 nChanged 1949 SP:Iteration 17Q (7346.780000 sec): 3 clusters Score: Raw -31383678.579206 + Penalty 5984.601849 = -31377693.977357 nChanged 745 SP:Iteration 18Q (7347.720000 sec): 3 clusters Score: Raw -31384289.541526 + Penalty 5984.601849 = -31378304.939677 nChanged 299 SP:Iteration 19Q (7348.680000 sec): 3 clusters Score: Raw -31384527.205861 + Penalty 5984.601849 = -31378542.604012 nChanged 142 SP:Iteration 20F (7349.810000 sec): 3 clusters Score: Raw -31384639.055491 + Penalty 5984.601849 = -31378654.453642 nChanged 74 SP:Iteration 21Q (7350.790000 sec): 3 clusters Score: Raw -31384700.630118 + Penalty 5984.601849 = -31378716.028269 nChanged 50 SP:Iteration 22Q (7351.840000 sec): 3 clusters Score: Raw -31384741.664672 + Penalty 5984.601849 = -31378757.062823 nChanged 40 SP:Iteration 23Q (7352.760000 sec): 3 clusters Score: Raw -31384770.645996 + Penalty 5984.601849 = -31378786.044147 nChanged 34 SP:Iteration 24Q (7353.720000 sec): 3 clusters Score: Raw -31384801.480904 + Penalty 5984.601849 = -31378816.879055 nChanged 29 SP:Iteration 25Q (7354.580000 sec): 3 clusters Score: Raw -31384824.393282 + Penalty 5984.601849 = -31378839.791433 nChanged 21 SP:Iteration 26Q (7355.480000 sec): 3 clusters Score: Raw -31384840.936948 + Penalty 5984.601849 = -31378856.335099 nChanged 22 SP:Iteration 27Q (7356.400000 sec): 3 clusters Score: Raw -31384856.134864 + Penalty 5984.601849 = -31378871.533015 nChanged 12 SP:Iteration 28Q (7357.310000 sec): 3 clusters Score: Raw -31384863.250398 + Penalty 5984.601849 = -31378878.648549 nChanged 6 SP:Iteration 29Q (7358.140000 sec): 3 clusters Score: Raw -31384866.965844 + Penalty 5984.601849 = -31378882.363995 nChanged 3 SP:Iteration 30Q (7359.050000 sec): 3 clusters Score: Raw -31384868.380228 + Penalty 5984.601849 = -31378883.778379 nChanged 0 SP:Iteration 31F (7360.060000 sec): 3 clusters Score: Raw -31384868.380228 + Penalty 5984.601849 = -31378883.778379 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7360.300000 sec): 2 clusters Score: Raw -2205443.581438 + Penalty 2345.366336 = -2203098.215102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7360.550000 sec): 3 clusters Score: Raw -2198413.206470 + Penalty 4690.732672 = -2193722.473799 nChanged 5388 SP:Iteration 1F (7360.760000 sec): 3 clusters Score: Raw -2201580.196950 + Penalty 4690.732672 = -2196889.464278 nChanged 1061 SP:Iteration 2F (7361.000000 sec): 3 clusters Score: Raw -2202407.937082 + Penalty 4690.732672 = -2197717.204410 nChanged 1042 SP:Iteration 3F (7361.240000 sec): 3 clusters Score: Raw -2203293.669079 + Penalty 4690.732672 = -2198602.936407 nChanged 975 SP:Iteration 4F (7361.490000 sec): 3 clusters Score: Raw -2204049.782994 + Penalty 4690.732672 = -2199359.050322 nChanged 759 SP:Iteration 5F (7361.730000 sec): 3 clusters Score: Raw -2204558.401783 + Penalty 4690.732672 = -2199867.669111 nChanged 540 SP:Iteration 6Q (7362.000000 sec): 3 clusters Score: Raw -2204853.909110 + Penalty 4690.732672 = -2200163.176438 nChanged 404 SP:Iteration 7Q (7362.220000 sec): 3 clusters Score: Raw -2205036.998710 + Penalty 4690.732672 = -2200346.266039 nChanged 311 SP:Iteration 8Q (7362.460000 sec): 3 clusters Score: Raw -2205160.673451 + Penalty 4690.732672 = -2200469.940779 nChanged 220 SP:Iteration 9Q (7362.740000 sec): 3 clusters Score: Raw -2205238.959396 + Penalty 4690.732672 = -2200548.226725 nChanged 188 SP:Iteration 10Q (7362.920000 sec): 3 clusters Score: Raw -2205304.674746 + Penalty 4690.732672 = -2200613.942074 nChanged 159 SP:Iteration 11Q (7363.160000 sec): 3 clusters Score: Raw -2205361.172511 + Penalty 4690.732672 = -2200670.439839 nChanged 148 SP:Iteration 12Q (7363.420000 sec): 3 clusters Score: Raw -2205415.753850 + Penalty 4690.732672 = -2200725.021178 nChanged 151 SP:Iteration 13Q (7363.660000 sec): 3 clusters Score: Raw -2205465.662842 + Penalty 4690.732672 = -2200774.930170 nChanged 109 SP:Iteration 14Q (7363.920000 sec): 3 clusters Score: Raw -2205498.899221 + Penalty 4690.732672 = -2200808.166549 nChanged 84 SP:Iteration 15Q (7364.140000 sec): 3 clusters Score: Raw -2205522.356539 + Penalty 4690.732672 = -2200831.623867 nChanged 74 SP:Iteration 16Q (7364.380000 sec): 3 clusters Score: Raw -2205545.665011 + Penalty 4690.732672 = -2200854.932339 nChanged 73 SP:Iteration 17Q (7364.630000 sec): 3 clusters Score: Raw -2205568.550256 + Penalty 4690.732672 = -2200877.817585 nChanged 66 SP:Iteration 18Q (7364.860000 sec): 3 clusters Score: Raw -2205589.756461 + Penalty 4690.732672 = -2200899.023789 nChanged 62 SP:Iteration 19Q (7365.070000 sec): 3 clusters Score: Raw -2205609.760235 + Penalty 4690.732672 = -2200919.027563 nChanged 63 SP:Iteration 20F (7365.290000 sec): 3 clusters Score: Raw -2205630.554198 + Penalty 4690.732672 = -2200939.821527 nChanged 66 SP:Iteration 21Q (7365.510000 sec): 3 clusters Score: Raw -2205649.102150 + Penalty 4690.732672 = -2200958.369478 nChanged 60 SP:Iteration 22Q (7365.730000 sec): 3 clusters Score: Raw -2205668.581690 + Penalty 4690.732672 = -2200977.849018 nChanged 59 SP:Iteration 23Q (7366.000000 sec): 3 clusters Score: Raw -2205684.571058 + Penalty 4690.732672 = -2200993.838386 nChanged 45 SP:Iteration 24Q (7366.210000 sec): 3 clusters Score: Raw -2205699.528628 + Penalty 4690.732672 = -2201008.795957 nChanged 45 SP:Iteration 25Q (7366.390000 sec): 3 clusters Score: Raw -2205711.832098 + Penalty 4690.732672 = -2201021.099426 nChanged 36 SP:Iteration 26Q (7366.660000 sec): 3 clusters Score: Raw -2205722.521327 + Penalty 4690.732672 = -2201031.788655 nChanged 34 SP:Iteration 27Q (7366.920000 sec): 3 clusters Score: Raw -2205733.349874 + Penalty 4690.732672 = -2201042.617203 nChanged 39 SP:Iteration 28Q (7367.200000 sec): 3 clusters Score: Raw -2205746.154617 + Penalty 4690.732672 = -2201055.421946 nChanged 40 SP:Iteration 29Q (7367.470000 sec): 3 clusters Score: Raw -2205758.687146 + Penalty 4690.732672 = -2201067.954474 nChanged 36 SP:Iteration 30Q (7367.710000 sec): 3 clusters Score: Raw -2205770.240912 + Penalty 4690.732672 = -2201079.508241 nChanged 36 SP:Iteration 31Q (7368.030000 sec): 3 clusters Score: Raw -2205780.318293 + Penalty 4690.732672 = -2201089.585621 nChanged 35 SP:Iteration 32Q (7368.270000 sec): 3 clusters Score: Raw -2205790.148068 + Penalty 4690.732672 = -2201099.415397 nChanged 35 SP:Iteration 33Q (7368.540000 sec): 3 clusters Score: Raw -2205802.006157 + Penalty 4690.732672 = -2201111.273485 nChanged 34 SP:Iteration 34Q (7368.750000 sec): 3 clusters Score: Raw -2205812.071284 + Penalty 4690.732672 = -2201121.338612 nChanged 33 SP:Iteration 35Q (7369.030000 sec): 3 clusters Score: Raw -2205822.648094 + Penalty 4690.732672 = -2201131.915422 nChanged 29 SP:Iteration 36Q (7369.300000 sec): 3 clusters Score: Raw -2205832.447213 + Penalty 4690.732672 = -2201141.714541 nChanged 33 SP:Iteration 37Q (7369.520000 sec): 3 clusters Score: Raw -2205844.659583 + Penalty 4690.732672 = -2201153.926911 nChanged 35 SP:Iteration 38Q (7369.770000 sec): 3 clusters Score: Raw -2205853.382102 + Penalty 4690.732672 = -2201162.649430 nChanged 27 SP:Iteration 39Q (7370.070000 sec): 3 clusters Score: Raw -2205859.883703 + Penalty 4690.732672 = -2201169.151032 nChanged 25 SP:Iteration 40F (7370.260000 sec): 3 clusters Score: Raw -2205866.878073 + Penalty 4690.732672 = -2201176.145402 nChanged 20 SP:Iteration 41Q (7370.470000 sec): 3 clusters Score: Raw -2205872.814345 + Penalty 4690.732672 = -2201182.081673 nChanged 20 SP:Iteration 42Q (7370.730000 sec): 3 clusters Score: Raw -2205877.506012 + Penalty 4690.732672 = -2201186.773340 nChanged 20 SP:Iteration 43Q (7370.980000 sec): 3 clusters Score: Raw -2205882.213280 + Penalty 4690.732672 = -2201191.480609 nChanged 16 SP:Iteration 44Q (7371.260000 sec): 3 clusters Score: Raw -2205886.471982 + Penalty 4690.732672 = -2201195.739311 nChanged 19 SP:Iteration 45Q (7371.470000 sec): 3 clusters Score: Raw -2205892.282147 + Penalty 4690.732672 = -2201201.549475 nChanged 16 SP:Iteration 46Q (7371.720000 sec): 3 clusters Score: Raw -2205896.379425 + Penalty 4690.732672 = -2201205.646753 nChanged 15 SP:Iteration 47Q (7371.970000 sec): 3 clusters Score: Raw -2205899.847194 + Penalty 4690.732672 = -2201209.114523 nChanged 17 SP:Iteration 48Q (7372.200000 sec): 3 clusters Score: Raw -2205904.514395 + Penalty 4690.732672 = -2201213.781724 nChanged 11 SP:Iteration 49Q (7372.440000 sec): 3 clusters Score: Raw -2205908.606997 + Penalty 4690.732672 = -2201217.874325 nChanged 11 SP:Iteration 50Q (7372.690000 sec): 3 clusters Score: Raw -2205912.088426 + Penalty 4690.732672 = -2201221.355755 nChanged 13 SP:Iteration 51Q (7372.930000 sec): 3 clusters Score: Raw -2205915.734312 + Penalty 4690.732672 = -2201225.001640 nChanged 10 SP:Iteration 52Q (7373.150000 sec): 3 clusters Score: Raw -2205918.119475 + Penalty 4690.732672 = -2201227.386804 nChanged 5 SP:Iteration 53Q (7373.430000 sec): 3 clusters Score: Raw -2205919.660505 + Penalty 4690.732672 = -2201228.927834 nChanged 6 SP:Iteration 54Q (7373.660000 sec): 3 clusters Score: Raw -2205921.165150 + Penalty 4690.732672 = -2201230.432478 nChanged 5 SP:Iteration 55Q (7373.910000 sec): 3 clusters Score: Raw -2205922.229896 + Penalty 4690.732672 = -2201231.497224 nChanged 3 SP:Iteration 56Q (7374.150000 sec): 3 clusters Score: Raw -2205922.883000 + Penalty 4690.732672 = -2201232.150328 nChanged 4 SP:Iteration 57Q (7374.410000 sec): 3 clusters Score: Raw -2205924.873355 + Penalty 4690.732672 = -2201234.140683 nChanged 4 SP:Iteration 58Q (7374.630000 sec): 3 clusters Score: Raw -2205926.317050 + Penalty 4690.732672 = -2201235.584378 nChanged 5 SP:Iteration 59Q (7374.890000 sec): 3 clusters Score: Raw -2205927.319048 + Penalty 4690.732672 = -2201236.586376 nChanged 3 SP:Iteration 60F (7375.140000 sec): 3 clusters Score: Raw -2205927.875228 + Penalty 4690.732672 = -2201237.142556 nChanged 3 SP:Iteration 61Q (7375.400000 sec): 3 clusters Score: Raw -2205928.932609 + Penalty 4690.732672 = -2201238.199937 nChanged 3 SP:Iteration 62Q (7375.650000 sec): 3 clusters Score: Raw -2205929.838455 + Penalty 4690.732672 = -2201239.105783 nChanged 3 SP:Iteration 63Q (7375.920000 sec): 3 clusters Score: Raw -2205930.816972 + Penalty 4690.732672 = -2201240.084300 nChanged 2 SP:Iteration 64Q (7376.220000 sec): 3 clusters Score: Raw -2205931.194561 + Penalty 4690.732672 = -2201240.461890 nChanged 1 SP:Iteration 65Q (7376.450000 sec): 3 clusters Score: Raw -2205931.520671 + Penalty 4690.732672 = -2201240.787999 nChanged 2 SP:Iteration 66Q (7376.720000 sec): 3 clusters Score: Raw -2205932.076823 + Penalty 4690.732672 = -2201241.344151 nChanged 2 SP:Iteration 67Q (7376.990000 sec): 3 clusters Score: Raw -2205932.946719 + Penalty 4690.732672 = -2201242.214047 nChanged 1 SP:Iteration 68Q (7377.230000 sec): 3 clusters Score: Raw -2205933.247040 + Penalty 4690.732672 = -2201242.514368 nChanged 2 SP:Iteration 69Q (7377.440000 sec): 3 clusters Score: Raw -2205933.487747 + Penalty 4690.732672 = -2201242.755076 nChanged 2 SP:Iteration 70Q (7377.670000 sec): 3 clusters Score: Raw -2205933.864664 + Penalty 4690.732672 = -2201243.131992 nChanged 3 SP:Iteration 71Q (7377.960000 sec): 3 clusters Score: Raw -2205934.475663 + Penalty 4690.732672 = -2201243.742991 nChanged 1 SP:Iteration 72Q (7378.200000 sec): 3 clusters Score: Raw -2205934.671696 + Penalty 4690.732672 = -2201243.939024 nChanged 1 SP:Iteration 73Q (7378.430000 sec): 3 clusters Score: Raw -2205934.832512 + Penalty 4690.732672 = -2201244.099840 nChanged 0 SP:Iteration 74F (7378.630000 sec): 3 clusters Score: Raw -2205934.832512 + Penalty 4690.732672 = -2201244.099840 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7378.720000 sec): 2 clusters Score: Raw -52460.364282 + Penalty 1473.814245 = -50986.550037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7378.910000 sec): 3 clusters Score: Raw -52766.945880 + Penalty 2947.628490 = -49819.317390 nChanged 92 SP:Iteration 1F (7379.060000 sec): 3 clusters Score: Raw -53033.455191 + Penalty 2947.628490 = -50085.826700 nChanged 36 SP:Iteration 2F (7379.230000 sec): 3 clusters Score: Raw -53218.927414 + Penalty 2947.628490 = -50271.298924 nChanged 16 SP:Iteration 3Q (7379.410000 sec): 3 clusters Score: Raw -53313.250713 + Penalty 2947.628490 = -50365.622223 nChanged 12 SP:Iteration 4Q (7379.610000 sec): 3 clusters Score: Raw -53389.324786 + Penalty 2947.628490 = -50441.696296 nChanged 9 SP:Iteration 5Q (7379.760000 sec): 3 clusters Score: Raw -53443.946348 + Penalty 2947.628490 = -50496.317858 nChanged 3 SP:Iteration 6Q (7379.960000 sec): 3 clusters Score: Raw -53568.088021 + Penalty 2947.628490 = -50620.459531 nChanged 1 SP:Iteration 7Q (7380.170000 sec): 3 clusters Score: Raw -53572.920869 + Penalty 2947.628490 = -50625.292379 nChanged 1 SP:Iteration 8Q (7380.330000 sec): 3 clusters Score: Raw -53583.853757 + Penalty 2947.628490 = -50636.225267 nChanged 1 SP:Iteration 9Q (7380.500000 sec): 3 clusters Score: Raw -53590.241496 + Penalty 2947.628490 = -50642.613006 nChanged 1 SP:Iteration 10Q (7380.670000 sec): 3 clusters Score: Raw -53596.070928 + Penalty 2947.628490 = -50648.442438 nChanged 0 SP:Iteration 11F (7380.850000 sec): 3 clusters Score: Raw -53597.699098 + Penalty 2947.628490 = -50650.070608 nChanged 1 SP:Iteration 12Q (7381.030000 sec): 3 clusters Score: Raw -53606.936296 + Penalty 2947.628490 = -50659.307806 nChanged 2 SP:Iteration 13Q (7381.200000 sec): 3 clusters Score: Raw -53614.182395 + Penalty 2947.628490 = -50666.553905 nChanged 0 SP:Iteration 14F (7381.360000 sec): 3 clusters Score: Raw -53614.182395 + Penalty 2947.628490 = -50666.553905 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7381.500000 sec): 2 clusters Score: Raw -459947.832695 + Penalty 1960.000249 = -457987.832446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7381.710000 sec): 3 clusters Score: Raw -458853.335288 + Penalty 3920.000497 = -454933.334791 nChanged 928 SP:Iteration 1F (7381.870000 sec): 3 clusters Score: Raw -459553.896974 + Penalty 3920.000497 = -455633.896477 nChanged 271 SP:Iteration 2F (7382.070000 sec): 3 clusters Score: Raw -459840.577045 + Penalty 3920.000497 = -455920.576548 nChanged 159 SP:Iteration 3F (7382.260000 sec): 3 clusters Score: Raw -459972.912183 + Penalty 3920.000497 = -456052.911686 nChanged 119 SP:Iteration 4Q (7382.470000 sec): 3 clusters Score: Raw -460088.919091 + Penalty 3920.000497 = -456168.918594 nChanged 108 SP:Iteration 5Q (7382.630000 sec): 3 clusters Score: Raw -460212.644493 + Penalty 3920.000497 = -456292.643996 nChanged 97 SP:Iteration 6Q (7382.800000 sec): 3 clusters Score: Raw -460311.384735 + Penalty 3920.000497 = -456391.384238 nChanged 91 SP:Iteration 7Q (7383.010000 sec): 3 clusters Score: Raw -460417.404403 + Penalty 3920.000497 = -456497.403906 nChanged 92 SP:Iteration 8Q (7383.200000 sec): 3 clusters Score: Raw -460508.716003 + Penalty 3920.000497 = -456588.715506 nChanged 74 SP:Iteration 9Q (7383.370000 sec): 3 clusters Score: Raw -460576.795599 + Penalty 3920.000497 = -456656.795102 nChanged 67 SP:Iteration 10Q (7383.570000 sec): 3 clusters Score: Raw -460632.093836 + Penalty 3920.000497 = -456712.093338 nChanged 55 SP:Iteration 11Q (7383.730000 sec): 3 clusters Score: Raw -460680.098863 + Penalty 3920.000497 = -456760.098366 nChanged 53 SP:Iteration 12Q (7383.930000 sec): 3 clusters Score: Raw -460723.863691 + Penalty 3920.000497 = -456803.863194 nChanged 47 SP:Iteration 13Q (7384.080000 sec): 3 clusters Score: Raw -460768.633799 + Penalty 3920.000497 = -456848.633302 nChanged 45 SP:Iteration 14Q (7384.280000 sec): 3 clusters Score: Raw -460813.861254 + Penalty 3920.000497 = -456893.860757 nChanged 50 SP:Iteration 15Q (7384.470000 sec): 3 clusters Score: Raw -460859.567222 + Penalty 3920.000497 = -456939.566724 nChanged 46 SP:Iteration 16Q (7384.680000 sec): 3 clusters Score: Raw -460903.230396 + Penalty 3920.000497 = -456983.229899 nChanged 45 SP:Iteration 17Q (7384.840000 sec): 3 clusters Score: Raw -460943.250139 + Penalty 3920.000497 = -457023.249642 nChanged 33 SP:Iteration 18Q (7385.000000 sec): 3 clusters Score: Raw -460970.279334 + Penalty 3920.000497 = -457050.278837 nChanged 32 SP:Iteration 19Q (7385.160000 sec): 3 clusters Score: Raw -460995.664983 + Penalty 3920.000497 = -457075.664486 nChanged 23 SP:Iteration 20F (7385.350000 sec): 3 clusters Score: Raw -461013.369304 + Penalty 3920.000497 = -457093.368807 nChanged 19 SP:Iteration 21Q (7385.500000 sec): 3 clusters Score: Raw -461022.879797 + Penalty 3920.000497 = -457102.879300 nChanged 17 SP:Iteration 22Q (7385.680000 sec): 3 clusters Score: Raw -461031.678159 + Penalty 3920.000497 = -457111.677662 nChanged 18 SP:Iteration 23Q (7385.860000 sec): 3 clusters Score: Raw -461039.596127 + Penalty 3920.000497 = -457119.595629 nChanged 11 SP:Iteration 24Q (7386.020000 sec): 3 clusters Score: Raw -461044.070442 + Penalty 3920.000497 = -457124.069945 nChanged 9 SP:Iteration 25Q (7386.220000 sec): 3 clusters Score: Raw -461047.268610 + Penalty 3920.000497 = -457127.268113 nChanged 7 SP:Iteration 26Q (7386.390000 sec): 3 clusters Score: Raw -461050.438190 + Penalty 3920.000497 = -457130.437693 nChanged 3 SP:Iteration 27Q (7386.590000 sec): 3 clusters Score: Raw -461051.817170 + Penalty 3920.000497 = -457131.816673 nChanged 1 SP:Iteration 28Q (7386.790000 sec): 3 clusters Score: Raw -461052.341989 + Penalty 3920.000497 = -457132.341492 nChanged 1 SP:Iteration 29Q (7386.980000 sec): 3 clusters Score: Raw -461052.589644 + Penalty 3920.000497 = -457132.589147 nChanged 1 SP:Iteration 30Q (7387.210000 sec): 3 clusters Score: Raw -461053.433728 + Penalty 3920.000497 = -457133.433231 nChanged 3 SP:Iteration 31Q (7387.410000 sec): 3 clusters Score: Raw -461054.638684 + Penalty 3920.000497 = -457134.638187 nChanged 2 SP:Iteration 32Q (7387.580000 sec): 3 clusters Score: Raw -461056.554907 + Penalty 3920.000497 = -457136.554410 nChanged 4 SP:Iteration 33Q (7387.810000 sec): 3 clusters Score: Raw -461061.156686 + Penalty 3920.000497 = -457141.156189 nChanged 1 SP:Iteration 34Q (7387.970000 sec): 3 clusters Score: Raw -461061.978028 + Penalty 3920.000497 = -457141.977531 nChanged 4 SP:Iteration 35Q (7388.140000 sec): 3 clusters Score: Raw -461064.004965 + Penalty 3920.000497 = -457144.004468 nChanged 6 SP:Iteration 36Q (7388.330000 sec): 3 clusters Score: Raw -461067.068799 + Penalty 3920.000497 = -457147.068301 nChanged 4 SP:Iteration 37Q (7388.560000 sec): 3 clusters Score: Raw -461069.619502 + Penalty 3920.000497 = -457149.619005 nChanged 3 SP:Iteration 38Q (7388.760000 sec): 3 clusters Score: Raw -461071.350757 + Penalty 3920.000497 = -457151.350260 nChanged 4 SP:Iteration 39Q (7388.950000 sec): 3 clusters Score: Raw -461073.019645 + Penalty 3920.000497 = -457153.019148 nChanged 3 SP:Iteration 40F (7389.140000 sec): 3 clusters Score: Raw -461075.490967 + Penalty 3920.000497 = -457155.490470 nChanged 7 SP:Iteration 41Q (7389.300000 sec): 3 clusters Score: Raw -461077.696163 + Penalty 3920.000497 = -457157.695666 nChanged 4 SP:Iteration 42Q (7389.450000 sec): 3 clusters Score: Raw -461078.959461 + Penalty 3920.000497 = -457158.958964 nChanged 3 SP:Iteration 43Q (7389.620000 sec): 3 clusters Score: Raw -461080.353150 + Penalty 3920.000497 = -457160.352652 nChanged 2 SP:Iteration 44Q (7389.810000 sec): 3 clusters Score: Raw -461081.506518 + Penalty 3920.000497 = -457161.506021 nChanged 1 SP:Iteration 45Q (7390.000000 sec): 3 clusters Score: Raw -461082.617506 + Penalty 3920.000497 = -457162.617009 nChanged 3 SP:Iteration 46Q (7390.170000 sec): 3 clusters Score: Raw -461085.042280 + Penalty 3920.000497 = -457165.041783 nChanged 3 SP:Iteration 47Q (7390.330000 sec): 3 clusters Score: Raw -461086.217474 + Penalty 3920.000497 = -457166.216977 nChanged 3 SP:Iteration 48Q (7390.500000 sec): 3 clusters Score: Raw -461086.887272 + Penalty 3920.000497 = -457166.886775 nChanged 0 SP:Iteration 49F (7390.730000 sec): 3 clusters Score: Raw -461086.887272 + Penalty 3920.000497 = -457166.886775 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7390.840000 sec): 2 clusters Score: Raw -209548.376956 + Penalty 1761.827735 = -207786.549221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7391.010000 sec): 3 clusters Score: Raw -209225.842773 + Penalty 3523.655470 = -205702.187302 nChanged 329 SP:Iteration 1F (7391.130000 sec): 3 clusters Score: Raw -209574.875153 + Penalty 3523.655470 = -206051.219683 nChanged 95 SP:Iteration 2F (7391.280000 sec): 3 clusters Score: Raw -209741.385113 + Penalty 3523.655470 = -206217.729643 nChanged 74 SP:Iteration 3F (7391.480000 sec): 3 clusters Score: Raw -209887.260394 + Penalty 3523.655470 = -206363.604924 nChanged 63 SP:Iteration 4F (7391.640000 sec): 3 clusters Score: Raw -210032.243418 + Penalty 3523.655470 = -206508.587948 nChanged 75 SP:Iteration 5F (7391.800000 sec): 3 clusters Score: Raw -210180.146033 + Penalty 3523.655470 = -206656.490563 nChanged 66 SP:Iteration 6F (7391.960000 sec): 3 clusters Score: Raw -210302.585646 + Penalty 3523.655470 = -206778.930176 nChanged 49 SP:Iteration 7Q (7392.160000 sec): 3 clusters Score: Raw -210400.990190 + Penalty 3523.655470 = -206877.334720 nChanged 36 SP:Iteration 8Q (7392.360000 sec): 3 clusters Score: Raw -210467.089440 + Penalty 3523.655470 = -206943.433970 nChanged 25 SP:Iteration 9Q (7392.560000 sec): 3 clusters Score: Raw -210509.984357 + Penalty 3523.655470 = -206986.328887 nChanged 16 SP:Iteration 10Q (7392.730000 sec): 3 clusters Score: Raw -210531.353146 + Penalty 3523.655470 = -207007.697676 nChanged 15 SP:Iteration 11Q (7392.940000 sec): 3 clusters Score: Raw -210567.711455 + Penalty 3523.655470 = -207044.055984 nChanged 14 SP:Iteration 12Q (7393.110000 sec): 3 clusters Score: Raw -210588.079295 + Penalty 3523.655470 = -207064.423825 nChanged 7 SP:Iteration 13Q (7393.320000 sec): 3 clusters Score: Raw -210607.053737 + Penalty 3523.655470 = -207083.398266 nChanged 8 SP:Iteration 14Q (7393.470000 sec): 3 clusters Score: Raw -210618.501244 + Penalty 3523.655470 = -207094.845774 nChanged 8 SP:Iteration 15Q (7393.660000 sec): 3 clusters Score: Raw -210635.237354 + Penalty 3523.655470 = -207111.581884 nChanged 13 SP:Iteration 16Q (7393.860000 sec): 3 clusters Score: Raw -210657.605384 + Penalty 3523.655470 = -207133.949914 nChanged 11 SP:Iteration 17Q (7394.020000 sec): 3 clusters Score: Raw -210678.033495 + Penalty 3523.655470 = -207154.378025 nChanged 4 SP:Iteration 18Q (7394.220000 sec): 3 clusters Score: Raw -210687.200810 + Penalty 3523.655470 = -207163.545340 nChanged 6 SP:Iteration 19Q (7394.400000 sec): 3 clusters Score: Raw -210696.802131 + Penalty 3523.655470 = -207173.146661 nChanged 2 SP:Iteration 20F (7394.560000 sec): 3 clusters Score: Raw -210698.880440 + Penalty 3523.655470 = -207175.224970 nChanged 1 SP:Iteration 21Q (7394.760000 sec): 3 clusters Score: Raw -210700.472837 + Penalty 3523.655470 = -207176.817367 nChanged 0 SP:Iteration 22F (7394.940000 sec): 3 clusters Score: Raw -210700.472837 + Penalty 3523.655470 = -207176.817367 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7395.060000 sec): 2 clusters Score: Raw -190868.326899 + Penalty 1730.597008 = -189137.729891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7395.210000 sec): 3 clusters Score: Raw -190589.057373 + Penalty 3461.194016 = -187127.863356 nChanged 252 SP:Iteration 1F (7395.360000 sec): 3 clusters Score: Raw -190865.635656 + Penalty 3461.194016 = -187404.441640 nChanged 86 SP:Iteration 2F (7395.560000 sec): 3 clusters Score: Raw -190968.830023 + Penalty 3461.194016 = -187507.636007 nChanged 35 SP:Iteration 3Q (7395.720000 sec): 3 clusters Score: Raw -191017.517833 + Penalty 3461.194016 = -187556.323816 nChanged 28 SP:Iteration 4Q (7395.910000 sec): 3 clusters Score: Raw -191081.756630 + Penalty 3461.194016 = -187620.562614 nChanged 27 SP:Iteration 5Q (7396.100000 sec): 3 clusters Score: Raw -191189.844401 + Penalty 3461.194016 = -187728.650385 nChanged 37 SP:Iteration 6Q (7396.270000 sec): 3 clusters Score: Raw -191307.822784 + Penalty 3461.194016 = -187846.628768 nChanged 45 SP:Iteration 7Q (7396.430000 sec): 3 clusters Score: Raw -191414.257787 + Penalty 3461.194016 = -187953.063770 nChanged 52 SP:Iteration 8Q (7396.620000 sec): 3 clusters Score: Raw -191522.801064 + Penalty 3461.194016 = -188061.607048 nChanged 65 SP:Iteration 9F (7396.790000 sec): 3 clusters Score: Raw -191690.356698 + Penalty 3461.194016 = -188229.162682 nChanged 52 SP:Iteration 10Q (7396.960000 sec): 3 clusters Score: Raw -191832.894313 + Penalty 3461.194016 = -188371.700296 nChanged 49 SP:Iteration 11Q (7397.180000 sec): 3 clusters Score: Raw -191963.755953 + Penalty 3461.194016 = -188502.561937 nChanged 40 SP:Iteration 12Q (7397.350000 sec): 3 clusters Score: Raw -192058.258116 + Penalty 3461.194016 = -188597.064100 nChanged 27 SP:Iteration 13Q (7397.530000 sec): 3 clusters Score: Raw -192126.733989 + Penalty 3461.194016 = -188665.539973 nChanged 24 SP:Iteration 14Q (7397.730000 sec): 3 clusters Score: Raw -192175.400569 + Penalty 3461.194016 = -188714.206553 nChanged 19 SP:Iteration 15Q (7397.880000 sec): 3 clusters Score: Raw -192208.487447 + Penalty 3461.194016 = -188747.293430 nChanged 9 SP:Iteration 16Q (7398.060000 sec): 3 clusters Score: Raw -192223.797933 + Penalty 3461.194016 = -188762.603917 nChanged 10 SP:Iteration 17Q (7398.250000 sec): 3 clusters Score: Raw -192244.048833 + Penalty 3461.194016 = -188782.854816 nChanged 10 SP:Iteration 18Q (7398.430000 sec): 3 clusters Score: Raw -192257.854487 + Penalty 3461.194016 = -188796.660471 nChanged 6 SP:Iteration 19Q (7398.600000 sec): 3 clusters Score: Raw -192267.172480 + Penalty 3461.194016 = -188805.978464 nChanged 6 SP:Iteration 20F (7398.760000 sec): 3 clusters Score: Raw -192276.993368 + Penalty 3461.194016 = -188815.799352 nChanged 5 SP:Iteration 21Q (7398.930000 sec): 3 clusters Score: Raw -192283.988441 + Penalty 3461.194016 = -188822.794424 nChanged 4 SP:Iteration 22Q (7399.100000 sec): 3 clusters Score: Raw -192294.213260 + Penalty 3461.194016 = -188833.019244 nChanged 6 SP:Iteration 23Q (7399.310000 sec): 3 clusters Score: Raw -192303.794610 + Penalty 3461.194016 = -188842.600593 nChanged 5 SP:Iteration 24Q (7399.490000 sec): 3 clusters Score: Raw -192312.264017 + Penalty 3461.194016 = -188851.070001 nChanged 3 SP:Iteration 25Q (7399.640000 sec): 3 clusters Score: Raw -192316.325670 + Penalty 3461.194016 = -188855.131654 nChanged 4 SP:Iteration 26Q (7399.820000 sec): 3 clusters Score: Raw -192320.745990 + Penalty 3461.194016 = -188859.551973 nChanged 3 SP:Iteration 27Q (7400.000000 sec): 3 clusters Score: Raw -192327.461026 + Penalty 3461.194016 = -188866.267010 nChanged 4 SP:Iteration 28Q (7400.190000 sec): 3 clusters Score: Raw -192335.180715 + Penalty 3461.194016 = -188873.986699 nChanged 4 SP:Iteration 29Q (7400.380000 sec): 3 clusters Score: Raw -192340.089348 + Penalty 3461.194016 = -188878.895332 nChanged 4 SP:Iteration 30Q (7400.540000 sec): 3 clusters Score: Raw -192347.920068 + Penalty 3461.194016 = -188886.726052 nChanged 5 SP:Iteration 31Q (7400.710000 sec): 3 clusters Score: Raw -192359.395039 + Penalty 3461.194016 = -188898.201023 nChanged 6 SP:Iteration 32Q (7400.940000 sec): 3 clusters Score: Raw -192368.168803 + Penalty 3461.194016 = -188906.974787 nChanged 8 SP:Iteration 33Q (7401.110000 sec): 3 clusters Score: Raw -192384.889049 + Penalty 3461.194016 = -188923.695032 nChanged 11 SP:Iteration 34Q (7401.280000 sec): 3 clusters Score: Raw -192406.640844 + Penalty 3461.194016 = -188945.446827 nChanged 6 SP:Iteration 35Q (7401.520000 sec): 3 clusters Score: Raw -192418.869353 + Penalty 3461.194016 = -188957.675336 nChanged 12 SP:Iteration 36Q (7401.720000 sec): 3 clusters Score: Raw -192443.168018 + Penalty 3461.194016 = -188981.974001 nChanged 13 SP:Iteration 37Q (7401.900000 sec): 3 clusters Score: Raw -192474.567232 + Penalty 3461.194016 = -189013.373216 nChanged 7 SP:Iteration 38Q (7402.130000 sec): 3 clusters Score: Raw -192495.009148 + Penalty 3461.194016 = -189033.815132 nChanged 7 SP:Iteration 39Q (7402.330000 sec): 3 clusters Score: Raw -192507.412624 + Penalty 3461.194016 = -189046.218607 nChanged 6 SP:Iteration 40F (7402.470000 sec): 3 clusters Score: Raw -192521.555624 + Penalty 3461.194016 = -189060.361608 nChanged 3 SP:Iteration 41Q (7402.670000 sec): 3 clusters Score: Raw -192525.373277 + Penalty 3461.194016 = -189064.179260 nChanged 2 SP:Iteration 42Q (7402.840000 sec): 3 clusters Score: Raw -192529.547848 + Penalty 3461.194016 = -189068.353832 nChanged 3 SP:Iteration 43Q (7403.010000 sec): 3 clusters Score: Raw -192535.212470 + Penalty 3461.194016 = -189074.018454 nChanged 2 SP:Iteration 44Q (7403.210000 sec): 3 clusters Score: Raw -192536.523110 + Penalty 3461.194016 = -189075.329094 nChanged 0 SP:Iteration 45F (7403.380000 sec): 3 clusters Score: Raw -192536.523110 + Penalty 3461.194016 = -189075.329094 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7403.490000 sec): 2 clusters Score: Raw -186791.382481 + Penalty 1720.694552 = -185070.687929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7403.700000 sec): 3 clusters Score: Raw -186589.144519 + Penalty 3441.389104 = -183147.755415 nChanged 264 SP:Iteration 1F (7403.900000 sec): 3 clusters Score: Raw -186875.205889 + Penalty 3441.389104 = -183433.816784 nChanged 62 SP:Iteration 2F (7404.080000 sec): 3 clusters Score: Raw -186959.955889 + Penalty 3441.389104 = -183518.566784 nChanged 43 SP:Iteration 3Q (7404.310000 sec): 3 clusters Score: Raw -187066.139840 + Penalty 3441.389104 = -183624.750736 nChanged 42 SP:Iteration 4Q (7404.500000 sec): 3 clusters Score: Raw -187238.477040 + Penalty 3441.389104 = -183797.087936 nChanged 44 SP:Iteration 5Q (7404.710000 sec): 3 clusters Score: Raw -187353.434587 + Penalty 3441.389104 = -183912.045483 nChanged 44 SP:Iteration 6Q (7404.910000 sec): 3 clusters Score: Raw -187441.088098 + Penalty 3441.389104 = -183999.698994 nChanged 40 SP:Iteration 7Q (7405.060000 sec): 3 clusters Score: Raw -187498.947082 + Penalty 3441.389104 = -184057.557978 nChanged 27 SP:Iteration 8Q (7405.250000 sec): 3 clusters Score: Raw -187540.446879 + Penalty 3441.389104 = -184099.057775 nChanged 25 SP:Iteration 9Q (7405.420000 sec): 3 clusters Score: Raw -187575.150399 + Penalty 3441.389104 = -184133.761295 nChanged 12 SP:Iteration 10Q (7405.650000 sec): 3 clusters Score: Raw -187596.485902 + Penalty 3441.389104 = -184155.096798 nChanged 12 SP:Iteration 11Q (7405.860000 sec): 3 clusters Score: Raw -187614.466292 + Penalty 3441.389104 = -184173.077188 nChanged 15 SP:Iteration 12Q (7406.010000 sec): 3 clusters Score: Raw -187639.260474 + Penalty 3441.389104 = -184197.871370 nChanged 16 SP:Iteration 13Q (7406.220000 sec): 3 clusters Score: Raw -187673.089794 + Penalty 3441.389104 = -184231.700690 nChanged 13 SP:Iteration 14Q (7406.370000 sec): 3 clusters Score: Raw -187698.322329 + Penalty 3441.389104 = -184256.933225 nChanged 8 SP:Iteration 15Q (7406.560000 sec): 3 clusters Score: Raw -187717.705913 + Penalty 3441.389104 = -184276.316809 nChanged 5 SP:Iteration 16Q (7406.760000 sec): 3 clusters Score: Raw -187731.889035 + Penalty 3441.389104 = -184290.499931 nChanged 6 SP:Iteration 17Q (7406.940000 sec): 3 clusters Score: Raw -187746.490008 + Penalty 3441.389104 = -184305.100904 nChanged 7 SP:Iteration 18Q (7407.130000 sec): 3 clusters Score: Raw -187775.136929 + Penalty 3441.389104 = -184333.747825 nChanged 6 SP:Iteration 19Q (7407.350000 sec): 3 clusters Score: Raw -187783.452898 + Penalty 3441.389104 = -184342.063793 nChanged 3 SP:Iteration 20F (7407.540000 sec): 3 clusters Score: Raw -187787.421057 + Penalty 3441.389104 = -184346.031953 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7407.770000 sec): 2 clusters Score: Raw -4375356.429521 + Penalty 2508.048792 = -4372848.380729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7408.090000 sec): 3 clusters Score: Raw -4360801.580691 + Penalty 5016.097585 = -4355785.483106 nChanged 10932 SP:Iteration 1F (7408.330000 sec): 3 clusters Score: Raw -4366888.656291 + Penalty 5016.097585 = -4361872.558706 nChanged 1356 SP:Iteration 2F (7408.640000 sec): 3 clusters Score: Raw -4367472.481613 + Penalty 5016.097585 = -4362456.384028 nChanged 1328 SP:Iteration 3F (7408.950000 sec): 3 clusters Score: Raw -4368108.570882 + Penalty 5016.097585 = -4363092.473297 nChanged 1280 SP:Iteration 4F (7409.240000 sec): 3 clusters Score: Raw -4368774.767182 + Penalty 5016.097585 = -4363758.669597 nChanged 1342 SP:Iteration 5F (7409.630000 sec): 3 clusters Score: Raw -4369564.123694 + Penalty 5016.097585 = -4364548.026109 nChanged 1353 SP:Iteration 6F (7409.970000 sec): 3 clusters Score: Raw -4370371.000356 + Penalty 5016.097585 = -4365354.902771 nChanged 1325 SP:Iteration 7F (7410.280000 sec): 3 clusters Score: Raw -4371160.176469 + Penalty 5016.097585 = -4366144.078884 nChanged 1259 SP:Iteration 8F (7410.560000 sec): 3 clusters Score: Raw -4371874.120370 + Penalty 5016.097585 = -4366858.022785 nChanged 1086 SP:Iteration 9Q (7410.870000 sec): 3 clusters Score: Raw -4372481.754015 + Penalty 5016.097585 = -4367465.656430 nChanged 975 SP:Iteration 10Q (7411.160000 sec): 3 clusters Score: Raw -4372986.310272 + Penalty 5016.097585 = -4367970.212687 nChanged 811 SP:Iteration 11Q (7411.550000 sec): 3 clusters Score: Raw -4373374.703483 + Penalty 5016.097585 = -4368358.605898 nChanged 704 SP:Iteration 12Q (7411.860000 sec): 3 clusters Score: Raw -4373708.148178 + Penalty 5016.097585 = -4368692.050593 nChanged 616 SP:Iteration 13Q (7412.230000 sec): 3 clusters Score: Raw -4373985.725983 + Penalty 5016.097585 = -4368969.628398 nChanged 546 SP:Iteration 14Q (7412.580000 sec): 3 clusters Score: Raw -4374220.904421 + Penalty 5016.097585 = -4369204.806836 nChanged 489 SP:Iteration 15Q (7412.910000 sec): 3 clusters Score: Raw -4374419.160724 + Penalty 5016.097585 = -4369403.063139 nChanged 433 SP:Iteration 16Q (7413.240000 sec): 3 clusters Score: Raw -4374584.093097 + Penalty 5016.097585 = -4369567.995512 nChanged 382 SP:Iteration 17Q (7413.570000 sec): 3 clusters Score: Raw -4374731.308838 + Penalty 5016.097585 = -4369715.211253 nChanged 357 SP:Iteration 18Q (7413.880000 sec): 3 clusters Score: Raw -4374883.581771 + Penalty 5016.097585 = -4369867.484186 nChanged 359 SP:Iteration 19Q (7414.240000 sec): 3 clusters Score: Raw -4375049.969876 + Penalty 5016.097585 = -4370033.872291 nChanged 342 SP:Iteration 20F (7414.550000 sec): 3 clusters Score: Raw -4375206.884780 + Penalty 5016.097585 = -4370190.787195 nChanged 304 SP:Iteration 21Q (7414.850000 sec): 3 clusters Score: Raw -4375342.941578 + Penalty 5016.097585 = -4370326.843993 nChanged 272 SP:Iteration 22Q (7415.130000 sec): 3 clusters Score: Raw -4375444.453792 + Penalty 5016.097585 = -4370428.356207 nChanged 224 SP:Iteration 23Q (7415.440000 sec): 3 clusters Score: Raw -4375531.656437 + Penalty 5016.097585 = -4370515.558852 nChanged 208 SP:Iteration 24Q (7415.760000 sec): 3 clusters Score: Raw -4375602.795521 + Penalty 5016.097585 = -4370586.697936 nChanged 165 SP:Iteration 25Q (7416.050000 sec): 3 clusters Score: Raw -4375656.187381 + Penalty 5016.097585 = -4370640.089796 nChanged 150 SP:Iteration 26Q (7416.360000 sec): 3 clusters Score: Raw -4375704.097605 + Penalty 5016.097585 = -4370688.000020 nChanged 134 SP:Iteration 27Q (7416.650000 sec): 3 clusters Score: Raw -4375750.087809 + Penalty 5016.097585 = -4370733.990224 nChanged 113 SP:Iteration 28Q (7416.910000 sec): 3 clusters Score: Raw -4375784.066597 + Penalty 5016.097585 = -4370767.969012 nChanged 92 SP:Iteration 29Q (7417.220000 sec): 3 clusters Score: Raw -4375809.596225 + Penalty 5016.097585 = -4370793.498640 nChanged 88 SP:Iteration 30Q (7417.490000 sec): 3 clusters Score: Raw -4375835.102394 + Penalty 5016.097585 = -4370819.004809 nChanged 81 SP:Iteration 31Q (7417.780000 sec): 3 clusters Score: Raw -4375857.934417 + Penalty 5016.097585 = -4370841.836832 nChanged 67 SP:Iteration 32Q (7418.130000 sec): 3 clusters Score: Raw -4375875.181365 + Penalty 5016.097585 = -4370859.083781 nChanged 59 SP:Iteration 33Q (7418.430000 sec): 3 clusters Score: Raw -4375891.993734 + Penalty 5016.097585 = -4370875.896149 nChanged 56 SP:Iteration 34Q (7418.770000 sec): 3 clusters Score: Raw -4375905.343298 + Penalty 5016.097585 = -4370889.245713 nChanged 41 SP:Iteration 35Q (7419.080000 sec): 3 clusters Score: Raw -4375915.137443 + Penalty 5016.097585 = -4370899.039858 nChanged 51 SP:Iteration 36Q (7419.410000 sec): 3 clusters Score: Raw -4375928.866495 + Penalty 5016.097585 = -4370912.768910 nChanged 42 SP:Iteration 37Q (7419.730000 sec): 3 clusters Score: Raw -4375939.379791 + Penalty 5016.097585 = -4370923.282206 nChanged 44 SP:Iteration 38Q (7420.040000 sec): 3 clusters Score: Raw -4375951.035562 + Penalty 5016.097585 = -4370934.937977 nChanged 38 SP:Iteration 39Q (7420.340000 sec): 3 clusters Score: Raw -4375960.647100 + Penalty 5016.097585 = -4370944.549515 nChanged 30 SP:Iteration 40F (7420.670000 sec): 3 clusters Score: Raw -4375967.591517 + Penalty 5016.097585 = -4370951.493932 nChanged 28 SP:Iteration 41Q (7420.950000 sec): 3 clusters Score: Raw -4375974.344514 + Penalty 5016.097585 = -4370958.246929 nChanged 34 SP:Iteration 42Q (7421.230000 sec): 3 clusters Score: Raw -4375984.024421 + Penalty 5016.097585 = -4370967.926836 nChanged 38 SP:Iteration 43Q (7421.550000 sec): 3 clusters Score: Raw -4375995.198173 + Penalty 5016.097585 = -4370979.100588 nChanged 42 SP:Iteration 44Q (7421.810000 sec): 3 clusters Score: Raw -4376008.179830 + Penalty 5016.097585 = -4370992.082246 nChanged 44 SP:Iteration 45Q (7422.070000 sec): 3 clusters Score: Raw -4376019.309587 + Penalty 5016.097585 = -4371003.212002 nChanged 37 SP:Iteration 46Q (7422.380000 sec): 3 clusters Score: Raw -4376027.943968 + Penalty 5016.097585 = -4371011.846383 nChanged 40 SP:Iteration 47Q (7422.720000 sec): 3 clusters Score: Raw -4376039.148366 + Penalty 5016.097585 = -4371023.050781 nChanged 40 SP:Iteration 48Q (7423.010000 sec): 3 clusters Score: Raw -4376049.257586 + Penalty 5016.097585 = -4371033.160001 nChanged 34 SP:Iteration 49Q (7423.350000 sec): 3 clusters Score: Raw -4376056.278417 + Penalty 5016.097585 = -4371040.180832 nChanged 18 SP:Iteration 50Q (7423.640000 sec): 3 clusters Score: Raw -4376059.361837 + Penalty 5016.097585 = -4371043.264252 nChanged 14 SP:Iteration 51Q (7423.990000 sec): 3 clusters Score: Raw -4376062.276438 + Penalty 5016.097585 = -4371046.178854 nChanged 10 SP:Iteration 52Q (7424.310000 sec): 3 clusters Score: Raw -4376064.479480 + Penalty 5016.097585 = -4371048.381896 nChanged 8 SP:Iteration 53Q (7424.590000 sec): 3 clusters Score: Raw -4376066.617360 + Penalty 5016.097585 = -4371050.519775 nChanged 8 SP:Iteration 54Q (7424.870000 sec): 3 clusters Score: Raw -4376068.811265 + Penalty 5016.097585 = -4371052.713680 nChanged 9 SP:Iteration 55Q (7425.210000 sec): 3 clusters Score: Raw -4376070.771294 + Penalty 5016.097585 = -4371054.673709 nChanged 9 SP:Iteration 56Q (7425.480000 sec): 3 clusters Score: Raw -4376073.282069 + Penalty 5016.097585 = -4371057.184485 nChanged 10 SP:Iteration 57Q (7425.760000 sec): 3 clusters Score: Raw -4376075.429003 + Penalty 5016.097585 = -4371059.331418 nChanged 8 SP:Iteration 58Q (7426.040000 sec): 3 clusters Score: Raw -4376076.971367 + Penalty 5016.097585 = -4371060.873783 nChanged 8 SP:Iteration 59Q (7426.300000 sec): 3 clusters Score: Raw -4376078.989671 + Penalty 5016.097585 = -4371062.892086 nChanged 9 SP:Iteration 60F (7426.610000 sec): 3 clusters Score: Raw -4376080.421803 + Penalty 5016.097585 = -4371064.324218 nChanged 8 SP:Iteration 61Q (7426.890000 sec): 3 clusters Score: Raw -4376081.364961 + Penalty 5016.097585 = -4371065.267376 nChanged 5 SP:Iteration 62Q (7427.150000 sec): 3 clusters Score: Raw -4376082.241322 + Penalty 5016.097585 = -4371066.143737 nChanged 3 SP:Iteration 63Q (7427.440000 sec): 3 clusters Score: Raw -4376082.666026 + Penalty 5016.097585 = -4371066.568441 nChanged 4 SP:Iteration 64Q (7427.740000 sec): 3 clusters Score: Raw -4376083.391568 + Penalty 5016.097585 = -4371067.293983 nChanged 3 SP:Iteration 65Q (7428.010000 sec): 3 clusters Score: Raw -4376083.753253 + Penalty 5016.097585 = -4371067.655668 nChanged 1 SP:Iteration 66Q (7428.310000 sec): 3 clusters Score: Raw -4376084.151567 + Penalty 5016.097585 = -4371068.053982 nChanged 3 SP:Iteration 67Q (7428.620000 sec): 3 clusters Score: Raw -4376084.863150 + Penalty 5016.097585 = -4371068.765565 nChanged 4 SP:Iteration 68Q (7428.880000 sec): 3 clusters Score: Raw -4376085.817573 + Penalty 5016.097585 = -4371069.719988 nChanged 5 SP:Iteration 69Q (7429.190000 sec): 3 clusters Score: Raw -4376087.079966 + Penalty 5016.097585 = -4371070.982381 nChanged 3 SP:Iteration 70Q (7429.520000 sec): 3 clusters Score: Raw -4376087.489127 + Penalty 5016.097585 = -4371071.391543 nChanged 4 SP:Iteration 71Q (7429.770000 sec): 3 clusters Score: Raw -4376088.146798 + Penalty 5016.097585 = -4371072.049213 nChanged 1 SP:Iteration 72Q (7430.090000 sec): 3 clusters Score: Raw -4376088.263036 + Penalty 5016.097585 = -4371072.165451 nChanged 0 SP:Iteration 73F (7430.360000 sec): 3 clusters Score: Raw -4376088.263036 + Penalty 5016.097585 = -4371072.165451 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (28550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7430.600000 sec): 2 clusters Score: Raw -4935596.756181 + Penalty 2544.334229 = -4933052.421951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7430.930000 sec): 3 clusters Score: Raw -4918478.406733 + Penalty 5088.668459 = -4913389.738274 nChanged 12848 SP:Iteration 1F (7431.320000 sec): 3 clusters Score: Raw -4925444.570999 + Penalty 5088.668459 = -4920355.902541 nChanged 1343 SP:Iteration 2Q (7431.680000 sec): 3 clusters Score: Raw -4925900.373398 + Penalty 5088.668459 = -4920811.704939 nChanged 1175 SP:Iteration 3Q (7432.050000 sec): 3 clusters Score: Raw -4926329.891106 + Penalty 5088.668459 = -4921241.222647 nChanged 1143 SP:Iteration 4Q (7432.400000 sec): 3 clusters Score: Raw -4926819.598060 + Penalty 5088.668459 = -4921730.929601 nChanged 1223 SP:Iteration 5Q (7432.750000 sec): 3 clusters Score: Raw -4927444.685561 + Penalty 5088.668459 = -4922356.017102 nChanged 1252 SP:Iteration 6Q (7433.120000 sec): 3 clusters Score: Raw -4928065.930636 + Penalty 5088.668459 = -4922977.262177 nChanged 1232 SP:Iteration 7Q (7433.400000 sec): 3 clusters Score: Raw -4928589.568096 + Penalty 5088.668459 = -4923500.899637 nChanged 1139 SP:Iteration 8Q (7433.750000 sec): 3 clusters Score: Raw -4929028.032901 + Penalty 5088.668459 = -4923939.364443 nChanged 1050 SP:Iteration 9Q (7434.160000 sec): 3 clusters Score: Raw -4929413.597640 + Penalty 5088.668459 = -4924324.929181 nChanged 1003 SP:Iteration 10Q (7434.490000 sec): 3 clusters Score: Raw -4929809.411332 + Penalty 5088.668459 = -4924720.742874 nChanged 1008 SP:Iteration 11Q (7434.840000 sec): 3 clusters Score: Raw -4930232.947004 + Penalty 5088.668459 = -4925144.278546 nChanged 1013 SP:Iteration 12Q (7435.170000 sec): 3 clusters Score: Raw -4930656.176941 + Penalty 5088.668459 = -4925567.508483 nChanged 973 SP:Iteration 13Q (7435.540000 sec): 3 clusters Score: Raw -4931075.693185 + Penalty 5088.668459 = -4925987.024727 nChanged 868 SP:Iteration 14Q (7435.840000 sec): 3 clusters Score: Raw -4931456.899111 + Penalty 5088.668459 = -4926368.230652 nChanged 893 SP:Iteration 15Q (7436.160000 sec): 3 clusters Score: Raw -4931879.071669 + Penalty 5088.668459 = -4926790.403210 nChanged 857 SP:Iteration 16Q (7436.490000 sec): 3 clusters Score: Raw -4932312.633164 + Penalty 5088.668459 = -4927223.964706 nChanged 851 SP:Iteration 17Q (7436.830000 sec): 3 clusters Score: Raw -4932731.269845 + Penalty 5088.668459 = -4927642.601387 nChanged 771 SP:Iteration 18Q (7437.260000 sec): 3 clusters Score: Raw -4933121.485152 + Penalty 5088.668459 = -4928032.816693 nChanged 712 SP:Iteration 19Q (7437.620000 sec): 3 clusters Score: Raw -4933478.141052 + Penalty 5088.668459 = -4928389.472593 nChanged 657 SP:Iteration 20F (7437.960000 sec): 3 clusters Score: Raw -4933816.584615 + Penalty 5088.668459 = -4928727.916157 nChanged 627 SP:Iteration 21Q (7438.310000 sec): 3 clusters Score: Raw -4934138.644282 + Penalty 5088.668459 = -4929049.975824 nChanged 584 SP:Iteration 22Q (7438.660000 sec): 3 clusters Score: Raw -4934445.711969 + Penalty 5088.668459 = -4929357.043511 nChanged 501 SP:Iteration 23Q (7439.010000 sec): 3 clusters Score: Raw -4934728.652152 + Penalty 5088.668459 = -4929639.983694 nChanged 457 SP:Iteration 24Q (7439.350000 sec): 3 clusters Score: Raw -4935004.811265 + Penalty 5088.668459 = -4929916.142806 nChanged 413 SP:Iteration 25Q (7439.690000 sec): 3 clusters Score: Raw -4935253.446263 + Penalty 5088.668459 = -4930164.777804 nChanged 336 SP:Iteration 26Q (7439.950000 sec): 3 clusters Score: Raw -4935463.143531 + Penalty 5088.668459 = -4930374.475072 nChanged 263 SP:Iteration 27Q (7440.310000 sec): 3 clusters Score: Raw -4935626.221947 + Penalty 5088.668459 = -4930537.553488 nChanged 225 SP:Iteration 28Q (7440.700000 sec): 3 clusters Score: Raw -4935766.047441 + Penalty 5088.668459 = -4930677.378983 nChanged 170 SP:Iteration 29Q (7441.010000 sec): 3 clusters Score: Raw -4935870.262652 + Penalty 5088.668459 = -4930781.594193 nChanged 130 SP:Iteration 30Q (7441.370000 sec): 3 clusters Score: Raw -4935955.153956 + Penalty 5088.668459 = -4930866.485497 nChanged 109 SP:Iteration 31Q (7441.700000 sec): 3 clusters Score: Raw -4936017.924369 + Penalty 5088.668459 = -4930929.255911 nChanged 71 SP:Iteration 32Q (7442.010000 sec): 3 clusters Score: Raw -4936062.766982 + Penalty 5088.668459 = -4930974.098524 nChanged 57 SP:Iteration 33Q (7442.370000 sec): 3 clusters Score: Raw -4936092.244517 + Penalty 5088.668459 = -4931003.576058 nChanged 48 SP:Iteration 34Q (7442.680000 sec): 3 clusters Score: Raw -4936117.860807 + Penalty 5088.668459 = -4931029.192349 nChanged 40 SP:Iteration 35Q (7443.000000 sec): 3 clusters Score: Raw -4936137.177375 + Penalty 5088.668459 = -4931048.508916 nChanged 22 SP:Iteration 36Q (7443.270000 sec): 3 clusters Score: Raw -4936149.473655 + Penalty 5088.668459 = -4931060.805197 nChanged 16 SP:Iteration 37Q (7443.610000 sec): 3 clusters Score: Raw -4936157.386457 + Penalty 5088.668459 = -4931068.717998 nChanged 14 SP:Iteration 38Q (7443.950000 sec): 3 clusters Score: Raw -4936161.940043 + Penalty 5088.668459 = -4931073.271584 nChanged 11 SP:Iteration 39Q (7444.250000 sec): 3 clusters Score: Raw -4936166.342379 + Penalty 5088.668459 = -4931077.673920 nChanged 8 SP:Iteration 40F (7444.620000 sec): 3 clusters Score: Raw -4936172.567189 + Penalty 5088.668459 = -4931083.898730 nChanged 13 SP:Iteration 41Q (7444.930000 sec): 3 clusters Score: Raw -4936179.743908 + Penalty 5088.668459 = -4931091.075449 nChanged 12 SP:Iteration 42Q (7445.190000 sec): 3 clusters Score: Raw -4936185.739348 + Penalty 5088.668459 = -4931097.070890 nChanged 6 SP:Iteration 43Q (7445.550000 sec): 3 clusters Score: Raw -4936188.161927 + Penalty 5088.668459 = -4931099.493468 nChanged 6 SP:Iteration 44Q (7445.850000 sec): 3 clusters Score: Raw -4936190.760688 + Penalty 5088.668459 = -4931102.092230 nChanged 4 SP:Iteration 45Q (7446.150000 sec): 3 clusters Score: Raw -4936191.863995 + Penalty 5088.668459 = -4931103.195537 nChanged 1 SP:Iteration 46Q (7446.510000 sec): 3 clusters Score: Raw -4936192.294681 + Penalty 5088.668459 = -4931103.626223 nChanged 3 SP:Iteration 47Q (7446.820000 sec): 3 clusters Score: Raw -4936193.286725 + Penalty 5088.668459 = -4931104.618267 nChanged 3 SP:Iteration 48Q (7447.160000 sec): 3 clusters Score: Raw -4936195.820057 + Penalty 5088.668459 = -4931107.151599 nChanged 5 SP:Iteration 49Q (7447.450000 sec): 3 clusters Score: Raw -4936199.882945 + Penalty 5088.668459 = -4931111.214486 nChanged 6 SP:Iteration 50Q (7447.730000 sec): 3 clusters Score: Raw -4936202.283401 + Penalty 5088.668459 = -4931113.614942 nChanged 0 SP:Iteration 51F (7448.050000 sec): 3 clusters Score: Raw -4936202.283401 + Penalty 5088.668459 = -4931113.614942 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7448.170000 sec): 2 clusters Score: Raw -349178.750185 + Penalty 1896.414185 = -347282.336000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.350000 sec): 3 clusters Score: Raw -348352.841965 + Penalty 3792.828370 = -344560.013595 nChanged 718 SP:Iteration 1F (7448.570000 sec): 3 clusters Score: Raw -348932.888771 + Penalty 3792.828370 = -345140.060400 nChanged 183 SP:Iteration 2F (7448.760000 sec): 3 clusters Score: Raw -349187.795058 + Penalty 3792.828370 = -345394.966688 nChanged 170 SP:Iteration 3F (7448.960000 sec): 3 clusters Score: Raw -349545.446459 + Penalty 3792.828370 = -345752.618089 nChanged 156 SP:Iteration 4F (7449.150000 sec): 3 clusters Score: Raw -349869.785755 + Penalty 3792.828370 = -346076.957385 nChanged 151 SP:Iteration 5F (7449.310000 sec): 3 clusters Score: Raw -350130.988159 + Penalty 3792.828370 = -346338.159789 nChanged 128 SP:Iteration 6F (7449.540000 sec): 3 clusters Score: Raw -350341.235915 + Penalty 3792.828370 = -346548.407545 nChanged 108 SP:Iteration 7F (7449.730000 sec): 3 clusters Score: Raw -350511.422995 + Penalty 3792.828370 = -346718.594625 nChanged 70 SP:Iteration 8Q (7449.880000 sec): 3 clusters Score: Raw -350612.539567 + Penalty 3792.828370 = -346819.711197 nChanged 46 SP:Iteration 9Q (7450.080000 sec): 3 clusters Score: Raw -350672.993519 + Penalty 3792.828370 = -346880.165149 nChanged 29 SP:Iteration 10Q (7450.270000 sec): 3 clusters Score: Raw -350704.858850 + Penalty 3792.828370 = -346912.030480 nChanged 19 SP:Iteration 11Q (7450.470000 sec): 3 clusters Score: Raw -350723.788165 + Penalty 3792.828370 = -346930.959795 nChanged 14 SP:Iteration 12Q (7450.670000 sec): 3 clusters Score: Raw -350734.835964 + Penalty 3792.828370 = -346942.007594 nChanged 7 SP:Iteration 13Q (7450.810000 sec): 3 clusters Score: Raw -350739.344597 + Penalty 3792.828370 = -346946.516227 nChanged 2 SP:Iteration 14Q (7451.020000 sec): 3 clusters Score: Raw -350740.258452 + Penalty 3792.828370 = -346947.430082 nChanged 0 SP:Iteration 15F (7451.230000 sec): 3 clusters Score: Raw -350740.258452 + Penalty 3792.828370 = -346947.430082 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (50547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7451.500000 sec): 2 clusters Score: Raw -9333880.548793 + Penalty 2686.003401 = -9331194.545391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7451.940000 sec): 3 clusters Score: Raw -9302619.098845 + Penalty 5372.006802 = -9297247.092043 nChanged 23378 SP:Iteration 1F (7452.420000 sec): 3 clusters Score: Raw -9315449.941086 + Penalty 5372.006802 = -9310077.934284 nChanged 2039 SP:Iteration 2Q (7452.760000 sec): 3 clusters Score: Raw -9316027.148066 + Penalty 5372.006802 = -9310655.141264 nChanged 1999 SP:Iteration 3Q (7453.240000 sec): 3 clusters Score: Raw -9316615.450880 + Penalty 5372.006802 = -9311243.444078 nChanged 2048 SP:Iteration 4Q (7453.680000 sec): 3 clusters Score: Raw -9317252.883631 + Penalty 5372.006802 = -9311880.876828 nChanged 2075 SP:Iteration 5Q (7454.130000 sec): 3 clusters Score: Raw -9318028.126738 + Penalty 5372.006802 = -9312656.119936 nChanged 2459 SP:Iteration 6Q (7454.570000 sec): 3 clusters Score: Raw -9319159.817118 + Penalty 5372.006802 = -9313787.810316 nChanged 2871 SP:Iteration 7F (7455.020000 sec): 3 clusters Score: Raw -9320790.824138 + Penalty 5372.006802 = -9315418.817335 nChanged 3283 SP:Iteration 8F (7455.440000 sec): 3 clusters Score: Raw -9323032.783250 + Penalty 5372.006802 = -9317660.776447 nChanged 3592 SP:Iteration 9F (7455.830000 sec): 3 clusters Score: Raw -9325983.035967 + Penalty 5372.006802 = -9320611.029165 nChanged 3442 SP:Iteration 10F (7456.280000 sec): 3 clusters Score: Raw -9329116.972201 + Penalty 5372.006802 = -9323744.965399 nChanged 2633 SP:Iteration 11F (7456.720000 sec): 3 clusters Score: Raw -9331596.201473 + Penalty 5372.006802 = -9326224.194671 nChanged 1488 SP:Iteration 12Q (7457.200000 sec): 3 clusters Score: Raw -9333011.488541 + Penalty 5372.006802 = -9327639.481738 nChanged 660 SP:Iteration 13Q (7457.640000 sec): 3 clusters Score: Raw -9333663.063077 + Penalty 5372.006802 = -9328291.056275 nChanged 225 SP:Iteration 14Q (7458.030000 sec): 3 clusters Score: Raw -9333895.128850 + Penalty 5372.006802 = -9328523.122048 nChanged 88 SP:Iteration 15Q (7458.420000 sec): 3 clusters Score: Raw -9334015.142113 + Penalty 5372.006802 = -9328643.135311 nChanged 41 SP:Iteration 16Q (7458.770000 sec): 3 clusters Score: Raw -9334062.118557 + Penalty 5372.006802 = -9328690.111755 nChanged 20 SP:Iteration 17Q (7459.220000 sec): 3 clusters Score: Raw -9334088.698850 + Penalty 5372.006802 = -9328716.692047 nChanged 12 SP:Iteration 18Q (7459.640000 sec): 3 clusters Score: Raw -9334100.601940 + Penalty 5372.006802 = -9328728.595138 nChanged 5 SP:Iteration 19Q (7460.060000 sec): 3 clusters Score: Raw -9334106.451821 + Penalty 5372.006802 = -9328734.445018 nChanged 7 SP:Iteration 20F (7460.510000 sec): 3 clusters Score: Raw -9334114.636934 + Penalty 5372.006802 = -9328742.630132 nChanged 4 SP:Iteration 21Q (7460.890000 sec): 3 clusters Score: Raw -9334120.498934 + Penalty 5372.006802 = -9328748.492132 nChanged 8 SP:Iteration 22Q (7461.290000 sec): 3 clusters Score: Raw -9334134.265648 + Penalty 5372.006802 = -9328762.258846 nChanged 8 SP:Iteration 23Q (7461.660000 sec): 3 clusters Score: Raw -9334146.746429 + Penalty 5372.006802 = -9328774.739626 nChanged 4 SP:Iteration 24Q (7462.040000 sec): 3 clusters Score: Raw -9334152.055335 + Penalty 5372.006802 = -9328780.048533 nChanged 2 SP:Iteration 25Q (7462.480000 sec): 3 clusters Score: Raw -9334154.138663 + Penalty 5372.006802 = -9328782.131861 nChanged 3 SP:Iteration 26Q (7462.890000 sec): 3 clusters Score: Raw -9334157.267050 + Penalty 5372.006802 = -9328785.260248 nChanged 1 SP:Iteration 27Q (7463.270000 sec): 3 clusters Score: Raw -9334157.632011 + Penalty 5372.006802 = -9328785.625209 nChanged 1 SP:Iteration 28Q (7463.660000 sec): 3 clusters Score: Raw -9334158.831564 + Penalty 5372.006802 = -9328786.824761 nChanged 1 SP:Iteration 29Q (7464.110000 sec): 3 clusters Score: Raw -9334161.143787 + Penalty 5372.006802 = -9328789.136985 nChanged 0 SP:Iteration 30F (7464.550000 sec): 3 clusters Score: Raw -9334161.143787 + Penalty 5372.006802 = -9328789.136985 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (6667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7464.680000 sec): 2 clusters Score: Raw -1201652.504305 + Penalty 2183.621465 = -1199468.882840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7464.870000 sec): 3 clusters Score: Raw -1198335.515431 + Penalty 4367.242930 = -1193968.272500 nChanged 2623 SP:Iteration 1F (7465.090000 sec): 3 clusters Score: Raw -1199914.954437 + Penalty 4367.242930 = -1195547.711506 nChanged 548 SP:Iteration 2F (7465.260000 sec): 3 clusters Score: Raw -1200347.932098 + Penalty 4367.242930 = -1195980.689168 nChanged 426 SP:Iteration 3F (7465.500000 sec): 3 clusters Score: Raw -1200776.764043 + Penalty 4367.242930 = -1196409.521113 nChanged 391 SP:Iteration 4F (7465.690000 sec): 3 clusters Score: Raw -1201193.156430 + Penalty 4367.242930 = -1196825.913499 nChanged 395 SP:Iteration 5F (7465.880000 sec): 3 clusters Score: Raw -1201497.336958 + Penalty 4367.242930 = -1197130.094028 nChanged 356 SP:Iteration 6F (7466.090000 sec): 3 clusters Score: Raw -1201769.326628 + Penalty 4367.242930 = -1197402.083698 nChanged 322 SP:Iteration 7Q (7466.310000 sec): 3 clusters Score: Raw -1202003.704009 + Penalty 4367.242930 = -1197636.461079 nChanged 287 SP:Iteration 8Q (7466.500000 sec): 3 clusters Score: Raw -1202207.485906 + Penalty 4367.242930 = -1197840.242976 nChanged 279 SP:Iteration 9Q (7466.700000 sec): 3 clusters Score: Raw -1202400.033243 + Penalty 4367.242930 = -1198032.790312 nChanged 237 SP:Iteration 10Q (7466.900000 sec): 3 clusters Score: Raw -1202546.696858 + Penalty 4367.242930 = -1198179.453928 nChanged 197 SP:Iteration 11Q (7467.150000 sec): 3 clusters Score: Raw -1202653.612919 + Penalty 4367.242930 = -1198286.369989 nChanged 150 SP:Iteration 12Q (7467.380000 sec): 3 clusters Score: Raw -1202733.251447 + Penalty 4367.242930 = -1198366.008516 nChanged 136 SP:Iteration 13Q (7467.570000 sec): 3 clusters Score: Raw -1202799.875672 + Penalty 4367.242930 = -1198432.632742 nChanged 113 SP:Iteration 14Q (7467.790000 sec): 3 clusters Score: Raw -1202861.048281 + Penalty 4367.242930 = -1198493.805351 nChanged 108 SP:Iteration 15Q (7468.010000 sec): 3 clusters Score: Raw -1202909.418270 + Penalty 4367.242930 = -1198542.175339 nChanged 100 SP:Iteration 16Q (7468.170000 sec): 3 clusters Score: Raw -1202956.071618 + Penalty 4367.242930 = -1198588.828687 nChanged 92 SP:Iteration 17Q (7468.360000 sec): 3 clusters Score: Raw -1203001.826765 + Penalty 4367.242930 = -1198634.583834 nChanged 70 SP:Iteration 18Q (7468.590000 sec): 3 clusters Score: Raw -1203033.417632 + Penalty 4367.242930 = -1198666.174702 nChanged 63 SP:Iteration 19Q (7468.790000 sec): 3 clusters Score: Raw -1203055.884025 + Penalty 4367.242930 = -1198688.641095 nChanged 52 SP:Iteration 20F (7468.980000 sec): 3 clusters Score: Raw -1203071.249478 + Penalty 4367.242930 = -1198704.006548 nChanged 32 SP:Iteration 21Q (7469.180000 sec): 3 clusters Score: Raw -1203081.313131 + Penalty 4367.242930 = -1198714.070201 nChanged 39 SP:Iteration 22Q (7469.390000 sec): 3 clusters Score: Raw -1203098.316201 + Penalty 4367.242930 = -1198731.073271 nChanged 39 SP:Iteration 23Q (7469.620000 sec): 3 clusters Score: Raw -1203112.695270 + Penalty 4367.242930 = -1198745.452339 nChanged 29 SP:Iteration 24Q (7469.780000 sec): 3 clusters Score: Raw -1203124.960074 + Penalty 4367.242930 = -1198757.717143 nChanged 18 SP:Iteration 25Q (7470.020000 sec): 3 clusters Score: Raw -1203131.682159 + Penalty 4367.242930 = -1198764.439229 nChanged 24 SP:Iteration 26Q (7470.220000 sec): 3 clusters Score: Raw -1203141.213836 + Penalty 4367.242930 = -1198773.970906 nChanged 21 SP:Iteration 27Q (7470.420000 sec): 3 clusters Score: Raw -1203148.740573 + Penalty 4367.242930 = -1198781.497643 nChanged 22 SP:Iteration 28Q (7470.610000 sec): 3 clusters Score: Raw -1203158.574918 + Penalty 4367.242930 = -1198791.331988 nChanged 25 SP:Iteration 29Q (7470.820000 sec): 3 clusters Score: Raw -1203166.711023 + Penalty 4367.242930 = -1198799.468093 nChanged 21 SP:Iteration 30Q (7471.050000 sec): 3 clusters Score: Raw -1203174.147354 + Penalty 4367.242930 = -1198806.904424 nChanged 12 SP:Iteration 31Q (7471.230000 sec): 3 clusters Score: Raw -1203181.621741 + Penalty 4367.242930 = -1198814.378810 nChanged 16 SP:Iteration 32Q (7471.430000 sec): 3 clusters Score: Raw -1203188.134308 + Penalty 4367.242930 = -1198820.891378 nChanged 10 SP:Iteration 33Q (7471.650000 sec): 3 clusters Score: Raw -1203191.441806 + Penalty 4367.242930 = -1198824.198876 nChanged 9 SP:Iteration 34Q (7471.820000 sec): 3 clusters Score: Raw -1203193.736389 + Penalty 4367.242930 = -1198826.493458 nChanged 6 SP:Iteration 35Q (7472.010000 sec): 3 clusters Score: Raw -1203195.182790 + Penalty 4367.242930 = -1198827.939859 nChanged 8 SP:Iteration 36Q (7472.220000 sec): 3 clusters Score: Raw -1203197.199540 + Penalty 4367.242930 = -1198829.956610 nChanged 7 SP:Iteration 37Q (7472.420000 sec): 3 clusters Score: Raw -1203199.568092 + Penalty 4367.242930 = -1198832.325161 nChanged 6 SP:Iteration 38Q (7472.640000 sec): 3 clusters Score: Raw -1203201.736429 + Penalty 4367.242930 = -1198834.493499 nChanged 9 SP:Iteration 39Q (7472.840000 sec): 3 clusters Score: Raw -1203204.631634 + Penalty 4367.242930 = -1198837.388703 nChanged 7 SP:Iteration 40F (7473.040000 sec): 3 clusters Score: Raw -1203207.366908 + Penalty 4367.242930 = -1198840.123978 nChanged 5 SP:Iteration 41Q (7473.240000 sec): 3 clusters Score: Raw -1203208.293101 + Penalty 4367.242930 = -1198841.050171 nChanged 4 SP:Iteration 42Q (7473.450000 sec): 3 clusters Score: Raw -1203209.600415 + Penalty 4367.242930 = -1198842.357485 nChanged 7 SP:Iteration 43Q (7473.650000 sec): 3 clusters Score: Raw -1203211.371219 + Penalty 4367.242930 = -1198844.128288 nChanged 7 SP:Iteration 44Q (7473.850000 sec): 3 clusters Score: Raw -1203214.051367 + Penalty 4367.242930 = -1198846.808437 nChanged 6 SP:Iteration 45Q (7474.040000 sec): 3 clusters Score: Raw -1203216.115388 + Penalty 4367.242930 = -1198848.872458 nChanged 2 SP:Iteration 46Q (7474.260000 sec): 3 clusters Score: Raw -1203216.562736 + Penalty 4367.242930 = -1198849.319806 nChanged 2 SP:Iteration 47Q (7474.470000 sec): 3 clusters Score: Raw -1203216.967136 + Penalty 4367.242930 = -1198849.724206 nChanged 1 SP:Iteration 48Q (7474.670000 sec): 3 clusters Score: Raw -1203217.249809 + Penalty 4367.242930 = -1198850.006878 nChanged 2 SP:Iteration 49Q (7474.910000 sec): 3 clusters Score: Raw -1203217.933812 + Penalty 4367.242930 = -1198850.690882 nChanged 0 SP:Iteration 50F (7475.060000 sec): 3 clusters Score: Raw -1203217.933812 + Penalty 4367.242930 = -1198850.690882 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7475.130000 sec): 2 clusters Score: Raw -69536.597736 + Penalty 1514.541676 = -68022.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7475.290000 sec): 3 clusters Score: Raw -69656.990947 + Penalty 3029.083352 = -66627.907595 nChanged 88 SP:Iteration 1F (7475.450000 sec): 3 clusters Score: Raw -70137.976405 + Penalty 3029.083352 = -67108.893053 nChanged 38 SP:Iteration 2F (7475.650000 sec): 3 clusters Score: Raw -70348.512523 + Penalty 3029.083352 = -67319.429171 nChanged 27 SP:Iteration 3F (7475.850000 sec): 3 clusters Score: Raw -70467.204613 + Penalty 3029.083352 = -67438.121261 nChanged 15 SP:Iteration 4Q (7476.010000 sec): 3 clusters Score: Raw -70523.670503 + Penalty 3029.083352 = -67494.587150 nChanged 11 SP:Iteration 5Q (7476.220000 sec): 3 clusters Score: Raw -70575.812037 + Penalty 3029.083352 = -67546.728685 nChanged 7 SP:Iteration 6Q (7476.390000 sec): 3 clusters Score: Raw -70611.229362 + Penalty 3029.083352 = -67582.146010 nChanged 9 SP:Iteration 7Q (7476.540000 sec): 3 clusters Score: Raw -70660.832975 + Penalty 3029.083352 = -67631.749623 nChanged 4 SP:Iteration 8Q (7476.730000 sec): 3 clusters Score: Raw -70681.860414 + Penalty 3029.083352 = -67652.777062 nChanged 2 SP:Iteration 9Q (7476.930000 sec): 3 clusters Score: Raw -70693.629072 + Penalty 3029.083352 = -67664.545720 nChanged 1 SP:Iteration 10Q (7477.090000 sec): 3 clusters Score: Raw -70700.925491 + Penalty 3029.083352 = -67671.842139 nChanged 3 SP:Iteration 11Q (7477.290000 sec): 3 clusters Score: Raw -70721.090779 + Penalty 3029.083352 = -67692.007426 nChanged 0 SP:Iteration 12F (7477.390000 sec): 3 clusters Score: Raw -70721.090779 + Penalty 3029.083352 = -67692.007426 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7477.490000 sec): 2 clusters Score: Raw -37872.168429 + Penalty 1363.297720 = -36508.870709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7477.640000 sec): 3 clusters Score: Raw -38040.179099 + Penalty 2726.595440 = -35313.583659 nChanged 26 SP:Iteration 1F (7477.790000 sec): 3 clusters Score: Raw -38147.322941 + Penalty 2726.595440 = -35420.727502 nChanged 4 SP:Iteration 2Q (7478.000000 sec): 3 clusters Score: Raw -38177.791299 + Penalty 2726.595440 = -35451.195859 nChanged 4 SP:Iteration 3Q (7478.180000 sec): 3 clusters Score: Raw -38207.614076 + Penalty 2726.595440 = -35481.018636 nChanged 3 SP:Iteration 4Q (7478.320000 sec): 3 clusters Score: Raw -38220.258930 + Penalty 2726.595440 = -35493.663490 nChanged 5 SP:Iteration 5Q (7478.510000 sec): 3 clusters Score: Raw -38249.610357 + Penalty 2726.595440 = -35523.014917 nChanged 1 SP:Iteration 6Q (7478.700000 sec): 3 clusters Score: Raw -38254.513464 + Penalty 2726.595440 = -35527.918024 nChanged 1 SP:Iteration 7Q (7478.870000 sec): 3 clusters Score: Raw -38256.614309 + Penalty 2726.595440 = -35530.018869 nChanged 0 SP:Iteration 8F (7479.070000 sec): 3 clusters Score: Raw -38256.614309 + Penalty 2726.595440 = -35530.018869 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7479.140000 sec): 2 clusters Score: Raw -88257.568910 + Penalty 1529.544090 = -86728.024820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7479.290000 sec): 3 clusters Score: Raw -88283.386441 + Penalty 3059.088179 = -85224.298261 nChanged 74 SP:Iteration 1F (7479.430000 sec): 3 clusters Score: Raw -88441.286720 + Penalty 3059.088179 = -85382.198540 nChanged 21 SP:Iteration 2Q (7479.650000 sec): 3 clusters Score: Raw -88484.542720 + Penalty 3059.088179 = -85425.454541 nChanged 8 SP:Iteration 3Q (7479.820000 sec): 3 clusters Score: Raw -88498.496275 + Penalty 3059.088179 = -85439.408096 nChanged 3 SP:Iteration 4Q (7480.030000 sec): 3 clusters Score: Raw -88502.915988 + Penalty 3059.088179 = -85443.827809 nChanged 1 SP:Iteration 5Q (7480.200000 sec): 3 clusters Score: Raw -88509.084429 + Penalty 3059.088179 = -85449.996250 nChanged 4 SP:Iteration 6Q (7480.340000 sec): 3 clusters Score: Raw -88519.123247 + Penalty 3059.088179 = -85460.035068 nChanged 2 SP:Iteration 7Q (7480.530000 sec): 3 clusters Score: Raw -88522.184281 + Penalty 3059.088179 = -85463.096101 nChanged 0 SP:Iteration 8F (7480.660000 sec): 3 clusters Score: Raw -88522.184281 + Penalty 3059.088179 = -85463.096101 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (6244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7480.820000 sec): 2 clusters Score: Raw -1103601.002068 + Penalty 2167.365318 = -1101433.636751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7480.980000 sec): 3 clusters Score: Raw -1100477.024959 + Penalty 4334.730636 = -1096142.294323 nChanged 2459 SP:Iteration 1F (7481.220000 sec): 3 clusters Score: Raw -1101876.273414 + Penalty 4334.730636 = -1097541.542778 nChanged 464 SP:Iteration 2F (7481.430000 sec): 3 clusters Score: Raw -1102179.108084 + Penalty 4334.730636 = -1097844.377448 nChanged 396 SP:Iteration 3F (7481.620000 sec): 3 clusters Score: Raw -1102471.163587 + Penalty 4334.730636 = -1098136.432952 nChanged 335 SP:Iteration 4F (7481.810000 sec): 3 clusters Score: Raw -1102729.522258 + Penalty 4334.730636 = -1098394.791622 nChanged 273 SP:Iteration 5Q (7482.050000 sec): 3 clusters Score: Raw -1102912.237729 + Penalty 4334.730636 = -1098577.507093 nChanged 238 SP:Iteration 6Q (7482.260000 sec): 3 clusters Score: Raw -1103045.866515 + Penalty 4334.730636 = -1098711.135880 nChanged 199 SP:Iteration 7Q (7482.450000 sec): 3 clusters Score: Raw -1103159.379589 + Penalty 4334.730636 = -1098824.648953 nChanged 168 SP:Iteration 8Q (7482.660000 sec): 3 clusters Score: Raw -1103243.612671 + Penalty 4334.730636 = -1098908.882035 nChanged 138 SP:Iteration 9Q (7482.870000 sec): 3 clusters Score: Raw -1103311.842480 + Penalty 4334.730636 = -1098977.111844 nChanged 97 SP:Iteration 10Q (7483.080000 sec): 3 clusters Score: Raw -1103360.312930 + Penalty 4334.730636 = -1099025.582294 nChanged 97 SP:Iteration 11Q (7483.300000 sec): 3 clusters Score: Raw -1103409.470871 + Penalty 4334.730636 = -1099074.740236 nChanged 98 SP:Iteration 12Q (7483.490000 sec): 3 clusters Score: Raw -1103461.968705 + Penalty 4334.730636 = -1099127.238070 nChanged 110 SP:Iteration 13Q (7483.670000 sec): 3 clusters Score: Raw -1103520.497780 + Penalty 4334.730636 = -1099185.767144 nChanged 107 SP:Iteration 14Q (7483.880000 sec): 3 clusters Score: Raw -1103581.055592 + Penalty 4334.730636 = -1099246.324956 nChanged 102 SP:Iteration 15Q (7484.090000 sec): 3 clusters Score: Raw -1103642.741707 + Penalty 4334.730636 = -1099308.011071 nChanged 97 SP:Iteration 16Q (7484.300000 sec): 3 clusters Score: Raw -1103696.479973 + Penalty 4334.730636 = -1099361.749337 nChanged 87 SP:Iteration 17Q (7484.520000 sec): 3 clusters Score: Raw -1103742.067686 + Penalty 4334.730636 = -1099407.337050 nChanged 73 SP:Iteration 18Q (7484.680000 sec): 3 clusters Score: Raw -1103779.820200 + Penalty 4334.730636 = -1099445.089564 nChanged 52 SP:Iteration 19Q (7484.940000 sec): 3 clusters Score: Raw -1103812.037863 + Penalty 4334.730636 = -1099477.307228 nChanged 53 SP:Iteration 20F (7485.120000 sec): 3 clusters Score: Raw -1103839.363166 + Penalty 4334.730636 = -1099504.632531 nChanged 44 SP:Iteration 21Q (7485.320000 sec): 3 clusters Score: Raw -1103861.198654 + Penalty 4334.730636 = -1099526.468018 nChanged 41 SP:Iteration 22Q (7485.500000 sec): 3 clusters Score: Raw -1103884.794504 + Penalty 4334.730636 = -1099550.063868 nChanged 42 SP:Iteration 23Q (7485.650000 sec): 3 clusters Score: Raw -1103910.629232 + Penalty 4334.730636 = -1099575.898597 nChanged 36 SP:Iteration 24Q (7485.810000 sec): 3 clusters Score: Raw -1103932.331740 + Penalty 4334.730636 = -1099597.601104 nChanged 34 SP:Iteration 25Q (7486.000000 sec): 3 clusters Score: Raw -1103952.672830 + Penalty 4334.730636 = -1099617.942194 nChanged 21 SP:Iteration 26Q (7486.210000 sec): 3 clusters Score: Raw -1103966.905821 + Penalty 4334.730636 = -1099632.175185 nChanged 21 SP:Iteration 27Q (7486.420000 sec): 3 clusters Score: Raw -1103977.887330 + Penalty 4334.730636 = -1099643.156694 nChanged 15 SP:Iteration 28Q (7486.640000 sec): 3 clusters Score: Raw -1103985.406519 + Penalty 4334.730636 = -1099650.675884 nChanged 15 SP:Iteration 29Q (7486.820000 sec): 3 clusters Score: Raw -1103993.491446 + Penalty 4334.730636 = -1099658.760810 nChanged 16 SP:Iteration 30Q (7486.990000 sec): 3 clusters Score: Raw -1104004.180051 + Penalty 4334.730636 = -1099669.449415 nChanged 9 SP:Iteration 31Q (7487.230000 sec): 3 clusters Score: Raw -1104006.994035 + Penalty 4334.730636 = -1099672.263399 nChanged 4 SP:Iteration 32Q (7487.460000 sec): 3 clusters Score: Raw -1104009.358813 + Penalty 4334.730636 = -1099674.628177 nChanged 7 SP:Iteration 33Q (7487.660000 sec): 3 clusters Score: Raw -1104014.354324 + Penalty 4334.730636 = -1099679.623688 nChanged 14 SP:Iteration 34Q (7487.890000 sec): 3 clusters Score: Raw -1104022.532883 + Penalty 4334.730636 = -1099687.802248 nChanged 9 SP:Iteration 35Q (7488.070000 sec): 3 clusters Score: Raw -1104031.414164 + Penalty 4334.730636 = -1099696.683528 nChanged 11 SP:Iteration 36Q (7488.250000 sec): 3 clusters Score: Raw -1104038.998391 + Penalty 4334.730636 = -1099704.267755 nChanged 10 SP:Iteration 37Q (7488.430000 sec): 3 clusters Score: Raw -1104043.602591 + Penalty 4334.730636 = -1099708.871955 nChanged 7 SP:Iteration 38Q (7488.610000 sec): 3 clusters Score: Raw -1104047.267245 + Penalty 4334.730636 = -1099712.536610 nChanged 3 SP:Iteration 39Q (7488.830000 sec): 3 clusters Score: Raw -1104048.876135 + Penalty 4334.730636 = -1099714.145500 nChanged 4 SP:Iteration 40F (7489.020000 sec): 3 clusters Score: Raw -1104050.308733 + Penalty 4334.730636 = -1099715.578097 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7489.160000 sec): 2 clusters Score: Raw -129571.074701 + Penalty 1639.452619 = -127931.622082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7489.330000 sec): 3 clusters Score: Raw -129479.695845 + Penalty 3278.905238 = -126200.790607 nChanged 150 SP:Iteration 1F (7489.450000 sec): 3 clusters Score: Raw -129681.771125 + Penalty 3278.905238 = -126402.865887 nChanged 35 SP:Iteration 2Q (7489.640000 sec): 3 clusters Score: Raw -129728.927816 + Penalty 3278.905238 = -126450.022578 nChanged 16 SP:Iteration 3Q (7489.780000 sec): 3 clusters Score: Raw -129752.085319 + Penalty 3278.905238 = -126473.180081 nChanged 9 SP:Iteration 4Q (7489.970000 sec): 3 clusters Score: Raw -129763.683543 + Penalty 3278.905238 = -126484.778305 nChanged 4 SP:Iteration 5Q (7490.190000 sec): 3 clusters Score: Raw -129769.045241 + Penalty 3278.905238 = -126490.140002 nChanged 2 SP:Iteration 6Q (7490.340000 sec): 3 clusters Score: Raw -129770.989868 + Penalty 3278.905238 = -126492.084630 nChanged 1 SP:Iteration 7Q (7490.550000 sec): 3 clusters Score: Raw -129772.458023 + Penalty 3278.905238 = -126493.552785 nChanged 0 SP:Iteration 8F (7490.740000 sec): 3 clusters Score: Raw -129772.458023 + Penalty 3278.905238 = -126493.552785 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7490.790000 sec): 2 clusters Score: Raw -174976.962396 + Penalty 1726.166237 = -173250.796159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7491.000000 sec): 3 clusters Score: Raw -174853.216818 + Penalty 3452.332474 = -171400.884345 nChanged 293 SP:Iteration 1F (7491.150000 sec): 3 clusters Score: Raw -175335.025735 + Penalty 3452.332474 = -171882.693261 nChanged 97 SP:Iteration 2F (7491.330000 sec): 3 clusters Score: Raw -175526.108235 + Penalty 3452.332474 = -172073.775761 nChanged 64 SP:Iteration 3F (7491.550000 sec): 3 clusters Score: Raw -175666.648342 + Penalty 3452.332474 = -172214.315868 nChanged 47 SP:Iteration 4Q (7491.710000 sec): 3 clusters Score: Raw -175770.622600 + Penalty 3452.332474 = -172318.290127 nChanged 40 SP:Iteration 5Q (7491.870000 sec): 3 clusters Score: Raw -175849.729767 + Penalty 3452.332474 = -172397.397293 nChanged 24 SP:Iteration 6Q (7492.090000 sec): 3 clusters Score: Raw -175924.367395 + Penalty 3452.332474 = -172472.034921 nChanged 26 SP:Iteration 7Q (7492.260000 sec): 3 clusters Score: Raw -175970.698653 + Penalty 3452.332474 = -172518.366179 nChanged 15 SP:Iteration 8Q (7492.430000 sec): 3 clusters Score: Raw -176004.661838 + Penalty 3452.332474 = -172552.329364 nChanged 8 SP:Iteration 9Q (7492.640000 sec): 3 clusters Score: Raw -176018.470569 + Penalty 3452.332474 = -172566.138095 nChanged 8 SP:Iteration 10Q (7492.770000 sec): 3 clusters Score: Raw -176031.274146 + Penalty 3452.332474 = -172578.941672 nChanged 4 SP:Iteration 11Q (7492.990000 sec): 3 clusters Score: Raw -176037.729890 + Penalty 3452.332474 = -172585.397416 nChanged 4 SP:Iteration 12Q (7493.170000 sec): 3 clusters Score: Raw -176042.821734 + Penalty 3452.332474 = -172590.489260 nChanged 1 SP:Iteration 13Q (7493.330000 sec): 3 clusters Score: Raw -176045.516313 + Penalty 3452.332474 = -172593.183840 nChanged 1 SP:Iteration 14Q (7493.510000 sec): 3 clusters Score: Raw -176046.989863 + Penalty 3452.332474 = -172594.657389 nChanged 0 SP:Iteration 15F (7493.730000 sec): 3 clusters Score: Raw -176046.989863 + Penalty 3452.332474 = -172594.657389 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7493.790000 sec): 2 clusters Score: Raw -27936.715717 + Penalty 1352.919637 = -26583.796081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7494.000000 sec): 3 clusters Score: Raw -28225.525463 + Penalty 2705.839273 = -25519.686190 nChanged 41 SP:Iteration 1F (7494.160000 sec): 3 clusters Score: Raw -28376.532338 + Penalty 2705.839273 = -25670.693065 nChanged 14 SP:Iteration 2F (7494.370000 sec): 3 clusters Score: Raw -28476.770841 + Penalty 2705.839273 = -25770.931568 nChanged 12 SP:Iteration 3F (7494.530000 sec): 3 clusters Score: Raw -28590.679919 + Penalty 2705.839273 = -25884.840646 nChanged 14 SP:Iteration 4F (7494.690000 sec): 3 clusters Score: Raw -28682.796129 + Penalty 2705.839273 = -25976.956856 nChanged 5 SP:Iteration 5Q (7494.860000 sec): 3 clusters Score: Raw -28722.082235 + Penalty 2705.839273 = -26016.242961 nChanged 4 SP:Iteration 6Q (7495.040000 sec): 3 clusters Score: Raw -28751.602692 + Penalty 2705.839273 = -26045.763418 nChanged 2 SP:Iteration 7Q (7495.220000 sec): 3 clusters Score: Raw -28771.891336 + Penalty 2705.839273 = -26066.052063 nChanged 2 SP:Iteration 8Q (7495.380000 sec): 3 clusters Score: Raw -28785.232107 + Penalty 2705.839273 = -26079.392834 nChanged 0 SP:Iteration 9F (7495.480000 sec): 3 clusters Score: Raw -28785.232107 + Penalty 2705.839273 = -26079.392834 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7495.610000 sec): 2 clusters Score: Raw -22245.994518 + Penalty 1345.387604 = -20900.606914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7495.780000 sec): 3 clusters Score: Raw -22521.950998 + Penalty 2690.775209 = -19831.175789 nChanged 40 SP:Iteration 1F (7495.910000 sec): 3 clusters Score: Raw -22692.707445 + Penalty 2690.775209 = -20001.932237 nChanged 10 SP:Iteration 2Q (7496.090000 sec): 3 clusters Score: Raw -22728.586650 + Penalty 2690.775209 = -20037.811442 nChanged 7 SP:Iteration 3Q (7496.280000 sec): 3 clusters Score: Raw -22764.984822 + Penalty 2690.775209 = -20074.209613 nChanged 4 SP:Iteration 4Q (7496.440000 sec): 3 clusters Score: Raw -22778.955219 + Penalty 2690.775209 = -20088.180010 nChanged 1 SP:Iteration 5Q (7496.620000 sec): 3 clusters Score: Raw -22800.230717 + Penalty 2690.775209 = -20109.455509 nChanged 2 SP:Iteration 6Q (7496.810000 sec): 3 clusters Score: Raw -22820.475051 + Penalty 2690.775209 = -20129.699842 nChanged 1 SP:Iteration 7Q (7497.030000 sec): 3 clusters Score: Raw -22829.967577 + Penalty 2690.775209 = -20139.192369 nChanged 1 SP:Iteration 8Q (7497.180000 sec): 3 clusters Score: Raw -22838.783846 + Penalty 2690.775209 = -20148.008637 nChanged 0 SP:Iteration 9F (7497.340000 sec): 3 clusters Score: Raw -22838.783846 + Penalty 2690.775209 = -20148.008637 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7497.440000 sec): 2 clusters Score: Raw -94105.074738 + Penalty 1589.723371 = -92515.351367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7497.630000 sec): 3 clusters Score: Raw -94175.937946 + Penalty 3179.446741 = -90996.491204 nChanged 139 SP:Iteration 1F (7497.840000 sec): 3 clusters Score: Raw -94460.159104 + Penalty 3179.446741 = -91280.712363 nChanged 40 SP:Iteration 2F (7497.990000 sec): 3 clusters Score: Raw -94562.980046 + Penalty 3179.446741 = -91383.533304 nChanged 39 SP:Iteration 3F (7498.160000 sec): 3 clusters Score: Raw -94703.607219 + Penalty 3179.446741 = -91524.160477 nChanged 35 SP:Iteration 4F (7498.340000 sec): 3 clusters Score: Raw -94794.097915 + Penalty 3179.446741 = -91614.651174 nChanged 15 SP:Iteration 5Q (7498.510000 sec): 3 clusters Score: Raw -94836.556130 + Penalty 3179.446741 = -91657.109389 nChanged 12 SP:Iteration 6Q (7498.680000 sec): 3 clusters Score: Raw -94857.149031 + Penalty 3179.446741 = -91677.702289 nChanged 8 SP:Iteration 7Q (7498.860000 sec): 3 clusters Score: Raw -94887.638169 + Penalty 3179.446741 = -91708.191428 nChanged 10 SP:Iteration 8Q (7499.020000 sec): 3 clusters Score: Raw -94908.023610 + Penalty 3179.446741 = -91728.576869 nChanged 5 SP:Iteration 9Q (7499.200000 sec): 3 clusters Score: Raw -94918.689681 + Penalty 3179.446741 = -91739.242940 nChanged 5 SP:Iteration 10Q (7499.370000 sec): 3 clusters Score: Raw -94928.451474 + Penalty 3179.446741 = -91749.004732 nChanged 1 SP:Iteration 11Q (7499.520000 sec): 3 clusters Score: Raw -94930.627541 + Penalty 3179.446741 = -91751.180800 nChanged 0 SP:Iteration 12F (7499.720000 sec): 3 clusters Score: Raw -94930.627541 + Penalty 3179.446741 = -91751.180800 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7499.820000 sec): 2 clusters Score: Raw -184501.895507 + Penalty 1733.583612 = -182768.311895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7499.980000 sec): 3 clusters Score: Raw -184198.531570 + Penalty 3467.167224 = -180731.364346 nChanged 301 SP:Iteration 1F (7500.110000 sec): 3 clusters Score: Raw -184560.748468 + Penalty 3467.167224 = -181093.581243 nChanged 74 SP:Iteration 2F (7500.320000 sec): 3 clusters Score: Raw -184686.495229 + Penalty 3467.167224 = -181219.328005 nChanged 49 SP:Iteration 3Q (7500.490000 sec): 3 clusters Score: Raw -184743.615861 + Penalty 3467.167224 = -181276.448637 nChanged 20 SP:Iteration 4Q (7500.590000 sec): 3 clusters Score: Raw -184763.474372 + Penalty 3467.167224 = -181296.307148 nChanged 10 SP:Iteration 5Q (7500.770000 sec): 3 clusters Score: Raw -184773.668690 + Penalty 3467.167224 = -181306.501466 nChanged 11 SP:Iteration 6Q (7500.950000 sec): 3 clusters Score: Raw -184784.241570 + Penalty 3467.167224 = -181317.074345 nChanged 5 SP:Iteration 7Q (7501.160000 sec): 3 clusters Score: Raw -184791.119958 + Penalty 3467.167224 = -181323.952733 nChanged 7 SP:Iteration 8Q (7501.350000 sec): 3 clusters Score: Raw -184797.998879 + Penalty 3467.167224 = -181330.831655 nChanged 8 SP:Iteration 9Q (7501.460000 sec): 3 clusters Score: Raw -184805.022364 + Penalty 3467.167224 = -181337.855140 nChanged 4 SP:Iteration 10Q (7501.630000 sec): 3 clusters Score: Raw -184807.580673 + Penalty 3467.167224 = -181340.413448 nChanged 4 SP:Iteration 11Q (7501.800000 sec): 3 clusters Score: Raw -184812.411701 + Penalty 3467.167224 = -181345.244477 nChanged 1 SP:Iteration 12Q (7501.980000 sec): 3 clusters Score: Raw -184812.882560 + Penalty 3467.167224 = -181345.715336 nChanged 0 SP:Iteration 13F (7502.150000 sec): 3 clusters Score: Raw -184812.882560 + Penalty 3467.167224 = -181345.715336 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7502.260000 sec): 2 clusters Score: Raw -87925.281355 + Penalty 1567.996180 = -86357.285175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7502.470000 sec): 3 clusters Score: Raw -87926.576491 + Penalty 3135.992359 = -84790.584132 nChanged 110 SP:Iteration 1F (7502.600000 sec): 3 clusters Score: Raw -88150.094802 + Penalty 3135.992359 = -85014.102443 nChanged 30 SP:Iteration 2F (7502.710000 sec): 3 clusters Score: Raw -88272.122588 + Penalty 3135.992359 = -85136.130229 nChanged 13 SP:Iteration 3Q (7502.880000 sec): 3 clusters Score: Raw -88306.985252 + Penalty 3135.992359 = -85170.992893 nChanged 16 SP:Iteration 4Q (7503.040000 sec): 3 clusters Score: Raw -88342.418002 + Penalty 3135.992359 = -85206.425643 nChanged 7 SP:Iteration 5Q (7503.210000 sec): 3 clusters Score: Raw -88358.667132 + Penalty 3135.992359 = -85222.674773 nChanged 6 SP:Iteration 6Q (7503.380000 sec): 3 clusters Score: Raw -88381.675142 + Penalty 3135.992359 = -85245.682783 nChanged 10 SP:Iteration 7Q (7503.560000 sec): 3 clusters Score: Raw -88424.230395 + Penalty 3135.992359 = -85288.238036 nChanged 10 SP:Iteration 8Q (7503.720000 sec): 3 clusters Score: Raw -88456.015687 + Penalty 3135.992359 = -85320.023328 nChanged 12 SP:Iteration 9Q (7503.930000 sec): 3 clusters Score: Raw -88497.410679 + Penalty 3135.992359 = -85361.418320 nChanged 9 SP:Iteration 10Q (7504.070000 sec): 3 clusters Score: Raw -88526.044310 + Penalty 3135.992359 = -85390.051951 nChanged 8 SP:Iteration 11Q (7504.210000 sec): 3 clusters Score: Raw -88552.119959 + Penalty 3135.992359 = -85416.127600 nChanged 7 SP:Iteration 12Q (7504.380000 sec): 3 clusters Score: Raw -88574.142262 + Penalty 3135.992359 = -85438.149903 nChanged 5 SP:Iteration 13Q (7504.530000 sec): 3 clusters Score: Raw -88582.293920 + Penalty 3135.992359 = -85446.301561 nChanged 2 SP:Iteration 14Q (7504.730000 sec): 3 clusters Score: Raw -88602.821920 + Penalty 3135.992359 = -85466.829561 nChanged 5 SP:Iteration 15Q (7504.860000 sec): 3 clusters Score: Raw -88651.854946 + Penalty 3135.992359 = -85515.862587 nChanged 9 SP:Iteration 16Q (7505.020000 sec): 3 clusters Score: Raw -88722.000439 + Penalty 3135.992359 = -85586.008080 nChanged 14 SP:Iteration 17Q (7505.180000 sec): 3 clusters Score: Raw -88814.590487 + Penalty 3135.992359 = -85678.598128 nChanged 15 SP:Iteration 18Q (7505.340000 sec): 3 clusters Score: Raw -88899.095185 + Penalty 3135.992359 = -85763.102826 nChanged 21 SP:Iteration 19Q (7505.500000 sec): 3 clusters Score: Raw -88988.859701 + Penalty 3135.992359 = -85852.867342 nChanged 17 SP:Iteration 20F (7505.620000 sec): 3 clusters Score: Raw -89049.728258 + Penalty 3135.992359 = -85913.735899 nChanged 9 SP:Iteration 21Q (7505.790000 sec): 3 clusters Score: Raw -89100.524763 + Penalty 3135.992359 = -85964.532404 nChanged 9 SP:Iteration 22Q (7505.910000 sec): 3 clusters Score: Raw -89122.677093 + Penalty 3135.992359 = -85986.684734 nChanged 5 SP:Iteration 23Q (7506.040000 sec): 3 clusters Score: Raw -89136.991538 + Penalty 3135.992359 = -86000.999179 nChanged 3 SP:Iteration 24Q (7506.220000 sec): 3 clusters Score: Raw -89143.244198 + Penalty 3135.992359 = -86007.251839 nChanged 1 SP:Iteration 25Q (7506.430000 sec): 3 clusters Score: Raw -89149.710249 + Penalty 3135.992359 = -86013.717890 nChanged 2 SP:Iteration 26Q (7506.650000 sec): 3 clusters Score: Raw -89162.313138 + Penalty 3135.992359 = -86026.320779 nChanged 8 SP:Iteration 27Q (7506.820000 sec): 3 clusters Score: Raw -89228.198083 + Penalty 3135.992359 = -86092.205724 nChanged 6 SP:Iteration 28Q (7507.000000 sec): 3 clusters Score: Raw -89258.267290 + Penalty 3135.992359 = -86122.274931 nChanged 4 SP:Iteration 29Q (7507.190000 sec): 3 clusters Score: Raw -89270.736393 + Penalty 3135.992359 = -86134.744034 nChanged 3 SP:Iteration 30Q (7507.330000 sec): 3 clusters Score: Raw -89280.892943 + Penalty 3135.992359 = -86144.900584 nChanged 2 SP:Iteration 31Q (7507.500000 sec): 3 clusters Score: Raw -89284.427001 + Penalty 3135.992359 = -86148.434642 nChanged 3 SP:Iteration 32Q (7507.680000 sec): 3 clusters Score: Raw -89296.463713 + Penalty 3135.992359 = -86160.471354 nChanged 1 SP:Iteration 33Q (7507.880000 sec): 3 clusters Score: Raw -89305.542627 + Penalty 3135.992359 = -86169.550268 nChanged 0 SP:Iteration 34F (7508.070000 sec): 3 clusters Score: Raw -89305.542627 + Penalty 3135.992359 = -86169.550268 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (3203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.150000 sec): 2 clusters Score: Raw -574928.467523 + Penalty 2001.817101 = -572926.650422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7508.350000 sec): 3 clusters Score: Raw -573586.049392 + Penalty 4003.634202 = -569582.415189 nChanged 1115 SP:Iteration 1F (7508.460000 sec): 3 clusters Score: Raw -574324.595939 + Penalty 4003.634202 = -570320.961737 nChanged 259 SP:Iteration 2F (7508.680000 sec): 3 clusters Score: Raw -574545.434339 + Penalty 4003.634202 = -570541.800137 nChanged 197 SP:Iteration 3F (7508.850000 sec): 3 clusters Score: Raw -574743.104674 + Penalty 4003.634202 = -570739.470471 nChanged 175 SP:Iteration 4F (7509.060000 sec): 3 clusters Score: Raw -574921.524679 + Penalty 4003.634202 = -570917.890477 nChanged 151 SP:Iteration 5Q (7509.240000 sec): 3 clusters Score: Raw -575048.958539 + Penalty 4003.634202 = -571045.324337 nChanged 134 SP:Iteration 6Q (7509.410000 sec): 3 clusters Score: Raw -575177.616974 + Penalty 4003.634202 = -571173.982772 nChanged 134 SP:Iteration 7Q (7509.610000 sec): 3 clusters Score: Raw -575312.863639 + Penalty 4003.634202 = -571309.229437 nChanged 122 SP:Iteration 8Q (7509.810000 sec): 3 clusters Score: Raw -575425.741962 + Penalty 4003.634202 = -571422.107760 nChanged 97 SP:Iteration 9Q (7509.950000 sec): 3 clusters Score: Raw -575532.487845 + Penalty 4003.634202 = -571528.853643 nChanged 95 SP:Iteration 10Q (7510.160000 sec): 3 clusters Score: Raw -575619.675741 + Penalty 4003.634202 = -571616.041539 nChanged 68 SP:Iteration 11Q (7510.350000 sec): 3 clusters Score: Raw -575670.873507 + Penalty 4003.634202 = -571667.239305 nChanged 55 SP:Iteration 12Q (7510.550000 sec): 3 clusters Score: Raw -575708.649814 + Penalty 4003.634202 = -571705.015612 nChanged 33 SP:Iteration 13Q (7510.750000 sec): 3 clusters Score: Raw -575729.970927 + Penalty 4003.634202 = -571726.336725 nChanged 30 SP:Iteration 14Q (7510.900000 sec): 3 clusters Score: Raw -575747.547691 + Penalty 4003.634202 = -571743.913489 nChanged 25 SP:Iteration 15Q (7511.090000 sec): 3 clusters Score: Raw -575768.202747 + Penalty 4003.634202 = -571764.568545 nChanged 23 SP:Iteration 16Q (7511.270000 sec): 3 clusters Score: Raw -575785.206084 + Penalty 4003.634202 = -571781.571882 nChanged 16 SP:Iteration 17Q (7511.500000 sec): 3 clusters Score: Raw -575794.587332 + Penalty 4003.634202 = -571790.953129 nChanged 12 SP:Iteration 18Q (7511.640000 sec): 3 clusters Score: Raw -575801.239584 + Penalty 4003.634202 = -571797.605382 nChanged 6 SP:Iteration 19Q (7511.850000 sec): 3 clusters Score: Raw -575804.903796 + Penalty 4003.634202 = -571801.269593 nChanged 5 SP:Iteration 20F (7512.010000 sec): 3 clusters Score: Raw -575808.013848 + Penalty 4003.634202 = -571804.379646 nChanged 6 SP:Iteration 21Q (7512.230000 sec): 3 clusters Score: Raw -575811.755936 + Penalty 4003.634202 = -571808.121734 nChanged 5 SP:Iteration 22Q (7512.390000 sec): 3 clusters Score: Raw -575814.587659 + Penalty 4003.634202 = -571810.953456 nChanged 10 SP:Iteration 23Q (7512.590000 sec): 3 clusters Score: Raw -575818.604789 + Penalty 4003.634202 = -571814.970587 nChanged 3 SP:Iteration 24Q (7512.760000 sec): 3 clusters Score: Raw -575820.384977 + Penalty 4003.634202 = -571816.750775 nChanged 4 SP:Iteration 25Q (7512.950000 sec): 3 clusters Score: Raw -575822.779769 + Penalty 4003.634202 = -571819.145567 nChanged 6 SP:Iteration 26Q (7513.110000 sec): 3 clusters Score: Raw -575827.589639 + Penalty 4003.634202 = -571823.955437 nChanged 3 SP:Iteration 27Q (7513.280000 sec): 3 clusters Score: Raw -575829.427968 + Penalty 4003.634202 = -571825.793766 nChanged 4 SP:Iteration 28Q (7513.480000 sec): 3 clusters Score: Raw -575831.158217 + Penalty 4003.634202 = -571827.524015 nChanged 1 SP:Iteration 29Q (7513.680000 sec): 3 clusters Score: Raw -575831.272688 + Penalty 4003.634202 = -571827.638486 nChanged 0 SP:Iteration 30F (7513.890000 sec): 3 clusters Score: Raw -575831.272688 + Penalty 4003.634202 = -571827.638486 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7513.950000 sec): 2 clusters Score: Raw -44447.533936 + Penalty 1374.233359 = -43073.300577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7514.150000 sec): 3 clusters Score: Raw -44601.595111 + Penalty 2748.466718 = -41853.128393 nChanged 32 SP:Iteration 1F (7514.280000 sec): 3 clusters Score: Raw -44724.057424 + Penalty 2748.466718 = -41975.590706 nChanged 6 SP:Iteration 2Q (7514.490000 sec): 3 clusters Score: Raw -44748.581528 + Penalty 2748.466718 = -42000.114810 nChanged 1 SP:Iteration 3Q (7514.680000 sec): 3 clusters Score: Raw -44750.539372 + Penalty 2748.466718 = -42002.072654 nChanged 0 SP:Iteration 4F (7514.820000 sec): 3 clusters Score: Raw -44750.539372 + Penalty 2748.466718 = -42002.072654 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7514.920000 sec): 2 clusters Score: Raw -109490.504563 + Penalty 1580.583308 = -107909.921255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7515.110000 sec): 3 clusters Score: Raw -109453.593330 + Penalty 3161.166616 = -106292.426714 nChanged 114 SP:Iteration 1F (7515.250000 sec): 3 clusters Score: Raw -109637.031751 + Penalty 3161.166616 = -106475.865136 nChanged 22 SP:Iteration 2Q (7515.440000 sec): 3 clusters Score: Raw -109677.231336 + Penalty 3161.166616 = -106516.064720 nChanged 6 SP:Iteration 3Q (7515.610000 sec): 3 clusters Score: Raw -109690.126319 + Penalty 3161.166616 = -106528.959703 nChanged 4 SP:Iteration 4Q (7515.820000 sec): 3 clusters Score: Raw -109695.835815 + Penalty 3161.166616 = -106534.669199 nChanged 0 SP:Iteration 5F (7515.940000 sec): 3 clusters Score: Raw -109695.835815 + Penalty 3161.166616 = -106534.669199 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7516.020000 sec): 2 clusters Score: Raw -89194.945714 + Penalty 1565.310233 = -87629.635482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7516.180000 sec): 3 clusters Score: Raw -89308.917989 + Penalty 3130.620465 = -86178.297524 nChanged 111 SP:Iteration 1F (7516.340000 sec): 3 clusters Score: Raw -89609.193706 + Penalty 3130.620465 = -86478.573241 nChanged 50 SP:Iteration 2F (7516.530000 sec): 3 clusters Score: Raw -89827.157824 + Penalty 3130.620465 = -86696.537359 nChanged 24 SP:Iteration 3Q (7516.700000 sec): 3 clusters Score: Raw -89941.523427 + Penalty 3130.620465 = -86810.902962 nChanged 13 SP:Iteration 4Q (7516.920000 sec): 3 clusters Score: Raw -89980.842254 + Penalty 3130.620465 = -86850.221788 nChanged 12 SP:Iteration 5Q (7517.100000 sec): 3 clusters Score: Raw -90019.867677 + Penalty 3130.620465 = -86889.247212 nChanged 10 SP:Iteration 6Q (7517.260000 sec): 3 clusters Score: Raw -90049.256286 + Penalty 3130.620465 = -86918.635821 nChanged 7 SP:Iteration 7Q (7517.440000 sec): 3 clusters Score: Raw -90068.825372 + Penalty 3130.620465 = -86938.204906 nChanged 3 SP:Iteration 8Q (7517.590000 sec): 3 clusters Score: Raw -90073.844373 + Penalty 3130.620465 = -86943.223908 nChanged 3 SP:Iteration 9Q (7517.760000 sec): 3 clusters Score: Raw -90079.277020 + Penalty 3130.620465 = -86948.656555 nChanged 1 SP:Iteration 10Q (7517.920000 sec): 3 clusters Score: Raw -90079.929418 + Penalty 3130.620465 = -86949.308952 nChanged 0 SP:Iteration 11F (7518.090000 sec): 3 clusters Score: Raw -90079.929418 + Penalty 3130.620465 = -86949.308952 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7518.190000 sec): 2 clusters Score: Raw -38903.205111 + Penalty 1426.638014 = -37476.567096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7518.320000 sec): 3 clusters Score: Raw -39173.554557 + Penalty 2853.276029 = -36320.278528 nChanged 60 SP:Iteration 1F (7518.480000 sec): 3 clusters Score: Raw -39271.046383 + Penalty 2853.276029 = -36417.770354 nChanged 16 SP:Iteration 2F (7518.650000 sec): 3 clusters Score: Raw -39337.690905 + Penalty 2853.276029 = -36484.414876 nChanged 12 SP:Iteration 3Q (7518.850000 sec): 3 clusters Score: Raw -39376.152396 + Penalty 2853.276029 = -36522.876367 nChanged 16 SP:Iteration 4F (7519.030000 sec): 3 clusters Score: Raw -39412.461748 + Penalty 2853.276029 = -36559.185719 nChanged 13 SP:Iteration 5Q (7519.200000 sec): 3 clusters Score: Raw -39470.103964 + Penalty 2853.276029 = -36616.827935 nChanged 10 SP:Iteration 6Q (7519.340000 sec): 3 clusters Score: Raw -39527.177297 + Penalty 2853.276029 = -36673.901268 nChanged 8 SP:Iteration 7Q (7519.530000 sec): 3 clusters Score: Raw -39578.271474 + Penalty 2853.276029 = -36724.995445 nChanged 6 SP:Iteration 8Q (7519.700000 sec): 3 clusters Score: Raw -39635.821579 + Penalty 2853.276029 = -36782.545550 nChanged 1 SP:Iteration 9Q (7519.860000 sec): 3 clusters Score: Raw -39640.821122 + Penalty 2853.276029 = -36787.545093 nChanged 0 SP:Iteration 10F (7520.000000 sec): 3 clusters Score: Raw -39646.546628 + Penalty 2853.276029 = -36793.270599 nChanged 1 SP:Iteration 11Q (7520.170000 sec): 3 clusters Score: Raw -39690.976137 + Penalty 2853.276029 = -36837.700108 nChanged 1 SP:Iteration 12Q (7520.320000 sec): 3 clusters Score: Raw -39696.145681 + Penalty 2853.276029 = -36842.869652 nChanged 0 SP:Iteration 13F (7520.490000 sec): 3 clusters Score: Raw -39696.145681 + Penalty 2853.276029 = -36842.869652 nChanged 0 Iteration 179Q (7555.530000 sec): 45 clusters Score: Raw -140151052.428476 + Penalty 148000.158150 = -140003052.270326 nChanged 37 Iteration 180F (7623.530000 sec): 45 clusters Score: Raw -140151053.991839 + Penalty 148000.158150 = -140003053.833688 nChanged 40 Iteration 181Q (7664.560000 sec): 45 clusters Score: Raw -140151055.266302 + Penalty 148000.158150 = -140003055.108152 nChanged 39 Iteration 182Q (7707.350000 sec): 45 clusters Score: Raw -140151056.392696 + Penalty 148000.158150 = -140003056.234546 nChanged 50 Iteration 183Q (7747.730000 sec): 45 clusters Score: Raw -140151058.443136 + Penalty 148000.158150 = -140003058.284985 nChanged 48 Iteration 184Q (7785.770000 sec): 45 clusters Score: Raw -140151061.674434 + Penalty 148000.158150 = -140003061.516284 nChanged 46 Iteration 185Q (7824.850000 sec): 45 clusters Score: Raw -140151064.318577 + Penalty 148000.158150 = -140003064.160427 nChanged 45 Iteration 186Q (7862.440000 sec): 45 clusters Score: Raw -140151066.046608 + Penalty 148000.158150 = -140003065.888457 nChanged 50 Iteration 187Q (7899.220000 sec): 45 clusters Score: Raw -140151067.347327 + Penalty 148000.158150 = -140003067.189177 nChanged 50 Iteration 188Q (7934.840000 sec): 45 clusters Score: Raw -140151068.399766 + Penalty 148000.158150 = -140003068.241616 nChanged 45 Iteration 189Q (7970.990000 sec): 45 clusters Score: Raw -140151069.392871 + Penalty 148000.158150 = -140003069.234720 nChanged 44 Iteration 190Q (8004.460000 sec): 45 clusters Score: Raw -140151070.309893 + Penalty 148000.158150 = -140003070.151742 nChanged 38 Iteration 191Q (8037.280000 sec): 45 clusters Score: Raw -140151071.274792 + Penalty 148000.158150 = -140003071.116641 nChanged 48 Iteration 192Q (8066.130000 sec): 45 clusters Score: Raw -140151072.378968 + Penalty 148000.158150 = -140003072.220818 nChanged 43 Iteration 193Q (8095.310000 sec): 45 clusters Score: Raw -140151073.369670 + Penalty 148000.158150 = -140003073.211520 nChanged 40 Iteration 194Q (8124.440000 sec): 45 clusters Score: Raw -140151073.998933 + Penalty 148000.158150 = -140003073.840782 nChanged 32 Iteration 195Q (8152.460000 sec): 45 clusters Score: Raw -140151074.752162 + Penalty 148000.158150 = -140003074.594012 nChanged 31 Iteration 196Q (8181.920000 sec): 45 clusters Score: Raw -140151075.562260 + Penalty 148000.158150 = -140003075.404110 nChanged 37 Iteration 197Q (8214.120000 sec): 45 clusters Score: Raw -140151076.659103 + Penalty 148000.158150 = -140003076.500953 nChanged 36 Iteration 198Q (8248.830000 sec): 45 clusters Score: Raw -140151077.133463 + Penalty 148000.158150 = -140003076.975312 nChanged 32 Iteration 199Q (8281.960000 sec): 45 clusters Score: Raw -140151077.546589 + Penalty 148000.158150 = -140003077.388439 nChanged 28 Iteration 200F (8346.100000 sec): 45 clusters Score: Raw -140151078.080631 + Penalty 148000.158150 = -140003077.922481 nChanged 27 Iteration 201Q (8377.900000 sec): 45 clusters Score: Raw -140151078.492528 + Penalty 148000.158150 = -140003078.334378 nChanged 21 Iteration 202Q (8411.760000 sec): 45 clusters Score: Raw -140151078.787511 + Penalty 148000.158150 = -140003078.629361 nChanged 13 Iteration 203Q (8448.790000 sec): 45 clusters Score: Raw -140151078.999528 + Penalty 148000.158150 = -140003078.841378 nChanged 11 Iteration 204Q (8482.360000 sec): 45 clusters Score: Raw -140151079.117709 + Penalty 148000.158150 = -140003078.959559 nChanged 12 Iteration 205Q (8520.500000 sec): 45 clusters Score: Raw -140151079.376588 + Penalty 148000.158150 = -140003079.218438 nChanged 16 Iteration 206Q (8555.220000 sec): 45 clusters Score: Raw -140151079.605918 + Penalty 148000.158150 = -140003079.447768 nChanged 18 Iteration 207Q (8586.450000 sec): 45 clusters Score: Raw -140151079.877056 + Penalty 148000.158150 = -140003079.718906 nChanged 15 Iteration 208Q (8623.110000 sec): 45 clusters Score: Raw -140151080.369353 + Penalty 148000.158150 = -140003080.211203 nChanged 15 Iteration 209Q (8657.550000 sec): 45 clusters Score: Raw -140151081.589386 + Penalty 148000.158150 = -140003081.431236 nChanged 13 Iteration 210Q (8691.080000 sec): 45 clusters Score: Raw -140151082.555259 + Penalty 148000.158150 = -140003082.397109 nChanged 14 Iteration 211Q (8723.570000 sec): 45 clusters Score: Raw -140151083.340253 + Penalty 148000.158150 = -140003083.182103 nChanged 11 Iteration 212Q (8751.420000 sec): 45 clusters Score: Raw -140151083.640493 + Penalty 148000.158150 = -140003083.482343 nChanged 8 Iteration 213Q (8788.620000 sec): 45 clusters Score: Raw -140151084.114808 + Penalty 148000.158150 = -140003083.956658 nChanged 7 Iteration 214Q (8823.260000 sec): 45 clusters Score: Raw -140151084.556098 + Penalty 148000.158150 = -140003084.397948 nChanged 7 Iteration 215Q (8858.880000 sec): 45 clusters Score: Raw -140151084.816567 + Penalty 148000.158150 = -140003084.658417 nChanged 14 Iteration 216Q (8897.830000 sec): 45 clusters Score: Raw -140151085.231145 + Penalty 148000.158150 = -140003085.072995 nChanged 21 Iteration 217Q (8936.620000 sec): 45 clusters Score: Raw -140151086.011287 + Penalty 148000.158150 = -140003085.853137 nChanged 18 Iteration 218Q (8973.200000 sec): 45 clusters Score: Raw -140151086.285858 + Penalty 148000.158150 = -140003086.127708 nChanged 11 Writing temp clu file Because OldScore, -140003085.853137, is greater than current (better) Score,-140003086.127708 Compute initial score before splitting: Score: Raw -140151086.285858 + Penalty 148000.158150 = -140003086.127708 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8973.440000 sec): 2 clusters Score: Raw -57098.070687 + Penalty 1454.180532 = -55643.890156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8973.640000 sec): 3 clusters Score: Raw -57253.481827 + Penalty 2908.361063 = -54345.120764 nChanged 60 SP:Iteration 1F (8973.810000 sec): 3 clusters Score: Raw -57456.505584 + Penalty 2908.361063 = -54548.144521 nChanged 22 SP:Iteration 2F (8973.960000 sec): 3 clusters Score: Raw -57528.896998 + Penalty 2908.361063 = -54620.535935 nChanged 11 SP:Iteration 3Q (8974.120000 sec): 3 clusters Score: Raw -57562.621025 + Penalty 2908.361063 = -54654.259962 nChanged 2 SP:Iteration 4Q (8974.340000 sec): 3 clusters Score: Raw -57569.899954 + Penalty 2908.361063 = -54661.538891 nChanged 2 SP:Iteration 5Q (8974.520000 sec): 3 clusters Score: Raw -57572.832676 + Penalty 2908.361063 = -54664.471613 nChanged 0 SP:Iteration 6F (8974.660000 sec): 3 clusters Score: Raw -57572.832676 + Penalty 2908.361063 = -54664.471613 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8974.760000 sec): 2 clusters Score: Raw -33978.250212 + Penalty 1345.387604 = -32632.862608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8974.940000 sec): 3 clusters Score: Raw -34210.364807 + Penalty 2690.775209 = -31519.589598 nChanged 35 SP:Iteration 1F (8975.080000 sec): 3 clusters Score: Raw -34374.400597 + Penalty 2690.775209 = -31683.625388 nChanged 12 SP:Iteration 2F (8975.260000 sec): 3 clusters Score: Raw -34439.306136 + Penalty 2690.775209 = -31748.530928 nChanged 3 SP:Iteration 3Q (8975.440000 sec): 3 clusters Score: Raw -34492.085532 + Penalty 2690.775209 = -31801.310324 nChanged 2 SP:Iteration 4Q (8975.600000 sec): 3 clusters Score: Raw -34526.214674 + Penalty 2690.775209 = -31835.439466 nChanged 4 SP:Iteration 5Q (8975.760000 sec): 3 clusters Score: Raw -34562.960484 + Penalty 2690.775209 = -31872.185275 nChanged 3 SP:Iteration 6Q (8975.970000 sec): 3 clusters Score: Raw -34583.806866 + Penalty 2690.775209 = -31893.031657 nChanged 2 SP:Iteration 7Q (8976.140000 sec): 3 clusters Score: Raw -34596.471042 + Penalty 2690.775209 = -31905.695834 nChanged 0 SP:Iteration 8F (8976.300000 sec): 3 clusters Score: Raw -34596.471042 + Penalty 2690.775209 = -31905.695834 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (20071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8976.480000 sec): 2 clusters Score: Raw -3595113.877923 + Penalty 2456.943754 = -3592656.934169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8976.720000 sec): 3 clusters Score: Raw -3583478.173310 + Penalty 4913.887508 = -3578564.285802 nChanged 8741 SP:Iteration 1F (8976.990000 sec): 3 clusters Score: Raw -3588208.381010 + Penalty 4913.887508 = -3583294.493502 nChanged 1067 SP:Iteration 2F (8977.280000 sec): 3 clusters Score: Raw -3588587.733751 + Penalty 4913.887508 = -3583673.846243 nChanged 901 SP:Iteration 3Q (8977.590000 sec): 3 clusters Score: Raw -3588934.194536 + Penalty 4913.887508 = -3584020.307028 nChanged 796 SP:Iteration 4Q (8977.870000 sec): 3 clusters Score: Raw -3589252.488699 + Penalty 4913.887508 = -3584338.601191 nChanged 737 SP:Iteration 5Q (8978.240000 sec): 3 clusters Score: Raw -3589615.411040 + Penalty 4913.887508 = -3584701.523532 nChanged 760 SP:Iteration 6Q (8978.570000 sec): 3 clusters Score: Raw -3590013.237862 + Penalty 4913.887508 = -3585099.350354 nChanged 839 SP:Iteration 7Q (8978.870000 sec): 3 clusters Score: Raw -3590465.241201 + Penalty 4913.887508 = -3585551.353693 nChanged 888 SP:Iteration 8Q (8979.180000 sec): 3 clusters Score: Raw -3590933.057270 + Penalty 4913.887508 = -3586019.169762 nChanged 890 SP:Iteration 9Q (8979.500000 sec): 3 clusters Score: Raw -3591402.057644 + Penalty 4913.887508 = -3586488.170136 nChanged 899 SP:Iteration 10Q (8979.790000 sec): 3 clusters Score: Raw -3591925.192342 + Penalty 4913.887508 = -3587011.304834 nChanged 902 SP:Iteration 11Q (8980.120000 sec): 3 clusters Score: Raw -3592417.301464 + Penalty 4913.887508 = -3587503.413956 nChanged 833 SP:Iteration 12Q (8980.400000 sec): 3 clusters Score: Raw -3592868.840555 + Penalty 4913.887508 = -3587954.953047 nChanged 764 SP:Iteration 13Q (8980.700000 sec): 3 clusters Score: Raw -3593281.955683 + Penalty 4913.887508 = -3588368.068175 nChanged 677 SP:Iteration 14Q (8980.980000 sec): 3 clusters Score: Raw -3593624.208769 + Penalty 4913.887508 = -3588710.321261 nChanged 550 SP:Iteration 15Q (8981.260000 sec): 3 clusters Score: Raw -3593863.169754 + Penalty 4913.887508 = -3588949.282246 nChanged 453 SP:Iteration 16Q (8981.500000 sec): 3 clusters Score: Raw -3594030.956500 + Penalty 4913.887508 = -3589117.068992 nChanged 389 SP:Iteration 17Q (8981.790000 sec): 3 clusters Score: Raw -3594142.719985 + Penalty 4913.887508 = -3589228.832477 nChanged 301 SP:Iteration 18Q (8982.070000 sec): 3 clusters Score: Raw -3594216.586849 + Penalty 4913.887508 = -3589302.699341 nChanged 237 SP:Iteration 19Q (8982.410000 sec): 3 clusters Score: Raw -3594272.208773 + Penalty 4913.887508 = -3589358.321265 nChanged 208 SP:Iteration 20F (8982.680000 sec): 3 clusters Score: Raw -3594318.114934 + Penalty 4913.887508 = -3589404.227426 nChanged 178 SP:Iteration 21Q (8983.000000 sec): 3 clusters Score: Raw -3594350.761652 + Penalty 4913.887508 = -3589436.874144 nChanged 152 SP:Iteration 22Q (8983.240000 sec): 3 clusters Score: Raw -3594379.204084 + Penalty 4913.887508 = -3589465.316576 nChanged 148 SP:Iteration 23Q (8983.560000 sec): 3 clusters Score: Raw -3594405.686804 + Penalty 4913.887508 = -3589491.799296 nChanged 145 SP:Iteration 24Q (8983.840000 sec): 3 clusters Score: Raw -3594428.945866 + Penalty 4913.887508 = -3589515.058358 nChanged 129 SP:Iteration 25Q (8984.120000 sec): 3 clusters Score: Raw -3594447.985884 + Penalty 4913.887508 = -3589534.098376 nChanged 114 SP:Iteration 26Q (8984.450000 sec): 3 clusters Score: Raw -3594465.246448 + Penalty 4913.887508 = -3589551.358940 nChanged 100 SP:Iteration 27Q (8984.740000 sec): 3 clusters Score: Raw -3594478.135967 + Penalty 4913.887508 = -3589564.248459 nChanged 85 SP:Iteration 28Q (8985.040000 sec): 3 clusters Score: Raw -3594487.345987 + Penalty 4913.887508 = -3589573.458479 nChanged 84 SP:Iteration 29Q (8985.360000 sec): 3 clusters Score: Raw -3594497.526596 + Penalty 4913.887508 = -3589583.639088 nChanged 82 SP:Iteration 30Q (8985.670000 sec): 3 clusters Score: Raw -3594505.802451 + Penalty 4913.887508 = -3589591.914943 nChanged 53 SP:Iteration 31Q (8985.970000 sec): 3 clusters Score: Raw -3594510.472546 + Penalty 4913.887508 = -3589596.585038 nChanged 49 SP:Iteration 32Q (8986.280000 sec): 3 clusters Score: Raw -3594515.317238 + Penalty 4913.887508 = -3589601.429730 nChanged 35 SP:Iteration 33Q (8986.630000 sec): 3 clusters Score: Raw -3594518.894416 + Penalty 4913.887508 = -3589605.006908 nChanged 40 SP:Iteration 34Q (8986.900000 sec): 3 clusters Score: Raw -3594523.635521 + Penalty 4913.887508 = -3589609.748013 nChanged 46 SP:Iteration 35Q (8987.200000 sec): 3 clusters Score: Raw -3594528.907069 + Penalty 4913.887508 = -3589615.019561 nChanged 46 SP:Iteration 36Q (8987.500000 sec): 3 clusters Score: Raw -3594534.000885 + Penalty 4913.887508 = -3589620.113377 nChanged 58 SP:Iteration 37Q (8987.810000 sec): 3 clusters Score: Raw -3594541.570066 + Penalty 4913.887508 = -3589627.682558 nChanged 68 SP:Iteration 38Q (8988.100000 sec): 3 clusters Score: Raw -3594551.434295 + Penalty 4913.887508 = -3589637.546787 nChanged 63 SP:Iteration 39Q (8988.460000 sec): 3 clusters Score: Raw -3594559.581408 + Penalty 4913.887508 = -3589645.693900 nChanged 62 SP:Iteration 40F (8988.740000 sec): 3 clusters Score: Raw -3594568.270266 + Penalty 4913.887508 = -3589654.382758 nChanged 52 SP:Iteration 41Q (8989.020000 sec): 3 clusters Score: Raw -3594575.450434 + Penalty 4913.887508 = -3589661.562926 nChanged 53 SP:Iteration 42Q (8989.350000 sec): 3 clusters Score: Raw -3594581.742299 + Penalty 4913.887508 = -3589667.854791 nChanged 60 SP:Iteration 43Q (8989.670000 sec): 3 clusters Score: Raw -3594589.267001 + Penalty 4913.887508 = -3589675.379493 nChanged 60 SP:Iteration 44Q (8989.940000 sec): 3 clusters Score: Raw -3594596.492012 + Penalty 4913.887508 = -3589682.604504 nChanged 60 SP:Iteration 45Q (8990.250000 sec): 3 clusters Score: Raw -3594603.271553 + Penalty 4913.887508 = -3589689.384044 nChanged 50 SP:Iteration 46Q (8990.560000 sec): 3 clusters Score: Raw -3594609.194872 + Penalty 4913.887508 = -3589695.307364 nChanged 57 SP:Iteration 47Q (8990.810000 sec): 3 clusters Score: Raw -3594616.095640 + Penalty 4913.887508 = -3589702.208132 nChanged 56 SP:Iteration 48Q (8991.100000 sec): 3 clusters Score: Raw -3594621.935508 + Penalty 4913.887508 = -3589708.047999 nChanged 49 SP:Iteration 49Q (8991.380000 sec): 3 clusters Score: Raw -3594626.999462 + Penalty 4913.887508 = -3589713.111954 nChanged 46 SP:Iteration 50Q (8991.680000 sec): 3 clusters Score: Raw -3594631.364177 + Penalty 4913.887508 = -3589717.476669 nChanged 41 SP:Iteration 51Q (8991.980000 sec): 3 clusters Score: Raw -3594635.360853 + Penalty 4913.887508 = -3589721.473345 nChanged 35 SP:Iteration 52Q (8992.270000 sec): 3 clusters Score: Raw -3594638.728118 + Penalty 4913.887508 = -3589724.840610 nChanged 45 SP:Iteration 53Q (8992.600000 sec): 3 clusters Score: Raw -3594642.953506 + Penalty 4913.887508 = -3589729.065998 nChanged 34 SP:Iteration 54Q (8992.960000 sec): 3 clusters Score: Raw -3594646.051206 + Penalty 4913.887508 = -3589732.163698 nChanged 46 SP:Iteration 55Q (8993.280000 sec): 3 clusters Score: Raw -3594650.658619 + Penalty 4913.887508 = -3589736.771111 nChanged 38 SP:Iteration 56Q (8993.570000 sec): 3 clusters Score: Raw -3594654.011506 + Penalty 4913.887508 = -3589740.123998 nChanged 41 SP:Iteration 57Q (8993.920000 sec): 3 clusters Score: Raw -3594658.397434 + Penalty 4913.887508 = -3589744.509926 nChanged 33 SP:Iteration 58Q (8994.190000 sec): 3 clusters Score: Raw -3594661.280333 + Penalty 4913.887508 = -3589747.392825 nChanged 34 SP:Iteration 59Q (8994.470000 sec): 3 clusters Score: Raw -3594664.427166 + Penalty 4913.887508 = -3589750.539658 nChanged 31 SP:Iteration 60F (8994.750000 sec): 3 clusters Score: Raw -3594667.071418 + Penalty 4913.887508 = -3589753.183910 nChanged 21 SP:Iteration 61Q (8995.020000 sec): 3 clusters Score: Raw -3594669.141041 + Penalty 4913.887508 = -3589755.253533 nChanged 25 SP:Iteration 62Q (8995.300000 sec): 3 clusters Score: Raw -3594671.673542 + Penalty 4913.887508 = -3589757.786034 nChanged 23 SP:Iteration 63Q (8995.610000 sec): 3 clusters Score: Raw -3594674.775361 + Penalty 4913.887508 = -3589760.887853 nChanged 30 SP:Iteration 64Q (8995.960000 sec): 3 clusters Score: Raw -3594678.315397 + Penalty 4913.887508 = -3589764.427889 nChanged 41 SP:Iteration 65Q (8996.260000 sec): 3 clusters Score: Raw -3594683.347938 + Penalty 4913.887508 = -3589769.460430 nChanged 44 SP:Iteration 66Q (8996.600000 sec): 3 clusters Score: Raw -3594688.459782 + Penalty 4913.887508 = -3589774.572274 nChanged 58 SP:Iteration 67Q (8996.850000 sec): 3 clusters Score: Raw -3594696.340154 + Penalty 4913.887508 = -3589782.452646 nChanged 68 SP:Iteration 68Q (8997.160000 sec): 3 clusters Score: Raw -3594705.041252 + Penalty 4913.887508 = -3589791.153744 nChanged 61 SP:Iteration 69Q (8997.460000 sec): 3 clusters Score: Raw -3594713.352105 + Penalty 4913.887508 = -3589799.464597 nChanged 60 SP:Iteration 70Q (8997.700000 sec): 3 clusters Score: Raw -3594721.043709 + Penalty 4913.887508 = -3589807.156201 nChanged 53 SP:Iteration 71Q (8998.000000 sec): 3 clusters Score: Raw -3594726.519587 + Penalty 4913.887508 = -3589812.632079 nChanged 51 SP:Iteration 72Q (8998.320000 sec): 3 clusters Score: Raw -3594732.020782 + Penalty 4913.887508 = -3589818.133274 nChanged 46 SP:Iteration 73Q (8998.640000 sec): 3 clusters Score: Raw -3594737.184395 + Penalty 4913.887508 = -3589823.296887 nChanged 50 SP:Iteration 74Q (8998.930000 sec): 3 clusters Score: Raw -3594742.871569 + Penalty 4913.887508 = -3589828.984061 nChanged 47 SP:Iteration 75Q (8999.200000 sec): 3 clusters Score: Raw -3594749.677993 + Penalty 4913.887508 = -3589835.790485 nChanged 54 SP:Iteration 76Q (8999.540000 sec): 3 clusters Score: Raw -3594756.904193 + Penalty 4913.887508 = -3589843.016685 nChanged 40 SP:Iteration 77Q (8999.900000 sec): 3 clusters Score: Raw -3594761.307985 + Penalty 4913.887508 = -3589847.420477 nChanged 38 SP:Iteration 78Q (9000.190000 sec): 3 clusters Score: Raw -3594765.348827 + Penalty 4913.887508 = -3589851.461319 nChanged 43 SP:Iteration 79Q (9000.490000 sec): 3 clusters Score: Raw -3594770.214987 + Penalty 4913.887508 = -3589856.327479 nChanged 40 SP:Iteration 80F (9000.810000 sec): 3 clusters Score: Raw -3594774.761291 + Penalty 4913.887508 = -3589860.873783 nChanged 42 SP:Iteration 81Q (9001.150000 sec): 3 clusters Score: Raw -3594779.340144 + Penalty 4913.887508 = -3589865.452636 nChanged 34 SP:Iteration 82Q (9001.470000 sec): 3 clusters Score: Raw -3594782.385056 + Penalty 4913.887508 = -3589868.497548 nChanged 30 SP:Iteration 83Q (9001.750000 sec): 3 clusters Score: Raw -3594785.449351 + Penalty 4913.887508 = -3589871.561843 nChanged 36 SP:Iteration 84Q (9002.080000 sec): 3 clusters Score: Raw -3594789.261507 + Penalty 4913.887508 = -3589875.373999 nChanged 28 SP:Iteration 85Q (9002.340000 sec): 3 clusters Score: Raw -3594792.093407 + Penalty 4913.887508 = -3589878.205899 nChanged 29 SP:Iteration 86Q (9002.660000 sec): 3 clusters Score: Raw -3594795.477120 + Penalty 4913.887508 = -3589881.589612 nChanged 35 SP:Iteration 87Q (9002.930000 sec): 3 clusters Score: Raw -3594801.229882 + Penalty 4913.887508 = -3589887.342374 nChanged 47 SP:Iteration 88Q (9003.250000 sec): 3 clusters Score: Raw -3594808.341409 + Penalty 4913.887508 = -3589894.453901 nChanged 58 SP:Iteration 89Q (9003.550000 sec): 3 clusters Score: Raw -3594816.805244 + Penalty 4913.887508 = -3589902.917736 nChanged 57 SP:Iteration 90Q (9003.830000 sec): 3 clusters Score: Raw -3594825.149959 + Penalty 4913.887508 = -3589911.262451 nChanged 56 SP:Iteration 91Q (9004.150000 sec): 3 clusters Score: Raw -3594831.345076 + Penalty 4913.887508 = -3589917.457568 nChanged 56 SP:Iteration 92Q (9004.420000 sec): 3 clusters Score: Raw -3594838.150433 + Penalty 4913.887508 = -3589924.262925 nChanged 52 SP:Iteration 93Q (9004.770000 sec): 3 clusters Score: Raw -3594844.236512 + Penalty 4913.887508 = -3589930.349004 nChanged 54 SP:Iteration 94Q (9005.070000 sec): 3 clusters Score: Raw -3594849.558113 + Penalty 4913.887508 = -3589935.670605 nChanged 52 SP:Iteration 95Q (9005.350000 sec): 3 clusters Score: Raw -3594855.768464 + Penalty 4913.887508 = -3589941.880956 nChanged 42 SP:Iteration 96Q (9005.690000 sec): 3 clusters Score: Raw -3594860.934951 + Penalty 4913.887508 = -3589947.047443 nChanged 44 SP:Iteration 97Q (9005.990000 sec): 3 clusters Score: Raw -3594866.543315 + Penalty 4913.887508 = -3589952.655807 nChanged 35 SP:Iteration 98Q (9006.290000 sec): 3 clusters Score: Raw -3594870.922764 + Penalty 4913.887508 = -3589957.035256 nChanged 38 SP:Iteration 99Q (9006.560000 sec): 3 clusters Score: Raw -3594874.878359 + Penalty 4913.887508 = -3589960.990851 nChanged 28 SP:Iteration 100F (9006.850000 sec): 3 clusters Score: Raw -3594877.434404 + Penalty 4913.887508 = -3589963.546896 nChanged 17 SP:Iteration 101Q (9007.140000 sec): 3 clusters Score: Raw -3594879.114688 + Penalty 4913.887508 = -3589965.227179 nChanged 24 SP:Iteration 102Q (9007.420000 sec): 3 clusters Score: Raw -3594881.107775 + Penalty 4913.887508 = -3589967.220267 nChanged 20 SP:Iteration 103Q (9007.690000 sec): 3 clusters Score: Raw -3594883.078922 + Penalty 4913.887508 = -3589969.191414 nChanged 18 SP:Iteration 104Q (9007.970000 sec): 3 clusters Score: Raw -3594884.701370 + Penalty 4913.887508 = -3589970.813862 nChanged 21 SP:Iteration 105Q (9008.200000 sec): 3 clusters Score: Raw -3594886.497907 + Penalty 4913.887508 = -3589972.610399 nChanged 22 SP:Iteration 106Q (9008.500000 sec): 3 clusters Score: Raw -3594888.957653 + Penalty 4913.887508 = -3589975.070145 nChanged 26 SP:Iteration 107Q (9008.780000 sec): 3 clusters Score: Raw -3594892.300060 + Penalty 4913.887508 = -3589978.412552 nChanged 27 SP:Iteration 108Q (9009.090000 sec): 3 clusters Score: Raw -3594895.739278 + Penalty 4913.887508 = -3589981.851770 nChanged 22 SP:Iteration 109Q (9009.390000 sec): 3 clusters Score: Raw -3594898.774482 + Penalty 4913.887508 = -3589984.886974 nChanged 19 SP:Iteration 110Q (9009.700000 sec): 3 clusters Score: Raw -3594900.707489 + Penalty 4913.887508 = -3589986.819981 nChanged 16 SP:Iteration 111Q (9010.010000 sec): 3 clusters Score: Raw -3594902.265309 + Penalty 4913.887508 = -3589988.377801 nChanged 19 SP:Iteration 112Q (9010.270000 sec): 3 clusters Score: Raw -3594903.749036 + Penalty 4913.887508 = -3589989.861528 nChanged 24 SP:Iteration 113Q (9010.530000 sec): 3 clusters Score: Raw -3594906.054337 + Penalty 4913.887508 = -3589992.166829 nChanged 18 SP:Iteration 114Q (9010.850000 sec): 3 clusters Score: Raw -3594907.836697 + Penalty 4913.887508 = -3589993.949189 nChanged 17 SP:Iteration 115Q (9011.120000 sec): 3 clusters Score: Raw -3594909.565989 + Penalty 4913.887508 = -3589995.678481 nChanged 17 SP:Iteration 116Q (9011.410000 sec): 3 clusters Score: Raw -3594911.369940 + Penalty 4913.887508 = -3589997.482432 nChanged 21 SP:Iteration 117Q (9011.730000 sec): 3 clusters Score: Raw -3594913.891596 + Penalty 4913.887508 = -3590000.004088 nChanged 28 SP:Iteration 118Q (9012.010000 sec): 3 clusters Score: Raw -3594917.243300 + Penalty 4913.887508 = -3590003.355792 nChanged 30 SP:Iteration 119Q (9012.320000 sec): 3 clusters Score: Raw -3594921.310681 + Penalty 4913.887508 = -3590007.423173 nChanged 40 SP:Iteration 120F (9012.640000 sec): 3 clusters Score: Raw -3594927.019379 + Penalty 4913.887508 = -3590013.131871 nChanged 45 SP:Iteration 121Q (9012.930000 sec): 3 clusters Score: Raw -3594933.085119 + Penalty 4913.887508 = -3590019.197611 nChanged 41 SP:Iteration 122Q (9013.260000 sec): 3 clusters Score: Raw -3594938.623010 + Penalty 4913.887508 = -3590024.735502 nChanged 48 SP:Iteration 123Q (9013.590000 sec): 3 clusters Score: Raw -3594944.849349 + Penalty 4913.887508 = -3590030.961841 nChanged 46 SP:Iteration 124Q (9013.870000 sec): 3 clusters Score: Raw -3594951.323203 + Penalty 4913.887508 = -3590037.435695 nChanged 47 SP:Iteration 125Q (9014.190000 sec): 3 clusters Score: Raw -3594957.368666 + Penalty 4913.887508 = -3590043.481158 nChanged 45 SP:Iteration 126Q (9014.440000 sec): 3 clusters Score: Raw -3594964.017131 + Penalty 4913.887508 = -3590050.129623 nChanged 51 SP:Iteration 127Q (9014.700000 sec): 3 clusters Score: Raw -3594970.925048 + Penalty 4913.887508 = -3590057.037540 nChanged 47 SP:Iteration 128Q (9015.020000 sec): 3 clusters Score: Raw -3594978.113844 + Penalty 4913.887508 = -3590064.226336 nChanged 54 SP:Iteration 129Q (9015.370000 sec): 3 clusters Score: Raw -3594985.466962 + Penalty 4913.887508 = -3590071.579454 nChanged 56 SP:Iteration 130Q (9015.610000 sec): 3 clusters Score: Raw -3594993.953725 + Penalty 4913.887508 = -3590080.066217 nChanged 52 SP:Iteration 131Q (9015.900000 sec): 3 clusters Score: Raw -3595000.913013 + Penalty 4913.887508 = -3590087.025505 nChanged 49 SP:Iteration 132Q (9016.200000 sec): 3 clusters Score: Raw -3595008.161988 + Penalty 4913.887508 = -3590094.274480 nChanged 56 SP:Iteration 133Q (9016.500000 sec): 3 clusters Score: Raw -3595017.182132 + Penalty 4913.887508 = -3590103.294624 nChanged 52 SP:Iteration 134Q (9016.830000 sec): 3 clusters Score: Raw -3595025.448102 + Penalty 4913.887508 = -3590111.560594 nChanged 51 SP:Iteration 135Q (9017.110000 sec): 3 clusters Score: Raw -3595034.327388 + Penalty 4913.887508 = -3590120.439880 nChanged 51 SP:Iteration 136Q (9017.420000 sec): 3 clusters Score: Raw -3595042.497085 + Penalty 4913.887508 = -3590128.609577 nChanged 50 SP:Iteration 137Q (9017.710000 sec): 3 clusters Score: Raw -3595049.790666 + Penalty 4913.887508 = -3590135.903158 nChanged 58 SP:Iteration 138Q (9017.960000 sec): 3 clusters Score: Raw -3595059.082966 + Penalty 4913.887508 = -3590145.195458 nChanged 56 SP:Iteration 139Q (9018.290000 sec): 3 clusters Score: Raw -3595068.624435 + Penalty 4913.887508 = -3590154.736927 nChanged 59 SP:Iteration 140F (9018.560000 sec): 3 clusters Score: Raw -3595080.450074 + Penalty 4913.887508 = -3590166.562566 nChanged 68 SP:Iteration 141Q (9018.850000 sec): 3 clusters Score: Raw -3595093.877735 + Penalty 4913.887508 = -3590179.990227 nChanged 69 SP:Iteration 142Q (9019.170000 sec): 3 clusters Score: Raw -3595109.377429 + Penalty 4913.887508 = -3590195.489921 nChanged 84 SP:Iteration 143Q (9019.530000 sec): 3 clusters Score: Raw -3595126.953625 + Penalty 4913.887508 = -3590213.066117 nChanged 84 SP:Iteration 144Q (9019.850000 sec): 3 clusters Score: Raw -3595145.683208 + Penalty 4913.887508 = -3590231.795700 nChanged 86 SP:Iteration 145Q (9020.140000 sec): 3 clusters Score: Raw -3595163.541282 + Penalty 4913.887508 = -3590249.653774 nChanged 80 SP:Iteration 146Q (9020.470000 sec): 3 clusters Score: Raw -3595182.545595 + Penalty 4913.887508 = -3590268.658087 nChanged 76 SP:Iteration 147Q (9020.760000 sec): 3 clusters Score: Raw -3595199.265637 + Penalty 4913.887508 = -3590285.378129 nChanged 71 SP:Iteration 148Q (9021.080000 sec): 3 clusters Score: Raw -3595213.407042 + Penalty 4913.887508 = -3590299.519534 nChanged 66 SP:Iteration 149Q (9021.340000 sec): 3 clusters Score: Raw -3595232.478768 + Penalty 4913.887508 = -3590318.591260 nChanged 82 SP:Iteration 150Q (9021.650000 sec): 3 clusters Score: Raw -3595253.979483 + Penalty 4913.887508 = -3590340.091975 nChanged 76 SP:Iteration 151Q (9021.900000 sec): 3 clusters Score: Raw -3595271.123428 + Penalty 4913.887508 = -3590357.235920 nChanged 78 SP:Iteration 152Q (9022.200000 sec): 3 clusters Score: Raw -3595291.097499 + Penalty 4913.887508 = -3590377.209991 nChanged 84 SP:Iteration 153Q (9022.540000 sec): 3 clusters Score: Raw -3595310.079572 + Penalty 4913.887508 = -3590396.192064 nChanged 65 SP:Iteration 154Q (9022.800000 sec): 3 clusters Score: Raw -3595323.738335 + Penalty 4913.887508 = -3590409.850827 nChanged 63 SP:Iteration 155Q (9023.080000 sec): 3 clusters Score: Raw -3595335.159603 + Penalty 4913.887508 = -3590421.272095 nChanged 53 SP:Iteration 156Q (9023.380000 sec): 3 clusters Score: Raw -3595345.072126 + Penalty 4913.887508 = -3590431.184618 nChanged 56 SP:Iteration 157Q (9023.680000 sec): 3 clusters Score: Raw -3595357.249570 + Penalty 4913.887508 = -3590443.362062 nChanged 60 SP:Iteration 158Q (9024.010000 sec): 3 clusters Score: Raw -3595368.878933 + Penalty 4913.887508 = -3590454.991425 nChanged 41 SP:Iteration 159Q (9024.330000 sec): 3 clusters Score: Raw -3595376.859224 + Penalty 4913.887508 = -3590462.971716 nChanged 42 SP:Iteration 160F (9024.660000 sec): 3 clusters Score: Raw -3595384.850133 + Penalty 4913.887508 = -3590470.962625 nChanged 41 SP:Iteration 161Q (9024.970000 sec): 3 clusters Score: Raw -3595394.377589 + Penalty 4913.887508 = -3590480.490081 nChanged 42 SP:Iteration 162Q (9025.280000 sec): 3 clusters Score: Raw -3595403.873767 + Penalty 4913.887508 = -3590489.986259 nChanged 53 SP:Iteration 163Q (9025.630000 sec): 3 clusters Score: Raw -3595416.577550 + Penalty 4913.887508 = -3590502.690042 nChanged 56 SP:Iteration 164Q (9025.900000 sec): 3 clusters Score: Raw -3595428.511622 + Penalty 4913.887508 = -3590514.624114 nChanged 54 SP:Iteration 165Q (9026.200000 sec): 3 clusters Score: Raw -3595439.343446 + Penalty 4913.887508 = -3590525.455938 nChanged 43 SP:Iteration 166Q (9026.530000 sec): 3 clusters Score: Raw -3595449.509462 + Penalty 4913.887508 = -3590535.621954 nChanged 49 SP:Iteration 167Q (9026.850000 sec): 3 clusters Score: Raw -3595459.761708 + Penalty 4913.887508 = -3590545.874199 nChanged 45 SP:Iteration 168Q (9027.090000 sec): 3 clusters Score: Raw -3595469.606277 + Penalty 4913.887508 = -3590555.718769 nChanged 37 SP:Iteration 169Q (9027.450000 sec): 3 clusters Score: Raw -3595478.863944 + Penalty 4913.887508 = -3590564.976436 nChanged 29 SP:Iteration 170Q (9027.760000 sec): 3 clusters Score: Raw -3595485.457001 + Penalty 4913.887508 = -3590571.569493 nChanged 39 SP:Iteration 171Q (9028.040000 sec): 3 clusters Score: Raw -3595495.723719 + Penalty 4913.887508 = -3590581.836211 nChanged 51 SP:Iteration 172Q (9028.320000 sec): 3 clusters Score: Raw -3595507.729044 + Penalty 4913.887508 = -3590593.841536 nChanged 45 SP:Iteration 173Q (9028.580000 sec): 3 clusters Score: Raw -3595517.952327 + Penalty 4913.887508 = -3590604.064819 nChanged 32 SP:Iteration 174Q (9028.980000 sec): 3 clusters Score: Raw -3595524.519080 + Penalty 4913.887508 = -3590610.631572 nChanged 37 SP:Iteration 175Q (9029.310000 sec): 3 clusters Score: Raw -3595532.751645 + Penalty 4913.887508 = -3590618.864137 nChanged 34 SP:Iteration 176Q (9029.640000 sec): 3 clusters Score: Raw -3595538.970921 + Penalty 4913.887508 = -3590625.083413 nChanged 20 SP:Iteration 177Q (9029.940000 sec): 3 clusters Score: Raw -3595542.553391 + Penalty 4913.887508 = -3590628.665883 nChanged 19 SP:Iteration 178Q (9030.190000 sec): 3 clusters Score: Raw -3595545.936669 + Penalty 4913.887508 = -3590632.049161 nChanged 21 SP:Iteration 179Q (9030.510000 sec): 3 clusters Score: Raw -3595550.004868 + Penalty 4913.887508 = -3590636.117360 nChanged 26 SP:Iteration 180F (9030.810000 sec): 3 clusters Score: Raw -3595555.265737 + Penalty 4913.887508 = -3590641.378229 nChanged 15 SP:Iteration 181Q (9031.170000 sec): 3 clusters Score: Raw -3595557.526048 + Penalty 4913.887508 = -3590643.638540 nChanged 14 SP:Iteration 182Q (9031.430000 sec): 3 clusters Score: Raw -3595559.804951 + Penalty 4913.887508 = -3590645.917443 nChanged 13 SP:Iteration 183Q (9031.750000 sec): 3 clusters Score: Raw -3595562.415100 + Penalty 4913.887508 = -3590648.527592 nChanged 14 SP:Iteration 184Q (9032.050000 sec): 3 clusters Score: Raw -3595564.988088 + Penalty 4913.887508 = -3590651.100580 nChanged 13 SP:Iteration 185Q (9032.290000 sec): 3 clusters Score: Raw -3595566.777067 + Penalty 4913.887508 = -3590652.889559 nChanged 8 SP:Iteration 186Q (9032.630000 sec): 3 clusters Score: Raw -3595567.898218 + Penalty 4913.887508 = -3590654.010710 nChanged 6 SP:Iteration 187Q (9032.980000 sec): 3 clusters Score: Raw -3595568.639217 + Penalty 4913.887508 = -3590654.751709 nChanged 8 SP:Iteration 188Q (9033.320000 sec): 3 clusters Score: Raw -3595569.930816 + Penalty 4913.887508 = -3590656.043308 nChanged 9 SP:Iteration 189Q (9033.610000 sec): 3 clusters Score: Raw -3595571.738220 + Penalty 4913.887508 = -3590657.850712 nChanged 10 SP:Iteration 190Q (9033.870000 sec): 3 clusters Score: Raw -3595573.317459 + Penalty 4913.887508 = -3590659.429951 nChanged 5 SP:Iteration 191Q (9034.140000 sec): 3 clusters Score: Raw -3595573.920592 + Penalty 4913.887508 = -3590660.033084 nChanged 7 SP:Iteration 192Q (9034.430000 sec): 3 clusters Score: Raw -3595574.964973 + Penalty 4913.887508 = -3590661.077464 nChanged 8 SP:Iteration 193Q (9034.700000 sec): 3 clusters Score: Raw -3595576.095563 + Penalty 4913.887508 = -3590662.208054 nChanged 6 SP:Iteration 194Q (9034.990000 sec): 3 clusters Score: Raw -3595577.158572 + Penalty 4913.887508 = -3590663.271064 nChanged 6 SP:Iteration 195Q (9035.290000 sec): 3 clusters Score: Raw -3595578.209361 + Penalty 4913.887508 = -3590664.321853 nChanged 9 SP:Iteration 196Q (9035.680000 sec): 3 clusters Score: Raw -3595580.022514 + Penalty 4913.887508 = -3590666.135006 nChanged 11 SP:Iteration 197Q (9035.950000 sec): 3 clusters Score: Raw -3595582.379632 + Penalty 4913.887508 = -3590668.492124 nChanged 18 SP:Iteration 198Q (9036.250000 sec): 3 clusters Score: Raw -3595585.972747 + Penalty 4913.887508 = -3590672.085239 nChanged 23 SP:Iteration 199Q (9036.550000 sec): 3 clusters Score: Raw -3595590.511626 + Penalty 4913.887508 = -3590676.624118 nChanged 19 SP:Iteration 200F (9036.860000 sec): 3 clusters Score: Raw -3595593.040689 + Penalty 4913.887508 = -3590679.153181 nChanged 6 SP:Iteration 201Q (9037.220000 sec): 3 clusters Score: Raw -3595593.821483 + Penalty 4913.887508 = -3590679.933975 nChanged 4 SP:Iteration 202Q (9037.530000 sec): 3 clusters Score: Raw -3595594.652363 + Penalty 4913.887508 = -3590680.764855 nChanged 4 SP:Iteration 203Q (9037.820000 sec): 3 clusters Score: Raw -3595595.288451 + Penalty 4913.887508 = -3590681.400943 nChanged 5 SP:Iteration 204Q (9038.070000 sec): 3 clusters Score: Raw -3595595.765552 + Penalty 4913.887508 = -3590681.878044 nChanged 1 SP:Iteration 205Q (9038.410000 sec): 3 clusters Score: Raw -3595596.002466 + Penalty 4913.887508 = -3590682.114958 nChanged 4 SP:Iteration 206Q (9038.660000 sec): 3 clusters Score: Raw -3595596.285170 + Penalty 4913.887508 = -3590682.397662 nChanged 3 SP:Iteration 207Q (9038.950000 sec): 3 clusters Score: Raw -3595596.945179 + Penalty 4913.887508 = -3590683.057671 nChanged 5 SP:Iteration 208Q (9039.260000 sec): 3 clusters Score: Raw -3595597.851801 + Penalty 4913.887508 = -3590683.964293 nChanged 3 SP:Iteration 209Q (9039.600000 sec): 3 clusters Score: Raw -3595598.251409 + Penalty 4913.887508 = -3590684.363901 nChanged 3 SP:Iteration 210Q (9040.010000 sec): 3 clusters Score: Raw -3595598.497734 + Penalty 4913.887508 = -3590684.610226 nChanged 5 SP:Iteration 211Q (9040.330000 sec): 3 clusters Score: Raw -3595599.397251 + Penalty 4913.887508 = -3590685.509743 nChanged 5 SP:Iteration 212Q (9040.610000 sec): 3 clusters Score: Raw -3595600.486041 + Penalty 4913.887508 = -3590686.598533 nChanged 4 SP:Iteration 213Q (9040.880000 sec): 3 clusters Score: Raw -3595601.238294 + Penalty 4913.887508 = -3590687.350786 nChanged 5 SP:Iteration 214Q (9041.210000 sec): 3 clusters Score: Raw -3595601.898382 + Penalty 4913.887508 = -3590688.010874 nChanged 10 SP:Iteration 215Q (9041.510000 sec): 3 clusters Score: Raw -3595603.095386 + Penalty 4913.887508 = -3590689.207878 nChanged 2 SP:Iteration 216Q (9041.810000 sec): 3 clusters Score: Raw -3595603.469955 + Penalty 4913.887508 = -3590689.582447 nChanged 4 SP:Iteration 217Q (9042.080000 sec): 3 clusters Score: Raw -3595604.364355 + Penalty 4913.887508 = -3590690.476847 nChanged 5 SP:Iteration 218Q (9042.390000 sec): 3 clusters Score: Raw -3595605.203914 + Penalty 4913.887508 = -3590691.316406 nChanged 8 SP:Iteration 219Q (9042.680000 sec): 3 clusters Score: Raw -3595606.519180 + Penalty 4913.887508 = -3590692.631672 nChanged 4 SP:Iteration 220F (9043.050000 sec): 3 clusters Score: Raw -3595607.092591 + Penalty 4913.887508 = -3590693.205083 nChanged 2 SP:Iteration 221Q (9043.360000 sec): 3 clusters Score: Raw -3595607.482329 + Penalty 4913.887508 = -3590693.594821 nChanged 2 SP:Iteration 222Q (9043.630000 sec): 3 clusters Score: Raw -3595607.924073 + Penalty 4913.887508 = -3590694.036565 nChanged 6 SP:Iteration 223Q (9043.940000 sec): 3 clusters Score: Raw -3595608.716726 + Penalty 4913.887508 = -3590694.829218 nChanged 3 SP:Iteration 224Q (9044.200000 sec): 3 clusters Score: Raw -3595609.149139 + Penalty 4913.887508 = -3590695.261631 nChanged 4 SP:Iteration 225Q (9044.480000 sec): 3 clusters Score: Raw -3595609.675639 + Penalty 4913.887508 = -3590695.788131 nChanged 4 SP:Iteration 226Q (9044.760000 sec): 3 clusters Score: Raw -3595610.456360 + Penalty 4913.887508 = -3590696.568852 nChanged 3 SP:Iteration 227Q (9045.050000 sec): 3 clusters Score: Raw -3595610.937718 + Penalty 4913.887508 = -3590697.050210 nChanged 5 SP:Iteration 228Q (9045.340000 sec): 3 clusters Score: Raw -3595611.618008 + Penalty 4913.887508 = -3590697.730500 nChanged 6 SP:Iteration 229Q (9045.620000 sec): 3 clusters Score: Raw -3595612.384904 + Penalty 4913.887508 = -3590698.497396 nChanged 4 SP:Iteration 230Q (9045.940000 sec): 3 clusters Score: Raw -3595612.903984 + Penalty 4913.887508 = -3590699.016476 nChanged 2 SP:Iteration 231Q (9046.200000 sec): 3 clusters Score: Raw -3595613.267089 + Penalty 4913.887508 = -3590699.379581 nChanged 0 SP:Iteration 232F (9046.480000 sec): 3 clusters Score: Raw -3595613.267089 + Penalty 4913.887508 = -3590699.379581 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9046.550000 sec): 2 clusters Score: Raw -35371.118084 + Penalty 1427.424069 = -33943.694015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9046.680000 sec): 3 clusters Score: Raw -35731.121516 + Penalty 2854.848138 = -32876.273378 nChanged 74 SP:Iteration 1F (9046.810000 sec): 3 clusters Score: Raw -36098.698987 + Penalty 2854.848138 = -33243.850849 nChanged 34 SP:Iteration 2F (9046.930000 sec): 3 clusters Score: Raw -36245.338524 + Penalty 2854.848138 = -33390.490387 nChanged 16 SP:Iteration 3F (9047.060000 sec): 3 clusters Score: Raw -36347.422300 + Penalty 2854.848138 = -33492.574162 nChanged 16 SP:Iteration 4F (9047.190000 sec): 3 clusters Score: Raw -36430.018119 + Penalty 2854.848138 = -33575.169981 nChanged 8 SP:Iteration 5Q (9047.430000 sec): 3 clusters Score: Raw -36480.281190 + Penalty 2854.848138 = -33625.433052 nChanged 8 SP:Iteration 6Q (9047.620000 sec): 3 clusters Score: Raw -36506.125530 + Penalty 2854.848138 = -33651.277392 nChanged 2 SP:Iteration 7Q (9047.790000 sec): 3 clusters Score: Raw -36525.927100 + Penalty 2854.848138 = -33671.078962 nChanged 2 SP:Iteration 8Q (9048.000000 sec): 3 clusters Score: Raw -36533.220435 + Penalty 2854.848138 = -33678.372297 nChanged 1 SP:Iteration 9Q (9048.170000 sec): 3 clusters Score: Raw -36550.334593 + Penalty 2854.848138 = -33695.486455 nChanged 0 SP:Iteration 10F (9048.400000 sec): 3 clusters Score: Raw -36553.720536 + Penalty 2854.848138 = -33698.872399 nChanged 1 SP:Iteration 11Q (9048.610000 sec): 3 clusters Score: Raw -36581.925819 + Penalty 2854.848138 = -33727.077681 nChanged 1 SP:Iteration 12Q (9048.800000 sec): 3 clusters Score: Raw -36583.878393 + Penalty 2854.848138 = -33729.030255 nChanged 0 SP:Iteration 13F (9049.030000 sec): 3 clusters Score: Raw -36583.878393 + Penalty 2854.848138 = -33729.030255 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9049.150000 sec): 2 clusters Score: Raw -88247.951124 + Penalty 1570.212459 = -86677.738666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9049.320000 sec): 3 clusters Score: Raw -88301.981561 + Penalty 3140.424918 = -85161.556644 nChanged 123 SP:Iteration 1F (9049.560000 sec): 3 clusters Score: Raw -88609.042280 + Penalty 3140.424918 = -85468.617363 nChanged 38 SP:Iteration 2F (9049.740000 sec): 3 clusters Score: Raw -88746.231470 + Penalty 3140.424918 = -85605.806553 nChanged 24 SP:Iteration 3Q (9049.920000 sec): 3 clusters Score: Raw -88829.251946 + Penalty 3140.424918 = -85688.827029 nChanged 28 SP:Iteration 4Q (9050.170000 sec): 3 clusters Score: Raw -88934.663866 + Penalty 3140.424918 = -85794.238949 nChanged 16 SP:Iteration 5Q (9050.430000 sec): 3 clusters Score: Raw -89004.672776 + Penalty 3140.424918 = -85864.247858 nChanged 14 SP:Iteration 6Q (9050.680000 sec): 3 clusters Score: Raw -89031.261318 + Penalty 3140.424918 = -85890.836400 nChanged 9 SP:Iteration 7Q (9050.860000 sec): 3 clusters Score: Raw -89051.594657 + Penalty 3140.424918 = -85911.169740 nChanged 4 SP:Iteration 8Q (9051.030000 sec): 3 clusters Score: Raw -89062.079667 + Penalty 3140.424918 = -85921.654750 nChanged 1 SP:Iteration 9Q (9051.210000 sec): 3 clusters Score: Raw -89063.375476 + Penalty 3140.424918 = -85922.950559 nChanged 0 SP:Iteration 10F (9051.390000 sec): 3 clusters Score: Raw -89063.375476 + Penalty 3140.424918 = -85922.950559 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.490000 sec): 2 clusters Score: Raw -83049.705307 + Penalty 1532.130140 = -81517.575167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.670000 sec): 3 clusters Score: Raw -83085.285803 + Penalty 3064.260281 = -80021.025522 nChanged 94 SP:Iteration 1F (9051.840000 sec): 3 clusters Score: Raw -83272.227387 + Penalty 3064.260281 = -80207.967106 nChanged 24 SP:Iteration 2Q (9052.040000 sec): 3 clusters Score: Raw -83311.791818 + Penalty 3064.260281 = -80247.531537 nChanged 6 SP:Iteration 3Q (9052.200000 sec): 3 clusters Score: Raw -83329.843527 + Penalty 3064.260281 = -80265.583247 nChanged 4 SP:Iteration 4Q (9052.390000 sec): 3 clusters Score: Raw -83346.147369 + Penalty 3064.260281 = -80281.887089 nChanged 1 SP:Iteration 5Q (9052.560000 sec): 3 clusters Score: Raw -83350.209021 + Penalty 3064.260281 = -80285.948740 nChanged 1 SP:Iteration 6Q (9052.760000 sec): 3 clusters Score: Raw -83360.634241 + Penalty 3064.260281 = -80296.373960 nChanged 3 SP:Iteration 7Q (9052.940000 sec): 3 clusters Score: Raw -83363.859476 + Penalty 3064.260281 = -80299.599196 nChanged 0 SP:Iteration 8F (9053.140000 sec): 3 clusters Score: Raw -83363.859476 + Penalty 3064.260281 = -80299.599196 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9053.280000 sec): 2 clusters Score: Raw -483058.636751 + Penalty 1958.252791 = -481100.383960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9053.440000 sec): 3 clusters Score: Raw -481969.721706 + Penalty 3916.505582 = -478053.216124 nChanged 903 SP:Iteration 1F (9053.620000 sec): 3 clusters Score: Raw -482511.696767 + Penalty 3916.505582 = -478595.191185 nChanged 206 SP:Iteration 2F (9053.820000 sec): 3 clusters Score: Raw -482666.336492 + Penalty 3916.505582 = -478749.830910 nChanged 148 SP:Iteration 3F (9054.030000 sec): 3 clusters Score: Raw -482781.004949 + Penalty 3916.505582 = -478864.499367 nChanged 101 SP:Iteration 4Q (9054.190000 sec): 3 clusters Score: Raw -482868.575598 + Penalty 3916.505582 = -478952.070016 nChanged 79 SP:Iteration 5Q (9054.350000 sec): 3 clusters Score: Raw -482934.681084 + Penalty 3916.505582 = -479018.175502 nChanged 64 SP:Iteration 6Q (9054.560000 sec): 3 clusters Score: Raw -482972.692970 + Penalty 3916.505582 = -479056.187389 nChanged 40 SP:Iteration 7Q (9054.780000 sec): 3 clusters Score: Raw -482995.493819 + Penalty 3916.505582 = -479078.988237 nChanged 33 SP:Iteration 8Q (9054.930000 sec): 3 clusters Score: Raw -483016.640289 + Penalty 3916.505582 = -479100.134707 nChanged 29 SP:Iteration 9Q (9055.150000 sec): 3 clusters Score: Raw -483035.080957 + Penalty 3916.505582 = -479118.575375 nChanged 29 SP:Iteration 10Q (9055.330000 sec): 3 clusters Score: Raw -483051.778814 + Penalty 3916.505582 = -479135.273232 nChanged 25 SP:Iteration 11Q (9055.550000 sec): 3 clusters Score: Raw -483066.183924 + Penalty 3916.505582 = -479149.678342 nChanged 26 SP:Iteration 12Q (9055.690000 sec): 3 clusters Score: Raw -483086.879444 + Penalty 3916.505582 = -479170.373862 nChanged 28 SP:Iteration 13Q (9055.900000 sec): 3 clusters Score: Raw -483105.347041 + Penalty 3916.505582 = -479188.841460 nChanged 20 SP:Iteration 14Q (9056.040000 sec): 3 clusters Score: Raw -483120.746706 + Penalty 3916.505582 = -479204.241124 nChanged 17 SP:Iteration 15Q (9056.230000 sec): 3 clusters Score: Raw -483132.287667 + Penalty 3916.505582 = -479215.782085 nChanged 17 SP:Iteration 16Q (9056.420000 sec): 3 clusters Score: Raw -483144.720866 + Penalty 3916.505582 = -479228.215284 nChanged 13 SP:Iteration 17Q (9056.600000 sec): 3 clusters Score: Raw -483152.794467 + Penalty 3916.505582 = -479236.288886 nChanged 16 SP:Iteration 18Q (9056.740000 sec): 3 clusters Score: Raw -483161.763810 + Penalty 3916.505582 = -479245.258228 nChanged 12 SP:Iteration 19Q (9056.940000 sec): 3 clusters Score: Raw -483168.972532 + Penalty 3916.505582 = -479252.466950 nChanged 10 SP:Iteration 20F (9057.130000 sec): 3 clusters Score: Raw -483174.582218 + Penalty 3916.505582 = -479258.076636 nChanged 9 SP:Iteration 21Q (9057.340000 sec): 3 clusters Score: Raw -483181.263752 + Penalty 3916.505582 = -479264.758170 nChanged 5 SP:Iteration 22Q (9057.530000 sec): 3 clusters Score: Raw -483183.868144 + Penalty 3916.505582 = -479267.362562 nChanged 4 SP:Iteration 23Q (9057.700000 sec): 3 clusters Score: Raw -483186.544025 + Penalty 3916.505582 = -479270.038443 nChanged 5 SP:Iteration 24Q (9057.920000 sec): 3 clusters Score: Raw -483189.511509 + Penalty 3916.505582 = -479273.005927 nChanged 2 SP:Iteration 25Q (9058.120000 sec): 3 clusters Score: Raw -483191.161954 + Penalty 3916.505582 = -479274.656372 nChanged 2 SP:Iteration 26Q (9058.340000 sec): 3 clusters Score: Raw -483192.205659 + Penalty 3916.505582 = -479275.700077 nChanged 2 SP:Iteration 27Q (9058.520000 sec): 3 clusters Score: Raw -483193.736295 + Penalty 3916.505582 = -479277.230713 nChanged 3 SP:Iteration 28Q (9058.710000 sec): 3 clusters Score: Raw -483195.154778 + Penalty 3916.505582 = -479278.649196 nChanged 1 SP:Iteration 29Q (9058.920000 sec): 3 clusters Score: Raw -483195.572414 + Penalty 3916.505582 = -479279.066832 nChanged 2 SP:Iteration 30Q (9059.160000 sec): 3 clusters Score: Raw -483196.573476 + Penalty 3916.505582 = -479280.067894 nChanged 3 SP:Iteration 31Q (9059.300000 sec): 3 clusters Score: Raw -483199.193342 + Penalty 3916.505582 = -479282.687760 nChanged 3 SP:Iteration 32Q (9059.540000 sec): 3 clusters Score: Raw -483200.557035 + Penalty 3916.505582 = -479284.051453 nChanged 2 SP:Iteration 33Q (9059.730000 sec): 3 clusters Score: Raw -483201.135402 + Penalty 3916.505582 = -479284.629820 nChanged 2 SP:Iteration 34Q (9059.880000 sec): 3 clusters Score: Raw -483201.743249 + Penalty 3916.505582 = -479285.237667 nChanged 3 SP:Iteration 35Q (9060.060000 sec): 3 clusters Score: Raw -483202.592361 + Penalty 3916.505582 = -479286.086780 nChanged 2 SP:Iteration 36Q (9060.250000 sec): 3 clusters Score: Raw -483203.815506 + Penalty 3916.505582 = -479287.309924 nChanged 1 SP:Iteration 37Q (9060.460000 sec): 3 clusters Score: Raw -483204.204653 + Penalty 3916.505582 = -479287.699071 nChanged 2 SP:Iteration 38Q (9060.640000 sec): 3 clusters Score: Raw -483204.943109 + Penalty 3916.505582 = -479288.437527 nChanged 1 SP:Iteration 39Q (9060.840000 sec): 3 clusters Score: Raw -483205.376610 + Penalty 3916.505582 = -479288.871028 nChanged 1 SP:Iteration 40F (9061.030000 sec): 3 clusters Score: Raw -483206.150096 + Penalty 3916.505582 = -479289.644514 nChanged 3 SP:Iteration 41Q (9061.250000 sec): 3 clusters Score: Raw -483207.676293 + Penalty 3916.505582 = -479291.170711 nChanged 1 SP:Iteration 42Q (9061.460000 sec): 3 clusters Score: Raw -483208.373956 + Penalty 3916.505582 = -479291.868375 nChanged 1 SP:Iteration 43Q (9061.660000 sec): 3 clusters Score: Raw -483208.658357 + Penalty 3916.505582 = -479292.152776 nChanged 0 SP:Iteration 44F (9061.830000 sec): 3 clusters Score: Raw -483208.658357 + Penalty 3916.505582 = -479292.152776 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9061.880000 sec): 2 clusters Score: Raw -59908.905883 + Penalty 1457.678474 = -58451.227409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9062.030000 sec): 3 clusters Score: Raw -60082.564298 + Penalty 2915.356948 = -57167.207350 nChanged 67 SP:Iteration 1F (9062.240000 sec): 3 clusters Score: Raw -60249.558340 + Penalty 2915.356948 = -57334.201393 nChanged 17 SP:Iteration 2Q (9062.400000 sec): 3 clusters Score: Raw -60292.153413 + Penalty 2915.356948 = -57376.796465 nChanged 9 SP:Iteration 3Q (9062.580000 sec): 3 clusters Score: Raw -60333.024083 + Penalty 2915.356948 = -57417.667135 nChanged 8 SP:Iteration 4Q (9062.700000 sec): 3 clusters Score: Raw -60352.566867 + Penalty 2915.356948 = -57437.209920 nChanged 1 SP:Iteration 5Q (9062.910000 sec): 3 clusters Score: Raw -60354.071094 + Penalty 2915.356948 = -57438.714146 nChanged 1 SP:Iteration 6Q (9063.050000 sec): 3 clusters Score: Raw -60356.158962 + Penalty 2915.356948 = -57440.802015 nChanged 1 SP:Iteration 7Q (9063.280000 sec): 3 clusters Score: Raw -60357.661955 + Penalty 2915.356948 = -57442.305007 nChanged 1 SP:Iteration 8Q (9063.430000 sec): 3 clusters Score: Raw -60358.691104 + Penalty 2915.356948 = -57443.334156 nChanged 0 SP:Iteration 9F (9063.640000 sec): 3 clusters Score: Raw -60358.691104 + Penalty 2915.356948 = -57443.334156 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9063.760000 sec): 2 clusters Score: Raw -112741.129588 + Penalty 1622.533046 = -111118.596542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9063.910000 sec): 3 clusters Score: Raw -112695.975116 + Penalty 3245.066092 = -109450.909024 nChanged 152 SP:Iteration 1F (9064.110000 sec): 3 clusters Score: Raw -112950.240942 + Penalty 3245.066092 = -109705.174850 nChanged 37 SP:Iteration 2F (9064.330000 sec): 3 clusters Score: Raw -113024.754869 + Penalty 3245.066092 = -109779.688776 nChanged 27 SP:Iteration 3Q (9064.610000 sec): 3 clusters Score: Raw -113093.487676 + Penalty 3245.066092 = -109848.421584 nChanged 23 SP:Iteration 4Q (9064.790000 sec): 3 clusters Score: Raw -113147.895969 + Penalty 3245.066092 = -109902.829876 nChanged 24 SP:Iteration 5Q (9064.990000 sec): 3 clusters Score: Raw -113202.437035 + Penalty 3245.066092 = -109957.370942 nChanged 15 SP:Iteration 6Q (9065.190000 sec): 3 clusters Score: Raw -113246.273744 + Penalty 3245.066092 = -110001.207651 nChanged 8 SP:Iteration 7Q (9065.360000 sec): 3 clusters Score: Raw -113267.569738 + Penalty 3245.066092 = -110022.503645 nChanged 4 SP:Iteration 8Q (9065.570000 sec): 3 clusters Score: Raw -113276.188254 + Penalty 3245.066092 = -110031.122161 nChanged 6 SP:Iteration 9Q (9065.740000 sec): 3 clusters Score: Raw -113291.696921 + Penalty 3245.066092 = -110046.630828 nChanged 9 SP:Iteration 10Q (9065.940000 sec): 3 clusters Score: Raw -113320.961257 + Penalty 3245.066092 = -110075.895165 nChanged 9 SP:Iteration 11Q (9066.140000 sec): 3 clusters Score: Raw -113358.793502 + Penalty 3245.066092 = -110113.727409 nChanged 8 SP:Iteration 12Q (9066.330000 sec): 3 clusters Score: Raw -113377.383067 + Penalty 3245.066092 = -110132.316974 nChanged 4 SP:Iteration 13Q (9066.520000 sec): 3 clusters Score: Raw -113390.015508 + Penalty 3245.066092 = -110144.949416 nChanged 5 SP:Iteration 14Q (9066.680000 sec): 3 clusters Score: Raw -113399.675486 + Penalty 3245.066092 = -110154.609394 nChanged 4 SP:Iteration 15Q (9066.870000 sec): 3 clusters Score: Raw -113406.444389 + Penalty 3245.066092 = -110161.378296 nChanged 1 SP:Iteration 16Q (9067.050000 sec): 3 clusters Score: Raw -113407.373681 + Penalty 3245.066092 = -110162.307589 nChanged 2 SP:Iteration 17Q (9067.230000 sec): 3 clusters Score: Raw -113411.776424 + Penalty 3245.066092 = -110166.710332 nChanged 0 SP:Iteration 18F (9067.410000 sec): 3 clusters Score: Raw -113411.776424 + Penalty 3245.066092 = -110166.710332 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9067.530000 sec): 2 clusters Score: Raw -94003.680070 + Penalty 1571.532781 = -92432.147288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9067.670000 sec): 3 clusters Score: Raw -94022.049153 + Penalty 3143.065563 = -90878.983591 nChanged 113 SP:Iteration 1F (9067.850000 sec): 3 clusters Score: Raw -94223.512537 + Penalty 3143.065563 = -91080.446974 nChanged 23 SP:Iteration 2Q (9068.070000 sec): 3 clusters Score: Raw -94272.147146 + Penalty 3143.065563 = -91129.081584 nChanged 10 SP:Iteration 3Q (9068.290000 sec): 3 clusters Score: Raw -94294.980270 + Penalty 3143.065563 = -91151.914707 nChanged 5 SP:Iteration 4Q (9068.450000 sec): 3 clusters Score: Raw -94305.264683 + Penalty 3143.065563 = -91162.199120 nChanged 3 SP:Iteration 5Q (9068.640000 sec): 3 clusters Score: Raw -94320.549516 + Penalty 3143.065563 = -91177.483953 nChanged 2 SP:Iteration 6Q (9068.830000 sec): 3 clusters Score: Raw -94325.882195 + Penalty 3143.065563 = -91182.816632 nChanged 3 SP:Iteration 7Q (9068.960000 sec): 3 clusters Score: Raw -94330.265265 + Penalty 3143.065563 = -91187.199702 nChanged 0 SP:Iteration 8F (9069.150000 sec): 3 clusters Score: Raw -94330.265265 + Penalty 3143.065563 = -91187.199702 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9069.280000 sec): 2 clusters Score: Raw -468852.025309 + Penalty 1963.277829 = -466888.747479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9069.520000 sec): 3 clusters Score: Raw -467765.689812 + Penalty 3926.555659 = -463839.134153 nChanged 981 SP:Iteration 1F (9069.730000 sec): 3 clusters Score: Raw -468517.649047 + Penalty 3926.555659 = -464591.093388 nChanged 224 SP:Iteration 2F (9069.910000 sec): 3 clusters Score: Raw -468798.154934 + Penalty 3926.555659 = -464871.599275 nChanged 201 SP:Iteration 3F (9070.100000 sec): 3 clusters Score: Raw -469109.482876 + Penalty 3926.555659 = -465182.927217 nChanged 190 SP:Iteration 4F (9070.290000 sec): 3 clusters Score: Raw -469402.827484 + Penalty 3926.555659 = -465476.271825 nChanged 187 SP:Iteration 5F (9070.460000 sec): 3 clusters Score: Raw -469637.791748 + Penalty 3926.555659 = -465711.236090 nChanged 156 SP:Iteration 6F (9070.600000 sec): 3 clusters Score: Raw -469811.267222 + Penalty 3926.555659 = -465884.711563 nChanged 102 SP:Iteration 7Q (9070.790000 sec): 3 clusters Score: Raw -469923.982921 + Penalty 3926.555659 = -465997.427263 nChanged 83 SP:Iteration 8Q (9070.990000 sec): 3 clusters Score: Raw -470011.086501 + Penalty 3926.555659 = -466084.530842 nChanged 74 SP:Iteration 9Q (9071.170000 sec): 3 clusters Score: Raw -470096.057188 + Penalty 3926.555659 = -466169.501529 nChanged 57 SP:Iteration 10Q (9071.370000 sec): 3 clusters Score: Raw -470154.380855 + Penalty 3926.555659 = -466227.825196 nChanged 39 SP:Iteration 11Q (9071.560000 sec): 3 clusters Score: Raw -470190.798149 + Penalty 3926.555659 = -466264.242490 nChanged 36 SP:Iteration 12Q (9071.810000 sec): 3 clusters Score: Raw -470222.766932 + Penalty 3926.555659 = -466296.211274 nChanged 27 SP:Iteration 13Q (9071.990000 sec): 3 clusters Score: Raw -470251.433832 + Penalty 3926.555659 = -466324.878174 nChanged 25 SP:Iteration 14Q (9072.150000 sec): 3 clusters Score: Raw -470276.796735 + Penalty 3926.555659 = -466350.241076 nChanged 29 SP:Iteration 15Q (9072.380000 sec): 3 clusters Score: Raw -470306.451483 + Penalty 3926.555659 = -466379.895825 nChanged 26 SP:Iteration 16Q (9072.550000 sec): 3 clusters Score: Raw -470337.589349 + Penalty 3926.555659 = -466411.033691 nChanged 32 SP:Iteration 17Q (9072.780000 sec): 3 clusters Score: Raw -470381.300062 + Penalty 3926.555659 = -466454.744404 nChanged 31 SP:Iteration 18Q (9072.940000 sec): 3 clusters Score: Raw -470424.796514 + Penalty 3926.555659 = -466498.240856 nChanged 24 SP:Iteration 19Q (9073.150000 sec): 3 clusters Score: Raw -470464.052083 + Penalty 3926.555659 = -466537.496424 nChanged 24 SP:Iteration 20F (9073.320000 sec): 3 clusters Score: Raw -470493.488520 + Penalty 3926.555659 = -466566.932861 nChanged 16 SP:Iteration 21Q (9073.530000 sec): 3 clusters Score: Raw -470507.840466 + Penalty 3926.555659 = -466581.284808 nChanged 13 SP:Iteration 22Q (9073.770000 sec): 3 clusters Score: Raw -470522.659085 + Penalty 3926.555659 = -466596.103426 nChanged 9 SP:Iteration 23Q (9073.930000 sec): 3 clusters Score: Raw -470541.765665 + Penalty 3926.555659 = -466615.210007 nChanged 17 SP:Iteration 24Q (9074.090000 sec): 3 clusters Score: Raw -470562.426414 + Penalty 3926.555659 = -466635.870756 nChanged 17 SP:Iteration 25Q (9074.290000 sec): 3 clusters Score: Raw -470587.743586 + Penalty 3926.555659 = -466661.187928 nChanged 12 SP:Iteration 26Q (9074.480000 sec): 3 clusters Score: Raw -470604.049196 + Penalty 3926.555659 = -466677.493537 nChanged 12 SP:Iteration 27Q (9074.710000 sec): 3 clusters Score: Raw -470617.334550 + Penalty 3926.555659 = -466690.778892 nChanged 11 SP:Iteration 28Q (9074.900000 sec): 3 clusters Score: Raw -470633.498261 + Penalty 3926.555659 = -466706.942602 nChanged 11 SP:Iteration 29Q (9075.110000 sec): 3 clusters Score: Raw -470642.130722 + Penalty 3926.555659 = -466715.575063 nChanged 2 SP:Iteration 30Q (9075.250000 sec): 3 clusters Score: Raw -470643.409526 + Penalty 3926.555659 = -466716.853867 nChanged 1 SP:Iteration 31Q (9075.430000 sec): 3 clusters Score: Raw -470643.678643 + Penalty 3926.555659 = -466717.122985 nChanged 0 SP:Iteration 32F (9075.670000 sec): 3 clusters Score: Raw -470643.678643 + Penalty 3926.555659 = -466717.122985 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9075.760000 sec): 2 clusters Score: Raw -1402657.964226 + Penalty 2208.617464 = -1400449.346762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9075.990000 sec): 3 clusters Score: Raw -1398888.482377 + Penalty 4417.234927 = -1394471.247450 nChanged 2895 SP:Iteration 1F (9076.210000 sec): 3 clusters Score: Raw -1400417.873970 + Penalty 4417.234927 = -1396000.639043 nChanged 502 SP:Iteration 2F (9076.480000 sec): 3 clusters Score: Raw -1400754.421940 + Penalty 4417.234927 = -1396337.187013 nChanged 416 SP:Iteration 3F (9076.630000 sec): 3 clusters Score: Raw -1401034.733656 + Penalty 4417.234927 = -1396617.498729 nChanged 415 SP:Iteration 4F (9076.830000 sec): 3 clusters Score: Raw -1401376.865949 + Penalty 4417.234927 = -1396959.631022 nChanged 457 SP:Iteration 5F (9077.020000 sec): 3 clusters Score: Raw -1401801.735283 + Penalty 4417.234927 = -1397384.500356 nChanged 500 SP:Iteration 6F (9077.290000 sec): 3 clusters Score: Raw -1402306.117848 + Penalty 4417.234927 = -1397888.882921 nChanged 518 SP:Iteration 7F (9077.500000 sec): 3 clusters Score: Raw -1402859.492449 + Penalty 4417.234927 = -1398442.257521 nChanged 457 SP:Iteration 8F (9077.740000 sec): 3 clusters Score: Raw -1403298.404136 + Penalty 4417.234927 = -1398881.169209 nChanged 370 SP:Iteration 9F (9077.940000 sec): 3 clusters Score: Raw -1403636.679581 + Penalty 4417.234927 = -1399219.444654 nChanged 281 SP:Iteration 10Q (9078.210000 sec): 3 clusters Score: Raw -1403829.792731 + Penalty 4417.234927 = -1399412.557804 nChanged 139 SP:Iteration 11Q (9078.410000 sec): 3 clusters Score: Raw -1403902.649585 + Penalty 4417.234927 = -1399485.414658 nChanged 85 SP:Iteration 12Q (9078.630000 sec): 3 clusters Score: Raw -1403938.540612 + Penalty 4417.234927 = -1399521.305685 nChanged 57 SP:Iteration 13Q (9078.850000 sec): 3 clusters Score: Raw -1403960.637685 + Penalty 4417.234927 = -1399543.402758 nChanged 48 SP:Iteration 14Q (9079.090000 sec): 3 clusters Score: Raw -1403978.647540 + Penalty 4417.234927 = -1399561.412613 nChanged 42 SP:Iteration 15Q (9079.310000 sec): 3 clusters Score: Raw -1403992.412636 + Penalty 4417.234927 = -1399575.177709 nChanged 28 SP:Iteration 16Q (9079.540000 sec): 3 clusters Score: Raw -1403999.928344 + Penalty 4417.234927 = -1399582.693417 nChanged 21 SP:Iteration 17Q (9079.790000 sec): 3 clusters Score: Raw -1404005.761319 + Penalty 4417.234927 = -1399588.526392 nChanged 23 SP:Iteration 18Q (9080.030000 sec): 3 clusters Score: Raw -1404011.715854 + Penalty 4417.234927 = -1399594.480927 nChanged 14 SP:Iteration 19Q (9080.260000 sec): 3 clusters Score: Raw -1404014.960463 + Penalty 4417.234927 = -1399597.725536 nChanged 8 SP:Iteration 20F (9080.490000 sec): 3 clusters Score: Raw -1404015.933692 + Penalty 4417.234927 = -1399598.698765 nChanged 5 SP:Iteration 21Q (9080.730000 sec): 3 clusters Score: Raw -1404016.853656 + Penalty 4417.234927 = -1399599.618729 nChanged 4 SP:Iteration 22Q (9080.980000 sec): 3 clusters Score: Raw -1404017.598755 + Penalty 4417.234927 = -1399600.363828 nChanged 3 SP:Iteration 23Q (9081.190000 sec): 3 clusters Score: Raw -1404018.128372 + Penalty 4417.234927 = -1399600.893445 nChanged 4 SP:Iteration 24Q (9081.380000 sec): 3 clusters Score: Raw -1404018.884283 + Penalty 4417.234927 = -1399601.649356 nChanged 3 SP:Iteration 25Q (9081.610000 sec): 3 clusters Score: Raw -1404019.540543 + Penalty 4417.234927 = -1399602.305616 nChanged 1 SP:Iteration 26Q (9081.880000 sec): 3 clusters Score: Raw -1404019.730946 + Penalty 4417.234927 = -1399602.496019 nChanged 2 SP:Iteration 27Q (9082.130000 sec): 3 clusters Score: Raw -1404020.004776 + Penalty 4417.234927 = -1399602.769849 nChanged 0 SP:Iteration 28F (9082.300000 sec): 3 clusters Score: Raw -1404020.004776 + Penalty 4417.234927 = -1399602.769849 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (182008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9083.210000 sec): 2 clusters Score: Raw -35281456.363708 + Penalty 3003.727868 = -35278452.635840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9084.320000 sec): 3 clusters Score: Raw -35162473.770074 + Penalty 6007.455737 = -35156466.314337 nChanged 87265 SP:Iteration 1F (9085.440000 sec): 3 clusters Score: Raw -35214144.989956 + Penalty 6007.455737 = -35208137.534220 nChanged 6206 SP:Iteration 2Q (9086.680000 sec): 3 clusters Score: Raw -35215917.158749 + Penalty 6007.455737 = -35209909.703012 nChanged 7723 SP:Iteration 3Q (9088.010000 sec): 3 clusters Score: Raw -35218869.748610 + Penalty 6007.455737 = -35212862.292873 nChanged 10195 SP:Iteration 4F (9089.160000 sec): 3 clusters Score: Raw -35224059.362073 + Penalty 6007.455737 = -35218051.906336 nChanged 13111 SP:Iteration 5F (9090.380000 sec): 3 clusters Score: Raw -35232812.146636 + Penalty 6007.455737 = -35226804.690899 nChanged 15420 SP:Iteration 6F (9091.550000 sec): 3 clusters Score: Raw -35245661.909513 + Penalty 6007.455737 = -35239654.453776 nChanged 15293 SP:Iteration 7F (9092.660000 sec): 3 clusters Score: Raw -35260210.676030 + Penalty 6007.455737 = -35254203.220294 nChanged 11553 SP:Iteration 8F (9093.760000 sec): 3 clusters Score: Raw -35271682.000012 + Penalty 6007.455737 = -35265674.544275 nChanged 6396 SP:Iteration 9Q (9094.860000 sec): 3 clusters Score: Raw -35277978.757943 + Penalty 6007.455737 = -35271971.302206 nChanged 2572 SP:Iteration 10Q (9095.880000 sec): 3 clusters Score: Raw -35280428.691241 + Penalty 6007.455737 = -35274421.235504 nChanged 849 SP:Iteration 11Q (9096.820000 sec): 3 clusters Score: Raw -35281281.109566 + Penalty 6007.455737 = -35275273.653830 nChanged 286 SP:Iteration 12Q (9097.720000 sec): 3 clusters Score: Raw -35281583.729717 + Penalty 6007.455737 = -35275576.273980 nChanged 105 SP:Iteration 13Q (9098.640000 sec): 3 clusters Score: Raw -35281695.137403 + Penalty 6007.455737 = -35275687.681666 nChanged 56 SP:Iteration 14Q (9099.540000 sec): 3 clusters Score: Raw -35281757.128248 + Penalty 6007.455737 = -35275749.672511 nChanged 33 SP:Iteration 15Q (9100.460000 sec): 3 clusters Score: Raw -35281791.360098 + Penalty 6007.455737 = -35275783.904361 nChanged 20 SP:Iteration 16Q (9101.400000 sec): 3 clusters Score: Raw -35281809.110097 + Penalty 6007.455737 = -35275801.654360 nChanged 14 SP:Iteration 17Q (9102.380000 sec): 3 clusters Score: Raw -35281822.397307 + Penalty 6007.455737 = -35275814.941570 nChanged 16 SP:Iteration 18Q (9103.350000 sec): 3 clusters Score: Raw -35281837.172659 + Penalty 6007.455737 = -35275829.716923 nChanged 11 SP:Iteration 19Q (9104.280000 sec): 3 clusters Score: Raw -35281850.643059 + Penalty 6007.455737 = -35275843.187322 nChanged 8 SP:Iteration 20F (9105.310000 sec): 3 clusters Score: Raw -35281859.301379 + Penalty 6007.455737 = -35275851.845642 nChanged 8 SP:Iteration 21Q (9106.280000 sec): 3 clusters Score: Raw -35281866.794893 + Penalty 6007.455737 = -35275859.339156 nChanged 1 SP:Iteration 22Q (9107.250000 sec): 3 clusters Score: Raw -35281868.430236 + Penalty 6007.455737 = -35275860.974499 nChanged 2 SP:Iteration 23Q (9108.180000 sec): 3 clusters Score: Raw -35281869.544501 + Penalty 6007.455737 = -35275862.088764 nChanged 0 SP:Iteration 24F (9109.300000 sec): 3 clusters Score: Raw -35281869.544501 + Penalty 6007.455737 = -35275862.088764 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.500000 sec): 2 clusters Score: Raw -139205.770420 + Penalty 1680.007524 = -137525.762896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.670000 sec): 3 clusters Score: Raw -139183.901650 + Penalty 3360.015048 = -135823.886602 nChanged 229 SP:Iteration 1F (9109.820000 sec): 3 clusters Score: Raw -139660.326717 + Penalty 3360.015048 = -136300.311669 nChanged 81 SP:Iteration 2F (9109.990000 sec): 3 clusters Score: Raw -139894.524068 + Penalty 3360.015048 = -136534.509020 nChanged 48 SP:Iteration 3F (9110.150000 sec): 3 clusters Score: Raw -140061.135624 + Penalty 3360.015048 = -136701.120576 nChanged 39 SP:Iteration 4Q (9110.340000 sec): 3 clusters Score: Raw -140171.828614 + Penalty 3360.015048 = -136811.813566 nChanged 29 SP:Iteration 5Q (9110.510000 sec): 3 clusters Score: Raw -140258.686815 + Penalty 3360.015048 = -136898.671768 nChanged 20 SP:Iteration 6Q (9110.720000 sec): 3 clusters Score: Raw -140314.511228 + Penalty 3360.015048 = -136954.496180 nChanged 21 SP:Iteration 7Q (9110.900000 sec): 3 clusters Score: Raw -140382.975885 + Penalty 3360.015048 = -137022.960837 nChanged 14 SP:Iteration 8Q (9111.050000 sec): 3 clusters Score: Raw -140425.852908 + Penalty 3360.015048 = -137065.837861 nChanged 10 SP:Iteration 9Q (9111.230000 sec): 3 clusters Score: Raw -140448.411963 + Penalty 3360.015048 = -137088.396915 nChanged 11 SP:Iteration 10Q (9111.380000 sec): 3 clusters Score: Raw -140472.634588 + Penalty 3360.015048 = -137112.619540 nChanged 9 SP:Iteration 11Q (9111.530000 sec): 3 clusters Score: Raw -140497.609647 + Penalty 3360.015048 = -137137.594600 nChanged 3 SP:Iteration 12Q (9111.690000 sec): 3 clusters Score: Raw -140501.293961 + Penalty 3360.015048 = -137141.278913 nChanged 3 SP:Iteration 13Q (9111.880000 sec): 3 clusters Score: Raw -140510.056241 + Penalty 3360.015048 = -137150.041193 nChanged 0 SP:Iteration 14F (9112.060000 sec): 3 clusters Score: Raw -140533.959066 + Penalty 3360.015048 = -137173.944018 nChanged 3 SP:Iteration 15Q (9112.180000 sec): 3 clusters Score: Raw -140614.796240 + Penalty 3360.015048 = -137254.781193 nChanged 9 SP:Iteration 16Q (9112.380000 sec): 3 clusters Score: Raw -140668.790522 + Penalty 3360.015048 = -137308.775474 nChanged 10 SP:Iteration 17Q (9112.530000 sec): 3 clusters Score: Raw -140688.719575 + Penalty 3360.015048 = -137328.704527 nChanged 5 SP:Iteration 18Q (9112.730000 sec): 3 clusters Score: Raw -140695.129499 + Penalty 3360.015048 = -137335.114451 nChanged 2 SP:Iteration 19Q (9112.910000 sec): 3 clusters Score: Raw -140696.602142 + Penalty 3360.015048 = -137336.587094 nChanged 1 SP:Iteration 20F (9113.090000 sec): 3 clusters Score: Raw -140697.528163 + Penalty 3360.015048 = -137337.513115 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (199567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9114.050000 sec): 2 clusters Score: Raw -36239813.311515 + Penalty 3026.568514 = -36236786.743001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9115.250000 sec): 3 clusters Score: Raw -36108538.082582 + Penalty 6053.137028 = -36102484.945554 nChanged 96339 SP:Iteration 1F (9116.520000 sec): 3 clusters Score: Raw -36165069.958596 + Penalty 6053.137028 = -36159016.821568 nChanged 5703 SP:Iteration 2Q (9117.860000 sec): 3 clusters Score: Raw -36166514.132245 + Penalty 6053.137028 = -36160460.995217 nChanged 6715 SP:Iteration 3Q (9119.180000 sec): 3 clusters Score: Raw -36168748.366594 + Penalty 6053.137028 = -36162695.229566 nChanged 8383 SP:Iteration 4Q (9120.370000 sec): 3 clusters Score: Raw -36172543.159459 + Penalty 6053.137028 = -36166490.022431 nChanged 11478 SP:Iteration 5F (9121.560000 sec): 3 clusters Score: Raw -36179521.675131 + Penalty 6053.137028 = -36173468.538103 nChanged 15036 SP:Iteration 6F (9122.910000 sec): 3 clusters Score: Raw -36190961.419405 + Penalty 6053.137028 = -36184908.282377 nChanged 17272 SP:Iteration 7F (9124.190000 sec): 3 clusters Score: Raw -36206293.668306 + Penalty 6053.137028 = -36200240.531278 nChanged 15922 SP:Iteration 8F (9125.490000 sec): 3 clusters Score: Raw -36221340.739968 + Penalty 6053.137028 = -36215287.602940 nChanged 10991 SP:Iteration 9F (9126.780000 sec): 3 clusters Score: Raw -36231661.129777 + Penalty 6053.137028 = -36225607.992749 nChanged 5574 SP:Iteration 10Q (9127.960000 sec): 3 clusters Score: Raw -36236556.378058 + Penalty 6053.137028 = -36230503.241030 nChanged 2475 SP:Iteration 11Q (9129.100000 sec): 3 clusters Score: Raw -36238584.120140 + Penalty 6053.137028 = -36232530.983112 nChanged 1037 SP:Iteration 12Q (9130.140000 sec): 3 clusters Score: Raw -36239408.402998 + Penalty 6053.137028 = -36233355.265970 nChanged 432 SP:Iteration 13Q (9131.220000 sec): 3 clusters Score: Raw -36239752.943550 + Penalty 6053.137028 = -36233699.806522 nChanged 217 SP:Iteration 14Q (9132.400000 sec): 3 clusters Score: Raw -36239926.063901 + Penalty 6053.137028 = -36233872.926873 nChanged 113 SP:Iteration 15Q (9133.430000 sec): 3 clusters Score: Raw -36240027.247413 + Penalty 6053.137028 = -36233974.110385 nChanged 82 SP:Iteration 16Q (9134.440000 sec): 3 clusters Score: Raw -36240100.813337 + Penalty 6053.137028 = -36234047.676309 nChanged 50 SP:Iteration 17Q (9135.470000 sec): 3 clusters Score: Raw -36240140.562658 + Penalty 6053.137028 = -36234087.425630 nChanged 33 SP:Iteration 18Q (9136.580000 sec): 3 clusters Score: Raw -36240176.966181 + Penalty 6053.137028 = -36234123.829153 nChanged 24 SP:Iteration 19Q (9137.670000 sec): 3 clusters Score: Raw -36240194.295966 + Penalty 6053.137028 = -36234141.158937 nChanged 22 SP:Iteration 20F (9138.920000 sec): 3 clusters Score: Raw -36240214.881803 + Penalty 6053.137028 = -36234161.744775 nChanged 17 SP:Iteration 21Q (9139.930000 sec): 3 clusters Score: Raw -36240229.940655 + Penalty 6053.137028 = -36234176.803627 nChanged 11 SP:Iteration 22Q (9140.890000 sec): 3 clusters Score: Raw -36240240.524711 + Penalty 6053.137028 = -36234187.387683 nChanged 11 SP:Iteration 23Q (9142.000000 sec): 3 clusters Score: Raw -36240252.189531 + Penalty 6053.137028 = -36234199.052503 nChanged 10 SP:Iteration 24Q (9143.120000 sec): 3 clusters Score: Raw -36240260.873268 + Penalty 6053.137028 = -36234207.736239 nChanged 6 SP:Iteration 25Q (9144.320000 sec): 3 clusters Score: Raw -36240265.374734 + Penalty 6053.137028 = -36234212.237706 nChanged 3 SP:Iteration 26Q (9145.340000 sec): 3 clusters Score: Raw -36240267.498506 + Penalty 6053.137028 = -36234214.361478 nChanged 0 SP:Iteration 27F (9146.560000 sec): 3 clusters Score: Raw -36240267.498506 + Penalty 6053.137028 = -36234214.361478 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (31047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9146.900000 sec): 2 clusters Score: Raw -5843257.688287 + Penalty 2565.127851 = -5840692.560435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9147.260000 sec): 3 clusters Score: Raw -5824603.845395 + Penalty 5130.255702 = -5819473.589693 nChanged 14013 SP:Iteration 1F (9147.660000 sec): 3 clusters Score: Raw -5832342.463086 + Penalty 5130.255702 = -5827212.207383 nChanged 1377 SP:Iteration 2Q (9147.980000 sec): 3 clusters Score: Raw -5832738.597543 + Penalty 5130.255702 = -5827608.341841 nChanged 1187 SP:Iteration 3Q (9148.370000 sec): 3 clusters Score: Raw -5833067.845366 + Penalty 5130.255702 = -5827937.589663 nChanged 1084 SP:Iteration 4Q (9148.720000 sec): 3 clusters Score: Raw -5833375.462874 + Penalty 5130.255702 = -5828245.207172 nChanged 1034 SP:Iteration 5Q (9149.150000 sec): 3 clusters Score: Raw -5833668.882546 + Penalty 5130.255702 = -5828538.626843 nChanged 1041 SP:Iteration 6Q (9149.500000 sec): 3 clusters Score: Raw -5833978.736734 + Penalty 5130.255702 = -5828848.481032 nChanged 983 SP:Iteration 7Q (9149.880000 sec): 3 clusters Score: Raw -5834275.023088 + Penalty 5130.255702 = -5829144.767386 nChanged 1026 SP:Iteration 8Q (9150.320000 sec): 3 clusters Score: Raw -5834636.915787 + Penalty 5130.255702 = -5829506.660085 nChanged 1149 SP:Iteration 9Q (9150.670000 sec): 3 clusters Score: Raw -5835098.894196 + Penalty 5130.255702 = -5829968.638493 nChanged 1319 SP:Iteration 10Q (9151.040000 sec): 3 clusters Score: Raw -5835726.802531 + Penalty 5130.255702 = -5830596.546828 nChanged 1528 SP:Iteration 11Q (9151.440000 sec): 3 clusters Score: Raw -5836631.571485 + Penalty 5130.255702 = -5831501.315783 nChanged 1663 SP:Iteration 12F (9151.790000 sec): 3 clusters Score: Raw -5837852.069149 + Penalty 5130.255702 = -5832721.813447 nChanged 1623 SP:Iteration 13F (9152.220000 sec): 3 clusters Score: Raw -5839156.364728 + Penalty 5130.255702 = -5834026.109026 nChanged 1418 SP:Iteration 14Q (9152.610000 sec): 3 clusters Score: Raw -5840297.021568 + Penalty 5130.255702 = -5835166.765865 nChanged 1081 SP:Iteration 15Q (9153.010000 sec): 3 clusters Score: Raw -5840998.221739 + Penalty 5130.255702 = -5835867.966036 nChanged 776 SP:Iteration 16Q (9153.340000 sec): 3 clusters Score: Raw -5841418.930432 + Penalty 5130.255702 = -5836288.674730 nChanged 571 SP:Iteration 17Q (9153.690000 sec): 3 clusters Score: Raw -5841691.656497 + Penalty 5130.255702 = -5836561.400794 nChanged 476 SP:Iteration 18Q (9154.120000 sec): 3 clusters Score: Raw -5841914.224552 + Penalty 5130.255702 = -5836783.968850 nChanged 426 SP:Iteration 19Q (9154.460000 sec): 3 clusters Score: Raw -5842103.863409 + Penalty 5130.255702 = -5836973.607707 nChanged 375 SP:Iteration 20F (9154.800000 sec): 3 clusters Score: Raw -5842265.390599 + Penalty 5130.255702 = -5837135.134897 nChanged 337 SP:Iteration 21Q (9155.200000 sec): 3 clusters Score: Raw -5842408.677361 + Penalty 5130.255702 = -5837278.421658 nChanged 287 SP:Iteration 22Q (9155.540000 sec): 3 clusters Score: Raw -5842521.049964 + Penalty 5130.255702 = -5837390.794262 nChanged 254 SP:Iteration 23Q (9155.920000 sec): 3 clusters Score: Raw -5842618.287850 + Penalty 5130.255702 = -5837488.032148 nChanged 213 SP:Iteration 24Q (9156.310000 sec): 3 clusters Score: Raw -5842687.767180 + Penalty 5130.255702 = -5837557.511478 nChanged 188 SP:Iteration 25Q (9156.670000 sec): 3 clusters Score: Raw -5842746.409595 + Penalty 5130.255702 = -5837616.153892 nChanged 172 SP:Iteration 26Q (9157.020000 sec): 3 clusters Score: Raw -5842801.790402 + Penalty 5130.255702 = -5837671.534699 nChanged 171 SP:Iteration 27Q (9157.340000 sec): 3 clusters Score: Raw -5842854.539509 + Penalty 5130.255702 = -5837724.283807 nChanged 157 SP:Iteration 28Q (9157.680000 sec): 3 clusters Score: Raw -5842901.302587 + Penalty 5130.255702 = -5837771.046884 nChanged 146 SP:Iteration 29Q (9158.040000 sec): 3 clusters Score: Raw -5842943.324983 + Penalty 5130.255702 = -5837813.069281 nChanged 114 SP:Iteration 30Q (9158.360000 sec): 3 clusters Score: Raw -5842976.446314 + Penalty 5130.255702 = -5837846.190612 nChanged 112 SP:Iteration 31Q (9158.720000 sec): 3 clusters Score: Raw -5843006.476801 + Penalty 5130.255702 = -5837876.221098 nChanged 103 SP:Iteration 32Q (9159.040000 sec): 3 clusters Score: Raw -5843035.027641 + Penalty 5130.255702 = -5837904.771939 nChanged 92 SP:Iteration 33Q (9159.400000 sec): 3 clusters Score: Raw -5843061.401217 + Penalty 5130.255702 = -5837931.145515 nChanged 81 SP:Iteration 34Q (9159.760000 sec): 3 clusters Score: Raw -5843084.830518 + Penalty 5130.255702 = -5837954.574816 nChanged 77 SP:Iteration 35Q (9160.100000 sec): 3 clusters Score: Raw -5843107.007575 + Penalty 5130.255702 = -5837976.751873 nChanged 78 SP:Iteration 36Q (9160.470000 sec): 3 clusters Score: Raw -5843129.140378 + Penalty 5130.255702 = -5837998.884676 nChanged 60 SP:Iteration 37Q (9160.800000 sec): 3 clusters Score: Raw -5843145.469430 + Penalty 5130.255702 = -5838015.213727 nChanged 60 SP:Iteration 38Q (9161.090000 sec): 3 clusters Score: Raw -5843162.637326 + Penalty 5130.255702 = -5838032.381624 nChanged 56 SP:Iteration 39Q (9161.440000 sec): 3 clusters Score: Raw -5843178.447253 + Penalty 5130.255702 = -5838048.191551 nChanged 47 SP:Iteration 40F (9161.760000 sec): 3 clusters Score: Raw -5843188.992634 + Penalty 5130.255702 = -5838058.736932 nChanged 45 SP:Iteration 41Q (9162.160000 sec): 3 clusters Score: Raw -5843199.749137 + Penalty 5130.255702 = -5838069.493434 nChanged 39 SP:Iteration 42Q (9162.490000 sec): 3 clusters Score: Raw -5843209.903520 + Penalty 5130.255702 = -5838079.647818 nChanged 35 SP:Iteration 43Q (9162.820000 sec): 3 clusters Score: Raw -5843220.632319 + Penalty 5130.255702 = -5838090.376617 nChanged 40 SP:Iteration 44Q (9163.190000 sec): 3 clusters Score: Raw -5843231.768965 + Penalty 5130.255702 = -5838101.513263 nChanged 50 SP:Iteration 45Q (9163.600000 sec): 3 clusters Score: Raw -5843244.841901 + Penalty 5130.255702 = -5838114.586199 nChanged 39 SP:Iteration 46Q (9163.930000 sec): 3 clusters Score: Raw -5843254.623898 + Penalty 5130.255702 = -5838124.368195 nChanged 23 SP:Iteration 47Q (9164.310000 sec): 3 clusters Score: Raw -5843259.944074 + Penalty 5130.255702 = -5838129.688372 nChanged 23 SP:Iteration 48Q (9164.650000 sec): 3 clusters Score: Raw -5843265.149266 + Penalty 5130.255702 = -5838134.893564 nChanged 25 SP:Iteration 49Q (9165.030000 sec): 3 clusters Score: Raw -5843271.471024 + Penalty 5130.255702 = -5838141.215322 nChanged 30 SP:Iteration 50Q (9165.380000 sec): 3 clusters Score: Raw -5843278.289516 + Penalty 5130.255702 = -5838148.033814 nChanged 27 SP:Iteration 51Q (9165.730000 sec): 3 clusters Score: Raw -5843284.075523 + Penalty 5130.255702 = -5838153.819820 nChanged 21 SP:Iteration 52Q (9166.100000 sec): 3 clusters Score: Raw -5843289.573671 + Penalty 5130.255702 = -5838159.317969 nChanged 33 SP:Iteration 53Q (9166.440000 sec): 3 clusters Score: Raw -5843298.698984 + Penalty 5130.255702 = -5838168.443282 nChanged 25 SP:Iteration 54Q (9166.810000 sec): 3 clusters Score: Raw -5843304.238839 + Penalty 5130.255702 = -5838173.983137 nChanged 17 SP:Iteration 55Q (9167.140000 sec): 3 clusters Score: Raw -5843308.480994 + Penalty 5130.255702 = -5838178.225292 nChanged 25 SP:Iteration 56Q (9167.460000 sec): 3 clusters Score: Raw -5843314.592609 + Penalty 5130.255702 = -5838184.336907 nChanged 21 SP:Iteration 57Q (9167.800000 sec): 3 clusters Score: Raw -5843319.891938 + Penalty 5130.255702 = -5838189.636236 nChanged 25 SP:Iteration 58Q (9168.170000 sec): 3 clusters Score: Raw -5843326.579345 + Penalty 5130.255702 = -5838196.323642 nChanged 21 SP:Iteration 59Q (9168.520000 sec): 3 clusters Score: Raw -5843331.704237 + Penalty 5130.255702 = -5838201.448534 nChanged 20 SP:Iteration 60F (9168.850000 sec): 3 clusters Score: Raw -5843336.323181 + Penalty 5130.255702 = -5838206.067479 nChanged 18 SP:Iteration 61Q (9169.230000 sec): 3 clusters Score: Raw -5843340.697218 + Penalty 5130.255702 = -5838210.441516 nChanged 16 SP:Iteration 62Q (9169.570000 sec): 3 clusters Score: Raw -5843345.584210 + Penalty 5130.255702 = -5838215.328508 nChanged 21 SP:Iteration 63Q (9169.940000 sec): 3 clusters Score: Raw -5843353.113556 + Penalty 5130.255702 = -5838222.857854 nChanged 26 SP:Iteration 64Q (9170.300000 sec): 3 clusters Score: Raw -5843361.360060 + Penalty 5130.255702 = -5838231.104357 nChanged 21 SP:Iteration 65Q (9170.620000 sec): 3 clusters Score: Raw -5843368.088092 + Penalty 5130.255702 = -5838237.832389 nChanged 24 SP:Iteration 66Q (9170.930000 sec): 3 clusters Score: Raw -5843375.077647 + Penalty 5130.255702 = -5838244.821945 nChanged 18 SP:Iteration 67Q (9171.290000 sec): 3 clusters Score: Raw -5843380.887492 + Penalty 5130.255702 = -5838250.631789 nChanged 24 SP:Iteration 68Q (9171.590000 sec): 3 clusters Score: Raw -5843388.095416 + Penalty 5130.255702 = -5838257.839713 nChanged 18 SP:Iteration 69Q (9171.920000 sec): 3 clusters Score: Raw -5843392.046860 + Penalty 5130.255702 = -5838261.791158 nChanged 19 SP:Iteration 70Q (9172.300000 sec): 3 clusters Score: Raw -5843397.121482 + Penalty 5130.255702 = -5838266.865780 nChanged 26 SP:Iteration 71Q (9172.610000 sec): 3 clusters Score: Raw -5843405.089801 + Penalty 5130.255702 = -5838274.834099 nChanged 23 SP:Iteration 72Q (9172.880000 sec): 3 clusters Score: Raw -5843411.825217 + Penalty 5130.255702 = -5838281.569515 nChanged 18 SP:Iteration 73Q (9173.240000 sec): 3 clusters Score: Raw -5843417.782102 + Penalty 5130.255702 = -5838287.526400 nChanged 20 SP:Iteration 74Q (9173.590000 sec): 3 clusters Score: Raw -5843422.908340 + Penalty 5130.255702 = -5838292.652638 nChanged 19 SP:Iteration 75Q (9173.990000 sec): 3 clusters Score: Raw -5843427.360189 + Penalty 5130.255702 = -5838297.104487 nChanged 16 SP:Iteration 76Q (9174.310000 sec): 3 clusters Score: Raw -5843431.737367 + Penalty 5130.255702 = -5838301.481664 nChanged 14 SP:Iteration 77Q (9174.680000 sec): 3 clusters Score: Raw -5843435.089705 + Penalty 5130.255702 = -5838304.834003 nChanged 12 SP:Iteration 78Q (9175.080000 sec): 3 clusters Score: Raw -5843438.181575 + Penalty 5130.255702 = -5838307.925873 nChanged 14 SP:Iteration 79Q (9175.400000 sec): 3 clusters Score: Raw -5843442.176032 + Penalty 5130.255702 = -5838311.920330 nChanged 10 SP:Iteration 80F (9175.750000 sec): 3 clusters Score: Raw -5843444.542432 + Penalty 5130.255702 = -5838314.286729 nChanged 10 SP:Iteration 81Q (9176.130000 sec): 3 clusters Score: Raw -5843446.844465 + Penalty 5130.255702 = -5838316.588763 nChanged 8 SP:Iteration 82Q (9176.420000 sec): 3 clusters Score: Raw -5843448.810490 + Penalty 5130.255702 = -5838318.554787 nChanged 7 SP:Iteration 83Q (9176.800000 sec): 3 clusters Score: Raw -5843451.098475 + Penalty 5130.255702 = -5838320.842772 nChanged 8 SP:Iteration 84Q (9177.160000 sec): 3 clusters Score: Raw -5843453.313048 + Penalty 5130.255702 = -5838323.057346 nChanged 9 SP:Iteration 85Q (9177.580000 sec): 3 clusters Score: Raw -5843456.084293 + Penalty 5130.255702 = -5838325.828590 nChanged 9 SP:Iteration 86Q (9177.920000 sec): 3 clusters Score: Raw -5843458.540283 + Penalty 5130.255702 = -5838328.284580 nChanged 7 SP:Iteration 87Q (9178.300000 sec): 3 clusters Score: Raw -5843460.859187 + Penalty 5130.255702 = -5838330.603485 nChanged 12 SP:Iteration 88Q (9178.630000 sec): 3 clusters Score: Raw -5843464.318616 + Penalty 5130.255702 = -5838334.062913 nChanged 7 SP:Iteration 89Q (9179.010000 sec): 3 clusters Score: Raw -5843467.059819 + Penalty 5130.255702 = -5838336.804117 nChanged 11 SP:Iteration 90Q (9179.400000 sec): 3 clusters Score: Raw -5843469.821988 + Penalty 5130.255702 = -5838339.566285 nChanged 5 SP:Iteration 91Q (9179.710000 sec): 3 clusters Score: Raw -5843470.888039 + Penalty 5130.255702 = -5838340.632337 nChanged 3 SP:Iteration 92Q (9179.980000 sec): 3 clusters Score: Raw -5843471.801654 + Penalty 5130.255702 = -5838341.545952 nChanged 8 SP:Iteration 93Q (9180.350000 sec): 3 clusters Score: Raw -5843474.969700 + Penalty 5130.255702 = -5838344.713997 nChanged 13 SP:Iteration 94Q (9180.700000 sec): 3 clusters Score: Raw -5843478.599530 + Penalty 5130.255702 = -5838348.343827 nChanged 7 SP:Iteration 95Q (9181.020000 sec): 3 clusters Score: Raw -5843480.175863 + Penalty 5130.255702 = -5838349.920161 nChanged 3 SP:Iteration 96Q (9181.320000 sec): 3 clusters Score: Raw -5843480.772559 + Penalty 5130.255702 = -5838350.516857 nChanged 1 SP:Iteration 97Q (9181.650000 sec): 3 clusters Score: Raw -5843481.122752 + Penalty 5130.255702 = -5838350.867050 nChanged 2 SP:Iteration 98Q (9181.970000 sec): 3 clusters Score: Raw -5843481.469027 + Penalty 5130.255702 = -5838351.213325 nChanged 3 SP:Iteration 99Q (9182.310000 sec): 3 clusters Score: Raw -5843482.356785 + Penalty 5130.255702 = -5838352.101083 nChanged 3 SP:Iteration 100F (9182.720000 sec): 3 clusters Score: Raw -5843483.131221 + Penalty 5130.255702 = -5838352.875519 nChanged 5 SP:Iteration 101Q (9183.050000 sec): 3 clusters Score: Raw -5843484.482247 + Penalty 5130.255702 = -5838354.226544 nChanged 6 SP:Iteration 102Q (9183.420000 sec): 3 clusters Score: Raw -5843486.308230 + Penalty 5130.255702 = -5838356.052527 nChanged 7 SP:Iteration 103Q (9183.760000 sec): 3 clusters Score: Raw -5843488.475575 + Penalty 5130.255702 = -5838358.219872 nChanged 6 SP:Iteration 104Q (9184.170000 sec): 3 clusters Score: Raw -5843490.025614 + Penalty 5130.255702 = -5838359.769912 nChanged 5 SP:Iteration 105Q (9184.530000 sec): 3 clusters Score: Raw -5843491.325793 + Penalty 5130.255702 = -5838361.070091 nChanged 5 SP:Iteration 106Q (9184.850000 sec): 3 clusters Score: Raw -5843493.002053 + Penalty 5130.255702 = -5838362.746351 nChanged 4 SP:Iteration 107Q (9185.170000 sec): 3 clusters Score: Raw -5843494.310563 + Penalty 5130.255702 = -5838364.054860 nChanged 9 SP:Iteration 108Q (9185.520000 sec): 3 clusters Score: Raw -5843496.483942 + Penalty 5130.255702 = -5838366.228240 nChanged 7 SP:Iteration 109Q (9185.850000 sec): 3 clusters Score: Raw -5843498.991968 + Penalty 5130.255702 = -5838368.736266 nChanged 7 SP:Iteration 110Q (9186.200000 sec): 3 clusters Score: Raw -5843500.887664 + Penalty 5130.255702 = -5838370.631962 nChanged 6 SP:Iteration 111Q (9186.540000 sec): 3 clusters Score: Raw -5843502.363759 + Penalty 5130.255702 = -5838372.108056 nChanged 7 SP:Iteration 112Q (9186.910000 sec): 3 clusters Score: Raw -5843504.745911 + Penalty 5130.255702 = -5838374.490209 nChanged 7 SP:Iteration 113Q (9187.280000 sec): 3 clusters Score: Raw -5843507.615679 + Penalty 5130.255702 = -5838377.359977 nChanged 5 SP:Iteration 114Q (9187.640000 sec): 3 clusters Score: Raw -5843508.437558 + Penalty 5130.255702 = -5838378.181855 nChanged 3 SP:Iteration 115Q (9188.020000 sec): 3 clusters Score: Raw -5843509.136676 + Penalty 5130.255702 = -5838378.880974 nChanged 2 SP:Iteration 116Q (9188.380000 sec): 3 clusters Score: Raw -5843509.811586 + Penalty 5130.255702 = -5838379.555883 nChanged 3 SP:Iteration 117Q (9188.740000 sec): 3 clusters Score: Raw -5843510.240504 + Penalty 5130.255702 = -5838379.984802 nChanged 2 SP:Iteration 118Q (9189.090000 sec): 3 clusters Score: Raw -5843510.774259 + Penalty 5130.255702 = -5838380.518557 nChanged 0 SP:Iteration 119F (9189.530000 sec): 3 clusters Score: Raw -5843510.774259 + Penalty 5130.255702 = -5838380.518557 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (173949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9190.430000 sec): 2 clusters Score: Raw -31409555.096692 + Penalty 2992.496323 = -31406562.600369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9191.550000 sec): 3 clusters Score: Raw -31296034.211956 + Penalty 5984.992646 = -31290049.219310 nChanged 83478 SP:Iteration 1F (9192.560000 sec): 3 clusters Score: Raw -31344140.806866 + Penalty 5984.992646 = -31338155.814220 nChanged 5359 SP:Iteration 2Q (9193.660000 sec): 3 clusters Score: Raw -31345335.188543 + Penalty 5984.992646 = -31339350.195897 nChanged 5685 SP:Iteration 3Q (9194.850000 sec): 3 clusters Score: Raw -31346879.697158 + Penalty 5984.992646 = -31340894.704512 nChanged 6658 SP:Iteration 4Q (9196.000000 sec): 3 clusters Score: Raw -31349082.380627 + Penalty 5984.992646 = -31343097.387981 nChanged 7834 SP:Iteration 5Q (9197.040000 sec): 3 clusters Score: Raw -31352197.409955 + Penalty 5984.992646 = -31346212.417309 nChanged 9157 SP:Iteration 6F (9198.140000 sec): 3 clusters Score: Raw -31356571.912863 + Penalty 5984.992646 = -31350586.920217 nChanged 10504 SP:Iteration 7F (9199.170000 sec): 3 clusters Score: Raw -31362797.375854 + Penalty 5984.992646 = -31356812.383207 nChanged 11806 SP:Iteration 8F (9200.190000 sec): 3 clusters Score: Raw -31371125.373082 + Penalty 5984.992646 = -31365140.380435 nChanged 12222 SP:Iteration 9F (9201.250000 sec): 3 clusters Score: Raw -31380928.441788 + Penalty 5984.992646 = -31374943.449142 nChanged 11278 SP:Iteration 10F (9202.310000 sec): 3 clusters Score: Raw -31390692.059109 + Penalty 5984.992646 = -31384707.066463 nChanged 9139 SP:Iteration 11F (9203.430000 sec): 3 clusters Score: Raw -31398861.984878 + Penalty 5984.992646 = -31392876.992232 nChanged 6254 SP:Iteration 12Q (9204.590000 sec): 3 clusters Score: Raw -31404424.474149 + Penalty 5984.992646 = -31398439.481503 nChanged 3556 SP:Iteration 13Q (9205.610000 sec): 3 clusters Score: Raw -31407502.603996 + Penalty 5984.992646 = -31401517.611349 nChanged 1678 SP:Iteration 14Q (9206.610000 sec): 3 clusters Score: Raw -31408942.127476 + Penalty 5984.992646 = -31402957.134830 nChanged 652 SP:Iteration 15Q (9207.630000 sec): 3 clusters Score: Raw -31409497.657277 + Penalty 5984.992646 = -31403512.664631 nChanged 228 SP:Iteration 16Q (9208.630000 sec): 3 clusters Score: Raw -31409733.615032 + Penalty 5984.992646 = -31403748.622386 nChanged 113 SP:Iteration 17Q (9209.610000 sec): 3 clusters Score: Raw -31409853.062978 + Penalty 5984.992646 = -31403868.070332 nChanged 56 SP:Iteration 18Q (9210.530000 sec): 3 clusters Score: Raw -31409905.160585 + Penalty 5984.992646 = -31403920.167939 nChanged 26 SP:Iteration 19Q (9211.460000 sec): 3 clusters Score: Raw -31409934.856618 + Penalty 5984.992646 = -31403949.863971 nChanged 16 SP:Iteration 20F (9212.550000 sec): 3 clusters Score: Raw -31409949.548990 + Penalty 5984.992646 = -31403964.556344 nChanged 11 SP:Iteration 21Q (9213.470000 sec): 3 clusters Score: Raw -31409962.085715 + Penalty 5984.992646 = -31403977.093069 nChanged 11 SP:Iteration 22Q (9214.410000 sec): 3 clusters Score: Raw -31409976.424927 + Penalty 5984.992646 = -31403991.432281 nChanged 12 SP:Iteration 23Q (9215.300000 sec): 3 clusters Score: Raw -31409991.870474 + Penalty 5984.992646 = -31404006.877827 nChanged 9 SP:Iteration 24Q (9216.210000 sec): 3 clusters Score: Raw -31410000.753917 + Penalty 5984.992646 = -31404015.761270 nChanged 5 SP:Iteration 25Q (9217.080000 sec): 3 clusters Score: Raw -31410007.499795 + Penalty 5984.992646 = -31404022.507148 nChanged 5 SP:Iteration 26Q (9217.930000 sec): 3 clusters Score: Raw -31410012.709790 + Penalty 5984.992646 = -31404027.717144 nChanged 5 SP:Iteration 27Q (9218.910000 sec): 3 clusters Score: Raw -31410020.265573 + Penalty 5984.992646 = -31404035.272927 nChanged 2 SP:Iteration 28Q (9219.880000 sec): 3 clusters Score: Raw -31410022.167419 + Penalty 5984.992646 = -31404037.174773 nChanged 0 SP:Iteration 29F (9220.970000 sec): 3 clusters Score: Raw -31410022.167419 + Penalty 5984.992646 = -31404037.174773 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9221.190000 sec): 2 clusters Score: Raw -2205107.588117 + Penalty 2345.327580 = -2202762.260537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9221.520000 sec): 3 clusters Score: Raw -2197909.148693 + Penalty 4690.655160 = -2193218.493533 nChanged 5534 SP:Iteration 1F (9221.810000 sec): 3 clusters Score: Raw -2200933.262342 + Penalty 4690.655160 = -2196242.607183 nChanged 875 SP:Iteration 2F (9222.090000 sec): 3 clusters Score: Raw -2201400.311715 + Penalty 4690.655160 = -2196709.656556 nChanged 805 SP:Iteration 3F (9222.390000 sec): 3 clusters Score: Raw -2201873.602717 + Penalty 4690.655160 = -2197182.947557 nChanged 808 SP:Iteration 4F (9222.590000 sec): 3 clusters Score: Raw -2202369.955350 + Penalty 4690.655160 = -2197679.300190 nChanged 778 SP:Iteration 5F (9222.860000 sec): 3 clusters Score: Raw -2202872.737958 + Penalty 4690.655160 = -2198182.082798 nChanged 706 SP:Iteration 6F (9223.180000 sec): 3 clusters Score: Raw -2203339.121574 + Penalty 4690.655160 = -2198648.466414 nChanged 614 SP:Iteration 7Q (9223.420000 sec): 3 clusters Score: Raw -2203768.699888 + Penalty 4690.655160 = -2199078.044728 nChanged 497 SP:Iteration 8Q (9223.670000 sec): 3 clusters Score: Raw -2204114.961773 + Penalty 4690.655160 = -2199424.306614 nChanged 444 SP:Iteration 9Q (9223.930000 sec): 3 clusters Score: Raw -2204420.992800 + Penalty 4690.655160 = -2199730.337640 nChanged 353 SP:Iteration 10Q (9224.210000 sec): 3 clusters Score: Raw -2204639.506431 + Penalty 4690.655160 = -2199948.851271 nChanged 316 SP:Iteration 11Q (9224.430000 sec): 3 clusters Score: Raw -2204812.710151 + Penalty 4690.655160 = -2200122.054991 nChanged 252 SP:Iteration 12Q (9224.670000 sec): 3 clusters Score: Raw -2204939.279452 + Penalty 4690.655160 = -2200248.624293 nChanged 202 SP:Iteration 13Q (9224.930000 sec): 3 clusters Score: Raw -2205036.394194 + Penalty 4690.655160 = -2200345.739034 nChanged 174 SP:Iteration 14Q (9225.190000 sec): 3 clusters Score: Raw -2205115.332706 + Penalty 4690.655160 = -2200424.677547 nChanged 147 SP:Iteration 15Q (9225.470000 sec): 3 clusters Score: Raw -2205182.498636 + Penalty 4690.655160 = -2200491.843476 nChanged 123 SP:Iteration 16Q (9225.700000 sec): 3 clusters Score: Raw -2205241.842534 + Penalty 4690.655160 = -2200551.187374 nChanged 115 SP:Iteration 17Q (9225.940000 sec): 3 clusters Score: Raw -2205293.197689 + Penalty 4690.655160 = -2200602.542530 nChanged 98 SP:Iteration 18Q (9226.200000 sec): 3 clusters Score: Raw -2205336.070682 + Penalty 4690.655160 = -2200645.415522 nChanged 91 SP:Iteration 19Q (9226.460000 sec): 3 clusters Score: Raw -2205376.931733 + Penalty 4690.655160 = -2200686.276574 nChanged 81 SP:Iteration 20F (9226.750000 sec): 3 clusters Score: Raw -2205417.511903 + Penalty 4690.655160 = -2200726.856744 nChanged 84 SP:Iteration 21Q (9227.020000 sec): 3 clusters Score: Raw -2205461.705563 + Penalty 4690.655160 = -2200771.050403 nChanged 82 SP:Iteration 22Q (9227.320000 sec): 3 clusters Score: Raw -2205507.961480 + Penalty 4690.655160 = -2200817.306320 nChanged 70 SP:Iteration 23Q (9227.640000 sec): 3 clusters Score: Raw -2205539.841782 + Penalty 4690.655160 = -2200849.186623 nChanged 41 SP:Iteration 24Q (9227.910000 sec): 3 clusters Score: Raw -2205558.756811 + Penalty 4690.655160 = -2200868.101651 nChanged 29 SP:Iteration 25Q (9228.230000 sec): 3 clusters Score: Raw -2205571.907640 + Penalty 4690.655160 = -2200881.252481 nChanged 29 SP:Iteration 26Q (9228.480000 sec): 3 clusters Score: Raw -2205582.865193 + Penalty 4690.655160 = -2200892.210033 nChanged 14 SP:Iteration 27Q (9228.740000 sec): 3 clusters Score: Raw -2205587.157726 + Penalty 4690.655160 = -2200896.502567 nChanged 8 SP:Iteration 28Q (9228.970000 sec): 3 clusters Score: Raw -2205590.326444 + Penalty 4690.655160 = -2200899.671285 nChanged 7 SP:Iteration 29Q (9229.300000 sec): 3 clusters Score: Raw -2205592.603168 + Penalty 4690.655160 = -2200901.948008 nChanged 9 SP:Iteration 30Q (9229.540000 sec): 3 clusters Score: Raw -2205595.484287 + Penalty 4690.655160 = -2200904.829127 nChanged 5 SP:Iteration 31Q (9229.820000 sec): 3 clusters Score: Raw -2205597.032518 + Penalty 4690.655160 = -2200906.377359 nChanged 1 SP:Iteration 32Q (9230.080000 sec): 3 clusters Score: Raw -2205597.388156 + Penalty 4690.655160 = -2200906.732997 nChanged 1 SP:Iteration 33Q (9230.280000 sec): 3 clusters Score: Raw -2205597.575674 + Penalty 4690.655160 = -2200906.920514 nChanged 1 SP:Iteration 34Q (9230.570000 sec): 3 clusters Score: Raw -2205597.692963 + Penalty 4690.655160 = -2200907.037804 nChanged 0 SP:Iteration 35F (9230.880000 sec): 3 clusters Score: Raw -2205597.692963 + Penalty 4690.655160 = -2200907.037804 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9230.960000 sec): 2 clusters Score: Raw -52460.364282 + Penalty 1473.814245 = -50986.550037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9231.190000 sec): 3 clusters Score: Raw -52835.405986 + Penalty 2947.628490 = -49887.777496 nChanged 83 SP:Iteration 1F (9231.330000 sec): 3 clusters Score: Raw -53198.140805 + Penalty 2947.628490 = -50250.512315 nChanged 43 SP:Iteration 2F (9231.540000 sec): 3 clusters Score: Raw -53576.716481 + Penalty 2947.628490 = -50629.087991 nChanged 12 SP:Iteration 3Q (9231.740000 sec): 3 clusters Score: Raw -53686.580353 + Penalty 2947.628490 = -50738.951863 nChanged 8 SP:Iteration 4Q (9231.890000 sec): 3 clusters Score: Raw -53724.258669 + Penalty 2947.628490 = -50776.630179 nChanged 3 SP:Iteration 5Q (9232.060000 sec): 3 clusters Score: Raw -53737.350018 + Penalty 2947.628490 = -50789.721528 nChanged 2 SP:Iteration 6Q (9232.230000 sec): 3 clusters Score: Raw -53746.735642 + Penalty 2947.628490 = -50799.107152 nChanged 0 SP:Iteration 7F (9232.440000 sec): 3 clusters Score: Raw -53746.735642 + Penalty 2947.628490 = -50799.107152 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (2715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9232.540000 sec): 2 clusters Score: Raw -461494.732951 + Penalty 1960.823714 = -459533.909237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9232.770000 sec): 3 clusters Score: Raw -460400.078729 + Penalty 3921.647427 = -456478.431302 nChanged 939 SP:Iteration 1F (9232.970000 sec): 3 clusters Score: Raw -461223.347146 + Penalty 3921.647427 = -457301.699719 nChanged 268 SP:Iteration 2F (9233.160000 sec): 3 clusters Score: Raw -461563.378415 + Penalty 3921.647427 = -457641.730987 nChanged 211 SP:Iteration 3F (9233.350000 sec): 3 clusters Score: Raw -461811.816645 + Penalty 3921.647427 = -457890.169218 nChanged 158 SP:Iteration 4F (9233.530000 sec): 3 clusters Score: Raw -462013.666652 + Penalty 3921.647427 = -458092.019225 nChanged 145 SP:Iteration 5F (9233.730000 sec): 3 clusters Score: Raw -462190.896789 + Penalty 3921.647427 = -458269.249362 nChanged 104 SP:Iteration 6Q (9233.920000 sec): 3 clusters Score: Raw -462304.920753 + Penalty 3921.647427 = -458383.273326 nChanged 84 SP:Iteration 7Q (9234.100000 sec): 3 clusters Score: Raw -462392.317709 + Penalty 3921.647427 = -458470.670282 nChanged 64 SP:Iteration 8Q (9234.310000 sec): 3 clusters Score: Raw -462446.144486 + Penalty 3921.647427 = -458524.497059 nChanged 49 SP:Iteration 9Q (9234.510000 sec): 3 clusters Score: Raw -462492.625955 + Penalty 3921.647427 = -458570.978527 nChanged 27 SP:Iteration 10Q (9234.690000 sec): 3 clusters Score: Raw -462514.408379 + Penalty 3921.647427 = -458592.760952 nChanged 24 SP:Iteration 11Q (9234.900000 sec): 3 clusters Score: Raw -462529.516928 + Penalty 3921.647427 = -458607.869501 nChanged 15 SP:Iteration 12Q (9235.080000 sec): 3 clusters Score: Raw -462539.566782 + Penalty 3921.647427 = -458617.919355 nChanged 14 SP:Iteration 13Q (9235.270000 sec): 3 clusters Score: Raw -462549.308961 + Penalty 3921.647427 = -458627.661533 nChanged 13 SP:Iteration 14Q (9235.430000 sec): 3 clusters Score: Raw -462557.193471 + Penalty 3921.647427 = -458635.546044 nChanged 12 SP:Iteration 15Q (9235.650000 sec): 3 clusters Score: Raw -462563.021298 + Penalty 3921.647427 = -458641.373871 nChanged 11 SP:Iteration 16Q (9235.810000 sec): 3 clusters Score: Raw -462569.248342 + Penalty 3921.647427 = -458647.600915 nChanged 7 SP:Iteration 17Q (9235.990000 sec): 3 clusters Score: Raw -462574.709064 + Penalty 3921.647427 = -458653.061637 nChanged 5 SP:Iteration 18Q (9236.200000 sec): 3 clusters Score: Raw -462580.105050 + Penalty 3921.647427 = -458658.457623 nChanged 15 SP:Iteration 19Q (9236.360000 sec): 3 clusters Score: Raw -462589.223751 + Penalty 3921.647427 = -458667.576324 nChanged 7 SP:Iteration 20F (9236.560000 sec): 3 clusters Score: Raw -462593.146857 + Penalty 3921.647427 = -458671.499430 nChanged 5 SP:Iteration 21Q (9236.710000 sec): 3 clusters Score: Raw -462594.996149 + Penalty 3921.647427 = -458673.348722 nChanged 4 SP:Iteration 22Q (9236.910000 sec): 3 clusters Score: Raw -462596.490200 + Penalty 3921.647427 = -458674.842773 nChanged 3 SP:Iteration 23Q (9237.080000 sec): 3 clusters Score: Raw -462598.980591 + Penalty 3921.647427 = -458677.333164 nChanged 4 SP:Iteration 24Q (9237.250000 sec): 3 clusters Score: Raw -462600.462719 + Penalty 3921.647427 = -458678.815292 nChanged 2 SP:Iteration 25Q (9237.410000 sec): 3 clusters Score: Raw -462602.860403 + Penalty 3921.647427 = -458681.212975 nChanged 2 SP:Iteration 26Q (9237.580000 sec): 3 clusters Score: Raw -462603.888396 + Penalty 3921.647427 = -458682.240969 nChanged 1 SP:Iteration 27Q (9237.770000 sec): 3 clusters Score: Raw -462604.105749 + Penalty 3921.647427 = -458682.458322 nChanged 0 SP:Iteration 28F (9237.940000 sec): 3 clusters Score: Raw -462604.105749 + Penalty 3921.647427 = -458682.458322 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9238.030000 sec): 2 clusters Score: Raw -209548.376956 + Penalty 1761.827735 = -207786.549221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9238.190000 sec): 3 clusters Score: Raw -209239.650914 + Penalty 3523.655470 = -205715.995444 nChanged 327 SP:Iteration 1F (9238.350000 sec): 3 clusters Score: Raw -209634.234322 + Penalty 3523.655470 = -206110.578852 nChanged 93 SP:Iteration 2F (9238.520000 sec): 3 clusters Score: Raw -209759.110995 + Penalty 3523.655470 = -206235.455525 nChanged 57 SP:Iteration 3Q (9238.680000 sec): 3 clusters Score: Raw -209858.493193 + Penalty 3523.655470 = -206334.837723 nChanged 35 SP:Iteration 4Q (9238.850000 sec): 3 clusters Score: Raw -209929.319835 + Penalty 3523.655470 = -206405.664365 nChanged 43 SP:Iteration 5Q (9239.030000 sec): 3 clusters Score: Raw -209998.616371 + Penalty 3523.655470 = -206474.960900 nChanged 43 SP:Iteration 6Q (9239.210000 sec): 3 clusters Score: Raw -210090.388326 + Penalty 3523.655470 = -206566.732856 nChanged 44 SP:Iteration 7Q (9239.360000 sec): 3 clusters Score: Raw -210173.580064 + Penalty 3523.655470 = -206649.924593 nChanged 42 SP:Iteration 8Q (9239.580000 sec): 3 clusters Score: Raw -210262.130161 + Penalty 3523.655470 = -206738.474691 nChanged 37 SP:Iteration 9Q (9239.770000 sec): 3 clusters Score: Raw -210327.098695 + Penalty 3523.655470 = -206803.443224 nChanged 21 SP:Iteration 10Q (9240.000000 sec): 3 clusters Score: Raw -210382.493422 + Penalty 3523.655470 = -206858.837952 nChanged 20 SP:Iteration 11Q (9240.150000 sec): 3 clusters Score: Raw -210429.229532 + Penalty 3523.655470 = -206905.574062 nChanged 14 SP:Iteration 12Q (9240.360000 sec): 3 clusters Score: Raw -210456.473161 + Penalty 3523.655470 = -206932.817691 nChanged 9 SP:Iteration 13Q (9240.540000 sec): 3 clusters Score: Raw -210473.815367 + Penalty 3523.655470 = -206950.159897 nChanged 5 SP:Iteration 14Q (9240.750000 sec): 3 clusters Score: Raw -210494.140412 + Penalty 3523.655470 = -206970.484942 nChanged 10 SP:Iteration 15Q (9240.930000 sec): 3 clusters Score: Raw -210524.078862 + Penalty 3523.655470 = -207000.423391 nChanged 5 SP:Iteration 16Q (9241.130000 sec): 3 clusters Score: Raw -210553.937614 + Penalty 3523.655470 = -207030.282144 nChanged 7 SP:Iteration 17Q (9241.290000 sec): 3 clusters Score: Raw -210570.578055 + Penalty 3523.655470 = -207046.922585 nChanged 4 SP:Iteration 18Q (9241.510000 sec): 3 clusters Score: Raw -210575.901858 + Penalty 3523.655470 = -207052.246388 nChanged 3 SP:Iteration 19Q (9241.680000 sec): 3 clusters Score: Raw -210592.669943 + Penalty 3523.655470 = -207069.014473 nChanged 7 SP:Iteration 20F (9241.850000 sec): 3 clusters Score: Raw -210614.100587 + Penalty 3523.655470 = -207090.445116 nChanged 7 SP:Iteration 21Q (9242.050000 sec): 3 clusters Score: Raw -210629.246182 + Penalty 3523.655470 = -207105.590712 nChanged 12 SP:Iteration 22Q (9242.250000 sec): 3 clusters Score: Raw -210650.848445 + Penalty 3523.655470 = -207127.192975 nChanged 13 SP:Iteration 23Q (9242.440000 sec): 3 clusters Score: Raw -210663.309110 + Penalty 3523.655470 = -207139.653640 nChanged 6 SP:Iteration 24Q (9242.610000 sec): 3 clusters Score: Raw -210674.064897 + Penalty 3523.655470 = -207150.409427 nChanged 3 SP:Iteration 25Q (9242.800000 sec): 3 clusters Score: Raw -210680.892673 + Penalty 3523.655470 = -207157.237203 nChanged 7 SP:Iteration 26Q (9242.950000 sec): 3 clusters Score: Raw -210689.302148 + Penalty 3523.655470 = -207165.646678 nChanged 4 SP:Iteration 27Q (9243.160000 sec): 3 clusters Score: Raw -210696.211344 + Penalty 3523.655470 = -207172.555874 nChanged 4 SP:Iteration 28Q (9243.320000 sec): 3 clusters Score: Raw -210699.046125 + Penalty 3523.655470 = -207175.390655 nChanged 0 SP:Iteration 29F (9243.510000 sec): 3 clusters Score: Raw -210699.046125 + Penalty 3523.655470 = -207175.390655 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9243.630000 sec): 2 clusters Score: Raw -190868.326899 + Penalty 1730.597008 = -189137.729891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9243.780000 sec): 3 clusters Score: Raw -190629.680433 + Penalty 3461.194016 = -187168.486417 nChanged 277 SP:Iteration 1F (9244.010000 sec): 3 clusters Score: Raw -190997.883956 + Penalty 3461.194016 = -187536.689939 nChanged 80 SP:Iteration 2F (9244.180000 sec): 3 clusters Score: Raw -191323.077452 + Penalty 3461.194016 = -187861.883436 nChanged 79 SP:Iteration 3F (9244.380000 sec): 3 clusters Score: Raw -191588.038844 + Penalty 3461.194016 = -188126.844827 nChanged 79 SP:Iteration 4F (9244.520000 sec): 3 clusters Score: Raw -191847.285463 + Penalty 3461.194016 = -188386.091447 nChanged 64 SP:Iteration 5F (9244.710000 sec): 3 clusters Score: Raw -192005.044608 + Penalty 3461.194016 = -188543.850591 nChanged 35 SP:Iteration 6Q (9244.940000 sec): 3 clusters Score: Raw -192100.081061 + Penalty 3461.194016 = -188638.887044 nChanged 31 SP:Iteration 7Q (9245.120000 sec): 3 clusters Score: Raw -192173.591517 + Penalty 3461.194016 = -188712.397500 nChanged 27 SP:Iteration 8Q (9245.260000 sec): 3 clusters Score: Raw -192227.351605 + Penalty 3461.194016 = -188766.157589 nChanged 18 SP:Iteration 9Q (9245.450000 sec): 3 clusters Score: Raw -192259.392935 + Penalty 3461.194016 = -188798.198919 nChanged 16 SP:Iteration 10Q (9245.610000 sec): 3 clusters Score: Raw -192292.871611 + Penalty 3461.194016 = -188831.677595 nChanged 15 SP:Iteration 11Q (9245.810000 sec): 3 clusters Score: Raw -192330.047915 + Penalty 3461.194016 = -188868.853899 nChanged 17 SP:Iteration 12Q (9246.000000 sec): 3 clusters Score: Raw -192381.775406 + Penalty 3461.194016 = -188920.581390 nChanged 19 SP:Iteration 13Q (9246.180000 sec): 3 clusters Score: Raw -192433.239772 + Penalty 3461.194016 = -188972.045755 nChanged 16 SP:Iteration 14Q (9246.330000 sec): 3 clusters Score: Raw -192475.778628 + Penalty 3461.194016 = -189014.584612 nChanged 16 SP:Iteration 15Q (9246.520000 sec): 3 clusters Score: Raw -192503.558672 + Penalty 3461.194016 = -189042.364656 nChanged 7 SP:Iteration 16Q (9246.740000 sec): 3 clusters Score: Raw -192515.082831 + Penalty 3461.194016 = -189053.888814 nChanged 6 SP:Iteration 17Q (9246.890000 sec): 3 clusters Score: Raw -192526.444029 + Penalty 3461.194016 = -189065.250012 nChanged 8 SP:Iteration 18Q (9247.070000 sec): 3 clusters Score: Raw -192538.037188 + Penalty 3461.194016 = -189076.843172 nChanged 3 SP:Iteration 19Q (9247.270000 sec): 3 clusters Score: Raw -192541.431037 + Penalty 3461.194016 = -189080.237020 nChanged 1 SP:Iteration 20F (9247.470000 sec): 3 clusters Score: Raw -192543.206717 + Penalty 3461.194016 = -189082.012701 nChanged 2 SP:Iteration 21Q (9247.630000 sec): 3 clusters Score: Raw -192544.895697 + Penalty 3461.194016 = -189083.701680 nChanged 1 SP:Iteration 22Q (9247.760000 sec): 3 clusters Score: Raw -192545.490491 + Penalty 3461.194016 = -189084.296475 nChanged 1 SP:Iteration 23Q (9247.970000 sec): 3 clusters Score: Raw -192546.421116 + Penalty 3461.194016 = -189085.227100 nChanged 1 SP:Iteration 24Q (9248.130000 sec): 3 clusters Score: Raw -192547.473126 + Penalty 3461.194016 = -189086.279109 nChanged 1 SP:Iteration 25Q (9248.350000 sec): 3 clusters Score: Raw -192548.140641 + Penalty 3461.194016 = -189086.946625 nChanged 1 SP:Iteration 26Q (9248.510000 sec): 3 clusters Score: Raw -192548.693792 + Penalty 3461.194016 = -189087.499776 nChanged 1 SP:Iteration 27Q (9248.730000 sec): 3 clusters Score: Raw -192549.705992 + Penalty 3461.194016 = -189088.511976 nChanged 1 SP:Iteration 28Q (9248.870000 sec): 3 clusters Score: Raw -192550.951635 + Penalty 3461.194016 = -189089.757619 nChanged 0 SP:Iteration 29F (9249.070000 sec): 3 clusters Score: Raw -192550.951635 + Penalty 3461.194016 = -189089.757619 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9249.140000 sec): 2 clusters Score: Raw -187701.164545 + Penalty 1721.894361 = -185979.270184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9249.340000 sec): 3 clusters Score: Raw -187449.549117 + Penalty 3443.788722 = -184005.760396 nChanged 265 SP:Iteration 1F (9249.510000 sec): 3 clusters Score: Raw -187696.271322 + Penalty 3443.788722 = -184252.482600 nChanged 75 SP:Iteration 2F (9249.720000 sec): 3 clusters Score: Raw -187803.653651 + Penalty 3443.788722 = -184359.864929 nChanged 55 SP:Iteration 3F (9249.910000 sec): 3 clusters Score: Raw -187894.627164 + Penalty 3443.788722 = -184450.838443 nChanged 38 SP:Iteration 4Q (9250.150000 sec): 3 clusters Score: Raw -187973.277541 + Penalty 3443.788722 = -184529.488819 nChanged 35 SP:Iteration 5Q (9250.330000 sec): 3 clusters Score: Raw -188070.176611 + Penalty 3443.788722 = -184626.387889 nChanged 36 SP:Iteration 6Q (9250.510000 sec): 3 clusters Score: Raw -188228.357969 + Penalty 3443.788722 = -184784.569248 nChanged 41 SP:Iteration 7Q (9250.690000 sec): 3 clusters Score: Raw -188314.979651 + Penalty 3443.788722 = -184871.190929 nChanged 36 SP:Iteration 8Q (9250.910000 sec): 3 clusters Score: Raw -188377.606088 + Penalty 3443.788722 = -184933.817366 nChanged 32 SP:Iteration 9Q (9251.090000 sec): 3 clusters Score: Raw -188426.784245 + Penalty 3443.788722 = -184982.995523 nChanged 25 SP:Iteration 10Q (9251.280000 sec): 3 clusters Score: Raw -188464.467514 + Penalty 3443.788722 = -185020.678792 nChanged 11 SP:Iteration 11Q (9251.450000 sec): 3 clusters Score: Raw -188482.894080 + Penalty 3443.788722 = -185039.105358 nChanged 13 SP:Iteration 12Q (9251.670000 sec): 3 clusters Score: Raw -188516.194756 + Penalty 3443.788722 = -185072.406034 nChanged 19 SP:Iteration 13Q (9251.820000 sec): 3 clusters Score: Raw -188553.804460 + Penalty 3443.788722 = -185110.015738 nChanged 13 SP:Iteration 14Q (9251.980000 sec): 3 clusters Score: Raw -188570.613422 + Penalty 3443.788722 = -185126.824701 nChanged 6 SP:Iteration 15Q (9252.170000 sec): 3 clusters Score: Raw -188583.198861 + Penalty 3443.788722 = -185139.410139 nChanged 4 SP:Iteration 16Q (9252.350000 sec): 3 clusters Score: Raw -188587.673966 + Penalty 3443.788722 = -185143.885244 nChanged 0 SP:Iteration 17F (9252.510000 sec): 3 clusters Score: Raw -188589.627509 + Penalty 3443.788722 = -185145.838787 nChanged 1 SP:Iteration 18Q (9252.710000 sec): 3 clusters Score: Raw -188629.218443 + Penalty 3443.788722 = -185185.429721 nChanged 10 SP:Iteration 19Q (9252.900000 sec): 3 clusters Score: Raw -188651.048787 + Penalty 3443.788722 = -185207.260066 nChanged 5 SP:Iteration 20F (9253.050000 sec): 3 clusters Score: Raw -188656.713255 + Penalty 3443.788722 = -185212.924534 nChanged 5 SP:Iteration 21Q (9253.220000 sec): 3 clusters Score: Raw -188665.039056 + Penalty 3443.788722 = -185221.250334 nChanged 3 SP:Iteration 22Q (9253.470000 sec): 3 clusters Score: Raw -188671.562454 + Penalty 3443.788722 = -185227.773733 nChanged 3 SP:Iteration 23Q (9253.670000 sec): 3 clusters Score: Raw -188676.470076 + Penalty 3443.788722 = -185232.681354 nChanged 3 SP:Iteration 24Q (9253.840000 sec): 3 clusters Score: Raw -188681.288224 + Penalty 3443.788722 = -185237.499502 nChanged 1 SP:Iteration 25Q (9254.010000 sec): 3 clusters Score: Raw -188682.296849 + Penalty 3443.788722 = -185238.508127 nChanged 0 SP:Iteration 26F (9254.220000 sec): 3 clusters Score: Raw -188682.296849 + Penalty 3443.788722 = -185238.508127 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9254.430000 sec): 2 clusters Score: Raw -4375171.675942 + Penalty 2508.038737 = -4372663.637205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9254.730000 sec): 3 clusters Score: Raw -4360602.180964 + Penalty 5016.077474 = -4355586.103489 nChanged 10911 SP:Iteration 1F (9255.080000 sec): 3 clusters Score: Raw -4366584.223475 + Penalty 5016.077474 = -4361568.146001 nChanged 1292 SP:Iteration 2F (9255.380000 sec): 3 clusters Score: Raw -4367151.664604 + Penalty 5016.077474 = -4362135.587130 nChanged 1259 SP:Iteration 3F (9255.680000 sec): 3 clusters Score: Raw -4367737.926914 + Penalty 5016.077474 = -4362721.849440 nChanged 1253 SP:Iteration 4F (9256.040000 sec): 3 clusters Score: Raw -4368360.567421 + Penalty 5016.077474 = -4363344.489947 nChanged 1254 SP:Iteration 5F (9256.340000 sec): 3 clusters Score: Raw -4369019.165613 + Penalty 5016.077474 = -4364003.088139 nChanged 1222 SP:Iteration 6Q (9256.660000 sec): 3 clusters Score: Raw -4369688.012575 + Penalty 5016.077474 = -4364671.935101 nChanged 1147 SP:Iteration 7Q (9257.010000 sec): 3 clusters Score: Raw -4370331.705957 + Penalty 5016.077474 = -4365315.628483 nChanged 1068 SP:Iteration 8Q (9257.350000 sec): 3 clusters Score: Raw -4370860.221037 + Penalty 5016.077474 = -4365844.143562 nChanged 933 SP:Iteration 9Q (9257.690000 sec): 3 clusters Score: Raw -4371291.431986 + Penalty 5016.077474 = -4366275.354512 nChanged 789 SP:Iteration 10Q (9258.050000 sec): 3 clusters Score: Raw -4371641.699663 + Penalty 5016.077474 = -4366625.622189 nChanged 699 SP:Iteration 11Q (9258.410000 sec): 3 clusters Score: Raw -4371950.021949 + Penalty 5016.077474 = -4366933.944474 nChanged 654 SP:Iteration 12Q (9258.780000 sec): 3 clusters Score: Raw -4372266.607350 + Penalty 5016.077474 = -4367250.529876 nChanged 649 SP:Iteration 13Q (9259.060000 sec): 3 clusters Score: Raw -4372557.359189 + Penalty 5016.077474 = -4367541.281715 nChanged 585 SP:Iteration 14Q (9259.400000 sec): 3 clusters Score: Raw -4372820.350543 + Penalty 5016.077474 = -4367804.273069 nChanged 583 SP:Iteration 15Q (9259.720000 sec): 3 clusters Score: Raw -4373106.890656 + Penalty 5016.077474 = -4368090.813182 nChanged 602 SP:Iteration 16Q (9260.040000 sec): 3 clusters Score: Raw -4373404.969609 + Penalty 5016.077474 = -4368388.892135 nChanged 561 SP:Iteration 17Q (9260.350000 sec): 3 clusters Score: Raw -4373685.932017 + Penalty 5016.077474 = -4368669.854542 nChanged 537 SP:Iteration 18Q (9260.710000 sec): 3 clusters Score: Raw -4373978.155357 + Penalty 5016.077474 = -4368962.077882 nChanged 498 SP:Iteration 19Q (9261.090000 sec): 3 clusters Score: Raw -4374249.040330 + Penalty 5016.077474 = -4369232.962856 nChanged 445 SP:Iteration 20F (9261.400000 sec): 3 clusters Score: Raw -4374517.100183 + Penalty 5016.077474 = -4369501.022709 nChanged 407 SP:Iteration 21Q (9261.710000 sec): 3 clusters Score: Raw -4374780.352491 + Penalty 5016.077474 = -4369764.275017 nChanged 330 SP:Iteration 22Q (9262.040000 sec): 3 clusters Score: Raw -4374980.252913 + Penalty 5016.077474 = -4369964.175438 nChanged 249 SP:Iteration 23Q (9262.380000 sec): 3 clusters Score: Raw -4375126.892560 + Penalty 5016.077474 = -4370110.815086 nChanged 217 SP:Iteration 24Q (9262.740000 sec): 3 clusters Score: Raw -4375262.042795 + Penalty 5016.077474 = -4370245.965321 nChanged 148 SP:Iteration 25Q (9263.060000 sec): 3 clusters Score: Raw -4375354.901697 + Penalty 5016.077474 = -4370338.824223 nChanged 95 SP:Iteration 26Q (9263.360000 sec): 3 clusters Score: Raw -4375411.107076 + Penalty 5016.077474 = -4370395.029601 nChanged 82 SP:Iteration 27Q (9263.640000 sec): 3 clusters Score: Raw -4375454.913867 + Penalty 5016.077474 = -4370438.836393 nChanged 63 SP:Iteration 28Q (9263.940000 sec): 3 clusters Score: Raw -4375492.213306 + Penalty 5016.077474 = -4370476.135832 nChanged 53 SP:Iteration 29Q (9264.250000 sec): 3 clusters Score: Raw -4375521.737128 + Penalty 5016.077474 = -4370505.659654 nChanged 37 SP:Iteration 30Q (9264.580000 sec): 3 clusters Score: Raw -4375540.905583 + Penalty 5016.077474 = -4370524.828108 nChanged 21 SP:Iteration 31Q (9264.900000 sec): 3 clusters Score: Raw -4375550.799940 + Penalty 5016.077474 = -4370534.722466 nChanged 15 SP:Iteration 32Q (9265.250000 sec): 3 clusters Score: Raw -4375559.569364 + Penalty 5016.077474 = -4370543.491890 nChanged 20 SP:Iteration 33Q (9265.590000 sec): 3 clusters Score: Raw -4375569.058826 + Penalty 5016.077474 = -4370552.981351 nChanged 17 SP:Iteration 34Q (9265.980000 sec): 3 clusters Score: Raw -4375577.396370 + Penalty 5016.077474 = -4370561.318896 nChanged 17 SP:Iteration 35Q (9266.280000 sec): 3 clusters Score: Raw -4375586.691140 + Penalty 5016.077474 = -4370570.613666 nChanged 18 SP:Iteration 36Q (9266.620000 sec): 3 clusters Score: Raw -4375594.087010 + Penalty 5016.077474 = -4370578.009535 nChanged 11 SP:Iteration 37Q (9266.960000 sec): 3 clusters Score: Raw -4375598.580924 + Penalty 5016.077474 = -4370582.503450 nChanged 5 SP:Iteration 38Q (9267.320000 sec): 3 clusters Score: Raw -4375600.292523 + Penalty 5016.077474 = -4370584.215048 nChanged 3 SP:Iteration 39Q (9267.660000 sec): 3 clusters Score: Raw -4375602.113807 + Penalty 5016.077474 = -4370586.036333 nChanged 5 SP:Iteration 40F (9267.960000 sec): 3 clusters Score: Raw -4375604.601759 + Penalty 5016.077474 = -4370588.524285 nChanged 10 SP:Iteration 41Q (9268.320000 sec): 3 clusters Score: Raw -4375609.999904 + Penalty 5016.077474 = -4370593.922430 nChanged 12 SP:Iteration 42Q (9268.630000 sec): 3 clusters Score: Raw -4375617.598010 + Penalty 5016.077474 = -4370601.520536 nChanged 16 SP:Iteration 43Q (9268.930000 sec): 3 clusters Score: Raw -4375625.029010 + Penalty 5016.077474 = -4370608.951536 nChanged 11 SP:Iteration 44Q (9269.300000 sec): 3 clusters Score: Raw -4375631.745794 + Penalty 5016.077474 = -4370615.668320 nChanged 10 SP:Iteration 45Q (9269.600000 sec): 3 clusters Score: Raw -4375636.811306 + Penalty 5016.077474 = -4370620.733831 nChanged 8 SP:Iteration 46Q (9269.940000 sec): 3 clusters Score: Raw -4375640.766056 + Penalty 5016.077474 = -4370624.688582 nChanged 6 SP:Iteration 47Q (9270.220000 sec): 3 clusters Score: Raw -4375644.250638 + Penalty 5016.077474 = -4370628.173164 nChanged 5 SP:Iteration 48Q (9270.500000 sec): 3 clusters Score: Raw -4375646.466282 + Penalty 5016.077474 = -4370630.388808 nChanged 3 SP:Iteration 49Q (9270.840000 sec): 3 clusters Score: Raw -4375647.945205 + Penalty 5016.077474 = -4370631.867730 nChanged 5 SP:Iteration 50Q (9271.170000 sec): 3 clusters Score: Raw -4375649.610555 + Penalty 5016.077474 = -4370633.533081 nChanged 2 SP:Iteration 51Q (9271.520000 sec): 3 clusters Score: Raw -4375650.420157 + Penalty 5016.077474 = -4370634.342683 nChanged 1 SP:Iteration 52Q (9271.840000 sec): 3 clusters Score: Raw -4375651.105393 + Penalty 5016.077474 = -4370635.027919 nChanged 0 SP:Iteration 53F (9272.150000 sec): 3 clusters Score: Raw -4375651.105393 + Penalty 5016.077474 = -4370635.027919 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (28585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9272.460000 sec): 2 clusters Score: Raw -4941768.381035 + Penalty 2544.638071 = -4939223.742963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9272.860000 sec): 3 clusters Score: Raw -4924636.308402 + Penalty 5089.276142 = -4919547.032260 nChanged 12952 SP:Iteration 1F (9273.260000 sec): 3 clusters Score: Raw -4931713.981631 + Penalty 5089.276142 = -4926624.705489 nChanged 1507 SP:Iteration 2F (9273.600000 sec): 3 clusters Score: Raw -4932391.284952 + Penalty 5089.276142 = -4927302.008810 nChanged 1545 SP:Iteration 3F (9273.930000 sec): 3 clusters Score: Raw -4933160.424974 + Penalty 5089.276142 = -4928071.148831 nChanged 1667 SP:Iteration 4F (9274.270000 sec): 3 clusters Score: Raw -4934131.252024 + Penalty 5089.276142 = -4929041.975881 nChanged 1831 SP:Iteration 5F (9274.650000 sec): 3 clusters Score: Raw -4935366.320333 + Penalty 5089.276142 = -4930277.044191 nChanged 1975 SP:Iteration 6F (9274.980000 sec): 3 clusters Score: Raw -4936887.432107 + Penalty 5089.276142 = -4931798.155964 nChanged 1839 SP:Iteration 7F (9275.350000 sec): 3 clusters Score: Raw -4938450.326413 + Penalty 5089.276142 = -4933361.050271 nChanged 1581 SP:Iteration 8F (9275.660000 sec): 3 clusters Score: Raw -4939930.712781 + Penalty 5089.276142 = -4934841.436639 nChanged 1167 SP:Iteration 9Q (9276.000000 sec): 3 clusters Score: Raw -4941183.438630 + Penalty 5089.276142 = -4936094.162488 nChanged 772 SP:Iteration 10Q (9276.360000 sec): 3 clusters Score: Raw -4941960.444819 + Penalty 5089.276142 = -4936871.168677 nChanged 479 SP:Iteration 11Q (9276.740000 sec): 3 clusters Score: Raw -4942329.221616 + Penalty 5089.276142 = -4937239.945474 nChanged 310 SP:Iteration 12Q (9277.040000 sec): 3 clusters Score: Raw -4942539.912240 + Penalty 5089.276142 = -4937450.636097 nChanged 220 SP:Iteration 13Q (9277.380000 sec): 3 clusters Score: Raw -4942652.178266 + Penalty 5089.276142 = -4937562.902124 nChanged 136 SP:Iteration 14Q (9277.770000 sec): 3 clusters Score: Raw -4942705.859697 + Penalty 5089.276142 = -4937616.583554 nChanged 116 SP:Iteration 15Q (9278.180000 sec): 3 clusters Score: Raw -4942742.787526 + Penalty 5089.276142 = -4937653.511384 nChanged 76 SP:Iteration 16Q (9278.500000 sec): 3 clusters Score: Raw -4942763.443307 + Penalty 5089.276142 = -4937674.167165 nChanged 66 SP:Iteration 17Q (9278.860000 sec): 3 clusters Score: Raw -4942781.216022 + Penalty 5089.276142 = -4937691.939880 nChanged 42 SP:Iteration 18Q (9279.140000 sec): 3 clusters Score: Raw -4942792.736869 + Penalty 5089.276142 = -4937703.460727 nChanged 48 SP:Iteration 19Q (9279.490000 sec): 3 clusters Score: Raw -4942806.926566 + Penalty 5089.276142 = -4937717.650424 nChanged 39 SP:Iteration 20F (9279.810000 sec): 3 clusters Score: Raw -4942816.982608 + Penalty 5089.276142 = -4937727.706465 nChanged 26 SP:Iteration 21Q (9280.170000 sec): 3 clusters Score: Raw -4942821.919094 + Penalty 5089.276142 = -4937732.642952 nChanged 21 SP:Iteration 22Q (9280.560000 sec): 3 clusters Score: Raw -4942826.543153 + Penalty 5089.276142 = -4937737.267010 nChanged 17 SP:Iteration 23Q (9280.950000 sec): 3 clusters Score: Raw -4942829.893721 + Penalty 5089.276142 = -4937740.617579 nChanged 12 SP:Iteration 24Q (9281.280000 sec): 3 clusters Score: Raw -4942831.926871 + Penalty 5089.276142 = -4937742.650729 nChanged 12 SP:Iteration 25Q (9281.600000 sec): 3 clusters Score: Raw -4942834.297383 + Penalty 5089.276142 = -4937745.021241 nChanged 10 SP:Iteration 26Q (9282.030000 sec): 3 clusters Score: Raw -4942835.957739 + Penalty 5089.276142 = -4937746.681597 nChanged 6 SP:Iteration 27Q (9282.360000 sec): 3 clusters Score: Raw -4942837.337630 + Penalty 5089.276142 = -4937748.061487 nChanged 7 SP:Iteration 28Q (9282.710000 sec): 3 clusters Score: Raw -4942838.631415 + Penalty 5089.276142 = -4937749.355272 nChanged 5 SP:Iteration 29Q (9283.030000 sec): 3 clusters Score: Raw -4942839.492400 + Penalty 5089.276142 = -4937750.216258 nChanged 5 SP:Iteration 30Q (9283.330000 sec): 3 clusters Score: Raw -4942840.732215 + Penalty 5089.276142 = -4937751.456073 nChanged 12 SP:Iteration 31Q (9283.700000 sec): 3 clusters Score: Raw -4942843.529062 + Penalty 5089.276142 = -4937754.252919 nChanged 9 SP:Iteration 32Q (9284.050000 sec): 3 clusters Score: Raw -4942844.909191 + Penalty 5089.276142 = -4937755.633049 nChanged 6 SP:Iteration 33Q (9284.380000 sec): 3 clusters Score: Raw -4942845.768100 + Penalty 5089.276142 = -4937756.491958 nChanged 4 SP:Iteration 34Q (9284.700000 sec): 3 clusters Score: Raw -4942846.387173 + Penalty 5089.276142 = -4937757.111031 nChanged 5 SP:Iteration 35Q (9285.070000 sec): 3 clusters Score: Raw -4942847.308752 + Penalty 5089.276142 = -4937758.032609 nChanged 7 SP:Iteration 36Q (9285.420000 sec): 3 clusters Score: Raw -4942848.384327 + Penalty 5089.276142 = -4937759.108184 nChanged 7 SP:Iteration 37Q (9285.810000 sec): 3 clusters Score: Raw -4942849.789614 + Penalty 5089.276142 = -4937760.513472 nChanged 5 SP:Iteration 38Q (9286.150000 sec): 3 clusters Score: Raw -4942850.602068 + Penalty 5089.276142 = -4937761.325926 nChanged 6 SP:Iteration 39Q (9286.510000 sec): 3 clusters Score: Raw -4942851.586094 + Penalty 5089.276142 = -4937762.309952 nChanged 8 SP:Iteration 40F (9286.840000 sec): 3 clusters Score: Raw -4942852.954836 + Penalty 5089.276142 = -4937763.678694 nChanged 9 SP:Iteration 41Q (9287.230000 sec): 3 clusters Score: Raw -4942854.816896 + Penalty 5089.276142 = -4937765.540754 nChanged 7 SP:Iteration 42Q (9287.580000 sec): 3 clusters Score: Raw -4942856.072536 + Penalty 5089.276142 = -4937766.796394 nChanged 4 SP:Iteration 43Q (9287.940000 sec): 3 clusters Score: Raw -4942856.541466 + Penalty 5089.276142 = -4937767.265324 nChanged 2 SP:Iteration 44Q (9288.310000 sec): 3 clusters Score: Raw -4942856.900712 + Penalty 5089.276142 = -4937767.624570 nChanged 5 SP:Iteration 45Q (9288.640000 sec): 3 clusters Score: Raw -4942857.699903 + Penalty 5089.276142 = -4937768.423761 nChanged 5 SP:Iteration 46Q (9289.040000 sec): 3 clusters Score: Raw -4942859.279796 + Penalty 5089.276142 = -4937770.003653 nChanged 6 SP:Iteration 47Q (9289.340000 sec): 3 clusters Score: Raw -4942860.736832 + Penalty 5089.276142 = -4937771.460689 nChanged 8 SP:Iteration 48Q (9289.700000 sec): 3 clusters Score: Raw -4942862.022485 + Penalty 5089.276142 = -4937772.746343 nChanged 5 SP:Iteration 49Q (9290.010000 sec): 3 clusters Score: Raw -4942862.498244 + Penalty 5089.276142 = -4937773.222102 nChanged 0 SP:Iteration 50F (9290.380000 sec): 3 clusters Score: Raw -4942862.498244 + Penalty 5089.276142 = -4937773.222102 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9290.480000 sec): 2 clusters Score: Raw -349178.750185 + Penalty 1896.414185 = -347282.336000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9290.700000 sec): 3 clusters Score: Raw -348411.470936 + Penalty 3792.828370 = -344618.642566 nChanged 671 SP:Iteration 1F (9290.880000 sec): 3 clusters Score: Raw -349201.932153 + Penalty 3792.828370 = -345409.103783 nChanged 244 SP:Iteration 2F (9291.100000 sec): 3 clusters Score: Raw -349644.542233 + Penalty 3792.828370 = -345851.713863 nChanged 170 SP:Iteration 3F (9291.280000 sec): 3 clusters Score: Raw -349970.165334 + Penalty 3792.828370 = -346177.336964 nChanged 145 SP:Iteration 4F (9291.470000 sec): 3 clusters Score: Raw -350239.547408 + Penalty 3792.828370 = -346446.719038 nChanged 117 SP:Iteration 5F (9291.650000 sec): 3 clusters Score: Raw -350420.077948 + Penalty 3792.828370 = -346627.249578 nChanged 78 SP:Iteration 6Q (9291.860000 sec): 3 clusters Score: Raw -350528.954389 + Penalty 3792.828370 = -346736.126018 nChanged 43 SP:Iteration 7Q (9292.010000 sec): 3 clusters Score: Raw -350591.896426 + Penalty 3792.828370 = -346799.068056 nChanged 35 SP:Iteration 8Q (9292.210000 sec): 3 clusters Score: Raw -350637.899850 + Penalty 3792.828370 = -346845.071480 nChanged 22 SP:Iteration 9Q (9292.400000 sec): 3 clusters Score: Raw -350671.632158 + Penalty 3792.828370 = -346878.803788 nChanged 17 SP:Iteration 10Q (9292.620000 sec): 3 clusters Score: Raw -350691.078843 + Penalty 3792.828370 = -346898.250473 nChanged 11 SP:Iteration 11Q (9292.820000 sec): 3 clusters Score: Raw -350708.578506 + Penalty 3792.828370 = -346915.750136 nChanged 10 SP:Iteration 12Q (9293.030000 sec): 3 clusters Score: Raw -350722.906634 + Penalty 3792.828370 = -346930.078264 nChanged 10 SP:Iteration 13Q (9293.240000 sec): 3 clusters Score: Raw -350728.002048 + Penalty 3792.828370 = -346935.173677 nChanged 4 SP:Iteration 14Q (9293.420000 sec): 3 clusters Score: Raw -350731.075785 + Penalty 3792.828370 = -346938.247415 nChanged 4 SP:Iteration 15Q (9293.580000 sec): 3 clusters Score: Raw -350735.285284 + Penalty 3792.828370 = -346942.456914 nChanged 0 SP:Iteration 16F (9293.790000 sec): 3 clusters Score: Raw -350735.285284 + Penalty 3792.828370 = -346942.456914 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (50374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9294.120000 sec): 2 clusters Score: Raw -9302270.059266 + Penalty 2685.153151 = -9299584.906115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9294.630000 sec): 3 clusters Score: Raw -9270979.968029 + Penalty 5370.306302 = -9265609.661727 nChanged 23315 SP:Iteration 1F (9295.080000 sec): 3 clusters Score: Raw -9283882.579600 + Penalty 5370.306302 = -9278512.273298 nChanged 2039 SP:Iteration 2Q (9295.500000 sec): 3 clusters Score: Raw -9284458.247438 + Penalty 5370.306302 = -9279087.941135 nChanged 1939 SP:Iteration 3Q (9295.960000 sec): 3 clusters Score: Raw -9285067.575016 + Penalty 5370.306302 = -9279697.268714 nChanged 1996 SP:Iteration 4Q (9296.400000 sec): 3 clusters Score: Raw -9285804.247280 + Penalty 5370.306302 = -9280433.940977 nChanged 2372 SP:Iteration 5Q (9296.880000 sec): 3 clusters Score: Raw -9286888.972630 + Penalty 5370.306302 = -9281518.666327 nChanged 3002 SP:Iteration 6F (9297.350000 sec): 3 clusters Score: Raw -9288658.921642 + Penalty 5370.306302 = -9283288.615340 nChanged 3804 SP:Iteration 7F (9297.790000 sec): 3 clusters Score: Raw -9291530.334333 + Penalty 5370.306302 = -9286160.028031 nChanged 4205 SP:Iteration 8F (9298.210000 sec): 3 clusters Score: Raw -9295337.535159 + Penalty 5370.306302 = -9289967.228857 nChanged 3651 SP:Iteration 9F (9298.680000 sec): 3 clusters Score: Raw -9298898.433285 + Penalty 5370.306302 = -9293528.126983 nChanged 2178 SP:Iteration 10Q (9299.180000 sec): 3 clusters Score: Raw -9301038.442659 + Penalty 5370.306302 = -9295668.136357 nChanged 953 SP:Iteration 11Q (9299.660000 sec): 3 clusters Score: Raw -9301950.525764 + Penalty 5370.306302 = -9296580.219462 nChanged 291 SP:Iteration 12Q (9300.150000 sec): 3 clusters Score: Raw -9302266.036646 + Penalty 5370.306302 = -9296895.730344 nChanged 94 SP:Iteration 13Q (9300.580000 sec): 3 clusters Score: Raw -9302387.759003 + Penalty 5370.306302 = -9297017.452701 nChanged 38 SP:Iteration 14Q (9300.990000 sec): 3 clusters Score: Raw -9302443.609538 + Penalty 5370.306302 = -9297073.303235 nChanged 21 SP:Iteration 15Q (9301.440000 sec): 3 clusters Score: Raw -9302480.228092 + Penalty 5370.306302 = -9297109.921789 nChanged 10 SP:Iteration 16Q (9301.820000 sec): 3 clusters Score: Raw -9302499.872963 + Penalty 5370.306302 = -9297129.566660 nChanged 7 SP:Iteration 17Q (9302.280000 sec): 3 clusters Score: Raw -9302511.135532 + Penalty 5370.306302 = -9297140.829230 nChanged 6 SP:Iteration 18Q (9302.680000 sec): 3 clusters Score: Raw -9302518.603707 + Penalty 5370.306302 = -9297148.297404 nChanged 3 SP:Iteration 19Q (9303.080000 sec): 3 clusters Score: Raw -9302525.964340 + Penalty 5370.306302 = -9297155.658038 nChanged 6 SP:Iteration 20F (9303.490000 sec): 3 clusters Score: Raw -9302537.644275 + Penalty 5370.306302 = -9297167.337973 nChanged 5 SP:Iteration 21Q (9303.940000 sec): 3 clusters Score: Raw -9302544.246571 + Penalty 5370.306302 = -9297173.940269 nChanged 2 SP:Iteration 22Q (9304.400000 sec): 3 clusters Score: Raw -9302547.658686 + Penalty 5370.306302 = -9297177.352384 nChanged 1 SP:Iteration 23Q (9304.800000 sec): 3 clusters Score: Raw -9302549.937302 + Penalty 5370.306302 = -9297179.631000 nChanged 1 SP:Iteration 24Q (9305.240000 sec): 3 clusters Score: Raw -9302551.746496 + Penalty 5370.306302 = -9297181.440194 nChanged 0 SP:Iteration 25F (9305.670000 sec): 3 clusters Score: Raw -9302551.746496 + Penalty 5370.306302 = -9297181.440194 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (6717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9305.830000 sec): 2 clusters Score: Raw -1211094.466322 + Penalty 2185.474433 = -1208908.991890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9306.070000 sec): 3 clusters Score: Raw -1207697.289754 + Penalty 4370.948865 = -1203326.340889 nChanged 2670 SP:Iteration 1F (9306.240000 sec): 3 clusters Score: Raw -1209200.940680 + Penalty 4370.948865 = -1204829.991815 nChanged 540 SP:Iteration 2F (9306.480000 sec): 3 clusters Score: Raw -1209541.247130 + Penalty 4370.948865 = -1205170.298265 nChanged 393 SP:Iteration 3F (9306.740000 sec): 3 clusters Score: Raw -1209810.503678 + Penalty 4370.948865 = -1205439.554813 nChanged 362 SP:Iteration 4F (9306.940000 sec): 3 clusters Score: Raw -1210068.288859 + Penalty 4370.948865 = -1205697.339994 nChanged 320 SP:Iteration 5Q (9307.190000 sec): 3 clusters Score: Raw -1210274.993629 + Penalty 4370.948865 = -1205904.044764 nChanged 281 SP:Iteration 6Q (9307.420000 sec): 3 clusters Score: Raw -1210438.456411 + Penalty 4370.948865 = -1206067.507546 nChanged 226 SP:Iteration 7Q (9307.630000 sec): 3 clusters Score: Raw -1210577.493922 + Penalty 4370.948865 = -1206206.545057 nChanged 219 SP:Iteration 8Q (9307.800000 sec): 3 clusters Score: Raw -1210705.203047 + Penalty 4370.948865 = -1206334.254182 nChanged 192 SP:Iteration 9Q (9308.070000 sec): 3 clusters Score: Raw -1210801.603708 + Penalty 4370.948865 = -1206430.654843 nChanged 161 SP:Iteration 10Q (9308.290000 sec): 3 clusters Score: Raw -1210879.877255 + Penalty 4370.948865 = -1206508.928390 nChanged 148 SP:Iteration 11Q (9308.500000 sec): 3 clusters Score: Raw -1210952.984335 + Penalty 4370.948865 = -1206582.035470 nChanged 133 SP:Iteration 12Q (9308.750000 sec): 3 clusters Score: Raw -1211016.087317 + Penalty 4370.948865 = -1206645.138452 nChanged 139 SP:Iteration 13Q (9308.940000 sec): 3 clusters Score: Raw -1211071.297773 + Penalty 4370.948865 = -1206700.348908 nChanged 109 SP:Iteration 14Q (9309.150000 sec): 3 clusters Score: Raw -1211127.912639 + Penalty 4370.948865 = -1206756.963774 nChanged 102 SP:Iteration 15Q (9309.350000 sec): 3 clusters Score: Raw -1211169.977149 + Penalty 4370.948865 = -1206799.028284 nChanged 83 SP:Iteration 16Q (9309.570000 sec): 3 clusters Score: Raw -1211201.762822 + Penalty 4370.948865 = -1206830.813957 nChanged 68 SP:Iteration 17Q (9309.780000 sec): 3 clusters Score: Raw -1211227.350574 + Penalty 4370.948865 = -1206856.401709 nChanged 69 SP:Iteration 18Q (9310.010000 sec): 3 clusters Score: Raw -1211252.646795 + Penalty 4370.948865 = -1206881.697930 nChanged 58 SP:Iteration 19Q (9310.230000 sec): 3 clusters Score: Raw -1211271.970588 + Penalty 4370.948865 = -1206901.021723 nChanged 40 SP:Iteration 20F (9310.450000 sec): 3 clusters Score: Raw -1211283.253866 + Penalty 4370.948865 = -1206912.305001 nChanged 34 SP:Iteration 21Q (9310.620000 sec): 3 clusters Score: Raw -1211294.365426 + Penalty 4370.948865 = -1206923.416561 nChanged 30 SP:Iteration 22Q (9310.840000 sec): 3 clusters Score: Raw -1211302.783072 + Penalty 4370.948865 = -1206931.834207 nChanged 26 SP:Iteration 23Q (9311.100000 sec): 3 clusters Score: Raw -1211311.289779 + Penalty 4370.948865 = -1206940.340914 nChanged 29 SP:Iteration 24Q (9311.300000 sec): 3 clusters Score: Raw -1211318.769206 + Penalty 4370.948865 = -1206947.820341 nChanged 27 SP:Iteration 25Q (9311.550000 sec): 3 clusters Score: Raw -1211326.684104 + Penalty 4370.948865 = -1206955.735239 nChanged 24 SP:Iteration 26Q (9311.790000 sec): 3 clusters Score: Raw -1211333.570281 + Penalty 4370.948865 = -1206962.621416 nChanged 20 SP:Iteration 27Q (9312.020000 sec): 3 clusters Score: Raw -1211338.617151 + Penalty 4370.948865 = -1206967.668286 nChanged 17 SP:Iteration 28Q (9312.250000 sec): 3 clusters Score: Raw -1211342.446423 + Penalty 4370.948865 = -1206971.497558 nChanged 14 SP:Iteration 29Q (9312.490000 sec): 3 clusters Score: Raw -1211345.526061 + Penalty 4370.948865 = -1206974.577196 nChanged 13 SP:Iteration 30Q (9312.730000 sec): 3 clusters Score: Raw -1211348.619904 + Penalty 4370.948865 = -1206977.671039 nChanged 11 SP:Iteration 31Q (9312.910000 sec): 3 clusters Score: Raw -1211350.425238 + Penalty 4370.948865 = -1206979.476373 nChanged 8 SP:Iteration 32Q (9313.140000 sec): 3 clusters Score: Raw -1211352.478135 + Penalty 4370.948865 = -1206981.529270 nChanged 10 SP:Iteration 33Q (9313.370000 sec): 3 clusters Score: Raw -1211355.130083 + Penalty 4370.948865 = -1206984.181218 nChanged 10 SP:Iteration 34Q (9313.610000 sec): 3 clusters Score: Raw -1211357.843835 + Penalty 4370.948865 = -1206986.894970 nChanged 6 SP:Iteration 35Q (9313.810000 sec): 3 clusters Score: Raw -1211359.251233 + Penalty 4370.948865 = -1206988.302368 nChanged 10 SP:Iteration 36Q (9314.010000 sec): 3 clusters Score: Raw -1211362.609608 + Penalty 4370.948865 = -1206991.660743 nChanged 9 SP:Iteration 37Q (9314.270000 sec): 3 clusters Score: Raw -1211366.238547 + Penalty 4370.948865 = -1206995.289682 nChanged 14 SP:Iteration 38Q (9314.460000 sec): 3 clusters Score: Raw -1211371.917673 + Penalty 4370.948865 = -1207000.968808 nChanged 16 SP:Iteration 39Q (9314.690000 sec): 3 clusters Score: Raw -1211378.434478 + Penalty 4370.948865 = -1207007.485613 nChanged 17 SP:Iteration 40F (9314.890000 sec): 3 clusters Score: Raw -1211381.986116 + Penalty 4370.948865 = -1207011.037251 nChanged 16 SP:Iteration 41Q (9315.120000 sec): 3 clusters Score: Raw -1211386.338707 + Penalty 4370.948865 = -1207015.389842 nChanged 16 SP:Iteration 42Q (9315.320000 sec): 3 clusters Score: Raw -1211390.659760 + Penalty 4370.948865 = -1207019.710895 nChanged 13 SP:Iteration 43Q (9315.570000 sec): 3 clusters Score: Raw -1211394.084544 + Penalty 4370.948865 = -1207023.135679 nChanged 14 SP:Iteration 44Q (9315.770000 sec): 3 clusters Score: Raw -1211396.841139 + Penalty 4370.948865 = -1207025.892274 nChanged 10 SP:Iteration 45Q (9316.000000 sec): 3 clusters Score: Raw -1211398.733947 + Penalty 4370.948865 = -1207027.785082 nChanged 7 SP:Iteration 46Q (9316.220000 sec): 3 clusters Score: Raw -1211401.125892 + Penalty 4370.948865 = -1207030.177027 nChanged 11 SP:Iteration 47Q (9316.480000 sec): 3 clusters Score: Raw -1211403.466457 + Penalty 4370.948865 = -1207032.517592 nChanged 8 SP:Iteration 48Q (9316.760000 sec): 3 clusters Score: Raw -1211405.841819 + Penalty 4370.948865 = -1207034.892954 nChanged 13 SP:Iteration 49Q (9317.020000 sec): 3 clusters Score: Raw -1211409.250826 + Penalty 4370.948865 = -1207038.301961 nChanged 15 SP:Iteration 50Q (9317.280000 sec): 3 clusters Score: Raw -1211412.646699 + Penalty 4370.948865 = -1207041.697834 nChanged 13 SP:Iteration 51Q (9317.530000 sec): 3 clusters Score: Raw -1211416.674864 + Penalty 4370.948865 = -1207045.725999 nChanged 8 SP:Iteration 52Q (9317.730000 sec): 3 clusters Score: Raw -1211417.813384 + Penalty 4370.948865 = -1207046.864519 nChanged 6 SP:Iteration 53Q (9317.980000 sec): 3 clusters Score: Raw -1211418.956003 + Penalty 4370.948865 = -1207048.007138 nChanged 7 SP:Iteration 54Q (9318.200000 sec): 3 clusters Score: Raw -1211420.475232 + Penalty 4370.948865 = -1207049.526367 nChanged 8 SP:Iteration 55Q (9318.440000 sec): 3 clusters Score: Raw -1211421.412966 + Penalty 4370.948865 = -1207050.464101 nChanged 4 SP:Iteration 56Q (9318.670000 sec): 3 clusters Score: Raw -1211422.361803 + Penalty 4370.948865 = -1207051.412938 nChanged 8 SP:Iteration 57Q (9318.880000 sec): 3 clusters Score: Raw -1211424.172856 + Penalty 4370.948865 = -1207053.223991 nChanged 6 SP:Iteration 58Q (9319.110000 sec): 3 clusters Score: Raw -1211425.555522 + Penalty 4370.948865 = -1207054.606657 nChanged 5 SP:Iteration 59Q (9319.360000 sec): 3 clusters Score: Raw -1211426.504685 + Penalty 4370.948865 = -1207055.555820 nChanged 1 SP:Iteration 60F (9319.590000 sec): 3 clusters Score: Raw -1211426.581171 + Penalty 4370.948865 = -1207055.632306 nChanged 1 SP:Iteration 61Q (9319.830000 sec): 3 clusters Score: Raw -1211426.762310 + Penalty 4370.948865 = -1207055.813445 nChanged 1 SP:Iteration 62Q (9320.050000 sec): 3 clusters Score: Raw -1211426.892871 + Penalty 4370.948865 = -1207055.944006 nChanged 2 SP:Iteration 63Q (9320.290000 sec): 3 clusters Score: Raw -1211427.070086 + Penalty 4370.948865 = -1207056.121221 nChanged 0 SP:Iteration 64F (9320.490000 sec): 3 clusters Score: Raw -1211427.070086 + Penalty 4370.948865 = -1207056.121221 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9320.630000 sec): 2 clusters Score: Raw -69536.597736 + Penalty 1514.541676 = -68022.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9320.810000 sec): 3 clusters Score: Raw -69717.055090 + Penalty 3029.083352 = -66687.971738 nChanged 103 SP:Iteration 1F (9321.010000 sec): 3 clusters Score: Raw -70009.645100 + Penalty 3029.083352 = -66980.561748 nChanged 24 SP:Iteration 2F (9321.190000 sec): 3 clusters Score: Raw -70176.826040 + Penalty 3029.083352 = -67147.742688 nChanged 25 SP:Iteration 3F (9321.340000 sec): 3 clusters Score: Raw -70340.326547 + Penalty 3029.083352 = -67311.243195 nChanged 17 SP:Iteration 4Q (9321.560000 sec): 3 clusters Score: Raw -70411.525616 + Penalty 3029.083352 = -67382.442264 nChanged 22 SP:Iteration 5Q (9321.740000 sec): 3 clusters Score: Raw -70505.970682 + Penalty 3029.083352 = -67476.887329 nChanged 16 SP:Iteration 6Q (9321.890000 sec): 3 clusters Score: Raw -70565.996610 + Penalty 3029.083352 = -67536.913258 nChanged 6 SP:Iteration 7Q (9322.090000 sec): 3 clusters Score: Raw -70597.184094 + Penalty 3029.083352 = -67568.100741 nChanged 3 SP:Iteration 8Q (9322.310000 sec): 3 clusters Score: Raw -70602.960155 + Penalty 3029.083352 = -67573.876802 nChanged 3 SP:Iteration 9Q (9322.460000 sec): 3 clusters Score: Raw -70620.873007 + Penalty 3029.083352 = -67591.789655 nChanged 3 SP:Iteration 10Q (9322.670000 sec): 3 clusters Score: Raw -70631.594022 + Penalty 3029.083352 = -67602.510670 nChanged 2 SP:Iteration 11Q (9322.850000 sec): 3 clusters Score: Raw -70639.770466 + Penalty 3029.083352 = -67610.687113 nChanged 2 SP:Iteration 12Q (9323.070000 sec): 3 clusters Score: Raw -70647.237676 + Penalty 3029.083352 = -67618.154324 nChanged 1 SP:Iteration 13Q (9323.250000 sec): 3 clusters Score: Raw -70647.825897 + Penalty 3029.083352 = -67618.742545 nChanged 0 SP:Iteration 14F (9323.410000 sec): 3 clusters Score: Raw -70647.825897 + Penalty 3029.083352 = -67618.742545 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9323.540000 sec): 2 clusters Score: Raw -37872.168429 + Penalty 1363.297720 = -36508.870709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9323.720000 sec): 3 clusters Score: Raw -38022.552085 + Penalty 2726.595440 = -35295.956646 nChanged 26 SP:Iteration 1F (9323.870000 sec): 3 clusters Score: Raw -38171.630321 + Penalty 2726.595440 = -35445.034881 nChanged 11 SP:Iteration 2Q (9324.010000 sec): 3 clusters Score: Raw -38230.270939 + Penalty 2726.595440 = -35503.675500 nChanged 5 SP:Iteration 3Q (9324.150000 sec): 3 clusters Score: Raw -38255.186731 + Penalty 2726.595440 = -35528.591291 nChanged 3 SP:Iteration 4Q (9324.370000 sec): 3 clusters Score: Raw -38272.121868 + Penalty 2726.595440 = -35545.526429 nChanged 2 SP:Iteration 5Q (9324.550000 sec): 3 clusters Score: Raw -38289.920674 + Penalty 2726.595440 = -35563.325234 nChanged 0 SP:Iteration 6F (9324.740000 sec): 3 clusters Score: Raw -38289.920674 + Penalty 2726.595440 = -35563.325234 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9324.780000 sec): 2 clusters Score: Raw -88257.568910 + Penalty 1529.544090 = -86728.024820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9324.960000 sec): 3 clusters Score: Raw -88275.766554 + Penalty 3059.088179 = -85216.678374 nChanged 74 SP:Iteration 1F (9325.220000 sec): 3 clusters Score: Raw -88418.216598 + Penalty 3059.088179 = -85359.128418 nChanged 27 SP:Iteration 2F (9325.420000 sec): 3 clusters Score: Raw -88481.335721 + Penalty 3059.088179 = -85422.247541 nChanged 14 SP:Iteration 3Q (9325.650000 sec): 3 clusters Score: Raw -88519.410274 + Penalty 3059.088179 = -85460.322094 nChanged 5 SP:Iteration 4Q (9325.810000 sec): 3 clusters Score: Raw -88531.156344 + Penalty 3059.088179 = -85472.068165 nChanged 4 SP:Iteration 5Q (9326.010000 sec): 3 clusters Score: Raw -88548.818918 + Penalty 3059.088179 = -85489.730739 nChanged 3 SP:Iteration 6Q (9326.210000 sec): 3 clusters Score: Raw -88560.885084 + Penalty 3059.088179 = -85501.796905 nChanged 2 SP:Iteration 7Q (9326.390000 sec): 3 clusters Score: Raw -88563.099126 + Penalty 3059.088179 = -85504.010947 nChanged 0 SP:Iteration 8F (9326.580000 sec): 3 clusters Score: Raw -88563.099126 + Penalty 3059.088179 = -85504.010947 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9326.730000 sec): 2 clusters Score: Raw -1104851.632721 + Penalty 2167.643189 = -1102683.989532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9326.910000 sec): 3 clusters Score: Raw -1101765.071100 + Penalty 4335.286378 = -1097429.784722 nChanged 2423 SP:Iteration 1F (9327.120000 sec): 3 clusters Score: Raw -1103264.789778 + Penalty 4335.286378 = -1098929.503400 nChanged 498 SP:Iteration 2F (9327.370000 sec): 3 clusters Score: Raw -1103615.670105 + Penalty 4335.286378 = -1099280.383727 nChanged 372 SP:Iteration 3F (9327.580000 sec): 3 clusters Score: Raw -1103830.411511 + Penalty 4335.286378 = -1099495.125133 nChanged 279 SP:Iteration 4Q (9327.800000 sec): 3 clusters Score: Raw -1103969.600661 + Penalty 4335.286378 = -1099634.314283 nChanged 220 SP:Iteration 5Q (9328.010000 sec): 3 clusters Score: Raw -1104089.657489 + Penalty 4335.286378 = -1099754.371111 nChanged 181 SP:Iteration 6Q (9328.220000 sec): 3 clusters Score: Raw -1104183.721570 + Penalty 4335.286378 = -1099848.435192 nChanged 171 SP:Iteration 7Q (9328.420000 sec): 3 clusters Score: Raw -1104293.673596 + Penalty 4335.286378 = -1099958.387218 nChanged 199 SP:Iteration 8Q (9328.620000 sec): 3 clusters Score: Raw -1104411.400708 + Penalty 4335.286378 = -1100076.114330 nChanged 205 SP:Iteration 9Q (9328.840000 sec): 3 clusters Score: Raw -1104525.985448 + Penalty 4335.286378 = -1100190.699070 nChanged 180 SP:Iteration 10Q (9329.100000 sec): 3 clusters Score: Raw -1104617.859579 + Penalty 4335.286378 = -1100282.573201 nChanged 166 SP:Iteration 11Q (9329.350000 sec): 3 clusters Score: Raw -1104697.481127 + Penalty 4335.286378 = -1100362.194749 nChanged 138 SP:Iteration 12Q (9329.550000 sec): 3 clusters Score: Raw -1104770.280954 + Penalty 4335.286378 = -1100434.994576 nChanged 140 SP:Iteration 13Q (9329.770000 sec): 3 clusters Score: Raw -1104842.124625 + Penalty 4335.286378 = -1100506.838247 nChanged 135 SP:Iteration 14Q (9329.950000 sec): 3 clusters Score: Raw -1104920.771657 + Penalty 4335.286378 = -1100585.485279 nChanged 142 SP:Iteration 15Q (9330.200000 sec): 3 clusters Score: Raw -1105005.681020 + Penalty 4335.286378 = -1100670.394642 nChanged 134 SP:Iteration 16Q (9330.400000 sec): 3 clusters Score: Raw -1105077.934532 + Penalty 4335.286378 = -1100742.648154 nChanged 117 SP:Iteration 17Q (9330.600000 sec): 3 clusters Score: Raw -1105146.326868 + Penalty 4335.286378 = -1100811.040490 nChanged 113 SP:Iteration 18Q (9330.790000 sec): 3 clusters Score: Raw -1105213.292715 + Penalty 4335.286378 = -1100878.006337 nChanged 102 SP:Iteration 19Q (9330.980000 sec): 3 clusters Score: Raw -1105275.423221 + Penalty 4335.286378 = -1100940.136843 nChanged 94 SP:Iteration 20F (9331.190000 sec): 3 clusters Score: Raw -1105340.621203 + Penalty 4335.286378 = -1101005.334825 nChanged 87 SP:Iteration 21Q (9331.410000 sec): 3 clusters Score: Raw -1105399.534147 + Penalty 4335.286378 = -1101064.247769 nChanged 71 SP:Iteration 22Q (9331.650000 sec): 3 clusters Score: Raw -1105450.778176 + Penalty 4335.286378 = -1101115.491798 nChanged 60 SP:Iteration 23Q (9331.850000 sec): 3 clusters Score: Raw -1105482.191288 + Penalty 4335.286378 = -1101146.904910 nChanged 49 SP:Iteration 24Q (9332.070000 sec): 3 clusters Score: Raw -1105507.054788 + Penalty 4335.286378 = -1101171.768410 nChanged 37 SP:Iteration 25Q (9332.290000 sec): 3 clusters Score: Raw -1105529.062169 + Penalty 4335.286378 = -1101193.775791 nChanged 39 SP:Iteration 26Q (9332.490000 sec): 3 clusters Score: Raw -1105550.779690 + Penalty 4335.286378 = -1101215.493312 nChanged 28 SP:Iteration 27Q (9332.730000 sec): 3 clusters Score: Raw -1105566.533828 + Penalty 4335.286378 = -1101231.247450 nChanged 22 SP:Iteration 28Q (9332.920000 sec): 3 clusters Score: Raw -1105578.999723 + Penalty 4335.286378 = -1101243.713345 nChanged 21 SP:Iteration 29Q (9333.160000 sec): 3 clusters Score: Raw -1105590.899942 + Penalty 4335.286378 = -1101255.613564 nChanged 21 SP:Iteration 30Q (9333.370000 sec): 3 clusters Score: Raw -1105604.454074 + Penalty 4335.286378 = -1101269.167696 nChanged 28 SP:Iteration 31Q (9333.550000 sec): 3 clusters Score: Raw -1105619.940346 + Penalty 4335.286378 = -1101284.653968 nChanged 20 SP:Iteration 32Q (9333.750000 sec): 3 clusters Score: Raw -1105629.523661 + Penalty 4335.286378 = -1101294.237283 nChanged 13 SP:Iteration 33Q (9333.950000 sec): 3 clusters Score: Raw -1105635.524096 + Penalty 4335.286378 = -1101300.237718 nChanged 11 SP:Iteration 34Q (9334.170000 sec): 3 clusters Score: Raw -1105639.215169 + Penalty 4335.286378 = -1101303.928791 nChanged 9 SP:Iteration 35Q (9334.370000 sec): 3 clusters Score: Raw -1105642.960703 + Penalty 4335.286378 = -1101307.674325 nChanged 9 SP:Iteration 36Q (9334.630000 sec): 3 clusters Score: Raw -1105647.093269 + Penalty 4335.286378 = -1101311.806891 nChanged 11 SP:Iteration 37Q (9334.820000 sec): 3 clusters Score: Raw -1105653.370538 + Penalty 4335.286378 = -1101318.084160 nChanged 13 SP:Iteration 38Q (9335.020000 sec): 3 clusters Score: Raw -1105659.397060 + Penalty 4335.286378 = -1101324.110682 nChanged 11 SP:Iteration 39Q (9335.270000 sec): 3 clusters Score: Raw -1105664.695315 + Penalty 4335.286378 = -1101329.408937 nChanged 9 SP:Iteration 40F (9335.490000 sec): 3 clusters Score: Raw -1105668.090751 + Penalty 4335.286378 = -1101332.804373 nChanged 4 SP:Iteration 41Q (9335.710000 sec): 3 clusters Score: Raw -1105669.547878 + Penalty 4335.286378 = -1101334.261500 nChanged 3 SP:Iteration 42Q (9335.930000 sec): 3 clusters Score: Raw -1105670.284582 + Penalty 4335.286378 = -1101334.998204 nChanged 3 SP:Iteration 43Q (9336.110000 sec): 3 clusters Score: Raw -1105672.170452 + Penalty 4335.286378 = -1101336.884074 nChanged 4 SP:Iteration 44Q (9336.360000 sec): 3 clusters Score: Raw -1105673.521592 + Penalty 4335.286378 = -1101338.235214 nChanged 4 SP:Iteration 45Q (9336.610000 sec): 3 clusters Score: Raw -1105674.782080 + Penalty 4335.286378 = -1101339.495702 nChanged 2 SP:Iteration 46Q (9336.790000 sec): 3 clusters Score: Raw -1105675.480011 + Penalty 4335.286378 = -1101340.193633 nChanged 2 SP:Iteration 47Q (9337.010000 sec): 3 clusters Score: Raw -1105676.327716 + Penalty 4335.286378 = -1101341.041338 nChanged 5 SP:Iteration 48Q (9337.290000 sec): 3 clusters Score: Raw -1105678.314723 + Penalty 4335.286378 = -1101343.028345 nChanged 6 SP:Iteration 49Q (9337.450000 sec): 3 clusters Score: Raw -1105681.209992 + Penalty 4335.286378 = -1101345.923614 nChanged 5 SP:Iteration 50Q (9337.630000 sec): 3 clusters Score: Raw -1105683.427468 + Penalty 4335.286378 = -1101348.141090 nChanged 8 SP:Iteration 51Q (9337.860000 sec): 3 clusters Score: Raw -1105688.870385 + Penalty 4335.286378 = -1101353.584007 nChanged 4 SP:Iteration 52Q (9338.070000 sec): 3 clusters Score: Raw -1105690.117669 + Penalty 4335.286378 = -1101354.831291 nChanged 1 SP:Iteration 53Q (9338.270000 sec): 3 clusters Score: Raw -1105690.304889 + Penalty 4335.286378 = -1101355.018511 nChanged 1 SP:Iteration 54Q (9338.480000 sec): 3 clusters Score: Raw -1105690.639167 + Penalty 4335.286378 = -1101355.352789 nChanged 0 SP:Iteration 55F (9338.700000 sec): 3 clusters Score: Raw -1105690.639167 + Penalty 4335.286378 = -1101355.352789 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9338.840000 sec): 2 clusters Score: Raw -129571.074701 + Penalty 1639.452619 = -127931.622082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9339.030000 sec): 3 clusters Score: Raw -129475.836347 + Penalty 3278.905238 = -126196.931109 nChanged 176 SP:Iteration 1F (9339.200000 sec): 3 clusters Score: Raw -129738.816000 + Penalty 3278.905238 = -126459.910762 nChanged 45 SP:Iteration 2F (9339.390000 sec): 3 clusters Score: Raw -129813.154839 + Penalty 3278.905238 = -126534.249601 nChanged 21 SP:Iteration 3Q (9339.580000 sec): 3 clusters Score: Raw -129848.405007 + Penalty 3278.905238 = -126569.499769 nChanged 14 SP:Iteration 4Q (9339.760000 sec): 3 clusters Score: Raw -129876.611481 + Penalty 3278.905238 = -126597.706242 nChanged 11 SP:Iteration 5Q (9339.990000 sec): 3 clusters Score: Raw -129900.699858 + Penalty 3278.905238 = -126621.794619 nChanged 12 SP:Iteration 6Q (9340.160000 sec): 3 clusters Score: Raw -129924.607076 + Penalty 3278.905238 = -126645.701837 nChanged 13 SP:Iteration 7Q (9340.310000 sec): 3 clusters Score: Raw -129952.936900 + Penalty 3278.905238 = -126674.031661 nChanged 11 SP:Iteration 8Q (9340.510000 sec): 3 clusters Score: Raw -129971.180904 + Penalty 3278.905238 = -126692.275666 nChanged 7 SP:Iteration 9Q (9340.700000 sec): 3 clusters Score: Raw -129984.607060 + Penalty 3278.905238 = -126705.701822 nChanged 5 SP:Iteration 10Q (9340.840000 sec): 3 clusters Score: Raw -129995.324062 + Penalty 3278.905238 = -126716.418824 nChanged 3 SP:Iteration 11Q (9341.040000 sec): 3 clusters Score: Raw -130006.852069 + Penalty 3278.905238 = -126727.946830 nChanged 6 SP:Iteration 12Q (9341.200000 sec): 3 clusters Score: Raw -130017.293509 + Penalty 3278.905238 = -126738.388271 nChanged 6 SP:Iteration 13Q (9341.400000 sec): 3 clusters Score: Raw -130032.989715 + Penalty 3278.905238 = -126754.084476 nChanged 5 SP:Iteration 14Q (9341.600000 sec): 3 clusters Score: Raw -130041.396039 + Penalty 3278.905238 = -126762.490800 nChanged 4 SP:Iteration 15Q (9341.780000 sec): 3 clusters Score: Raw -130057.119975 + Penalty 3278.905238 = -126778.214737 nChanged 7 SP:Iteration 16Q (9341.930000 sec): 3 clusters Score: Raw -130068.188971 + Penalty 3278.905238 = -126789.283733 nChanged 5 SP:Iteration 17Q (9342.130000 sec): 3 clusters Score: Raw -130076.792532 + Penalty 3278.905238 = -126797.887294 nChanged 0 SP:Iteration 18F (9342.310000 sec): 3 clusters Score: Raw -130076.792532 + Penalty 3278.905238 = -126797.887294 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9342.410000 sec): 2 clusters Score: Raw -174976.962396 + Penalty 1726.166237 = -173250.796159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9342.560000 sec): 3 clusters Score: Raw -174845.800548 + Penalty 3452.332474 = -171393.468074 nChanged 294 SP:Iteration 1F (9342.740000 sec): 3 clusters Score: Raw -175215.234154 + Penalty 3452.332474 = -171762.901680 nChanged 80 SP:Iteration 2F (9342.970000 sec): 3 clusters Score: Raw -175329.245218 + Penalty 3452.332474 = -171876.912744 nChanged 48 SP:Iteration 3Q (9343.160000 sec): 3 clusters Score: Raw -175406.185882 + Penalty 3452.332474 = -171953.853409 nChanged 37 SP:Iteration 4Q (9343.390000 sec): 3 clusters Score: Raw -175477.320888 + Penalty 3452.332474 = -172024.988415 nChanged 36 SP:Iteration 5Q (9343.580000 sec): 3 clusters Score: Raw -175530.229727 + Penalty 3452.332474 = -172077.897253 nChanged 21 SP:Iteration 6Q (9343.740000 sec): 3 clusters Score: Raw -175553.971452 + Penalty 3452.332474 = -172101.638978 nChanged 19 SP:Iteration 7Q (9343.950000 sec): 3 clusters Score: Raw -175579.848090 + Penalty 3452.332474 = -172127.515616 nChanged 18 SP:Iteration 8Q (9344.080000 sec): 3 clusters Score: Raw -175604.095752 + Penalty 3452.332474 = -172151.763278 nChanged 14 SP:Iteration 9Q (9344.280000 sec): 3 clusters Score: Raw -175617.924838 + Penalty 3452.332474 = -172165.592365 nChanged 14 SP:Iteration 10Q (9344.470000 sec): 3 clusters Score: Raw -175631.917050 + Penalty 3452.332474 = -172179.584577 nChanged 12 SP:Iteration 11Q (9344.610000 sec): 3 clusters Score: Raw -175644.879135 + Penalty 3452.332474 = -172192.546661 nChanged 10 SP:Iteration 12Q (9344.800000 sec): 3 clusters Score: Raw -175657.417527 + Penalty 3452.332474 = -172205.085054 nChanged 11 SP:Iteration 13Q (9344.980000 sec): 3 clusters Score: Raw -175667.469268 + Penalty 3452.332474 = -172215.136795 nChanged 6 SP:Iteration 14Q (9345.150000 sec): 3 clusters Score: Raw -175672.866972 + Penalty 3452.332474 = -172220.534498 nChanged 6 SP:Iteration 15Q (9345.360000 sec): 3 clusters Score: Raw -175678.821232 + Penalty 3452.332474 = -172226.488758 nChanged 7 SP:Iteration 16Q (9345.560000 sec): 3 clusters Score: Raw -175686.605962 + Penalty 3452.332474 = -172234.273488 nChanged 4 SP:Iteration 17Q (9345.710000 sec): 3 clusters Score: Raw -175711.140508 + Penalty 3452.332474 = -172258.808034 nChanged 4 SP:Iteration 18Q (9345.920000 sec): 3 clusters Score: Raw -175716.570241 + Penalty 3452.332474 = -172264.237768 nChanged 0 SP:Iteration 19F (9346.070000 sec): 3 clusters Score: Raw -175716.570241 + Penalty 3452.332474 = -172264.237768 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9346.170000 sec): 2 clusters Score: Raw -27936.715717 + Penalty 1352.919637 = -26583.796081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9346.410000 sec): 3 clusters Score: Raw -28374.132696 + Penalty 2705.839273 = -25668.293423 nChanged 51 SP:Iteration 1F (9346.590000 sec): 3 clusters Score: Raw -28648.219780 + Penalty 2705.839273 = -25942.380506 nChanged 15 SP:Iteration 2F (9346.770000 sec): 3 clusters Score: Raw -28756.153139 + Penalty 2705.839273 = -26050.313866 nChanged 7 SP:Iteration 3Q (9346.920000 sec): 3 clusters Score: Raw -28803.856049 + Penalty 2705.839273 = -26098.016776 nChanged 6 SP:Iteration 4Q (9347.070000 sec): 3 clusters Score: Raw -28843.893303 + Penalty 2705.839273 = -26138.054030 nChanged 4 SP:Iteration 5Q (9347.250000 sec): 3 clusters Score: Raw -28869.178345 + Penalty 2705.839273 = -26163.339072 nChanged 0 SP:Iteration 6F (9347.450000 sec): 3 clusters Score: Raw -28869.178345 + Penalty 2705.839273 = -26163.339072 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9347.540000 sec): 2 clusters Score: Raw -22245.994518 + Penalty 1345.387604 = -20900.606914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9347.720000 sec): 3 clusters Score: Raw -22560.074723 + Penalty 2690.775209 = -19869.299515 nChanged 36 SP:Iteration 1F (9347.950000 sec): 3 clusters Score: Raw -22698.855985 + Penalty 2690.775209 = -20008.080776 nChanged 9 SP:Iteration 2Q (9348.180000 sec): 3 clusters Score: Raw -22740.654297 + Penalty 2690.775209 = -20049.879089 nChanged 8 SP:Iteration 3Q (9348.340000 sec): 3 clusters Score: Raw -22788.673214 + Penalty 2690.775209 = -20097.898006 nChanged 2 SP:Iteration 4Q (9348.540000 sec): 3 clusters Score: Raw -22797.909976 + Penalty 2690.775209 = -20107.134767 nChanged 3 SP:Iteration 5Q (9348.730000 sec): 3 clusters Score: Raw -22836.389688 + Penalty 2690.775209 = -20145.614479 nChanged 3 SP:Iteration 6Q (9348.890000 sec): 3 clusters Score: Raw -22888.111098 + Penalty 2690.775209 = -20197.335889 nChanged 2 SP:Iteration 7Q (9349.050000 sec): 3 clusters Score: Raw -22906.484343 + Penalty 2690.775209 = -20215.709134 nChanged 0 SP:Iteration 8F (9349.230000 sec): 3 clusters Score: Raw -22906.484343 + Penalty 2690.775209 = -20215.709134 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9349.340000 sec): 2 clusters Score: Raw -94426.031131 + Penalty 1590.537821 = -92835.493310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9349.520000 sec): 3 clusters Score: Raw -94469.414258 + Penalty 3181.075643 = -91288.338615 nChanged 156 SP:Iteration 1F (9349.710000 sec): 3 clusters Score: Raw -94804.947619 + Penalty 3181.075643 = -91623.871976 nChanged 51 SP:Iteration 2F (9349.900000 sec): 3 clusters Score: Raw -94988.513650 + Penalty 3181.075643 = -91807.438008 nChanged 40 SP:Iteration 3F (9350.090000 sec): 3 clusters Score: Raw -95144.637503 + Penalty 3181.075643 = -91963.561860 nChanged 35 SP:Iteration 4F (9350.290000 sec): 3 clusters Score: Raw -95223.595374 + Penalty 3181.075643 = -92042.519731 nChanged 22 SP:Iteration 5Q (9350.470000 sec): 3 clusters Score: Raw -95260.680145 + Penalty 3181.075643 = -92079.604502 nChanged 5 SP:Iteration 6Q (9350.670000 sec): 3 clusters Score: Raw -95276.225705 + Penalty 3181.075643 = -92095.150062 nChanged 7 SP:Iteration 7Q (9350.910000 sec): 3 clusters Score: Raw -95288.047655 + Penalty 3181.075643 = -92106.972012 nChanged 2 SP:Iteration 8Q (9351.060000 sec): 3 clusters Score: Raw -95291.457118 + Penalty 3181.075643 = -92110.381475 nChanged 1 SP:Iteration 9Q (9351.240000 sec): 3 clusters Score: Raw -95298.889391 + Penalty 3181.075643 = -92117.813748 nChanged 1 SP:Iteration 10Q (9351.430000 sec): 3 clusters Score: Raw -95300.352819 + Penalty 3181.075643 = -92119.277176 nChanged 1 SP:Iteration 11Q (9351.580000 sec): 3 clusters Score: Raw -95301.791135 + Penalty 3181.075643 = -92120.715492 nChanged 2 SP:Iteration 12Q (9351.760000 sec): 3 clusters Score: Raw -95308.115938 + Penalty 3181.075643 = -92127.040296 nChanged 1 SP:Iteration 13Q (9351.950000 sec): 3 clusters Score: Raw -95309.652433 + Penalty 3181.075643 = -92128.576791 nChanged 1 SP:Iteration 14Q (9352.120000 sec): 3 clusters Score: Raw -95313.305089 + Penalty 3181.075643 = -92132.229446 nChanged 1 SP:Iteration 15Q (9352.330000 sec): 3 clusters Score: Raw -95320.447866 + Penalty 3181.075643 = -92139.372223 nChanged 2 SP:Iteration 16Q (9352.510000 sec): 3 clusters Score: Raw -95335.915510 + Penalty 3181.075643 = -92154.839868 nChanged 1 SP:Iteration 17Q (9352.660000 sec): 3 clusters Score: Raw -95337.772886 + Penalty 3181.075643 = -92156.697243 nChanged 0 SP:Iteration 18F (9352.860000 sec): 3 clusters Score: Raw -95337.772886 + Penalty 3181.075643 = -92156.697243 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9352.970000 sec): 2 clusters Score: Raw -184501.895507 + Penalty 1733.583612 = -182768.311895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9353.140000 sec): 3 clusters Score: Raw -184238.932800 + Penalty 3467.167224 = -180771.765575 nChanged 283 SP:Iteration 1F (9353.320000 sec): 3 clusters Score: Raw -184529.808431 + Penalty 3467.167224 = -181062.641207 nChanged 73 SP:Iteration 2F (9353.480000 sec): 3 clusters Score: Raw -184619.580497 + Penalty 3467.167224 = -181152.413273 nChanged 50 SP:Iteration 3Q (9353.630000 sec): 3 clusters Score: Raw -184682.756443 + Penalty 3467.167224 = -181215.589219 nChanged 26 SP:Iteration 4Q (9353.800000 sec): 3 clusters Score: Raw -184714.673985 + Penalty 3467.167224 = -181247.506761 nChanged 12 SP:Iteration 5Q (9353.990000 sec): 3 clusters Score: Raw -184733.397010 + Penalty 3467.167224 = -181266.229786 nChanged 11 SP:Iteration 6Q (9354.180000 sec): 3 clusters Score: Raw -184745.389587 + Penalty 3467.167224 = -181278.222362 nChanged 3 SP:Iteration 7Q (9354.360000 sec): 3 clusters Score: Raw -184748.960781 + Penalty 3467.167224 = -181281.793557 nChanged 3 SP:Iteration 8Q (9354.550000 sec): 3 clusters Score: Raw -184753.183916 + Penalty 3467.167224 = -181286.016691 nChanged 3 SP:Iteration 9Q (9354.750000 sec): 3 clusters Score: Raw -184756.586279 + Penalty 3467.167224 = -181289.419055 nChanged 2 SP:Iteration 10Q (9354.960000 sec): 3 clusters Score: Raw -184758.706599 + Penalty 3467.167224 = -181291.539375 nChanged 3 SP:Iteration 11Q (9355.120000 sec): 3 clusters Score: Raw -184760.539768 + Penalty 3467.167224 = -181293.372543 nChanged 1 SP:Iteration 12Q (9355.350000 sec): 3 clusters Score: Raw -184761.224036 + Penalty 3467.167224 = -181294.056812 nChanged 0 SP:Iteration 13F (9355.510000 sec): 3 clusters Score: Raw -184761.224036 + Penalty 3467.167224 = -181294.056812 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9355.620000 sec): 2 clusters Score: Raw -87925.281355 + Penalty 1567.996180 = -86357.285175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9355.790000 sec): 3 clusters Score: Raw -87901.761497 + Penalty 3135.992359 = -84765.769138 nChanged 117 SP:Iteration 1F (9356.010000 sec): 3 clusters Score: Raw -88172.869509 + Penalty 3135.992359 = -85036.877150 nChanged 32 SP:Iteration 2F (9356.150000 sec): 3 clusters Score: Raw -88275.872808 + Penalty 3135.992359 = -85139.880449 nChanged 20 SP:Iteration 3Q (9356.360000 sec): 3 clusters Score: Raw -88325.001093 + Penalty 3135.992359 = -85189.008734 nChanged 19 SP:Iteration 4Q (9356.530000 sec): 3 clusters Score: Raw -88389.695028 + Penalty 3135.992359 = -85253.702669 nChanged 17 SP:Iteration 5Q (9356.720000 sec): 3 clusters Score: Raw -88452.257219 + Penalty 3135.992359 = -85316.264860 nChanged 21 SP:Iteration 6Q (9356.860000 sec): 3 clusters Score: Raw -88526.216526 + Penalty 3135.992359 = -85390.224167 nChanged 17 SP:Iteration 7Q (9357.060000 sec): 3 clusters Score: Raw -88572.118968 + Penalty 3135.992359 = -85436.126609 nChanged 10 SP:Iteration 8Q (9357.310000 sec): 3 clusters Score: Raw -88604.351870 + Penalty 3135.992359 = -85468.359511 nChanged 11 SP:Iteration 9Q (9357.510000 sec): 3 clusters Score: Raw -88632.564392 + Penalty 3135.992359 = -85496.572033 nChanged 13 SP:Iteration 10Q (9357.660000 sec): 3 clusters Score: Raw -88670.581600 + Penalty 3135.992359 = -85534.589241 nChanged 10 SP:Iteration 11Q (9357.850000 sec): 3 clusters Score: Raw -88696.087216 + Penalty 3135.992359 = -85560.094857 nChanged 7 SP:Iteration 12Q (9358.000000 sec): 3 clusters Score: Raw -88710.951981 + Penalty 3135.992359 = -85574.959622 nChanged 4 SP:Iteration 13Q (9358.160000 sec): 3 clusters Score: Raw -88718.340390 + Penalty 3135.992359 = -85582.348031 nChanged 4 SP:Iteration 14Q (9358.390000 sec): 3 clusters Score: Raw -88727.747761 + Penalty 3135.992359 = -85591.755402 nChanged 3 SP:Iteration 15Q (9358.540000 sec): 3 clusters Score: Raw -88733.322032 + Penalty 3135.992359 = -85597.329673 nChanged 2 SP:Iteration 16Q (9358.740000 sec): 3 clusters Score: Raw -88741.630099 + Penalty 3135.992359 = -85605.637740 nChanged 4 SP:Iteration 17Q (9358.900000 sec): 3 clusters Score: Raw -88761.156566 + Penalty 3135.992359 = -85625.164207 nChanged 2 SP:Iteration 18Q (9359.090000 sec): 3 clusters Score: Raw -88765.576766 + Penalty 3135.992359 = -85629.584407 nChanged 1 SP:Iteration 19Q (9359.290000 sec): 3 clusters Score: Raw -88767.724969 + Penalty 3135.992359 = -85631.732610 nChanged 0 SP:Iteration 20F (9359.460000 sec): 3 clusters Score: Raw -88767.724969 + Penalty 3135.992359 = -85631.732610 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9359.610000 sec): 2 clusters Score: Raw -576195.639273 + Penalty 2002.358502 = -574193.280771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9359.830000 sec): 3 clusters Score: Raw -574757.934404 + Penalty 4004.717003 = -570753.217400 nChanged 1164 SP:Iteration 1F (9360.010000 sec): 3 clusters Score: Raw -575601.249547 + Penalty 4004.717003 = -571596.532544 nChanged 327 SP:Iteration 2F (9360.180000 sec): 3 clusters Score: Raw -575950.877324 + Penalty 4004.717003 = -571946.160321 nChanged 242 SP:Iteration 3F (9360.380000 sec): 3 clusters Score: Raw -576214.764343 + Penalty 4004.717003 = -572210.047339 nChanged 200 SP:Iteration 4F (9360.570000 sec): 3 clusters Score: Raw -576447.498295 + Penalty 4004.717003 = -572442.781292 nChanged 173 SP:Iteration 5F (9360.820000 sec): 3 clusters Score: Raw -576630.328813 + Penalty 4004.717003 = -572625.611810 nChanged 147 SP:Iteration 6Q (9361.040000 sec): 3 clusters Score: Raw -576783.542063 + Penalty 4004.717003 = -572778.825060 nChanged 117 SP:Iteration 7Q (9361.220000 sec): 3 clusters Score: Raw -576882.155376 + Penalty 4004.717003 = -572877.438373 nChanged 73 SP:Iteration 8Q (9361.380000 sec): 3 clusters Score: Raw -576936.826512 + Penalty 4004.717003 = -572932.109508 nChanged 55 SP:Iteration 9Q (9361.610000 sec): 3 clusters Score: Raw -576974.627512 + Penalty 4004.717003 = -572969.910509 nChanged 46 SP:Iteration 10Q (9361.790000 sec): 3 clusters Score: Raw -577007.262893 + Penalty 4004.717003 = -573002.545890 nChanged 32 SP:Iteration 11Q (9362.010000 sec): 3 clusters Score: Raw -577033.131761 + Penalty 4004.717003 = -573028.414757 nChanged 35 SP:Iteration 12Q (9362.220000 sec): 3 clusters Score: Raw -577054.529632 + Penalty 4004.717003 = -573049.812629 nChanged 23 SP:Iteration 13Q (9362.390000 sec): 3 clusters Score: Raw -577067.690130 + Penalty 4004.717003 = -573062.973127 nChanged 10 SP:Iteration 14Q (9362.600000 sec): 3 clusters Score: Raw -577072.395237 + Penalty 4004.717003 = -573067.678234 nChanged 5 SP:Iteration 15Q (9362.780000 sec): 3 clusters Score: Raw -577074.214967 + Penalty 4004.717003 = -573069.497963 nChanged 1 SP:Iteration 16Q (9363.010000 sec): 3 clusters Score: Raw -577074.806357 + Penalty 4004.717003 = -573070.089354 nChanged 3 SP:Iteration 17Q (9363.200000 sec): 3 clusters Score: Raw -577076.343322 + Penalty 4004.717003 = -573071.626319 nChanged 3 SP:Iteration 18Q (9363.380000 sec): 3 clusters Score: Raw -577077.539060 + Penalty 4004.717003 = -573072.822057 nChanged 2 SP:Iteration 19Q (9363.630000 sec): 3 clusters Score: Raw -577078.495390 + Penalty 4004.717003 = -573073.778386 nChanged 3 SP:Iteration 20F (9363.810000 sec): 3 clusters Score: Raw -577079.471542 + Penalty 4004.717003 = -573074.754539 nChanged 2 SP:Iteration 21Q (9364.000000 sec): 3 clusters Score: Raw -577080.141313 + Penalty 4004.717003 = -573075.424310 nChanged 2 SP:Iteration 22Q (9364.220000 sec): 3 clusters Score: Raw -577080.823029 + Penalty 4004.717003 = -573076.106025 nChanged 1 SP:Iteration 23Q (9364.420000 sec): 3 clusters Score: Raw -577081.111032 + Penalty 4004.717003 = -573076.394029 nChanged 0 SP:Iteration 24F (9364.620000 sec): 3 clusters Score: Raw -577081.111032 + Penalty 4004.717003 = -573076.394029 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9364.680000 sec): 2 clusters Score: Raw -44447.533936 + Penalty 1374.233359 = -43073.300577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9364.880000 sec): 3 clusters Score: Raw -44611.016136 + Penalty 2748.466718 = -41862.549418 nChanged 28 SP:Iteration 1F (9365.090000 sec): 3 clusters Score: Raw -44723.949925 + Penalty 2748.466718 = -41975.483207 nChanged 8 SP:Iteration 2Q (9365.240000 sec): 3 clusters Score: Raw -44749.746138 + Penalty 2748.466718 = -42001.279420 nChanged 2 SP:Iteration 3Q (9365.430000 sec): 3 clusters Score: Raw -44757.106841 + Penalty 2748.466718 = -42008.640123 nChanged 2 SP:Iteration 4Q (9365.590000 sec): 3 clusters Score: Raw -44761.364945 + Penalty 2748.466718 = -42012.898227 nChanged 1 SP:Iteration 5Q (9365.780000 sec): 3 clusters Score: Raw -44764.730477 + Penalty 2748.466718 = -42016.263759 nChanged 0 SP:Iteration 6F (9365.930000 sec): 3 clusters Score: Raw -44764.730477 + Penalty 2748.466718 = -42016.263759 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9366.000000 sec): 2 clusters Score: Raw -110429.338536 + Penalty 1582.690372 = -108846.648163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9366.120000 sec): 3 clusters Score: Raw -110425.721459 + Penalty 3165.380745 = -107260.340715 nChanged 112 SP:Iteration 1F (9366.280000 sec): 3 clusters Score: Raw -110599.113382 + Penalty 3165.380745 = -107433.732637 nChanged 18 SP:Iteration 2Q (9366.430000 sec): 3 clusters Score: Raw -110634.015108 + Penalty 3165.380745 = -107468.634364 nChanged 6 SP:Iteration 3Q (9366.600000 sec): 3 clusters Score: Raw -110645.569211 + Penalty 3165.380745 = -107480.188466 nChanged 3 SP:Iteration 4Q (9366.760000 sec): 3 clusters Score: Raw -110653.242543 + Penalty 3165.380745 = -107487.861799 nChanged 1 SP:Iteration 5Q (9366.930000 sec): 3 clusters Score: Raw -110655.409568 + Penalty 3165.380745 = -107490.028823 nChanged 2 SP:Iteration 6Q (9367.100000 sec): 3 clusters Score: Raw -110658.670689 + Penalty 3165.380745 = -107493.289945 nChanged 1 SP:Iteration 7Q (9367.270000 sec): 3 clusters Score: Raw -110659.776655 + Penalty 3165.380745 = -107494.395910 nChanged 0 SP:Iteration 8F (9367.500000 sec): 3 clusters Score: Raw -110659.776655 + Penalty 3165.380745 = -107494.395910 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9367.560000 sec): 2 clusters Score: Raw -89527.965777 + Penalty 1566.208784 = -87961.756992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9367.740000 sec): 3 clusters Score: Raw -89622.983612 + Penalty 3132.417569 = -86490.566043 nChanged 133 SP:Iteration 1F (9367.930000 sec): 3 clusters Score: Raw -89891.939489 + Penalty 3132.417569 = -86759.521921 nChanged 34 SP:Iteration 2F (9368.090000 sec): 3 clusters Score: Raw -90034.175256 + Penalty 3132.417569 = -86901.757688 nChanged 32 SP:Iteration 3F (9368.300000 sec): 3 clusters Score: Raw -90185.167271 + Penalty 3132.417569 = -87052.749702 nChanged 22 SP:Iteration 4Q (9368.450000 sec): 3 clusters Score: Raw -90246.556688 + Penalty 3132.417569 = -87114.139120 nChanged 16 SP:Iteration 5Q (9368.600000 sec): 3 clusters Score: Raw -90288.599124 + Penalty 3132.417569 = -87156.181555 nChanged 10 SP:Iteration 6Q (9368.780000 sec): 3 clusters Score: Raw -90321.081343 + Penalty 3132.417569 = -87188.663774 nChanged 6 SP:Iteration 7Q (9368.970000 sec): 3 clusters Score: Raw -90337.366882 + Penalty 3132.417569 = -87204.949313 nChanged 4 SP:Iteration 8Q (9369.150000 sec): 3 clusters Score: Raw -90348.352878 + Penalty 3132.417569 = -87215.935309 nChanged 4 SP:Iteration 9Q (9369.320000 sec): 3 clusters Score: Raw -90355.926871 + Penalty 3132.417569 = -87223.509302 nChanged 2 SP:Iteration 10Q (9369.480000 sec): 3 clusters Score: Raw -90358.537435 + Penalty 3132.417569 = -87226.119866 nChanged 1 SP:Iteration 11Q (9369.620000 sec): 3 clusters Score: Raw -90361.072344 + Penalty 3132.417569 = -87228.654775 nChanged 1 SP:Iteration 12Q (9369.810000 sec): 3 clusters Score: Raw -90361.845006 + Penalty 3132.417569 = -87229.427437 nChanged 0 SP:Iteration 13F (9369.990000 sec): 3 clusters Score: Raw -90361.845006 + Penalty 3132.417569 = -87229.427437 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9370.080000 sec): 2 clusters Score: Raw -38903.205111 + Penalty 1426.638014 = -37476.567096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9370.260000 sec): 3 clusters Score: Raw -39187.891842 + Penalty 2853.276029 = -36334.615813 nChanged 59 SP:Iteration 1F (9370.430000 sec): 3 clusters Score: Raw -39450.575407 + Penalty 2853.276029 = -36597.299378 nChanged 33 SP:Iteration 2F (9370.630000 sec): 3 clusters Score: Raw -39564.615988 + Penalty 2853.276029 = -36711.339959 nChanged 13 SP:Iteration 3Q (9370.840000 sec): 3 clusters Score: Raw -39609.216500 + Penalty 2853.276029 = -36755.940471 nChanged 3 SP:Iteration 4Q (9371.040000 sec): 3 clusters Score: Raw -39619.345941 + Penalty 2853.276029 = -36766.069912 nChanged 4 SP:Iteration 5Q (9371.280000 sec): 3 clusters Score: Raw -39630.359109 + Penalty 2853.276029 = -36777.083080 nChanged 1 SP:Iteration 6Q (9371.470000 sec): 3 clusters Score: Raw -39633.372831 + Penalty 2853.276029 = -36780.096802 nChanged 0 SP:Iteration 7F (9371.630000 sec): 3 clusters Score: Raw -39633.372831 + Penalty 2853.276029 = -36780.096802 nChanged 0 Iteration 219Q (9409.380000 sec): 45 clusters Score: Raw -140151086.411957 + Penalty 148000.158150 = -140003086.253807 nChanged 10 Iteration 220F (9478.900000 sec): 45 clusters Score: Raw -140151086.552081 + Penalty 148000.158150 = -140003086.393931 nChanged 9 Iteration 221Q (9513.910000 sec): 45 clusters Score: Raw -140151086.689253 + Penalty 148000.158150 = -140003086.531103 nChanged 9 Iteration 222Q (9550.300000 sec): 45 clusters Score: Raw -140151086.806356 + Penalty 148000.158150 = -140003086.648206 nChanged 9 Iteration 223Q (9585.100000 sec): 45 clusters Score: Raw -140151086.984814 + Penalty 148000.158150 = -140003086.826663 nChanged 10 Iteration 224Q (9619.850000 sec): 45 clusters Score: Raw -140151087.150391 + Penalty 148000.158150 = -140003086.992241 nChanged 10 Iteration 225Q (9657.710000 sec): 45 clusters Score: Raw -140151087.400040 + Penalty 148000.158150 = -140003087.241890 nChanged 12 Iteration 226Q (9694.940000 sec): 45 clusters Score: Raw -140151087.637034 + Penalty 148000.158150 = -140003087.478884 nChanged 18 Iteration 227Q (9732.050000 sec): 45 clusters Score: Raw -140151088.761995 + Penalty 148000.158150 = -140003088.603844 nChanged 14 Iteration 228Q (9771.920000 sec): 45 clusters Score: Raw -140151089.350201 + Penalty 148000.158150 = -140003089.192051 nChanged 12 Iteration 229Q (9805.980000 sec): 45 clusters Score: Raw -140151089.671459 + Penalty 148000.158150 = -140003089.513309 nChanged 15 Iteration 230Q (9841.160000 sec): 45 clusters Score: Raw -140151090.010720 + Penalty 148000.158150 = -140003089.852570 nChanged 16 Iteration 231Q (9875.530000 sec): 45 clusters Score: Raw -140151090.229437 + Penalty 148000.158150 = -140003090.071287 nChanged 18 Iteration 232Q (9910.380000 sec): 45 clusters Score: Raw -140151090.471122 + Penalty 148000.158150 = -140003090.312972 nChanged 20 Iteration 233Q (9943.500000 sec): 45 clusters Score: Raw -140151090.743939 + Penalty 148000.158150 = -140003090.585789 nChanged 18 Iteration 234Q (9973.620000 sec): 45 clusters Score: Raw -140151090.975546 + Penalty 148000.158150 = -140003090.817396 nChanged 13 Iteration 235Q (10004.070000 sec): 45 clusters Score: Raw -140151091.265820 + Penalty 148000.158150 = -140003091.107670 nChanged 10 Iteration 236Q (10034.210000 sec): 45 clusters Score: Raw -140151091.478046 + Penalty 148000.158150 = -140003091.319896 nChanged 10 Iteration 237Q (10067.570000 sec): 45 clusters Score: Raw -140151091.592130 + Penalty 148000.158150 = -140003091.433980 nChanged 9 Iteration 238Q (10103.860000 sec): 45 clusters Score: Raw -140151091.667720 + Penalty 148000.158150 = -140003091.509570 nChanged 10 Iteration 239Q (10137.460000 sec): 45 clusters Score: Raw -140151091.745641 + Penalty 148000.158150 = -140003091.587491 nChanged 4 Iteration 240F (10207.560000 sec): 45 clusters Score: Raw -140151091.788642 + Penalty 148000.158150 = -140003091.630492 nChanged 3 Iteration 241Q (10240.580000 sec): 45 clusters Score: Raw -140151091.859553 + Penalty 148000.158150 = -140003091.701403 nChanged 5 Iteration 242Q (10276.580000 sec): 45 clusters Score: Raw -140151091.961291 + Penalty 148000.158150 = -140003091.803141 nChanged 6 Iteration 243Q (10311.670000 sec): 45 clusters Score: Raw -140151092.016095 + Penalty 148000.158150 = -140003091.857945 nChanged 4 Iteration 244Q (10347.140000 sec): 45 clusters Score: Raw -140151092.056036 + Penalty 148000.158150 = -140003091.897886 nChanged 1 Iteration 245Q (10383.000000 sec): 45 clusters Score: Raw -140151092.061374 + Penalty 148000.158150 = -140003091.903224 nChanged 0 Iteration 246F (10453.280000 sec): 45 clusters Score: Raw -140151092.061374 + Penalty 148000.158150 = -140003091.903224 nChanged 0 Compute initial score before splitting: Score: Raw -140151092.061374 + Penalty 148000.158150 = -140003091.903224 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10453.380000 sec): 2 clusters Score: Raw -57098.070687 + Penalty 1454.180532 = -55643.890156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10453.590000 sec): 3 clusters Score: Raw -57213.472180 + Penalty 2908.361063 = -54305.111117 nChanged 57 SP:Iteration 1F (10453.800000 sec): 3 clusters Score: Raw -57355.738246 + Penalty 2908.361063 = -54447.377183 nChanged 15 SP:Iteration 2Q (10453.960000 sec): 3 clusters Score: Raw -57416.655480 + Penalty 2908.361063 = -54508.294417 nChanged 12 SP:Iteration 3Q (10454.150000 sec): 3 clusters Score: Raw -57460.473118 + Penalty 2908.361063 = -54552.112055 nChanged 6 SP:Iteration 4Q (10454.350000 sec): 3 clusters Score: Raw -57476.106651 + Penalty 2908.361063 = -54567.745588 nChanged 3 SP:Iteration 5Q (10454.570000 sec): 3 clusters Score: Raw -57484.916803 + Penalty 2908.361063 = -54576.555740 nChanged 1 SP:Iteration 6Q (10454.740000 sec): 3 clusters Score: Raw -57486.242216 + Penalty 2908.361063 = -54577.881153 nChanged 0 SP:Iteration 7F (10454.930000 sec): 3 clusters Score: Raw -57486.242216 + Penalty 2908.361063 = -54577.881153 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10454.990000 sec): 2 clusters Score: Raw -33978.250212 + Penalty 1345.387604 = -32632.862608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10455.150000 sec): 3 clusters Score: Raw -34205.223265 + Penalty 2690.775209 = -31514.448056 nChanged 32 SP:Iteration 1F (10455.350000 sec): 3 clusters Score: Raw -34383.947435 + Penalty 2690.775209 = -31693.172226 nChanged 12 SP:Iteration 2F (10455.550000 sec): 3 clusters Score: Raw -34444.337258 + Penalty 2690.775209 = -31753.562049 nChanged 8 SP:Iteration 3Q (10455.750000 sec): 3 clusters Score: Raw -34535.071296 + Penalty 2690.775209 = -31844.296087 nChanged 5 SP:Iteration 4Q (10455.910000 sec): 3 clusters Score: Raw -34581.853755 + Penalty 2690.775209 = -31891.078546 nChanged 3 SP:Iteration 5Q (10456.100000 sec): 3 clusters Score: Raw -34607.072694 + Penalty 2690.775209 = -31916.297485 nChanged 1 SP:Iteration 6Q (10456.320000 sec): 3 clusters Score: Raw -34626.790532 + Penalty 2690.775209 = -31936.015323 nChanged 3 SP:Iteration 7Q (10456.500000 sec): 3 clusters Score: Raw -34644.917251 + Penalty 2690.775209 = -31954.142042 nChanged 0 SP:Iteration 8F (10456.660000 sec): 3 clusters Score: Raw -34644.917251 + Penalty 2690.775209 = -31954.142042 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (20071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10456.840000 sec): 2 clusters Score: Raw -3595114.298356 + Penalty 2456.943754 = -3592657.354602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10457.120000 sec): 3 clusters Score: Raw -3583276.085597 + Penalty 4913.887508 = -3578362.198089 nChanged 8924 SP:Iteration 1F (10457.420000 sec): 3 clusters Score: Raw -3588078.780846 + Penalty 4913.887508 = -3583164.893338 nChanged 1054 SP:Iteration 2F (10457.720000 sec): 3 clusters Score: Raw -3588483.255502 + Penalty 4913.887508 = -3583569.367994 nChanged 953 SP:Iteration 3Q (10458.010000 sec): 3 clusters Score: Raw -3588826.714064 + Penalty 4913.887508 = -3583912.826556 nChanged 827 SP:Iteration 4Q (10458.320000 sec): 3 clusters Score: Raw -3589145.701772 + Penalty 4913.887508 = -3584231.814264 nChanged 810 SP:Iteration 5Q (10458.620000 sec): 3 clusters Score: Raw -3589512.721207 + Penalty 4913.887508 = -3584598.833699 nChanged 834 SP:Iteration 6Q (10458.940000 sec): 3 clusters Score: Raw -3589980.736467 + Penalty 4913.887508 = -3585066.848959 nChanged 950 SP:Iteration 7Q (10459.220000 sec): 3 clusters Score: Raw -3590588.315145 + Penalty 4913.887508 = -3585674.427637 nChanged 1021 SP:Iteration 8F (10459.530000 sec): 3 clusters Score: Raw -3591266.314935 + Penalty 4913.887508 = -3586352.427427 nChanged 1137 SP:Iteration 9F (10459.780000 sec): 3 clusters Score: Raw -3592019.646173 + Penalty 4913.887508 = -3587105.758665 nChanged 1132 SP:Iteration 10F (10460.060000 sec): 3 clusters Score: Raw -3592797.117600 + Penalty 4913.887508 = -3587883.230092 nChanged 1054 SP:Iteration 11F (10460.380000 sec): 3 clusters Score: Raw -3593469.927987 + Penalty 4913.887508 = -3588556.040479 nChanged 854 SP:Iteration 12Q (10460.680000 sec): 3 clusters Score: Raw -3593932.235701 + Penalty 4913.887508 = -3589018.348193 nChanged 615 SP:Iteration 13Q (10460.950000 sec): 3 clusters Score: Raw -3594193.653484 + Penalty 4913.887508 = -3589279.765976 nChanged 454 SP:Iteration 14Q (10461.240000 sec): 3 clusters Score: Raw -3594341.990963 + Penalty 4913.887508 = -3589428.103455 nChanged 313 SP:Iteration 15Q (10461.570000 sec): 3 clusters Score: Raw -3594421.032413 + Penalty 4913.887508 = -3589507.144905 nChanged 221 SP:Iteration 16Q (10461.840000 sec): 3 clusters Score: Raw -3594465.654493 + Penalty 4913.887508 = -3589551.766985 nChanged 150 SP:Iteration 17Q (10462.160000 sec): 3 clusters Score: Raw -3594495.709286 + Penalty 4913.887508 = -3589581.821778 nChanged 137 SP:Iteration 18Q (10462.470000 sec): 3 clusters Score: Raw -3594520.076238 + Penalty 4913.887508 = -3589606.188730 nChanged 111 SP:Iteration 19Q (10462.740000 sec): 3 clusters Score: Raw -3594541.886723 + Penalty 4913.887508 = -3589627.999215 nChanged 132 SP:Iteration 20F (10463.070000 sec): 3 clusters Score: Raw -3594567.139868 + Penalty 4913.887508 = -3589653.252360 nChanged 113 SP:Iteration 21Q (10463.310000 sec): 3 clusters Score: Raw -3594587.612909 + Penalty 4913.887508 = -3589673.725401 nChanged 107 SP:Iteration 22Q (10463.630000 sec): 3 clusters Score: Raw -3594606.308053 + Penalty 4913.887508 = -3589692.420545 nChanged 98 SP:Iteration 23Q (10463.940000 sec): 3 clusters Score: Raw -3594621.387736 + Penalty 4913.887508 = -3589707.500228 nChanged 97 SP:Iteration 24Q (10464.230000 sec): 3 clusters Score: Raw -3594634.311883 + Penalty 4913.887508 = -3589720.424375 nChanged 88 SP:Iteration 25Q (10464.490000 sec): 3 clusters Score: Raw -3594646.847743 + Penalty 4913.887508 = -3589732.960235 nChanged 80 SP:Iteration 26Q (10464.780000 sec): 3 clusters Score: Raw -3594657.128365 + Penalty 4913.887508 = -3589743.240857 nChanged 59 SP:Iteration 27Q (10465.060000 sec): 3 clusters Score: Raw -3594664.959987 + Penalty 4913.887508 = -3589751.072479 nChanged 56 SP:Iteration 28Q (10465.350000 sec): 3 clusters Score: Raw -3594672.663455 + Penalty 4913.887508 = -3589758.775947 nChanged 49 SP:Iteration 29Q (10465.620000 sec): 3 clusters Score: Raw -3594678.435834 + Penalty 4913.887508 = -3589764.548326 nChanged 40 SP:Iteration 30Q (10465.880000 sec): 3 clusters Score: Raw -3594682.964520 + Penalty 4913.887508 = -3589769.077012 nChanged 37 SP:Iteration 31Q (10466.150000 sec): 3 clusters Score: Raw -3594687.816533 + Penalty 4913.887508 = -3589773.929025 nChanged 51 SP:Iteration 32Q (10466.490000 sec): 3 clusters Score: Raw -3594693.420178 + Penalty 4913.887508 = -3589779.532670 nChanged 44 SP:Iteration 33Q (10466.800000 sec): 3 clusters Score: Raw -3594699.326831 + Penalty 4913.887508 = -3589785.439323 nChanged 46 SP:Iteration 34Q (10467.040000 sec): 3 clusters Score: Raw -3594705.903366 + Penalty 4913.887508 = -3589792.015858 nChanged 47 SP:Iteration 35Q (10467.370000 sec): 3 clusters Score: Raw -3594711.958113 + Penalty 4913.887508 = -3589798.070605 nChanged 54 SP:Iteration 36Q (10467.650000 sec): 3 clusters Score: Raw -3594719.127701 + Penalty 4913.887508 = -3589805.240193 nChanged 55 SP:Iteration 37Q (10467.950000 sec): 3 clusters Score: Raw -3594726.939358 + Penalty 4913.887508 = -3589813.051850 nChanged 54 SP:Iteration 38Q (10468.270000 sec): 3 clusters Score: Raw -3594735.629756 + Penalty 4913.887508 = -3589821.742248 nChanged 56 SP:Iteration 39Q (10468.530000 sec): 3 clusters Score: Raw -3594744.527135 + Penalty 4913.887508 = -3589830.639627 nChanged 66 SP:Iteration 40F (10468.840000 sec): 3 clusters Score: Raw -3594754.484146 + Penalty 4913.887508 = -3589840.596638 nChanged 66 SP:Iteration 41Q (10469.140000 sec): 3 clusters Score: Raw -3594765.672479 + Penalty 4913.887508 = -3589851.784971 nChanged 75 SP:Iteration 42Q (10469.420000 sec): 3 clusters Score: Raw -3594779.063902 + Penalty 4913.887508 = -3589865.176394 nChanged 74 SP:Iteration 43Q (10469.700000 sec): 3 clusters Score: Raw -3594790.390571 + Penalty 4913.887508 = -3589876.503063 nChanged 71 SP:Iteration 44Q (10470.010000 sec): 3 clusters Score: Raw -3594802.648419 + Penalty 4913.887508 = -3589888.760911 nChanged 83 SP:Iteration 45Q (10470.280000 sec): 3 clusters Score: Raw -3594815.877114 + Penalty 4913.887508 = -3589901.989606 nChanged 86 SP:Iteration 46Q (10470.580000 sec): 3 clusters Score: Raw -3594829.321249 + Penalty 4913.887508 = -3589915.433741 nChanged 73 SP:Iteration 47Q (10470.890000 sec): 3 clusters Score: Raw -3594842.104135 + Penalty 4913.887508 = -3589928.216627 nChanged 73 SP:Iteration 48Q (10471.160000 sec): 3 clusters Score: Raw -3594854.313714 + Penalty 4913.887508 = -3589940.426206 nChanged 81 SP:Iteration 49Q (10471.430000 sec): 3 clusters Score: Raw -3594869.340910 + Penalty 4913.887508 = -3589955.453402 nChanged 73 SP:Iteration 50Q (10471.670000 sec): 3 clusters Score: Raw -3594880.862529 + Penalty 4913.887508 = -3589966.975021 nChanged 65 SP:Iteration 51Q (10471.970000 sec): 3 clusters Score: Raw -3594891.391741 + Penalty 4913.887508 = -3589977.504233 nChanged 63 SP:Iteration 52Q (10472.260000 sec): 3 clusters Score: Raw -3594903.168280 + Penalty 4913.887508 = -3589989.280772 nChanged 64 SP:Iteration 53Q (10472.550000 sec): 3 clusters Score: Raw -3594914.325387 + Penalty 4913.887508 = -3590000.437879 nChanged 65 SP:Iteration 54Q (10472.820000 sec): 3 clusters Score: Raw -3594926.544662 + Penalty 4913.887508 = -3590012.657154 nChanged 77 SP:Iteration 55Q (10473.130000 sec): 3 clusters Score: Raw -3594941.168000 + Penalty 4913.887508 = -3590027.280492 nChanged 76 SP:Iteration 56Q (10473.380000 sec): 3 clusters Score: Raw -3594955.246232 + Penalty 4913.887508 = -3590041.358723 nChanged 82 SP:Iteration 57Q (10473.710000 sec): 3 clusters Score: Raw -3594972.414090 + Penalty 4913.887508 = -3590058.526582 nChanged 88 SP:Iteration 58Q (10474.000000 sec): 3 clusters Score: Raw -3594990.957923 + Penalty 4913.887508 = -3590077.070415 nChanged 106 SP:Iteration 59Q (10474.270000 sec): 3 clusters Score: Raw -3595012.006757 + Penalty 4913.887508 = -3590098.119249 nChanged 98 SP:Iteration 60F (10474.560000 sec): 3 clusters Score: Raw -3595030.214271 + Penalty 4913.887508 = -3590116.326763 nChanged 97 SP:Iteration 61Q (10474.910000 sec): 3 clusters Score: Raw -3595048.936471 + Penalty 4913.887508 = -3590135.048963 nChanged 100 SP:Iteration 62Q (10475.190000 sec): 3 clusters Score: Raw -3595067.780582 + Penalty 4913.887508 = -3590153.893074 nChanged 83 SP:Iteration 63Q (10475.440000 sec): 3 clusters Score: Raw -3595084.158078 + Penalty 4913.887508 = -3590170.270570 nChanged 95 SP:Iteration 64Q (10475.710000 sec): 3 clusters Score: Raw -3595105.732301 + Penalty 4913.887508 = -3590191.844793 nChanged 92 SP:Iteration 65Q (10475.980000 sec): 3 clusters Score: Raw -3595125.695873 + Penalty 4913.887508 = -3590211.808365 nChanged 98 SP:Iteration 66Q (10476.280000 sec): 3 clusters Score: Raw -3595149.922741 + Penalty 4913.887508 = -3590236.035233 nChanged 109 SP:Iteration 67Q (10476.530000 sec): 3 clusters Score: Raw -3595179.097553 + Penalty 4913.887508 = -3590265.210045 nChanged 115 SP:Iteration 68Q (10476.850000 sec): 3 clusters Score: Raw -3595210.316943 + Penalty 4913.887508 = -3590296.429435 nChanged 121 SP:Iteration 69Q (10477.160000 sec): 3 clusters Score: Raw -3595245.941063 + Penalty 4913.887508 = -3590332.053555 nChanged 127 SP:Iteration 70Q (10477.410000 sec): 3 clusters Score: Raw -3595280.334912 + Penalty 4913.887508 = -3590366.447404 nChanged 109 SP:Iteration 71Q (10477.680000 sec): 3 clusters Score: Raw -3595308.203206 + Penalty 4913.887508 = -3590394.315698 nChanged 96 SP:Iteration 72Q (10477.970000 sec): 3 clusters Score: Raw -3595332.178228 + Penalty 4913.887508 = -3590418.290720 nChanged 88 SP:Iteration 73Q (10478.230000 sec): 3 clusters Score: Raw -3595351.470196 + Penalty 4913.887508 = -3590437.582688 nChanged 89 SP:Iteration 74Q (10478.590000 sec): 3 clusters Score: Raw -3595375.223370 + Penalty 4913.887508 = -3590461.335862 nChanged 86 SP:Iteration 75Q (10478.840000 sec): 3 clusters Score: Raw -3595398.211164 + Penalty 4913.887508 = -3590484.323656 nChanged 92 SP:Iteration 76Q (10479.130000 sec): 3 clusters Score: Raw -3595418.845194 + Penalty 4913.887508 = -3590504.957686 nChanged 75 SP:Iteration 77Q (10479.390000 sec): 3 clusters Score: Raw -3595435.666531 + Penalty 4913.887508 = -3590521.779023 nChanged 68 SP:Iteration 78Q (10479.690000 sec): 3 clusters Score: Raw -3595452.381721 + Penalty 4913.887508 = -3590538.494213 nChanged 72 SP:Iteration 79Q (10479.950000 sec): 3 clusters Score: Raw -3595470.914922 + Penalty 4913.887508 = -3590557.027414 nChanged 70 SP:Iteration 80F (10480.280000 sec): 3 clusters Score: Raw -3595487.341604 + Penalty 4913.887508 = -3590573.454096 nChanged 58 SP:Iteration 81Q (10480.580000 sec): 3 clusters Score: Raw -3595501.154966 + Penalty 4913.887508 = -3590587.267458 nChanged 51 SP:Iteration 82Q (10480.890000 sec): 3 clusters Score: Raw -3595512.183115 + Penalty 4913.887508 = -3590598.295607 nChanged 52 SP:Iteration 83Q (10481.160000 sec): 3 clusters Score: Raw -3595523.984453 + Penalty 4913.887508 = -3590610.096945 nChanged 51 SP:Iteration 84Q (10481.520000 sec): 3 clusters Score: Raw -3595535.048235 + Penalty 4913.887508 = -3590621.160727 nChanged 41 SP:Iteration 85Q (10481.780000 sec): 3 clusters Score: Raw -3595543.755344 + Penalty 4913.887508 = -3590629.867836 nChanged 44 SP:Iteration 86Q (10482.130000 sec): 3 clusters Score: Raw -3595552.786007 + Penalty 4913.887508 = -3590638.898499 nChanged 35 SP:Iteration 87Q (10482.450000 sec): 3 clusters Score: Raw -3595561.346877 + Penalty 4913.887508 = -3590647.459369 nChanged 45 SP:Iteration 88Q (10482.670000 sec): 3 clusters Score: Raw -3595571.720768 + Penalty 4913.887508 = -3590657.833259 nChanged 37 SP:Iteration 89Q (10482.980000 sec): 3 clusters Score: Raw -3595580.382110 + Penalty 4913.887508 = -3590666.494602 nChanged 35 SP:Iteration 90Q (10483.270000 sec): 3 clusters Score: Raw -3595588.905948 + Penalty 4913.887508 = -3590675.018440 nChanged 31 SP:Iteration 91Q (10483.550000 sec): 3 clusters Score: Raw -3595595.225414 + Penalty 4913.887508 = -3590681.337906 nChanged 26 SP:Iteration 92Q (10483.810000 sec): 3 clusters Score: Raw -3595599.773474 + Penalty 4913.887508 = -3590685.885966 nChanged 17 SP:Iteration 93Q (10484.070000 sec): 3 clusters Score: Raw -3595602.260652 + Penalty 4913.887508 = -3590688.373144 nChanged 13 SP:Iteration 94Q (10484.370000 sec): 3 clusters Score: Raw -3595604.317556 + Penalty 4913.887508 = -3590690.430048 nChanged 14 SP:Iteration 95Q (10484.620000 sec): 3 clusters Score: Raw -3595607.040319 + Penalty 4913.887508 = -3590693.152811 nChanged 15 SP:Iteration 96Q (10484.960000 sec): 3 clusters Score: Raw -3595609.001327 + Penalty 4913.887508 = -3590695.113819 nChanged 8 SP:Iteration 97Q (10485.310000 sec): 3 clusters Score: Raw -3595610.539045 + Penalty 4913.887508 = -3590696.651537 nChanged 6 SP:Iteration 98Q (10485.580000 sec): 3 clusters Score: Raw -3595612.054118 + Penalty 4913.887508 = -3590698.166610 nChanged 12 SP:Iteration 99Q (10485.810000 sec): 3 clusters Score: Raw -3595614.870920 + Penalty 4913.887508 = -3590700.983412 nChanged 20 SP:Iteration 100F (10486.150000 sec): 3 clusters Score: Raw -3595619.843873 + Penalty 4913.887508 = -3590705.956365 nChanged 18 SP:Iteration 101Q (10486.410000 sec): 3 clusters Score: Raw -3595623.245417 + Penalty 4913.887508 = -3590709.357909 nChanged 22 SP:Iteration 102Q (10486.710000 sec): 3 clusters Score: Raw -3595627.317437 + Penalty 4913.887508 = -3590713.429929 nChanged 18 SP:Iteration 103Q (10486.990000 sec): 3 clusters Score: Raw -3595630.443046 + Penalty 4913.887508 = -3590716.555538 nChanged 15 SP:Iteration 104Q (10487.230000 sec): 3 clusters Score: Raw -3595635.098170 + Penalty 4913.887508 = -3590721.210661 nChanged 21 SP:Iteration 105Q (10487.520000 sec): 3 clusters Score: Raw -3595640.041305 + Penalty 4913.887508 = -3590726.153797 nChanged 17 SP:Iteration 106Q (10487.820000 sec): 3 clusters Score: Raw -3595643.516390 + Penalty 4913.887508 = -3590729.628882 nChanged 12 SP:Iteration 107Q (10488.090000 sec): 3 clusters Score: Raw -3595645.852969 + Penalty 4913.887508 = -3590731.965461 nChanged 15 SP:Iteration 108Q (10488.350000 sec): 3 clusters Score: Raw -3595648.725407 + Penalty 4913.887508 = -3590734.837899 nChanged 9 SP:Iteration 109Q (10488.600000 sec): 3 clusters Score: Raw -3595650.922693 + Penalty 4913.887508 = -3590737.035185 nChanged 7 SP:Iteration 110Q (10488.920000 sec): 3 clusters Score: Raw -3595651.955680 + Penalty 4913.887508 = -3590738.068172 nChanged 2 SP:Iteration 111Q (10489.210000 sec): 3 clusters Score: Raw -3595652.413793 + Penalty 4913.887508 = -3590738.526285 nChanged 4 SP:Iteration 112Q (10489.490000 sec): 3 clusters Score: Raw -3595653.620002 + Penalty 4913.887508 = -3590739.732494 nChanged 5 SP:Iteration 113Q (10489.800000 sec): 3 clusters Score: Raw -3595654.533492 + Penalty 4913.887508 = -3590740.645984 nChanged 3 SP:Iteration 114Q (10490.130000 sec): 3 clusters Score: Raw -3595655.045603 + Penalty 4913.887508 = -3590741.158095 nChanged 0 SP:Iteration 115F (10490.390000 sec): 3 clusters Score: Raw -3595655.045603 + Penalty 4913.887508 = -3590741.158095 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10490.510000 sec): 2 clusters Score: Raw -35371.118084 + Penalty 1427.424069 = -33943.694015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10490.680000 sec): 3 clusters Score: Raw -35904.109988 + Penalty 2854.848138 = -33049.261850 nChanged 88 SP:Iteration 1F (10490.830000 sec): 3 clusters Score: Raw -36390.356249 + Penalty 2854.848138 = -33535.508111 nChanged 12 SP:Iteration 2Q (10491.040000 sec): 3 clusters Score: Raw -36439.144800 + Penalty 2854.848138 = -33584.296662 nChanged 6 SP:Iteration 3Q (10491.190000 sec): 3 clusters Score: Raw -36471.959007 + Penalty 2854.848138 = -33617.110869 nChanged 3 SP:Iteration 4Q (10491.350000 sec): 3 clusters Score: Raw -36480.371139 + Penalty 2854.848138 = -33625.523001 nChanged 2 SP:Iteration 5Q (10491.510000 sec): 3 clusters Score: Raw -36485.959154 + Penalty 2854.848138 = -33631.111016 nChanged 0 SP:Iteration 6F (10491.720000 sec): 3 clusters Score: Raw -36485.959154 + Penalty 2854.848138 = -33631.111016 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10491.810000 sec): 2 clusters Score: Raw -88247.951124 + Penalty 1570.212459 = -86677.738666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10491.980000 sec): 3 clusters Score: Raw -88230.106413 + Penalty 3140.424918 = -85089.681496 nChanged 114 SP:Iteration 1F (10492.140000 sec): 3 clusters Score: Raw -88494.632915 + Penalty 3140.424918 = -85354.207997 nChanged 33 SP:Iteration 2F (10492.350000 sec): 3 clusters Score: Raw -88598.314686 + Penalty 3140.424918 = -85457.889769 nChanged 18 SP:Iteration 3Q (10492.540000 sec): 3 clusters Score: Raw -88640.478827 + Penalty 3140.424918 = -85500.053909 nChanged 9 SP:Iteration 4Q (10492.740000 sec): 3 clusters Score: Raw -88659.924826 + Penalty 3140.424918 = -85519.499909 nChanged 8 SP:Iteration 5Q (10492.910000 sec): 3 clusters Score: Raw -88682.946493 + Penalty 3140.424918 = -85542.521575 nChanged 2 SP:Iteration 6Q (10493.100000 sec): 3 clusters Score: Raw -88686.260886 + Penalty 3140.424918 = -85545.835969 nChanged 2 SP:Iteration 7Q (10493.340000 sec): 3 clusters Score: Raw -88688.450731 + Penalty 3140.424918 = -85548.025813 nChanged 2 SP:Iteration 8Q (10493.510000 sec): 3 clusters Score: Raw -88690.430424 + Penalty 3140.424918 = -85550.005506 nChanged 3 SP:Iteration 9Q (10493.660000 sec): 3 clusters Score: Raw -88694.832188 + Penalty 3140.424918 = -85554.407271 nChanged 2 SP:Iteration 10Q (10493.850000 sec): 3 clusters Score: Raw -88698.169017 + Penalty 3140.424918 = -85557.744099 nChanged 1 SP:Iteration 11Q (10494.040000 sec): 3 clusters Score: Raw -88700.091576 + Penalty 3140.424918 = -85559.666658 nChanged 0 SP:Iteration 12F (10494.200000 sec): 3 clusters Score: Raw -88700.091576 + Penalty 3140.424918 = -85559.666658 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10494.290000 sec): 2 clusters Score: Raw -83049.705307 + Penalty 1532.130140 = -81517.575167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10494.490000 sec): 3 clusters Score: Raw -83083.969159 + Penalty 3064.260281 = -80019.708878 nChanged 82 SP:Iteration 1F (10494.700000 sec): 3 clusters Score: Raw -83241.369891 + Penalty 3064.260281 = -80177.109610 nChanged 25 SP:Iteration 2F (10494.890000 sec): 3 clusters Score: Raw -83294.621653 + Penalty 3064.260281 = -80230.361373 nChanged 12 SP:Iteration 3Q (10495.070000 sec): 3 clusters Score: Raw -83327.242655 + Penalty 3064.260281 = -80262.982374 nChanged 10 SP:Iteration 4Q (10495.260000 sec): 3 clusters Score: Raw -83352.941617 + Penalty 3064.260281 = -80288.681336 nChanged 8 SP:Iteration 5Q (10495.400000 sec): 3 clusters Score: Raw -83369.318880 + Penalty 3064.260281 = -80305.058599 nChanged 8 SP:Iteration 6Q (10495.610000 sec): 3 clusters Score: Raw -83391.463862 + Penalty 3064.260281 = -80327.203581 nChanged 6 SP:Iteration 7Q (10495.780000 sec): 3 clusters Score: Raw -83404.605666 + Penalty 3064.260281 = -80340.345385 nChanged 8 SP:Iteration 8Q (10495.970000 sec): 3 clusters Score: Raw -83425.323670 + Penalty 3064.260281 = -80361.063389 nChanged 1 SP:Iteration 9Q (10496.150000 sec): 3 clusters Score: Raw -83427.559753 + Penalty 3064.260281 = -80363.299472 nChanged 0 SP:Iteration 10F (10496.320000 sec): 3 clusters Score: Raw -83427.559753 + Penalty 3064.260281 = -80363.299472 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10496.460000 sec): 2 clusters Score: Raw -482876.444730 + Penalty 1958.160478 = -480918.284253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10496.670000 sec): 3 clusters Score: Raw -481783.193666 + Penalty 3916.320955 = -477866.872711 nChanged 915 SP:Iteration 1F (10496.830000 sec): 3 clusters Score: Raw -482365.653539 + Penalty 3916.320955 = -478449.332584 nChanged 194 SP:Iteration 2F (10496.990000 sec): 3 clusters Score: Raw -482497.375134 + Penalty 3916.320955 = -478581.054179 nChanged 111 SP:Iteration 3Q (10497.190000 sec): 3 clusters Score: Raw -482561.325685 + Penalty 3916.320955 = -478645.004730 nChanged 82 SP:Iteration 4Q (10497.350000 sec): 3 clusters Score: Raw -482615.036096 + Penalty 3916.320955 = -478698.715141 nChanged 60 SP:Iteration 5Q (10497.530000 sec): 3 clusters Score: Raw -482648.806712 + Penalty 3916.320955 = -478732.485757 nChanged 49 SP:Iteration 6Q (10497.710000 sec): 3 clusters Score: Raw -482672.557059 + Penalty 3916.320955 = -478756.236104 nChanged 36 SP:Iteration 7Q (10497.920000 sec): 3 clusters Score: Raw -482694.427602 + Penalty 3916.320955 = -478778.106647 nChanged 30 SP:Iteration 8Q (10498.090000 sec): 3 clusters Score: Raw -482710.295322 + Penalty 3916.320955 = -478793.974367 nChanged 16 SP:Iteration 9Q (10498.320000 sec): 3 clusters Score: Raw -482720.211745 + Penalty 3916.320955 = -478803.890790 nChanged 22 SP:Iteration 10Q (10498.510000 sec): 3 clusters Score: Raw -482734.552451 + Penalty 3916.320955 = -478818.231496 nChanged 24 SP:Iteration 11Q (10498.720000 sec): 3 clusters Score: Raw -482747.516379 + Penalty 3916.320955 = -478831.195424 nChanged 15 SP:Iteration 12Q (10498.950000 sec): 3 clusters Score: Raw -482754.833995 + Penalty 3916.320955 = -478838.513040 nChanged 13 SP:Iteration 13Q (10499.170000 sec): 3 clusters Score: Raw -482759.491497 + Penalty 3916.320955 = -478843.170542 nChanged 6 SP:Iteration 14Q (10499.390000 sec): 3 clusters Score: Raw -482761.895688 + Penalty 3916.320955 = -478845.574733 nChanged 5 SP:Iteration 15Q (10499.570000 sec): 3 clusters Score: Raw -482764.506457 + Penalty 3916.320955 = -478848.185502 nChanged 4 SP:Iteration 16Q (10499.800000 sec): 3 clusters Score: Raw -482765.603321 + Penalty 3916.320955 = -478849.282366 nChanged 2 SP:Iteration 17Q (10499.970000 sec): 3 clusters Score: Raw -482767.189431 + Penalty 3916.320955 = -478850.868476 nChanged 2 SP:Iteration 18Q (10500.170000 sec): 3 clusters Score: Raw -482768.066532 + Penalty 3916.320955 = -478851.745577 nChanged 2 SP:Iteration 19Q (10500.350000 sec): 3 clusters Score: Raw -482768.820706 + Penalty 3916.320955 = -478852.499751 nChanged 1 SP:Iteration 20F (10500.530000 sec): 3 clusters Score: Raw -482769.216689 + Penalty 3916.320955 = -478852.895734 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10500.630000 sec): 2 clusters Score: Raw -59908.905883 + Penalty 1457.678474 = -58451.227409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10500.890000 sec): 3 clusters Score: Raw -60112.812697 + Penalty 2915.356948 = -57197.455750 nChanged 73 SP:Iteration 1F (10501.060000 sec): 3 clusters Score: Raw -60271.565205 + Penalty 2915.356948 = -57356.208257 nChanged 13 SP:Iteration 2Q (10501.260000 sec): 3 clusters Score: Raw -60301.840909 + Penalty 2915.356948 = -57386.483962 nChanged 6 SP:Iteration 3Q (10501.450000 sec): 3 clusters Score: Raw -60316.353567 + Penalty 2915.356948 = -57400.996620 nChanged 4 SP:Iteration 4Q (10501.640000 sec): 3 clusters Score: Raw -60329.813822 + Penalty 2915.356948 = -57414.456874 nChanged 2 SP:Iteration 5Q (10501.870000 sec): 3 clusters Score: Raw -60336.758443 + Penalty 2915.356948 = -57421.401495 nChanged 0 SP:Iteration 6F (10502.030000 sec): 3 clusters Score: Raw -60336.758443 + Penalty 2915.356948 = -57421.401495 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10502.130000 sec): 2 clusters Score: Raw -112741.129588 + Penalty 1622.533046 = -111118.596542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10502.330000 sec): 3 clusters Score: Raw -112710.909540 + Penalty 3245.066092 = -109465.843448 nChanged 141 SP:Iteration 1F (10502.510000 sec): 3 clusters Score: Raw -112939.763240 + Penalty 3245.066092 = -109694.697148 nChanged 30 SP:Iteration 2Q (10502.710000 sec): 3 clusters Score: Raw -112995.921599 + Penalty 3245.066092 = -109750.855506 nChanged 18 SP:Iteration 3Q (10502.870000 sec): 3 clusters Score: Raw -113034.461069 + Penalty 3245.066092 = -109789.394977 nChanged 7 SP:Iteration 4Q (10503.080000 sec): 3 clusters Score: Raw -113048.210180 + Penalty 3245.066092 = -109803.144087 nChanged 4 SP:Iteration 5Q (10503.280000 sec): 3 clusters Score: Raw -113052.567569 + Penalty 3245.066092 = -109807.501477 nChanged 3 SP:Iteration 6Q (10503.440000 sec): 3 clusters Score: Raw -113055.779700 + Penalty 3245.066092 = -109810.713608 nChanged 0 SP:Iteration 7F (10503.620000 sec): 3 clusters Score: Raw -113055.779700 + Penalty 3245.066092 = -109810.713608 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10503.730000 sec): 2 clusters Score: Raw -94003.680070 + Penalty 1571.532781 = -92432.147288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10503.910000 sec): 3 clusters Score: Raw -93980.242475 + Penalty 3143.065563 = -90837.176912 nChanged 91 SP:Iteration 1F (10504.120000 sec): 3 clusters Score: Raw -94176.033508 + Penalty 3143.065563 = -91032.967945 nChanged 28 SP:Iteration 2Q (10504.300000 sec): 3 clusters Score: Raw -94260.195830 + Penalty 3143.065563 = -91117.130268 nChanged 14 SP:Iteration 3Q (10504.460000 sec): 3 clusters Score: Raw -94291.523841 + Penalty 3143.065563 = -91148.458278 nChanged 7 SP:Iteration 4Q (10504.690000 sec): 3 clusters Score: Raw -94308.442628 + Penalty 3143.065563 = -91165.377065 nChanged 4 SP:Iteration 5Q (10504.820000 sec): 3 clusters Score: Raw -94319.624399 + Penalty 3143.065563 = -91176.558837 nChanged 3 SP:Iteration 6Q (10504.990000 sec): 3 clusters Score: Raw -94326.854311 + Penalty 3143.065563 = -91183.788748 nChanged 6 SP:Iteration 7Q (10505.180000 sec): 3 clusters Score: Raw -94336.998553 + Penalty 3143.065563 = -91193.932990 nChanged 1 SP:Iteration 8Q (10505.350000 sec): 3 clusters Score: Raw -94339.746965 + Penalty 3143.065563 = -91196.681402 nChanged 2 SP:Iteration 9Q (10505.580000 sec): 3 clusters Score: Raw -94344.529290 + Penalty 3143.065563 = -91201.463728 nChanged 1 SP:Iteration 10Q (10505.760000 sec): 3 clusters Score: Raw -94345.551018 + Penalty 3143.065563 = -91202.485456 nChanged 0 SP:Iteration 11F (10505.970000 sec): 3 clusters Score: Raw -94345.551018 + Penalty 3143.065563 = -91202.485456 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10506.060000 sec): 2 clusters Score: Raw -468852.025309 + Penalty 1963.277829 = -466888.747479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10506.260000 sec): 3 clusters Score: Raw -467757.027762 + Penalty 3926.555659 = -463830.472103 nChanged 992 SP:Iteration 1F (10506.420000 sec): 3 clusters Score: Raw -468663.829429 + Penalty 3926.555659 = -464737.273770 nChanged 318 SP:Iteration 2F (10506.620000 sec): 3 clusters Score: Raw -469209.120427 + Penalty 3926.555659 = -465282.564769 nChanged 257 SP:Iteration 3F (10506.840000 sec): 3 clusters Score: Raw -469546.054067 + Penalty 3926.555659 = -465619.498408 nChanged 171 SP:Iteration 4F (10507.020000 sec): 3 clusters Score: Raw -469757.808984 + Penalty 3926.555659 = -465831.253325 nChanged 123 SP:Iteration 5Q (10507.240000 sec): 3 clusters Score: Raw -469902.433895 + Penalty 3926.555659 = -465975.878237 nChanged 87 SP:Iteration 6Q (10507.420000 sec): 3 clusters Score: Raw -469988.335329 + Penalty 3926.555659 = -466061.779670 nChanged 54 SP:Iteration 7Q (10507.650000 sec): 3 clusters Score: Raw -470055.222361 + Penalty 3926.555659 = -466128.666702 nChanged 52 SP:Iteration 8Q (10507.820000 sec): 3 clusters Score: Raw -470111.672444 + Penalty 3926.555659 = -466185.116786 nChanged 36 SP:Iteration 9Q (10508.050000 sec): 3 clusters Score: Raw -470145.319112 + Penalty 3926.555659 = -466218.763453 nChanged 30 SP:Iteration 10Q (10508.270000 sec): 3 clusters Score: Raw -470178.601183 + Penalty 3926.555659 = -466252.045525 nChanged 22 SP:Iteration 11Q (10508.510000 sec): 3 clusters Score: Raw -470210.768080 + Penalty 3926.555659 = -466284.212421 nChanged 23 SP:Iteration 12Q (10508.700000 sec): 3 clusters Score: Raw -470234.345422 + Penalty 3926.555659 = -466307.789764 nChanged 21 SP:Iteration 13Q (10508.980000 sec): 3 clusters Score: Raw -470255.773481 + Penalty 3926.555659 = -466329.217823 nChanged 11 SP:Iteration 14Q (10509.240000 sec): 3 clusters Score: Raw -470266.794765 + Penalty 3926.555659 = -466340.239106 nChanged 11 SP:Iteration 15Q (10509.440000 sec): 3 clusters Score: Raw -470276.748422 + Penalty 3926.555659 = -466350.192763 nChanged 13 SP:Iteration 16Q (10509.660000 sec): 3 clusters Score: Raw -470301.275920 + Penalty 3926.555659 = -466374.720261 nChanged 24 SP:Iteration 17Q (10509.880000 sec): 3 clusters Score: Raw -470347.506562 + Penalty 3926.555659 = -466420.950903 nChanged 22 SP:Iteration 18Q (10510.080000 sec): 3 clusters Score: Raw -470376.069649 + Penalty 3926.555659 = -466449.513990 nChanged 17 SP:Iteration 19Q (10510.280000 sec): 3 clusters Score: Raw -470396.129802 + Penalty 3926.555659 = -466469.574143 nChanged 15 SP:Iteration 20F (10510.470000 sec): 3 clusters Score: Raw -470420.252159 + Penalty 3926.555659 = -466493.696500 nChanged 19 SP:Iteration 21Q (10510.710000 sec): 3 clusters Score: Raw -470452.878375 + Penalty 3926.555659 = -466526.322717 nChanged 24 SP:Iteration 22Q (10510.920000 sec): 3 clusters Score: Raw -470486.981808 + Penalty 3926.555659 = -466560.426150 nChanged 11 SP:Iteration 23Q (10511.080000 sec): 3 clusters Score: Raw -470500.920606 + Penalty 3926.555659 = -466574.364947 nChanged 16 SP:Iteration 24Q (10511.280000 sec): 3 clusters Score: Raw -470518.655434 + Penalty 3926.555659 = -466592.099775 nChanged 18 SP:Iteration 25Q (10511.460000 sec): 3 clusters Score: Raw -470544.204865 + Penalty 3926.555659 = -466617.649207 nChanged 16 SP:Iteration 26Q (10511.620000 sec): 3 clusters Score: Raw -470572.962498 + Penalty 3926.555659 = -466646.406839 nChanged 21 SP:Iteration 27Q (10511.810000 sec): 3 clusters Score: Raw -470602.240064 + Penalty 3926.555659 = -466675.684405 nChanged 15 SP:Iteration 28Q (10512.010000 sec): 3 clusters Score: Raw -470619.771314 + Penalty 3926.555659 = -466693.215656 nChanged 17 SP:Iteration 29Q (10512.290000 sec): 3 clusters Score: Raw -470632.712126 + Penalty 3926.555659 = -466706.156467 nChanged 11 SP:Iteration 30Q (10512.460000 sec): 3 clusters Score: Raw -470642.332865 + Penalty 3926.555659 = -466715.777207 nChanged 4 SP:Iteration 31Q (10512.640000 sec): 3 clusters Score: Raw -470645.747587 + Penalty 3926.555659 = -466719.191928 nChanged 4 SP:Iteration 32Q (10512.860000 sec): 3 clusters Score: Raw -470651.087760 + Penalty 3926.555659 = -466724.532102 nChanged 4 SP:Iteration 33Q (10513.050000 sec): 3 clusters Score: Raw -470654.678234 + Penalty 3926.555659 = -466728.122576 nChanged 2 SP:Iteration 34Q (10513.220000 sec): 3 clusters Score: Raw -470656.022383 + Penalty 3926.555659 = -466729.466724 nChanged 2 SP:Iteration 35Q (10513.400000 sec): 3 clusters Score: Raw -470657.236317 + Penalty 3926.555659 = -466730.680658 nChanged 0 SP:Iteration 36F (10513.570000 sec): 3 clusters Score: Raw -470657.236317 + Penalty 3926.555659 = -466730.680658 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (7375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10513.710000 sec): 2 clusters Score: Raw -1402851.983148 + Penalty 2208.651093 = -1400643.332055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10513.870000 sec): 3 clusters Score: Raw -1399000.857889 + Penalty 4417.302186 = -1394583.555703 nChanged 3026 SP:Iteration 1F (10514.090000 sec): 3 clusters Score: Raw -1400616.462705 + Penalty 4417.302186 = -1396199.160519 nChanged 488 SP:Iteration 2F (10514.300000 sec): 3 clusters Score: Raw -1400906.180811 + Penalty 4417.302186 = -1396488.878625 nChanged 398 SP:Iteration 3F (10514.520000 sec): 3 clusters Score: Raw -1401158.967099 + Penalty 4417.302186 = -1396741.664913 nChanged 361 SP:Iteration 4Q (10514.750000 sec): 3 clusters Score: Raw -1401396.106936 + Penalty 4417.302186 = -1396978.804750 nChanged 355 SP:Iteration 5Q (10514.950000 sec): 3 clusters Score: Raw -1401658.271433 + Penalty 4417.302186 = -1397240.969247 nChanged 404 SP:Iteration 6F (10515.130000 sec): 3 clusters Score: Raw -1401981.933100 + Penalty 4417.302186 = -1397564.630914 nChanged 451 SP:Iteration 7F (10515.350000 sec): 3 clusters Score: Raw -1402411.322545 + Penalty 4417.302186 = -1397994.020359 nChanged 451 SP:Iteration 8F (10515.530000 sec): 3 clusters Score: Raw -1402915.666227 + Penalty 4417.302186 = -1398498.364041 nChanged 451 SP:Iteration 9F (10515.770000 sec): 3 clusters Score: Raw -1403402.600513 + Penalty 4417.302186 = -1398985.298327 nChanged 376 SP:Iteration 10F (10515.970000 sec): 3 clusters Score: Raw -1403737.397288 + Penalty 4417.302186 = -1399320.095102 nChanged 300 SP:Iteration 11Q (10516.190000 sec): 3 clusters Score: Raw -1403953.305509 + Penalty 4417.302186 = -1399536.003323 nChanged 173 SP:Iteration 12Q (10516.420000 sec): 3 clusters Score: Raw -1404059.995147 + Penalty 4417.302186 = -1399642.692961 nChanged 114 SP:Iteration 13Q (10516.620000 sec): 3 clusters Score: Raw -1404114.378310 + Penalty 4417.302186 = -1399697.076124 nChanged 79 SP:Iteration 14Q (10516.830000 sec): 3 clusters Score: Raw -1404146.685224 + Penalty 4417.302186 = -1399729.383038 nChanged 56 SP:Iteration 15Q (10517.060000 sec): 3 clusters Score: Raw -1404169.794590 + Penalty 4417.302186 = -1399752.492404 nChanged 47 SP:Iteration 16Q (10517.220000 sec): 3 clusters Score: Raw -1404184.518245 + Penalty 4417.302186 = -1399767.216059 nChanged 29 SP:Iteration 17Q (10517.450000 sec): 3 clusters Score: Raw -1404192.311756 + Penalty 4417.302186 = -1399775.009570 nChanged 24 SP:Iteration 18Q (10517.650000 sec): 3 clusters Score: Raw -1404199.902947 + Penalty 4417.302186 = -1399782.600761 nChanged 16 SP:Iteration 19Q (10517.870000 sec): 3 clusters Score: Raw -1404203.835345 + Penalty 4417.302186 = -1399786.533159 nChanged 17 SP:Iteration 20F (10518.070000 sec): 3 clusters Score: Raw -1404208.006726 + Penalty 4417.302186 = -1399790.704540 nChanged 12 SP:Iteration 21Q (10518.290000 sec): 3 clusters Score: Raw -1404210.268164 + Penalty 4417.302186 = -1399792.965979 nChanged 5 SP:Iteration 22Q (10518.490000 sec): 3 clusters Score: Raw -1404211.446105 + Penalty 4417.302186 = -1399794.143919 nChanged 6 SP:Iteration 23Q (10518.650000 sec): 3 clusters Score: Raw -1404212.608457 + Penalty 4417.302186 = -1399795.306272 nChanged 4 SP:Iteration 24Q (10518.850000 sec): 3 clusters Score: Raw -1404213.476976 + Penalty 4417.302186 = -1399796.174790 nChanged 2 SP:Iteration 25Q (10519.080000 sec): 3 clusters Score: Raw -1404213.826168 + Penalty 4417.302186 = -1399796.523982 nChanged 1 SP:Iteration 26Q (10519.320000 sec): 3 clusters Score: Raw -1404213.924246 + Penalty 4417.302186 = -1399796.622061 nChanged 0 SP:Iteration 27F (10519.490000 sec): 3 clusters Score: Raw -1404213.924246 + Penalty 4417.302186 = -1399796.622061 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (181926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10520.410000 sec): 2 clusters Score: Raw -35265998.399459 + Penalty 3003.616112 = -35262994.783347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10521.540000 sec): 3 clusters Score: Raw -35146879.402662 + Penalty 6007.232224 = -35140872.170438 nChanged 87218 SP:Iteration 1F (10522.650000 sec): 3 clusters Score: Raw -35198169.486823 + Penalty 6007.232224 = -35192162.254600 nChanged 6310 SP:Iteration 2Q (10523.770000 sec): 3 clusters Score: Raw -35199900.537984 + Penalty 6007.232224 = -35193893.305760 nChanged 7379 SP:Iteration 3Q (10524.960000 sec): 3 clusters Score: Raw -35202419.560414 + Penalty 6007.232224 = -35196412.328190 nChanged 8951 SP:Iteration 4Q (10526.220000 sec): 3 clusters Score: Raw -35206229.659203 + Penalty 6007.232224 = -35200222.426979 nChanged 10674 SP:Iteration 5F (10527.330000 sec): 3 clusters Score: Raw -35211646.837213 + Penalty 6007.232224 = -35205639.604989 nChanged 12037 SP:Iteration 6F (10528.370000 sec): 3 clusters Score: Raw -35218658.750053 + Penalty 6007.232224 = -35212651.517829 nChanged 12109 SP:Iteration 7F (10529.470000 sec): 3 clusters Score: Raw -35226437.851050 + Penalty 6007.232224 = -35220430.618826 nChanged 11047 SP:Iteration 8F (10530.590000 sec): 3 clusters Score: Raw -35234644.212324 + Penalty 6007.232224 = -35228636.980100 nChanged 9347 SP:Iteration 9F (10531.680000 sec): 3 clusters Score: Raw -35242898.882905 + Penalty 6007.232224 = -35236891.650681 nChanged 7344 SP:Iteration 10Q (10532.840000 sec): 3 clusters Score: Raw -35249975.129389 + Penalty 6007.232224 = -35243967.897165 nChanged 5478 SP:Iteration 11Q (10533.950000 sec): 3 clusters Score: Raw -35254223.018316 + Penalty 6007.232224 = -35248215.786093 nChanged 3760 SP:Iteration 12Q (10534.960000 sec): 3 clusters Score: Raw -35256309.459017 + Penalty 6007.232224 = -35250302.226793 nChanged 2534 SP:Iteration 13Q (10536.000000 sec): 3 clusters Score: Raw -35257486.384806 + Penalty 6007.232224 = -35251479.152582 nChanged 2138 SP:Iteration 14Q (10536.980000 sec): 3 clusters Score: Raw -35258328.714473 + Penalty 6007.232224 = -35252321.482249 nChanged 1963 SP:Iteration 15Q (10537.930000 sec): 3 clusters Score: Raw -35259046.620622 + Penalty 6007.232224 = -35253039.388398 nChanged 1785 SP:Iteration 16Q (10538.860000 sec): 3 clusters Score: Raw -35259686.948103 + Penalty 6007.232224 = -35253679.715879 nChanged 1694 SP:Iteration 17Q (10539.700000 sec): 3 clusters Score: Raw -35260291.104797 + Penalty 6007.232224 = -35254283.872574 nChanged 1556 SP:Iteration 18Q (10540.540000 sec): 3 clusters Score: Raw -35260844.834425 + Penalty 6007.232224 = -35254837.602201 nChanged 1431 SP:Iteration 19Q (10541.400000 sec): 3 clusters Score: Raw -35261339.696885 + Penalty 6007.232224 = -35255332.464661 nChanged 1323 SP:Iteration 20F (10542.520000 sec): 3 clusters Score: Raw -35261804.652641 + Penalty 6007.232224 = -35255797.420417 nChanged 1233 SP:Iteration 21Q (10543.480000 sec): 3 clusters Score: Raw -35262237.140527 + Penalty 6007.232224 = -35256229.908303 nChanged 1118 SP:Iteration 22Q (10544.440000 sec): 3 clusters Score: Raw -35262614.835072 + Penalty 6007.232224 = -35256607.602848 nChanged 1003 SP:Iteration 23Q (10545.390000 sec): 3 clusters Score: Raw -35262939.623215 + Penalty 6007.232224 = -35256932.390991 nChanged 921 SP:Iteration 24Q (10546.370000 sec): 3 clusters Score: Raw -35263240.845533 + Penalty 6007.232224 = -35257233.613309 nChanged 845 SP:Iteration 25Q (10547.400000 sec): 3 clusters Score: Raw -35263534.363432 + Penalty 6007.232224 = -35257527.131208 nChanged 798 SP:Iteration 26Q (10548.420000 sec): 3 clusters Score: Raw -35263805.361119 + Penalty 6007.232224 = -35257798.128895 nChanged 742 SP:Iteration 27Q (10549.410000 sec): 3 clusters Score: Raw -35264064.867794 + Penalty 6007.232224 = -35258057.635570 nChanged 677 SP:Iteration 28Q (10550.420000 sec): 3 clusters Score: Raw -35264305.333194 + Penalty 6007.232224 = -35258298.100970 nChanged 623 SP:Iteration 29Q (10551.380000 sec): 3 clusters Score: Raw -35264523.168511 + Penalty 6007.232224 = -35258515.936287 nChanged 537 SP:Iteration 30Q (10552.530000 sec): 3 clusters Score: Raw -35264704.215531 + Penalty 6007.232224 = -35258696.983307 nChanged 491 SP:Iteration 31Q (10553.500000 sec): 3 clusters Score: Raw -35264869.631455 + Penalty 6007.232224 = -35258862.399232 nChanged 429 SP:Iteration 32Q (10554.390000 sec): 3 clusters Score: Raw -35265014.674162 + Penalty 6007.232224 = -35259007.441938 nChanged 405 SP:Iteration 33Q (10555.390000 sec): 3 clusters Score: Raw -35265160.638452 + Penalty 6007.232224 = -35259153.406228 nChanged 392 SP:Iteration 34Q (10556.420000 sec): 3 clusters Score: Raw -35265310.455181 + Penalty 6007.232224 = -35259303.222957 nChanged 373 SP:Iteration 35Q (10557.310000 sec): 3 clusters Score: Raw -35265465.081623 + Penalty 6007.232224 = -35259457.849399 nChanged 354 SP:Iteration 36Q (10558.170000 sec): 3 clusters Score: Raw -35265620.501742 + Penalty 6007.232224 = -35259613.269518 nChanged 325 SP:Iteration 37Q (10559.030000 sec): 3 clusters Score: Raw -35265765.941081 + Penalty 6007.232224 = -35259758.708857 nChanged 276 SP:Iteration 38Q (10559.930000 sec): 3 clusters Score: Raw -35265887.217302 + Penalty 6007.232224 = -35259879.985078 nChanged 252 SP:Iteration 39Q (10560.860000 sec): 3 clusters Score: Raw -35265990.237299 + Penalty 6007.232224 = -35259983.005075 nChanged 215 SP:Iteration 40F (10562.010000 sec): 3 clusters Score: Raw -35266076.703611 + Penalty 6007.232224 = -35260069.471387 nChanged 175 SP:Iteration 41Q (10562.960000 sec): 3 clusters Score: Raw -35266146.717480 + Penalty 6007.232224 = -35260139.485256 nChanged 154 SP:Iteration 42Q (10564.030000 sec): 3 clusters Score: Raw -35266205.040347 + Penalty 6007.232224 = -35260197.808123 nChanged 130 SP:Iteration 43Q (10564.930000 sec): 3 clusters Score: Raw -35266258.979761 + Penalty 6007.232224 = -35260251.747538 nChanged 127 SP:Iteration 44Q (10565.810000 sec): 3 clusters Score: Raw -35266311.776554 + Penalty 6007.232224 = -35260304.544330 nChanged 106 SP:Iteration 45Q (10566.790000 sec): 3 clusters Score: Raw -35266349.537364 + Penalty 6007.232224 = -35260342.305140 nChanged 80 SP:Iteration 46Q (10567.640000 sec): 3 clusters Score: Raw -35266375.150657 + Penalty 6007.232224 = -35260367.918433 nChanged 71 SP:Iteration 47Q (10568.580000 sec): 3 clusters Score: Raw -35266402.002017 + Penalty 6007.232224 = -35260394.769793 nChanged 61 SP:Iteration 48Q (10569.570000 sec): 3 clusters Score: Raw -35266425.615219 + Penalty 6007.232224 = -35260418.382995 nChanged 51 SP:Iteration 49Q (10570.580000 sec): 3 clusters Score: Raw -35266445.579357 + Penalty 6007.232224 = -35260438.347133 nChanged 46 SP:Iteration 50Q (10571.510000 sec): 3 clusters Score: Raw -35266463.898927 + Penalty 6007.232224 = -35260456.666703 nChanged 48 SP:Iteration 51Q (10572.540000 sec): 3 clusters Score: Raw -35266481.630195 + Penalty 6007.232224 = -35260474.397971 nChanged 36 SP:Iteration 52Q (10573.460000 sec): 3 clusters Score: Raw -35266493.293113 + Penalty 6007.232224 = -35260486.060889 nChanged 30 SP:Iteration 53Q (10574.350000 sec): 3 clusters Score: Raw -35266502.246405 + Penalty 6007.232224 = -35260495.014181 nChanged 20 SP:Iteration 54Q (10575.260000 sec): 3 clusters Score: Raw -35266507.826550 + Penalty 6007.232224 = -35260500.594326 nChanged 19 SP:Iteration 55Q (10576.210000 sec): 3 clusters Score: Raw -35266514.075894 + Penalty 6007.232224 = -35260506.843670 nChanged 29 SP:Iteration 56Q (10577.210000 sec): 3 clusters Score: Raw -35266524.041344 + Penalty 6007.232224 = -35260516.809121 nChanged 22 SP:Iteration 57Q (10578.160000 sec): 3 clusters Score: Raw -35266528.728948 + Penalty 6007.232224 = -35260521.496724 nChanged 10 SP:Iteration 58Q (10579.020000 sec): 3 clusters Score: Raw -35266531.559085 + Penalty 6007.232224 = -35260524.326861 nChanged 11 SP:Iteration 59Q (10579.930000 sec): 3 clusters Score: Raw -35266534.588546 + Penalty 6007.232224 = -35260527.356322 nChanged 13 SP:Iteration 60F (10580.980000 sec): 3 clusters Score: Raw -35266538.736172 + Penalty 6007.232224 = -35260531.503948 nChanged 9 SP:Iteration 61Q (10582.010000 sec): 3 clusters Score: Raw -35266542.009995 + Penalty 6007.232224 = -35260534.777772 nChanged 12 SP:Iteration 62Q (10582.940000 sec): 3 clusters Score: Raw -35266545.591284 + Penalty 6007.232224 = -35260538.359060 nChanged 6 SP:Iteration 63Q (10583.880000 sec): 3 clusters Score: Raw -35266547.661080 + Penalty 6007.232224 = -35260540.428856 nChanged 9 SP:Iteration 64Q (10584.880000 sec): 3 clusters Score: Raw -35266550.210521 + Penalty 6007.232224 = -35260542.978297 nChanged 9 SP:Iteration 65Q (10585.860000 sec): 3 clusters Score: Raw -35266552.686274 + Penalty 6007.232224 = -35260545.454050 nChanged 6 SP:Iteration 66Q (10586.830000 sec): 3 clusters Score: Raw -35266555.201561 + Penalty 6007.232224 = -35260547.969337 nChanged 9 SP:Iteration 67Q (10587.710000 sec): 3 clusters Score: Raw -35266557.906667 + Penalty 6007.232224 = -35260550.674443 nChanged 8 SP:Iteration 68Q (10588.580000 sec): 3 clusters Score: Raw -35266561.058801 + Penalty 6007.232224 = -35260553.826577 nChanged 9 SP:Iteration 69Q (10589.410000 sec): 3 clusters Score: Raw -35266563.644647 + Penalty 6007.232224 = -35260556.412423 nChanged 11 SP:Iteration 70Q (10590.350000 sec): 3 clusters Score: Raw -35266567.879599 + Penalty 6007.232224 = -35260560.647375 nChanged 13 SP:Iteration 71Q (10591.330000 sec): 3 clusters Score: Raw -35266572.203288 + Penalty 6007.232224 = -35260564.971064 nChanged 7 SP:Iteration 72Q (10592.320000 sec): 3 clusters Score: Raw -35266574.459988 + Penalty 6007.232224 = -35260567.227764 nChanged 7 SP:Iteration 73Q (10593.360000 sec): 3 clusters Score: Raw -35266576.169985 + Penalty 6007.232224 = -35260568.937761 nChanged 3 SP:Iteration 74Q (10594.300000 sec): 3 clusters Score: Raw -35266577.276251 + Penalty 6007.232224 = -35260570.044028 nChanged 5 SP:Iteration 75Q (10595.200000 sec): 3 clusters Score: Raw -35266579.107822 + Penalty 6007.232224 = -35260571.875598 nChanged 7 SP:Iteration 76Q (10596.170000 sec): 3 clusters Score: Raw -35266581.268593 + Penalty 6007.232224 = -35260574.036370 nChanged 1 SP:Iteration 77Q (10597.150000 sec): 3 clusters Score: Raw -35266581.503542 + Penalty 6007.232224 = -35260574.271319 nChanged 3 SP:Iteration 78Q (10598.070000 sec): 3 clusters Score: Raw -35266582.184514 + Penalty 6007.232224 = -35260574.952290 nChanged 1 SP:Iteration 79Q (10598.980000 sec): 3 clusters Score: Raw -35266582.347819 + Penalty 6007.232224 = -35260575.115595 nChanged 2 SP:Iteration 80F (10600.080000 sec): 3 clusters Score: Raw -35266582.964394 + Penalty 6007.232224 = -35260575.732170 nChanged 4 SP:Iteration 81Q (10601.020000 sec): 3 clusters Score: Raw -35266584.498828 + Penalty 6007.232224 = -35260577.266604 nChanged 6 SP:Iteration 82Q (10602.050000 sec): 3 clusters Score: Raw -35266587.106387 + Penalty 6007.232224 = -35260579.874163 nChanged 13 SP:Iteration 83Q (10603.010000 sec): 3 clusters Score: Raw -35266591.767230 + Penalty 6007.232224 = -35260584.535006 nChanged 10 SP:Iteration 84Q (10604.020000 sec): 3 clusters Score: Raw -35266595.350180 + Penalty 6007.232224 = -35260588.117956 nChanged 8 SP:Iteration 85Q (10604.950000 sec): 3 clusters Score: Raw -35266598.271351 + Penalty 6007.232224 = -35260591.039127 nChanged 9 SP:Iteration 86Q (10605.840000 sec): 3 clusters Score: Raw -35266601.928289 + Penalty 6007.232224 = -35260594.696065 nChanged 9 SP:Iteration 87Q (10606.810000 sec): 3 clusters Score: Raw -35266605.130754 + Penalty 6007.232224 = -35260597.898530 nChanged 4 SP:Iteration 88Q (10607.740000 sec): 3 clusters Score: Raw -35266606.124496 + Penalty 6007.232224 = -35260598.892272 nChanged 2 SP:Iteration 89Q (10608.680000 sec): 3 clusters Score: Raw -35266606.912321 + Penalty 6007.232224 = -35260599.680097 nChanged 1 SP:Iteration 90Q (10609.620000 sec): 3 clusters Score: Raw -35266607.122065 + Penalty 6007.232224 = -35260599.889841 nChanged 2 SP:Iteration 91Q (10610.610000 sec): 3 clusters Score: Raw -35266607.800364 + Penalty 6007.232224 = -35260600.568140 nChanged 1 SP:Iteration 92Q (10611.550000 sec): 3 clusters Score: Raw -35266608.197538 + Penalty 6007.232224 = -35260600.965314 nChanged 2 SP:Iteration 93Q (10612.500000 sec): 3 clusters Score: Raw -35266608.706875 + Penalty 6007.232224 = -35260601.474651 nChanged 2 SP:Iteration 94Q (10613.420000 sec): 3 clusters Score: Raw -35266609.229010 + Penalty 6007.232224 = -35260601.996786 nChanged 1 SP:Iteration 95Q (10614.310000 sec): 3 clusters Score: Raw -35266609.442183 + Penalty 6007.232224 = -35260602.209959 nChanged 1 SP:Iteration 96Q (10615.220000 sec): 3 clusters Score: Raw -35266609.631490 + Penalty 6007.232224 = -35260602.399266 nChanged 1 SP:Iteration 97Q (10616.210000 sec): 3 clusters Score: Raw -35266609.892594 + Penalty 6007.232224 = -35260602.660371 nChanged 0 SP:Iteration 98F (10617.400000 sec): 3 clusters Score: Raw -35266609.892594 + Penalty 6007.232224 = -35260602.660371 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10617.570000 sec): 2 clusters Score: Raw -139205.770420 + Penalty 1680.007524 = -137525.762896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10617.790000 sec): 3 clusters Score: Raw -139125.343799 + Penalty 3360.015048 = -135765.328752 nChanged 240 SP:Iteration 1F (10617.960000 sec): 3 clusters Score: Raw -139472.862486 + Penalty 3360.015048 = -136112.847439 nChanged 67 SP:Iteration 2F (10618.140000 sec): 3 clusters Score: Raw -139620.497179 + Penalty 3360.015048 = -136260.482132 nChanged 37 SP:Iteration 3Q (10618.300000 sec): 3 clusters Score: Raw -139758.684734 + Penalty 3360.015048 = -136398.669686 nChanged 39 SP:Iteration 4Q (10618.500000 sec): 3 clusters Score: Raw -139886.764712 + Penalty 3360.015048 = -136526.749664 nChanged 25 SP:Iteration 5Q (10618.750000 sec): 3 clusters Score: Raw -139976.850106 + Penalty 3360.015048 = -136616.835058 nChanged 17 SP:Iteration 6Q (10618.920000 sec): 3 clusters Score: Raw -140063.610203 + Penalty 3360.015048 = -136703.595155 nChanged 24 SP:Iteration 7Q (10619.180000 sec): 3 clusters Score: Raw -140101.381755 + Penalty 3360.015048 = -136741.366707 nChanged 11 SP:Iteration 8Q (10619.420000 sec): 3 clusters Score: Raw -140120.708133 + Penalty 3360.015048 = -136760.693085 nChanged 7 SP:Iteration 9Q (10619.560000 sec): 3 clusters Score: Raw -140133.847021 + Penalty 3360.015048 = -136773.831973 nChanged 9 SP:Iteration 10Q (10619.720000 sec): 3 clusters Score: Raw -140145.972809 + Penalty 3360.015048 = -136785.957761 nChanged 6 SP:Iteration 11Q (10619.910000 sec): 3 clusters Score: Raw -140154.575593 + Penalty 3360.015048 = -136794.560546 nChanged 7 SP:Iteration 12Q (10620.130000 sec): 3 clusters Score: Raw -140171.444505 + Penalty 3360.015048 = -136811.429458 nChanged 8 SP:Iteration 13Q (10620.300000 sec): 3 clusters Score: Raw -140185.698697 + Penalty 3360.015048 = -136825.683649 nChanged 6 SP:Iteration 14Q (10620.430000 sec): 3 clusters Score: Raw -140200.324760 + Penalty 3360.015048 = -136840.309712 nChanged 6 SP:Iteration 15Q (10620.640000 sec): 3 clusters Score: Raw -140209.794862 + Penalty 3360.015048 = -136849.779814 nChanged 4 SP:Iteration 16Q (10620.880000 sec): 3 clusters Score: Raw -140215.105941 + Penalty 3360.015048 = -136855.090893 nChanged 4 SP:Iteration 17Q (10621.070000 sec): 3 clusters Score: Raw -140218.796463 + Penalty 3360.015048 = -136858.781415 nChanged 3 SP:Iteration 18Q (10621.260000 sec): 3 clusters Score: Raw -140222.835215 + Penalty 3360.015048 = -136862.820168 nChanged 3 SP:Iteration 19Q (10621.500000 sec): 3 clusters Score: Raw -140229.113438 + Penalty 3360.015048 = -136869.098391 nChanged 4 SP:Iteration 20F (10621.690000 sec): 3 clusters Score: Raw -140240.714553 + Penalty 3360.015048 = -136880.699506 nChanged 2 SP:Iteration 21Q (10621.830000 sec): 3 clusters Score: Raw -140242.475017 + Penalty 3360.015048 = -136882.459969 nChanged 2 SP:Iteration 22Q (10622.000000 sec): 3 clusters Score: Raw -140243.714978 + Penalty 3360.015048 = -136883.699930 nChanged 1 SP:Iteration 23Q (10622.210000 sec): 3 clusters Score: Raw -140244.560619 + Penalty 3360.015048 = -136884.545572 nChanged 0 SP:Iteration 24F (10622.400000 sec): 3 clusters Score: Raw -140244.560619 + Penalty 3360.015048 = -136884.545572 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (199507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10623.540000 sec): 2 clusters Score: Raw -36228838.991932 + Penalty 3026.493941 = -36225812.497990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10624.810000 sec): 3 clusters Score: Raw -36098618.467179 + Penalty 6052.987883 = -36092565.479296 nChanged 95706 SP:Iteration 1F (10626.020000 sec): 3 clusters Score: Raw -36154538.122588 + Penalty 6052.987883 = -36148485.134705 nChanged 7028 SP:Iteration 2Q (10627.370000 sec): 3 clusters Score: Raw -36156602.627050 + Penalty 6052.987883 = -36150549.639167 nChanged 8707 SP:Iteration 3Q (10628.760000 sec): 3 clusters Score: Raw -36160014.042527 + Penalty 6052.987883 = -36153961.054645 nChanged 11074 SP:Iteration 4F (10629.990000 sec): 3 clusters Score: Raw -36165742.131707 + Penalty 6052.987883 = -36159689.143825 nChanged 14008 SP:Iteration 5F (10631.160000 sec): 3 clusters Score: Raw -36175034.746489 + Penalty 6052.987883 = -36168981.758606 nChanged 16065 SP:Iteration 6F (10632.470000 sec): 3 clusters Score: Raw -36188078.136896 + Penalty 6052.987883 = -36182025.149013 nChanged 15800 SP:Iteration 7F (10633.790000 sec): 3 clusters Score: Raw -36202120.246230 + Penalty 6052.987883 = -36196067.258347 nChanged 12599 SP:Iteration 8F (10635.030000 sec): 3 clusters Score: Raw -36213593.149359 + Penalty 6052.987883 = -36207540.161476 nChanged 8494 SP:Iteration 9Q (10636.230000 sec): 3 clusters Score: Raw -36221122.068666 + Penalty 6052.987883 = -36215069.080783 nChanged 4924 SP:Iteration 10Q (10637.470000 sec): 3 clusters Score: Raw -36225416.123807 + Penalty 6052.987883 = -36219363.135924 nChanged 2547 SP:Iteration 11Q (10638.610000 sec): 3 clusters Score: Raw -36227620.228215 + Penalty 6052.987883 = -36221567.240332 nChanged 1074 SP:Iteration 12Q (10639.760000 sec): 3 clusters Score: Raw -36228543.908410 + Penalty 6052.987883 = -36222490.920528 nChanged 436 SP:Iteration 13Q (10640.730000 sec): 3 clusters Score: Raw -36228934.185761 + Penalty 6052.987883 = -36222881.197878 nChanged 193 SP:Iteration 14Q (10641.810000 sec): 3 clusters Score: Raw -36229118.780269 + Penalty 6052.987883 = -36223065.792386 nChanged 119 SP:Iteration 15Q (10642.830000 sec): 3 clusters Score: Raw -36229219.126257 + Penalty 6052.987883 = -36223166.138374 nChanged 62 SP:Iteration 16Q (10643.970000 sec): 3 clusters Score: Raw -36229281.477211 + Penalty 6052.987883 = -36223228.489328 nChanged 40 SP:Iteration 17Q (10644.940000 sec): 3 clusters Score: Raw -36229315.639301 + Penalty 6052.987883 = -36223262.651418 nChanged 16 SP:Iteration 18Q (10645.950000 sec): 3 clusters Score: Raw -36229329.499086 + Penalty 6052.987883 = -36223276.511204 nChanged 18 SP:Iteration 19Q (10647.050000 sec): 3 clusters Score: Raw -36229346.339257 + Penalty 6052.987883 = -36223293.351374 nChanged 18 SP:Iteration 20F (10648.210000 sec): 3 clusters Score: Raw -36229363.271767 + Penalty 6052.987883 = -36223310.283884 nChanged 15 SP:Iteration 21Q (10649.200000 sec): 3 clusters Score: Raw -36229374.788054 + Penalty 6052.987883 = -36223321.800171 nChanged 9 SP:Iteration 22Q (10650.260000 sec): 3 clusters Score: Raw -36229381.892592 + Penalty 6052.987883 = -36223328.904709 nChanged 10 SP:Iteration 23Q (10651.410000 sec): 3 clusters Score: Raw -36229388.095829 + Penalty 6052.987883 = -36223335.107946 nChanged 6 SP:Iteration 24Q (10652.430000 sec): 3 clusters Score: Raw -36229392.929959 + Penalty 6052.987883 = -36223339.942076 nChanged 5 SP:Iteration 25Q (10653.410000 sec): 3 clusters Score: Raw -36229397.942351 + Penalty 6052.987883 = -36223344.954468 nChanged 4 SP:Iteration 26Q (10654.400000 sec): 3 clusters Score: Raw -36229401.523162 + Penalty 6052.987883 = -36223348.535280 nChanged 12 SP:Iteration 27Q (10655.480000 sec): 3 clusters Score: Raw -36229412.455822 + Penalty 6052.987883 = -36223359.467940 nChanged 15 SP:Iteration 28Q (10656.430000 sec): 3 clusters Score: Raw -36229424.908058 + Penalty 6052.987883 = -36223371.920175 nChanged 15 SP:Iteration 29Q (10657.480000 sec): 3 clusters Score: Raw -36229433.845614 + Penalty 6052.987883 = -36223380.857731 nChanged 8 SP:Iteration 30Q (10658.490000 sec): 3 clusters Score: Raw -36229439.062411 + Penalty 6052.987883 = -36223386.074528 nChanged 6 SP:Iteration 31Q (10659.470000 sec): 3 clusters Score: Raw -36229441.565875 + Penalty 6052.987883 = -36223388.577993 nChanged 3 SP:Iteration 32Q (10660.410000 sec): 3 clusters Score: Raw -36229444.957560 + Penalty 6052.987883 = -36223391.969677 nChanged 2 SP:Iteration 33Q (10661.380000 sec): 3 clusters Score: Raw -36229446.945282 + Penalty 6052.987883 = -36223393.957399 nChanged 3 SP:Iteration 34Q (10662.300000 sec): 3 clusters Score: Raw -36229449.207835 + Penalty 6052.987883 = -36223396.219952 nChanged 3 SP:Iteration 35Q (10663.270000 sec): 3 clusters Score: Raw -36229450.516637 + Penalty 6052.987883 = -36223397.528754 nChanged 3 SP:Iteration 36Q (10664.340000 sec): 3 clusters Score: Raw -36229452.274432 + Penalty 6052.987883 = -36223399.286549 nChanged 1 SP:Iteration 37Q (10665.330000 sec): 3 clusters Score: Raw -36229452.946814 + Penalty 6052.987883 = -36223399.958931 nChanged 0 SP:Iteration 38F (10666.600000 sec): 3 clusters Score: Raw -36229452.946814 + Penalty 6052.987883 = -36223399.958931 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (31164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10666.880000 sec): 2 clusters Score: Raw -5865240.125664 + Penalty 2566.060678 = -5862674.064986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10667.230000 sec): 3 clusters Score: Raw -5846415.803179 + Penalty 5132.121355 = -5841283.681824 nChanged 14186 SP:Iteration 1F (10667.610000 sec): 3 clusters Score: Raw -5853992.325583 + Penalty 5132.121355 = -5848860.204227 nChanged 1398 SP:Iteration 2Q (10667.930000 sec): 3 clusters Score: Raw -5854418.989454 + Penalty 5132.121355 = -5849286.868099 nChanged 1245 SP:Iteration 3Q (10668.290000 sec): 3 clusters Score: Raw -5854792.674625 + Penalty 5132.121355 = -5849660.553270 nChanged 1187 SP:Iteration 4Q (10668.630000 sec): 3 clusters Score: Raw -5855139.250671 + Penalty 5132.121355 = -5850007.129316 nChanged 1105 SP:Iteration 5Q (10669.020000 sec): 3 clusters Score: Raw -5855491.115050 + Penalty 5132.121355 = -5850358.993695 nChanged 1136 SP:Iteration 6Q (10669.370000 sec): 3 clusters Score: Raw -5855909.793849 + Penalty 5132.121355 = -5850777.672493 nChanged 1261 SP:Iteration 7Q (10669.740000 sec): 3 clusters Score: Raw -5856442.892231 + Penalty 5132.121355 = -5851310.770876 nChanged 1421 SP:Iteration 8Q (10670.170000 sec): 3 clusters Score: Raw -5857132.383555 + Penalty 5132.121355 = -5852000.262200 nChanged 1617 SP:Iteration 9F (10670.510000 sec): 3 clusters Score: Raw -5858019.984207 + Penalty 5132.121355 = -5852887.862852 nChanged 1723 SP:Iteration 10F (10670.830000 sec): 3 clusters Score: Raw -5859134.417482 + Penalty 5132.121355 = -5854002.296127 nChanged 1762 SP:Iteration 11F (10671.180000 sec): 3 clusters Score: Raw -5860409.194796 + Penalty 5132.121355 = -5855277.073440 nChanged 1638 SP:Iteration 12F (10671.540000 sec): 3 clusters Score: Raw -5861677.777754 + Penalty 5132.121355 = -5856545.656399 nChanged 1358 SP:Iteration 13Q (10671.870000 sec): 3 clusters Score: Raw -5862813.882484 + Penalty 5132.121355 = -5857681.761128 nChanged 1034 SP:Iteration 14Q (10672.210000 sec): 3 clusters Score: Raw -5863673.536183 + Penalty 5132.121355 = -5858541.414828 nChanged 713 SP:Iteration 15Q (10672.600000 sec): 3 clusters Score: Raw -5864235.531491 + Penalty 5132.121355 = -5859103.410136 nChanged 480 SP:Iteration 16Q (10672.910000 sec): 3 clusters Score: Raw -5864569.276382 + Penalty 5132.121355 = -5859437.155027 nChanged 350 SP:Iteration 17Q (10673.240000 sec): 3 clusters Score: Raw -5864780.004217 + Penalty 5132.121355 = -5859647.882861 nChanged 263 SP:Iteration 18Q (10673.660000 sec): 3 clusters Score: Raw -5864917.173604 + Penalty 5132.121355 = -5859785.052249 nChanged 193 SP:Iteration 19Q (10673.980000 sec): 3 clusters Score: Raw -5865017.630551 + Penalty 5132.121355 = -5859885.509196 nChanged 167 SP:Iteration 20F (10674.390000 sec): 3 clusters Score: Raw -5865100.678938 + Penalty 5132.121355 = -5859968.557582 nChanged 135 SP:Iteration 21Q (10674.720000 sec): 3 clusters Score: Raw -5865155.835281 + Penalty 5132.121355 = -5860023.713926 nChanged 105 SP:Iteration 22Q (10675.050000 sec): 3 clusters Score: Raw -5865193.094304 + Penalty 5132.121355 = -5860060.972949 nChanged 93 SP:Iteration 23Q (10675.450000 sec): 3 clusters Score: Raw -5865229.154623 + Penalty 5132.121355 = -5860097.033268 nChanged 81 SP:Iteration 24Q (10675.780000 sec): 3 clusters Score: Raw -5865257.323517 + Penalty 5132.121355 = -5860125.202161 nChanged 69 SP:Iteration 25Q (10676.080000 sec): 3 clusters Score: Raw -5865282.282197 + Penalty 5132.121355 = -5860150.160842 nChanged 66 SP:Iteration 26Q (10676.440000 sec): 3 clusters Score: Raw -5865308.465779 + Penalty 5132.121355 = -5860176.344424 nChanged 64 SP:Iteration 27Q (10676.750000 sec): 3 clusters Score: Raw -5865330.606275 + Penalty 5132.121355 = -5860198.484919 nChanged 54 SP:Iteration 28Q (10677.070000 sec): 3 clusters Score: Raw -5865351.633555 + Penalty 5132.121355 = -5860219.512200 nChanged 48 SP:Iteration 29Q (10677.460000 sec): 3 clusters Score: Raw -5865370.574082 + Penalty 5132.121355 = -5860238.452727 nChanged 41 SP:Iteration 30Q (10677.810000 sec): 3 clusters Score: Raw -5865388.143084 + Penalty 5132.121355 = -5860256.021729 nChanged 45 SP:Iteration 31Q (10678.210000 sec): 3 clusters Score: Raw -5865407.973104 + Penalty 5132.121355 = -5860275.851749 nChanged 42 SP:Iteration 32Q (10678.500000 sec): 3 clusters Score: Raw -5865421.924147 + Penalty 5132.121355 = -5860289.802792 nChanged 38 SP:Iteration 33Q (10678.810000 sec): 3 clusters Score: Raw -5865435.560397 + Penalty 5132.121355 = -5860303.439042 nChanged 34 SP:Iteration 34Q (10679.140000 sec): 3 clusters Score: Raw -5865447.597228 + Penalty 5132.121355 = -5860315.475873 nChanged 29 SP:Iteration 35Q (10679.500000 sec): 3 clusters Score: Raw -5865456.039416 + Penalty 5132.121355 = -5860323.918061 nChanged 19 SP:Iteration 36Q (10679.810000 sec): 3 clusters Score: Raw -5865463.605717 + Penalty 5132.121355 = -5860331.484362 nChanged 29 SP:Iteration 37Q (10680.160000 sec): 3 clusters Score: Raw -5865472.251977 + Penalty 5132.121355 = -5860340.130621 nChanged 21 SP:Iteration 38Q (10680.500000 sec): 3 clusters Score: Raw -5865480.032603 + Penalty 5132.121355 = -5860347.911248 nChanged 23 SP:Iteration 39Q (10680.840000 sec): 3 clusters Score: Raw -5865486.757127 + Penalty 5132.121355 = -5860354.635772 nChanged 20 SP:Iteration 40F (10681.160000 sec): 3 clusters Score: Raw -5865495.536508 + Penalty 5132.121355 = -5860363.415153 nChanged 24 SP:Iteration 41Q (10681.520000 sec): 3 clusters Score: Raw -5865505.434410 + Penalty 5132.121355 = -5860373.313055 nChanged 28 SP:Iteration 42Q (10681.830000 sec): 3 clusters Score: Raw -5865517.591763 + Penalty 5132.121355 = -5860385.470408 nChanged 22 SP:Iteration 43Q (10682.140000 sec): 3 clusters Score: Raw -5865525.078930 + Penalty 5132.121355 = -5860392.957575 nChanged 18 SP:Iteration 44Q (10682.430000 sec): 3 clusters Score: Raw -5865532.488541 + Penalty 5132.121355 = -5860400.367185 nChanged 11 SP:Iteration 45Q (10682.740000 sec): 3 clusters Score: Raw -5865538.212342 + Penalty 5132.121355 = -5860406.090986 nChanged 13 SP:Iteration 46Q (10683.020000 sec): 3 clusters Score: Raw -5865542.642029 + Penalty 5132.121355 = -5860410.520674 nChanged 6 SP:Iteration 47Q (10683.320000 sec): 3 clusters Score: Raw -5865544.254187 + Penalty 5132.121355 = -5860412.132831 nChanged 5 SP:Iteration 48Q (10683.640000 sec): 3 clusters Score: Raw -5865545.611956 + Penalty 5132.121355 = -5860413.490600 nChanged 4 SP:Iteration 49Q (10683.980000 sec): 3 clusters Score: Raw -5865546.610731 + Penalty 5132.121355 = -5860414.489376 nChanged 1 SP:Iteration 50Q (10684.250000 sec): 3 clusters Score: Raw -5865546.785744 + Penalty 5132.121355 = -5860414.664389 nChanged 0 SP:Iteration 51F (10684.630000 sec): 3 clusters Score: Raw -5865546.785744 + Penalty 5132.121355 = -5860414.664389 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (173981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10685.550000 sec): 2 clusters Score: Raw -31415425.808704 + Penalty 2992.541941 = -31412433.266762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10686.700000 sec): 3 clusters Score: Raw -31301828.450094 + Penalty 5985.083883 = -31295843.366211 nChanged 83292 SP:Iteration 1F (10687.780000 sec): 3 clusters Score: Raw -31350604.038477 + Penalty 5985.083883 = -31344618.954594 nChanged 5279 SP:Iteration 2Q (10688.900000 sec): 3 clusters Score: Raw -31351928.882829 + Penalty 5985.083883 = -31345943.798946 nChanged 6046 SP:Iteration 3Q (10690.340000 sec): 3 clusters Score: Raw -31353763.664396 + Penalty 5985.083883 = -31347778.580513 nChanged 7278 SP:Iteration 4Q (10691.610000 sec): 3 clusters Score: Raw -31356610.481792 + Penalty 5985.083883 = -31350625.397909 nChanged 8919 SP:Iteration 5F (10692.840000 sec): 3 clusters Score: Raw -31361069.333363 + Penalty 5985.083883 = -31355084.249480 nChanged 10967 SP:Iteration 6F (10693.990000 sec): 3 clusters Score: Raw -31368057.052335 + Penalty 5985.083883 = -31362071.968452 nChanged 13129 SP:Iteration 7F (10695.050000 sec): 3 clusters Score: Raw -31378171.384954 + Penalty 5985.083883 = -31372186.301071 nChanged 13913 SP:Iteration 8F (10696.170000 sec): 3 clusters Score: Raw -31390179.683440 + Penalty 5985.083883 = -31384194.599557 nChanged 12184 SP:Iteration 9F (10697.320000 sec): 3 clusters Score: Raw -31401179.077088 + Penalty 5985.083883 = -31395193.993205 nChanged 8490 SP:Iteration 10Q (10698.390000 sec): 3 clusters Score: Raw -31408738.171473 + Penalty 5985.083883 = -31402753.087590 nChanged 4829 SP:Iteration 11Q (10699.440000 sec): 3 clusters Score: Raw -31412726.714095 + Penalty 5985.083883 = -31406741.630212 nChanged 2422 SP:Iteration 12Q (10700.560000 sec): 3 clusters Score: Raw -31414509.482942 + Penalty 5985.083883 = -31408524.399059 nChanged 1211 SP:Iteration 13Q (10701.620000 sec): 3 clusters Score: Raw -31415331.486556 + Penalty 5985.083883 = -31409346.402674 nChanged 643 SP:Iteration 14Q (10702.600000 sec): 3 clusters Score: Raw -31415747.274271 + Penalty 5985.083883 = -31409762.190388 nChanged 369 SP:Iteration 15Q (10703.640000 sec): 3 clusters Score: Raw -31415958.570842 + Penalty 5985.083883 = -31409973.486959 nChanged 227 SP:Iteration 16Q (10704.560000 sec): 3 clusters Score: Raw -31416094.565464 + Penalty 5985.083883 = -31410109.481581 nChanged 163 SP:Iteration 17Q (10705.570000 sec): 3 clusters Score: Raw -31416182.873566 + Penalty 5985.083883 = -31410197.789683 nChanged 96 SP:Iteration 18Q (10706.580000 sec): 3 clusters Score: Raw -31416228.105925 + Penalty 5985.083883 = -31410243.022042 nChanged 61 SP:Iteration 19Q (10707.460000 sec): 3 clusters Score: Raw -31416254.619316 + Penalty 5985.083883 = -31410269.535434 nChanged 45 SP:Iteration 20F (10708.540000 sec): 3 clusters Score: Raw -31416273.849390 + Penalty 5985.083883 = -31410288.765507 nChanged 36 SP:Iteration 21Q (10709.400000 sec): 3 clusters Score: Raw -31416292.116664 + Penalty 5985.083883 = -31410307.032781 nChanged 33 SP:Iteration 22Q (10710.370000 sec): 3 clusters Score: Raw -31416305.127608 + Penalty 5985.083883 = -31410320.043725 nChanged 14 SP:Iteration 23Q (10711.240000 sec): 3 clusters Score: Raw -31416309.713972 + Penalty 5985.083883 = -31410324.630090 nChanged 11 SP:Iteration 24Q (10712.120000 sec): 3 clusters Score: Raw -31416312.834279 + Penalty 5985.083883 = -31410327.750396 nChanged 12 SP:Iteration 25Q (10713.050000 sec): 3 clusters Score: Raw -31416317.154082 + Penalty 5985.083883 = -31410332.070199 nChanged 9 SP:Iteration 26Q (10714.020000 sec): 3 clusters Score: Raw -31416320.043499 + Penalty 5985.083883 = -31410334.959616 nChanged 5 SP:Iteration 27Q (10715.010000 sec): 3 clusters Score: Raw -31416321.362868 + Penalty 5985.083883 = -31410336.278986 nChanged 3 SP:Iteration 28Q (10715.980000 sec): 3 clusters Score: Raw -31416321.993465 + Penalty 5985.083883 = -31410336.909582 nChanged 1 SP:Iteration 29Q (10716.930000 sec): 3 clusters Score: Raw -31416322.416846 + Penalty 5985.083883 = -31410337.332963 nChanged 1 SP:Iteration 30Q (10717.930000 sec): 3 clusters Score: Raw -31416323.210001 + Penalty 5985.083883 = -31410338.126118 nChanged 4 SP:Iteration 31Q (10718.820000 sec): 3 clusters Score: Raw -31416324.866523 + Penalty 5985.083883 = -31410339.782640 nChanged 3 SP:Iteration 32Q (10719.750000 sec): 3 clusters Score: Raw -31416325.736830 + Penalty 5985.083883 = -31410340.652947 nChanged 3 SP:Iteration 33Q (10720.760000 sec): 3 clusters Score: Raw -31416326.473611 + Penalty 5985.083883 = -31410341.389728 nChanged 3 SP:Iteration 34Q (10721.720000 sec): 3 clusters Score: Raw -31416327.315596 + Penalty 5985.083883 = -31410342.231713 nChanged 2 SP:Iteration 35Q (10722.550000 sec): 3 clusters Score: Raw -31416327.701586 + Penalty 5985.083883 = -31410342.617703 nChanged 1 SP:Iteration 36Q (10723.520000 sec): 3 clusters Score: Raw -31416327.931206 + Penalty 5985.083883 = -31410342.847323 nChanged 2 SP:Iteration 37Q (10724.500000 sec): 3 clusters Score: Raw -31416328.473488 + Penalty 5985.083883 = -31410343.389605 nChanged 3 SP:Iteration 38Q (10725.390000 sec): 3 clusters Score: Raw -31416330.101728 + Penalty 5985.083883 = -31410345.017845 nChanged 4 SP:Iteration 39Q (10726.240000 sec): 3 clusters Score: Raw -31416331.491057 + Penalty 5985.083883 = -31410346.407174 nChanged 7 SP:Iteration 40F (10727.250000 sec): 3 clusters Score: Raw -31416333.600535 + Penalty 5985.083883 = -31410348.516652 nChanged 3 SP:Iteration 41Q (10728.300000 sec): 3 clusters Score: Raw -31416334.527239 + Penalty 5985.083883 = -31410349.443357 nChanged 1 SP:Iteration 42Q (10729.400000 sec): 3 clusters Score: Raw -31416335.000204 + Penalty 5985.083883 = -31410349.916322 nChanged 1 SP:Iteration 43Q (10730.280000 sec): 3 clusters Score: Raw -31416335.356147 + Penalty 5985.083883 = -31410350.272264 nChanged 1 SP:Iteration 44Q (10731.170000 sec): 3 clusters Score: Raw -31416335.737069 + Penalty 5985.083883 = -31410350.653186 nChanged 0 SP:Iteration 45F (10732.230000 sec): 3 clusters Score: Raw -31416335.737069 + Penalty 5985.083883 = -31410350.653186 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (12801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10732.420000 sec): 2 clusters Score: Raw -2205794.729156 + Penalty 2345.405086 = -2203449.324070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10732.720000 sec): 3 clusters Score: Raw -2198758.730127 + Penalty 4690.810172 = -2194067.919955 nChanged 5431 SP:Iteration 1F (10732.950000 sec): 3 clusters Score: Raw -2201813.090320 + Penalty 4690.810172 = -2197122.280148 nChanged 859 SP:Iteration 2F (10733.210000 sec): 3 clusters Score: Raw -2202267.168195 + Penalty 4690.810172 = -2197576.358023 nChanged 762 SP:Iteration 3F (10733.420000 sec): 3 clusters Score: Raw -2202694.785264 + Penalty 4690.810172 = -2198003.975093 nChanged 724 SP:Iteration 4F (10733.710000 sec): 3 clusters Score: Raw -2203100.568686 + Penalty 4690.810172 = -2198409.758515 nChanged 676 SP:Iteration 5F (10733.920000 sec): 3 clusters Score: Raw -2203509.834990 + Penalty 4690.810172 = -2198819.024819 nChanged 647 SP:Iteration 6F (10734.160000 sec): 3 clusters Score: Raw -2203906.911419 + Penalty 4690.810172 = -2199216.101247 nChanged 597 SP:Iteration 7Q (10734.400000 sec): 3 clusters Score: Raw -2204270.279616 + Penalty 4690.810172 = -2199579.469444 nChanged 522 SP:Iteration 8Q (10734.660000 sec): 3 clusters Score: Raw -2204596.889410 + Penalty 4690.810172 = -2199906.079239 nChanged 452 SP:Iteration 9Q (10734.890000 sec): 3 clusters Score: Raw -2204871.878364 + Penalty 4690.810172 = -2200181.068193 nChanged 368 SP:Iteration 10Q (10735.130000 sec): 3 clusters Score: Raw -2205097.457849 + Penalty 4690.810172 = -2200406.647678 nChanged 331 SP:Iteration 11Q (10735.400000 sec): 3 clusters Score: Raw -2205309.731157 + Penalty 4690.810172 = -2200618.920986 nChanged 318 SP:Iteration 12Q (10735.630000 sec): 3 clusters Score: Raw -2205508.300752 + Penalty 4690.810172 = -2200817.490581 nChanged 262 SP:Iteration 13Q (10735.910000 sec): 3 clusters Score: Raw -2205672.385789 + Penalty 4690.810172 = -2200981.575618 nChanged 214 SP:Iteration 14Q (10736.110000 sec): 3 clusters Score: Raw -2205806.356622 + Penalty 4690.810172 = -2201115.546450 nChanged 191 SP:Iteration 15Q (10736.350000 sec): 3 clusters Score: Raw -2205923.553110 + Penalty 4690.810172 = -2201232.742938 nChanged 148 SP:Iteration 16Q (10736.610000 sec): 3 clusters Score: Raw -2206005.791909 + Penalty 4690.810172 = -2201314.981737 nChanged 111 SP:Iteration 17Q (10736.850000 sec): 3 clusters Score: Raw -2206064.569440 + Penalty 4690.810172 = -2201373.759268 nChanged 104 SP:Iteration 18Q (10737.060000 sec): 3 clusters Score: Raw -2206118.106105 + Penalty 4690.810172 = -2201427.295934 nChanged 72 SP:Iteration 19Q (10737.340000 sec): 3 clusters Score: Raw -2206157.192461 + Penalty 4690.810172 = -2201466.382289 nChanged 66 SP:Iteration 20F (10737.600000 sec): 3 clusters Score: Raw -2206190.551577 + Penalty 4690.810172 = -2201499.741406 nChanged 51 SP:Iteration 21Q (10737.830000 sec): 3 clusters Score: Raw -2206217.190858 + Penalty 4690.810172 = -2201526.380687 nChanged 40 SP:Iteration 22Q (10738.110000 sec): 3 clusters Score: Raw -2206236.227328 + Penalty 4690.810172 = -2201545.417156 nChanged 35 SP:Iteration 23Q (10738.340000 sec): 3 clusters Score: Raw -2206256.377851 + Penalty 4690.810172 = -2201565.567680 nChanged 39 SP:Iteration 24Q (10738.600000 sec): 3 clusters Score: Raw -2206281.205812 + Penalty 4690.810172 = -2201590.395641 nChanged 38 SP:Iteration 25Q (10738.830000 sec): 3 clusters Score: Raw -2206306.347168 + Penalty 4690.810172 = -2201615.536996 nChanged 27 SP:Iteration 26Q (10739.110000 sec): 3 clusters Score: Raw -2206324.480869 + Penalty 4690.810172 = -2201633.670697 nChanged 24 SP:Iteration 27Q (10739.330000 sec): 3 clusters Score: Raw -2206338.171805 + Penalty 4690.810172 = -2201647.361633 nChanged 31 SP:Iteration 28Q (10739.570000 sec): 3 clusters Score: Raw -2206355.695496 + Penalty 4690.810172 = -2201664.885325 nChanged 26 SP:Iteration 29Q (10739.860000 sec): 3 clusters Score: Raw -2206372.067844 + Penalty 4690.810172 = -2201681.257672 nChanged 18 SP:Iteration 30Q (10740.070000 sec): 3 clusters Score: Raw -2206381.575506 + Penalty 4690.810172 = -2201690.765334 nChanged 17 SP:Iteration 31Q (10740.320000 sec): 3 clusters Score: Raw -2206390.108175 + Penalty 4690.810172 = -2201699.298003 nChanged 12 SP:Iteration 32Q (10740.610000 sec): 3 clusters Score: Raw -2206398.839134 + Penalty 4690.810172 = -2201708.028962 nChanged 12 SP:Iteration 33Q (10740.810000 sec): 3 clusters Score: Raw -2206406.947356 + Penalty 4690.810172 = -2201716.137185 nChanged 11 SP:Iteration 34Q (10741.050000 sec): 3 clusters Score: Raw -2206413.313553 + Penalty 4690.810172 = -2201722.503382 nChanged 8 SP:Iteration 35Q (10741.310000 sec): 3 clusters Score: Raw -2206418.637769 + Penalty 4690.810172 = -2201727.827597 nChanged 11 SP:Iteration 36Q (10741.580000 sec): 3 clusters Score: Raw -2206426.814297 + Penalty 4690.810172 = -2201736.004125 nChanged 9 SP:Iteration 37Q (10741.800000 sec): 3 clusters Score: Raw -2206432.805571 + Penalty 4690.810172 = -2201741.995399 nChanged 11 SP:Iteration 38Q (10742.040000 sec): 3 clusters Score: Raw -2206438.415968 + Penalty 4690.810172 = -2201747.605796 nChanged 9 SP:Iteration 39Q (10742.280000 sec): 3 clusters Score: Raw -2206441.924563 + Penalty 4690.810172 = -2201751.114392 nChanged 4 SP:Iteration 40F (10742.560000 sec): 3 clusters Score: Raw -2206443.562858 + Penalty 4690.810172 = -2201752.752686 nChanged 2 SP:Iteration 41Q (10742.800000 sec): 3 clusters Score: Raw -2206444.893779 + Penalty 4690.810172 = -2201754.083608 nChanged 2 SP:Iteration 42Q (10743.050000 sec): 3 clusters Score: Raw -2206446.008120 + Penalty 4690.810172 = -2201755.197948 nChanged 2 SP:Iteration 43Q (10743.270000 sec): 3 clusters Score: Raw -2206446.763040 + Penalty 4690.810172 = -2201755.952868 nChanged 3 SP:Iteration 44Q (10743.550000 sec): 3 clusters Score: Raw -2206447.842509 + Penalty 4690.810172 = -2201757.032338 nChanged 3 SP:Iteration 45Q (10743.790000 sec): 3 clusters Score: Raw -2206449.826360 + Penalty 4690.810172 = -2201759.016188 nChanged 1 SP:Iteration 46Q (10744.050000 sec): 3 clusters Score: Raw -2206450.029564 + Penalty 4690.810172 = -2201759.219392 nChanged 0 SP:Iteration 47F (10744.270000 sec): 3 clusters Score: Raw -2206450.029564 + Penalty 4690.810172 = -2201759.219392 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10744.380000 sec): 2 clusters Score: Raw -52460.364282 + Penalty 1473.814245 = -50986.550037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10744.580000 sec): 3 clusters Score: Raw -52848.784963 + Penalty 2947.628490 = -49901.156473 nChanged 81 SP:Iteration 1F (10744.730000 sec): 3 clusters Score: Raw -53109.441700 + Penalty 2947.628490 = -50161.813210 nChanged 40 SP:Iteration 2F (10744.900000 sec): 3 clusters Score: Raw -53305.389303 + Penalty 2947.628490 = -50357.760813 nChanged 22 SP:Iteration 3F (10745.060000 sec): 3 clusters Score: Raw -53545.550000 + Penalty 2947.628490 = -50597.921510 nChanged 14 SP:Iteration 4Q (10745.230000 sec): 3 clusters Score: Raw -53598.999625 + Penalty 2947.628490 = -50651.371135 nChanged 4 SP:Iteration 5Q (10745.450000 sec): 3 clusters Score: Raw -53609.114230 + Penalty 2947.628490 = -50661.485740 nChanged 3 SP:Iteration 6Q (10745.620000 sec): 3 clusters Score: Raw -53621.038685 + Penalty 2947.628490 = -50673.410195 nChanged 3 SP:Iteration 7Q (10745.790000 sec): 3 clusters Score: Raw -53635.935020 + Penalty 2947.628490 = -50688.306530 nChanged 1 SP:Iteration 8Q (10745.940000 sec): 3 clusters Score: Raw -53641.709420 + Penalty 2947.628490 = -50694.080930 nChanged 0 SP:Iteration 9F (10746.140000 sec): 3 clusters Score: Raw -53641.709420 + Penalty 2947.628490 = -50694.080930 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (2715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10746.210000 sec): 2 clusters Score: Raw -461494.732951 + Penalty 1960.823714 = -459533.909237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10746.430000 sec): 3 clusters Score: Raw -460416.156268 + Penalty 3921.647427 = -456494.508841 nChanged 924 SP:Iteration 1F (10746.630000 sec): 3 clusters Score: Raw -461162.015552 + Penalty 3921.647427 = -457240.368125 nChanged 240 SP:Iteration 2F (10746.810000 sec): 3 clusters Score: Raw -461457.566174 + Penalty 3921.647427 = -457535.918747 nChanged 179 SP:Iteration 3F (10747.010000 sec): 3 clusters Score: Raw -461711.190635 + Penalty 3921.647427 = -457789.543208 nChanged 167 SP:Iteration 4F (10747.200000 sec): 3 clusters Score: Raw -461942.342751 + Penalty 3921.647427 = -458020.695324 nChanged 155 SP:Iteration 5F (10747.390000 sec): 3 clusters Score: Raw -462156.976920 + Penalty 3921.647427 = -458235.329492 nChanged 121 SP:Iteration 6Q (10747.550000 sec): 3 clusters Score: Raw -462313.445158 + Penalty 3921.647427 = -458391.797730 nChanged 96 SP:Iteration 7Q (10747.700000 sec): 3 clusters Score: Raw -462418.196518 + Penalty 3921.647427 = -458496.549091 nChanged 77 SP:Iteration 8Q (10747.930000 sec): 3 clusters Score: Raw -462478.251617 + Penalty 3921.647427 = -458556.604190 nChanged 58 SP:Iteration 9Q (10748.100000 sec): 3 clusters Score: Raw -462523.330326 + Penalty 3921.647427 = -458601.682899 nChanged 43 SP:Iteration 10Q (10748.310000 sec): 3 clusters Score: Raw -462556.655850 + Penalty 3921.647427 = -458635.008423 nChanged 30 SP:Iteration 11Q (10748.460000 sec): 3 clusters Score: Raw -462579.936588 + Penalty 3921.647427 = -458658.289160 nChanged 29 SP:Iteration 12Q (10748.610000 sec): 3 clusters Score: Raw -462608.709575 + Penalty 3921.647427 = -458687.062148 nChanged 27 SP:Iteration 13Q (10748.820000 sec): 3 clusters Score: Raw -462632.465967 + Penalty 3921.647427 = -458710.818540 nChanged 25 SP:Iteration 14Q (10748.940000 sec): 3 clusters Score: Raw -462647.051204 + Penalty 3921.647427 = -458725.403776 nChanged 14 SP:Iteration 15Q (10749.090000 sec): 3 clusters Score: Raw -462657.195822 + Penalty 3921.647427 = -458735.548395 nChanged 19 SP:Iteration 16Q (10749.250000 sec): 3 clusters Score: Raw -462669.985245 + Penalty 3921.647427 = -458748.337818 nChanged 16 SP:Iteration 17Q (10749.480000 sec): 3 clusters Score: Raw -462680.515698 + Penalty 3921.647427 = -458758.868270 nChanged 18 SP:Iteration 18Q (10749.620000 sec): 3 clusters Score: Raw -462688.524605 + Penalty 3921.647427 = -458766.877177 nChanged 11 SP:Iteration 19Q (10749.820000 sec): 3 clusters Score: Raw -462693.193419 + Penalty 3921.647427 = -458771.545992 nChanged 11 SP:Iteration 20F (10750.030000 sec): 3 clusters Score: Raw -462699.162526 + Penalty 3921.647427 = -458777.515099 nChanged 20 SP:Iteration 21Q (10750.230000 sec): 3 clusters Score: Raw -462711.894476 + Penalty 3921.647427 = -458790.247048 nChanged 17 SP:Iteration 22Q (10750.410000 sec): 3 clusters Score: Raw -462720.232381 + Penalty 3921.647427 = -458798.584954 nChanged 18 SP:Iteration 23Q (10750.550000 sec): 3 clusters Score: Raw -462732.789510 + Penalty 3921.647427 = -458811.142082 nChanged 29 SP:Iteration 24Q (10750.740000 sec): 3 clusters Score: Raw -462749.617742 + Penalty 3921.647427 = -458827.970314 nChanged 23 SP:Iteration 25Q (10750.930000 sec): 3 clusters Score: Raw -462768.211005 + Penalty 3921.647427 = -458846.563577 nChanged 28 SP:Iteration 26Q (10751.130000 sec): 3 clusters Score: Raw -462787.675429 + Penalty 3921.647427 = -458866.028002 nChanged 22 SP:Iteration 27Q (10751.350000 sec): 3 clusters Score: Raw -462805.339362 + Penalty 3921.647427 = -458883.691934 nChanged 27 SP:Iteration 28Q (10751.520000 sec): 3 clusters Score: Raw -462827.047140 + Penalty 3921.647427 = -458905.399713 nChanged 22 SP:Iteration 29Q (10751.710000 sec): 3 clusters Score: Raw -462840.002323 + Penalty 3921.647427 = -458918.354896 nChanged 15 SP:Iteration 30Q (10751.870000 sec): 3 clusters Score: Raw -462848.069626 + Penalty 3921.647427 = -458926.422199 nChanged 16 SP:Iteration 31Q (10752.060000 sec): 3 clusters Score: Raw -462858.942564 + Penalty 3921.647427 = -458937.295137 nChanged 17 SP:Iteration 32Q (10752.290000 sec): 3 clusters Score: Raw -462869.205827 + Penalty 3921.647427 = -458947.558400 nChanged 21 SP:Iteration 33Q (10752.420000 sec): 3 clusters Score: Raw -462883.429456 + Penalty 3921.647427 = -458961.782028 nChanged 16 SP:Iteration 34Q (10752.640000 sec): 3 clusters Score: Raw -462894.292970 + Penalty 3921.647427 = -458972.645543 nChanged 14 SP:Iteration 35Q (10752.800000 sec): 3 clusters Score: Raw -462905.628614 + Penalty 3921.647427 = -458983.981186 nChanged 13 SP:Iteration 36Q (10753.030000 sec): 3 clusters Score: Raw -462915.306796 + Penalty 3921.647427 = -458993.659369 nChanged 9 SP:Iteration 37Q (10753.240000 sec): 3 clusters Score: Raw -462924.194249 + Penalty 3921.647427 = -459002.546821 nChanged 11 SP:Iteration 38Q (10753.410000 sec): 3 clusters Score: Raw -462934.430314 + Penalty 3921.647427 = -459012.782887 nChanged 12 SP:Iteration 39Q (10753.610000 sec): 3 clusters Score: Raw -462943.848848 + Penalty 3921.647427 = -459022.201421 nChanged 12 SP:Iteration 40F (10753.790000 sec): 3 clusters Score: Raw -462953.891587 + Penalty 3921.647427 = -459032.244160 nChanged 9 SP:Iteration 41Q (10753.980000 sec): 3 clusters Score: Raw -462961.241742 + Penalty 3921.647427 = -459039.594314 nChanged 11 SP:Iteration 42Q (10754.180000 sec): 3 clusters Score: Raw -462968.133198 + Penalty 3921.647427 = -459046.485770 nChanged 9 SP:Iteration 43Q (10754.330000 sec): 3 clusters Score: Raw -462974.256180 + Penalty 3921.647427 = -459052.608753 nChanged 8 SP:Iteration 44Q (10754.540000 sec): 3 clusters Score: Raw -462983.844310 + Penalty 3921.647427 = -459062.196883 nChanged 11 SP:Iteration 45Q (10754.700000 sec): 3 clusters Score: Raw -462994.445646 + Penalty 3921.647427 = -459072.798219 nChanged 12 SP:Iteration 46Q (10754.890000 sec): 3 clusters Score: Raw -463016.581000 + Penalty 3921.647427 = -459094.933573 nChanged 15 SP:Iteration 47Q (10755.110000 sec): 3 clusters Score: Raw -463040.442839 + Penalty 3921.647427 = -459118.795412 nChanged 16 SP:Iteration 48Q (10755.310000 sec): 3 clusters Score: Raw -463057.853285 + Penalty 3921.647427 = -459136.205858 nChanged 15 SP:Iteration 49Q (10755.470000 sec): 3 clusters Score: Raw -463074.399960 + Penalty 3921.647427 = -459152.752532 nChanged 12 SP:Iteration 50Q (10755.620000 sec): 3 clusters Score: Raw -463087.835055 + Penalty 3921.647427 = -459166.187628 nChanged 5 SP:Iteration 51Q (10755.840000 sec): 3 clusters Score: Raw -463091.212837 + Penalty 3921.647427 = -459169.565409 nChanged 1 SP:Iteration 52Q (10756.050000 sec): 3 clusters Score: Raw -463091.649565 + Penalty 3921.647427 = -459170.002137 nChanged 1 SP:Iteration 53Q (10756.200000 sec): 3 clusters Score: Raw -463092.390997 + Penalty 3921.647427 = -459170.743570 nChanged 1 SP:Iteration 54Q (10756.400000 sec): 3 clusters Score: Raw -463093.008003 + Penalty 3921.647427 = -459171.360576 nChanged 0 SP:Iteration 55F (10756.590000 sec): 3 clusters Score: Raw -463093.008003 + Penalty 3921.647427 = -459171.360576 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10756.700000 sec): 2 clusters Score: Raw -209548.376956 + Penalty 1761.827735 = -207786.549221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10756.910000 sec): 3 clusters Score: Raw -209230.975523 + Penalty 3523.655470 = -205707.320052 nChanged 320 SP:Iteration 1F (10757.080000 sec): 3 clusters Score: Raw -209540.376397 + Penalty 3523.655470 = -206016.720927 nChanged 93 SP:Iteration 2F (10757.260000 sec): 3 clusters Score: Raw -209661.893290 + Penalty 3523.655470 = -206138.237820 nChanged 48 SP:Iteration 3Q (10757.480000 sec): 3 clusters Score: Raw -209708.292463 + Penalty 3523.655470 = -206184.636993 nChanged 33 SP:Iteration 4Q (10757.640000 sec): 3 clusters Score: Raw -209743.551154 + Penalty 3523.655470 = -206219.895684 nChanged 31 SP:Iteration 5Q (10757.860000 sec): 3 clusters Score: Raw -209784.006414 + Penalty 3523.655470 = -206260.350944 nChanged 18 SP:Iteration 6Q (10758.040000 sec): 3 clusters Score: Raw -209803.005175 + Penalty 3523.655470 = -206279.349704 nChanged 9 SP:Iteration 7Q (10758.190000 sec): 3 clusters Score: Raw -209811.789740 + Penalty 3523.655470 = -206288.134270 nChanged 9 SP:Iteration 8Q (10758.380000 sec): 3 clusters Score: Raw -209824.927556 + Penalty 3523.655470 = -206301.272086 nChanged 11 SP:Iteration 9Q (10758.610000 sec): 3 clusters Score: Raw -209836.653371 + Penalty 3523.655470 = -206312.997901 nChanged 7 SP:Iteration 10Q (10758.790000 sec): 3 clusters Score: Raw -209845.174073 + Penalty 3523.655470 = -206321.518603 nChanged 9 SP:Iteration 11Q (10758.970000 sec): 3 clusters Score: Raw -209857.233933 + Penalty 3523.655470 = -206333.578462 nChanged 9 SP:Iteration 12Q (10759.160000 sec): 3 clusters Score: Raw -209866.835266 + Penalty 3523.655470 = -206343.179796 nChanged 12 SP:Iteration 13Q (10759.360000 sec): 3 clusters Score: Raw -209879.426198 + Penalty 3523.655470 = -206355.770728 nChanged 11 SP:Iteration 14Q (10759.510000 sec): 3 clusters Score: Raw -209890.259111 + Penalty 3523.655470 = -206366.603641 nChanged 10 SP:Iteration 15Q (10759.670000 sec): 3 clusters Score: Raw -209901.339284 + Penalty 3523.655470 = -206377.683813 nChanged 15 SP:Iteration 16Q (10759.870000 sec): 3 clusters Score: Raw -209921.227072 + Penalty 3523.655470 = -206397.571602 nChanged 11 SP:Iteration 17Q (10760.020000 sec): 3 clusters Score: Raw -209932.717524 + Penalty 3523.655470 = -206409.062054 nChanged 5 SP:Iteration 18Q (10760.200000 sec): 3 clusters Score: Raw -209938.375455 + Penalty 3523.655470 = -206414.719985 nChanged 4 SP:Iteration 19Q (10760.390000 sec): 3 clusters Score: Raw -209941.606628 + Penalty 3523.655470 = -206417.951158 nChanged 4 SP:Iteration 20F (10760.580000 sec): 3 clusters Score: Raw -209944.707876 + Penalty 3523.655470 = -206421.052406 nChanged 4 SP:Iteration 21Q (10760.770000 sec): 3 clusters Score: Raw -209949.475889 + Penalty 3523.655470 = -206425.820419 nChanged 7 SP:Iteration 22Q (10760.950000 sec): 3 clusters Score: Raw -209958.753853 + Penalty 3523.655470 = -206435.098383 nChanged 8 SP:Iteration 23Q (10761.150000 sec): 3 clusters Score: Raw -209984.198632 + Penalty 3523.655470 = -206460.543162 nChanged 11 SP:Iteration 24Q (10761.300000 sec): 3 clusters Score: Raw -210040.534500 + Penalty 3523.655470 = -206516.879030 nChanged 17 SP:Iteration 25Q (10761.530000 sec): 3 clusters Score: Raw -210083.776053 + Penalty 3523.655470 = -206560.120583 nChanged 23 SP:Iteration 26Q (10761.690000 sec): 3 clusters Score: Raw -210127.277796 + Penalty 3523.655470 = -206603.622326 nChanged 25 SP:Iteration 27Q (10761.870000 sec): 3 clusters Score: Raw -210160.014982 + Penalty 3523.655470 = -206636.359512 nChanged 26 SP:Iteration 28Q (10762.100000 sec): 3 clusters Score: Raw -210210.690897 + Penalty 3523.655470 = -206687.035427 nChanged 27 SP:Iteration 29Q (10762.270000 sec): 3 clusters Score: Raw -210269.040509 + Penalty 3523.655470 = -206745.385039 nChanged 25 SP:Iteration 30Q (10762.410000 sec): 3 clusters Score: Raw -210331.833795 + Penalty 3523.655470 = -206808.178325 nChanged 25 SP:Iteration 31Q (10762.630000 sec): 3 clusters Score: Raw -210401.972972 + Penalty 3523.655470 = -206878.317502 nChanged 22 SP:Iteration 32Q (10762.830000 sec): 3 clusters Score: Raw -210450.477205 + Penalty 3523.655470 = -206926.821735 nChanged 20 SP:Iteration 33Q (10763.020000 sec): 3 clusters Score: Raw -210485.637987 + Penalty 3523.655470 = -206961.982517 nChanged 23 SP:Iteration 34Q (10763.200000 sec): 3 clusters Score: Raw -210527.100411 + Penalty 3523.655470 = -207003.444941 nChanged 19 SP:Iteration 35Q (10763.330000 sec): 3 clusters Score: Raw -210557.138687 + Penalty 3523.655470 = -207033.483217 nChanged 7 SP:Iteration 36Q (10763.510000 sec): 3 clusters Score: Raw -210565.924912 + Penalty 3523.655470 = -207042.269442 nChanged 2 SP:Iteration 37Q (10763.720000 sec): 3 clusters Score: Raw -210568.232243 + Penalty 3523.655470 = -207044.576773 nChanged 4 SP:Iteration 38Q (10763.930000 sec): 3 clusters Score: Raw -210574.720483 + Penalty 3523.655470 = -207051.065013 nChanged 4 SP:Iteration 39Q (10764.070000 sec): 3 clusters Score: Raw -210580.011634 + Penalty 3523.655470 = -207056.356164 nChanged 5 SP:Iteration 40F (10764.230000 sec): 3 clusters Score: Raw -210586.463001 + Penalty 3523.655470 = -207062.807531 nChanged 5 SP:Iteration 41Q (10764.420000 sec): 3 clusters Score: Raw -210598.040064 + Penalty 3523.655470 = -207074.384594 nChanged 4 SP:Iteration 42Q (10764.570000 sec): 3 clusters Score: Raw -210602.994796 + Penalty 3523.655470 = -207079.339326 nChanged 4 SP:Iteration 43Q (10764.750000 sec): 3 clusters Score: Raw -210607.997657 + Penalty 3523.655470 = -207084.342187 nChanged 3 SP:Iteration 44Q (10764.920000 sec): 3 clusters Score: Raw -210610.504989 + Penalty 3523.655470 = -207086.849519 nChanged 2 SP:Iteration 45Q (10765.070000 sec): 3 clusters Score: Raw -210612.728923 + Penalty 3523.655470 = -207089.073453 nChanged 3 SP:Iteration 46Q (10765.290000 sec): 3 clusters Score: Raw -210615.164293 + Penalty 3523.655470 = -207091.508823 nChanged 1 SP:Iteration 47Q (10765.440000 sec): 3 clusters Score: Raw -210618.377950 + Penalty 3523.655470 = -207094.722479 nChanged 3 SP:Iteration 48Q (10765.630000 sec): 3 clusters Score: Raw -210630.043084 + Penalty 3523.655470 = -207106.387614 nChanged 4 SP:Iteration 49Q (10765.820000 sec): 3 clusters Score: Raw -210636.880416 + Penalty 3523.655470 = -207113.224946 nChanged 2 SP:Iteration 50Q (10766.000000 sec): 3 clusters Score: Raw -210638.198285 + Penalty 3523.655470 = -207114.542815 nChanged 0 SP:Iteration 51F (10766.200000 sec): 3 clusters Score: Raw -210638.198285 + Penalty 3523.655470 = -207114.542815 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10766.290000 sec): 2 clusters Score: Raw -190868.326899 + Penalty 1730.597008 = -189137.729891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10766.470000 sec): 3 clusters Score: Raw -190627.302955 + Penalty 3461.194016 = -187166.108938 nChanged 289 SP:Iteration 1F (10766.670000 sec): 3 clusters Score: Raw -191048.874667 + Penalty 3461.194016 = -187587.680651 nChanged 94 SP:Iteration 2F (10766.830000 sec): 3 clusters Score: Raw -191379.707841 + Penalty 3461.194016 = -187918.513825 nChanged 92 SP:Iteration 3F (10767.010000 sec): 3 clusters Score: Raw -191688.560172 + Penalty 3461.194016 = -188227.366156 nChanged 78 SP:Iteration 4F (10767.160000 sec): 3 clusters Score: Raw -191919.538650 + Penalty 3461.194016 = -188458.344633 nChanged 63 SP:Iteration 5F (10767.330000 sec): 3 clusters Score: Raw -192097.923398 + Penalty 3461.194016 = -188636.729381 nChanged 26 SP:Iteration 6Q (10767.580000 sec): 3 clusters Score: Raw -192143.479265 + Penalty 3461.194016 = -188682.285248 nChanged 14 SP:Iteration 7Q (10767.720000 sec): 3 clusters Score: Raw -192172.370054 + Penalty 3461.194016 = -188711.176038 nChanged 18 SP:Iteration 8Q (10767.890000 sec): 3 clusters Score: Raw -192214.943276 + Penalty 3461.194016 = -188753.749260 nChanged 18 SP:Iteration 9Q (10768.100000 sec): 3 clusters Score: Raw -192253.884576 + Penalty 3461.194016 = -188792.690560 nChanged 15 SP:Iteration 10Q (10768.250000 sec): 3 clusters Score: Raw -192282.680028 + Penalty 3461.194016 = -188821.486012 nChanged 11 SP:Iteration 11Q (10768.460000 sec): 3 clusters Score: Raw -192295.555776 + Penalty 3461.194016 = -188834.361760 nChanged 6 SP:Iteration 12Q (10768.660000 sec): 3 clusters Score: Raw -192303.301042 + Penalty 3461.194016 = -188842.107025 nChanged 4 SP:Iteration 13Q (10768.800000 sec): 3 clusters Score: Raw -192308.697818 + Penalty 3461.194016 = -188847.503802 nChanged 5 SP:Iteration 14Q (10769.010000 sec): 3 clusters Score: Raw -192317.032346 + Penalty 3461.194016 = -188855.838329 nChanged 6 SP:Iteration 15Q (10769.150000 sec): 3 clusters Score: Raw -192324.601403 + Penalty 3461.194016 = -188863.407386 nChanged 3 SP:Iteration 16Q (10769.370000 sec): 3 clusters Score: Raw -192335.204764 + Penalty 3461.194016 = -188874.010748 nChanged 8 SP:Iteration 17Q (10769.540000 sec): 3 clusters Score: Raw -192348.599548 + Penalty 3461.194016 = -188887.405531 nChanged 5 SP:Iteration 18Q (10769.740000 sec): 3 clusters Score: Raw -192357.711209 + Penalty 3461.194016 = -188896.517193 nChanged 7 SP:Iteration 19Q (10769.880000 sec): 3 clusters Score: Raw -192373.134850 + Penalty 3461.194016 = -188911.940834 nChanged 13 SP:Iteration 20F (10770.060000 sec): 3 clusters Score: Raw -192404.667953 + Penalty 3461.194016 = -188943.473936 nChanged 15 SP:Iteration 21Q (10770.220000 sec): 3 clusters Score: Raw -192443.965018 + Penalty 3461.194016 = -188982.771002 nChanged 15 SP:Iteration 22Q (10770.440000 sec): 3 clusters Score: Raw -192485.873478 + Penalty 3461.194016 = -189024.679461 nChanged 13 SP:Iteration 23Q (10770.610000 sec): 3 clusters Score: Raw -192518.458538 + Penalty 3461.194016 = -189057.264521 nChanged 10 SP:Iteration 24Q (10770.810000 sec): 3 clusters Score: Raw -192535.804667 + Penalty 3461.194016 = -189074.610650 nChanged 8 SP:Iteration 25Q (10770.960000 sec): 3 clusters Score: Raw -192546.360941 + Penalty 3461.194016 = -189085.166925 nChanged 8 SP:Iteration 26Q (10771.150000 sec): 3 clusters Score: Raw -192557.500553 + Penalty 3461.194016 = -189096.306537 nChanged 4 SP:Iteration 27Q (10771.330000 sec): 3 clusters Score: Raw -192561.085781 + Penalty 3461.194016 = -189099.891765 nChanged 0 SP:Iteration 28F (10771.470000 sec): 3 clusters Score: Raw -192561.085781 + Penalty 3461.194016 = -189099.891765 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10771.570000 sec): 2 clusters Score: Raw -187701.164545 + Penalty 1721.894361 = -185979.270184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10771.770000 sec): 3 clusters Score: Raw -187471.205608 + Penalty 3443.788722 = -184027.416886 nChanged 270 SP:Iteration 1F (10771.970000 sec): 3 clusters Score: Raw -187927.815581 + Penalty 3443.788722 = -184484.026859 nChanged 85 SP:Iteration 2F (10772.140000 sec): 3 clusters Score: Raw -188200.881419 + Penalty 3443.788722 = -184757.092697 nChanged 81 SP:Iteration 3F (10772.330000 sec): 3 clusters Score: Raw -188385.385603 + Penalty 3443.788722 = -184941.596882 nChanged 62 SP:Iteration 4F (10772.540000 sec): 3 clusters Score: Raw -188501.653902 + Penalty 3443.788722 = -185057.865180 nChanged 41 SP:Iteration 5Q (10772.720000 sec): 3 clusters Score: Raw -188601.951208 + Penalty 3443.788722 = -185158.162487 nChanged 38 SP:Iteration 6Q (10772.880000 sec): 3 clusters Score: Raw -188678.252235 + Penalty 3443.788722 = -185234.463514 nChanged 22 SP:Iteration 7Q (10773.060000 sec): 3 clusters Score: Raw -188729.374022 + Penalty 3443.788722 = -185285.585300 nChanged 19 SP:Iteration 8Q (10773.270000 sec): 3 clusters Score: Raw -188771.893678 + Penalty 3443.788722 = -185328.104956 nChanged 16 SP:Iteration 9Q (10773.470000 sec): 3 clusters Score: Raw -188810.774197 + Penalty 3443.788722 = -185366.985475 nChanged 22 SP:Iteration 10Q (10773.650000 sec): 3 clusters Score: Raw -188866.706520 + Penalty 3443.788722 = -185422.917798 nChanged 19 SP:Iteration 11Q (10773.850000 sec): 3 clusters Score: Raw -188916.629085 + Penalty 3443.788722 = -185472.840363 nChanged 13 SP:Iteration 12Q (10774.020000 sec): 3 clusters Score: Raw -188944.102007 + Penalty 3443.788722 = -185500.313285 nChanged 13 SP:Iteration 13Q (10774.210000 sec): 3 clusters Score: Raw -188973.936742 + Penalty 3443.788722 = -185530.148020 nChanged 9 SP:Iteration 14Q (10774.370000 sec): 3 clusters Score: Raw -189011.841706 + Penalty 3443.788722 = -185568.052984 nChanged 10 SP:Iteration 15Q (10774.570000 sec): 3 clusters Score: Raw -189046.360957 + Penalty 3443.788722 = -185602.572235 nChanged 9 SP:Iteration 16Q (10774.740000 sec): 3 clusters Score: Raw -189071.468823 + Penalty 3443.788722 = -185627.680101 nChanged 9 SP:Iteration 17Q (10774.940000 sec): 3 clusters Score: Raw -189093.671051 + Penalty 3443.788722 = -185649.882329 nChanged 4 SP:Iteration 18Q (10775.080000 sec): 3 clusters Score: Raw -189105.013957 + Penalty 3443.788722 = -185661.225235 nChanged 4 SP:Iteration 19Q (10775.260000 sec): 3 clusters Score: Raw -189113.521621 + Penalty 3443.788722 = -185669.732899 nChanged 3 SP:Iteration 20F (10775.400000 sec): 3 clusters Score: Raw -189118.286592 + Penalty 3443.788722 = -185674.497870 nChanged 2 SP:Iteration 21Q (10775.590000 sec): 3 clusters Score: Raw -189121.652989 + Penalty 3443.788722 = -185677.864268 nChanged 3 SP:Iteration 22Q (10775.770000 sec): 3 clusters Score: Raw -189125.486218 + Penalty 3443.788722 = -185681.697496 nChanged 2 SP:Iteration 23Q (10775.920000 sec): 3 clusters Score: Raw -189127.794835 + Penalty 3443.788722 = -185684.006114 nChanged 1 SP:Iteration 24Q (10776.060000 sec): 3 clusters Score: Raw -189129.794870 + Penalty 3443.788722 = -185686.006149 nChanged 1 SP:Iteration 25Q (10776.290000 sec): 3 clusters Score: Raw -189130.512316 + Penalty 3443.788722 = -185686.723594 nChanged 1 SP:Iteration 26Q (10776.440000 sec): 3 clusters Score: Raw -189132.989725 + Penalty 3443.788722 = -185689.201003 nChanged 3 SP:Iteration 27Q (10776.660000 sec): 3 clusters Score: Raw -189138.058047 + Penalty 3443.788722 = -185694.269325 nChanged 2 SP:Iteration 28Q (10776.830000 sec): 3 clusters Score: Raw -189140.715899 + Penalty 3443.788722 = -185696.927178 nChanged 1 SP:Iteration 29Q (10777.040000 sec): 3 clusters Score: Raw -189141.922683 + Penalty 3443.788722 = -185698.133961 nChanged 1 SP:Iteration 30Q (10777.220000 sec): 3 clusters Score: Raw -189143.328860 + Penalty 3443.788722 = -185699.540138 nChanged 2 SP:Iteration 31Q (10777.390000 sec): 3 clusters Score: Raw -189146.844013 + Penalty 3443.788722 = -185703.055291 nChanged 1 SP:Iteration 32Q (10777.590000 sec): 3 clusters Score: Raw -189148.562863 + Penalty 3443.788722 = -185704.774141 nChanged 3 SP:Iteration 33Q (10777.770000 sec): 3 clusters Score: Raw -189152.523562 + Penalty 3443.788722 = -185708.734840 nChanged 2 SP:Iteration 34Q (10777.950000 sec): 3 clusters Score: Raw -189154.445137 + Penalty 3443.788722 = -185710.656415 nChanged 1 SP:Iteration 35Q (10778.140000 sec): 3 clusters Score: Raw -189155.566238 + Penalty 3443.788722 = -185711.777516 nChanged 1 SP:Iteration 36Q (10778.360000 sec): 3 clusters Score: Raw -189156.505503 + Penalty 3443.788722 = -185712.716781 nChanged 0 SP:Iteration 37F (10778.520000 sec): 3 clusters Score: Raw -189156.505503 + Penalty 3443.788722 = -185712.716781 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (24665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10778.750000 sec): 2 clusters Score: Raw -4375524.857650 + Penalty 2508.058847 = -4373016.798803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10779.100000 sec): 3 clusters Score: Raw -4361047.219867 + Penalty 5016.117695 = -4356031.102173 nChanged 10882 SP:Iteration 1F (10779.470000 sec): 3 clusters Score: Raw -4367154.175139 + Penalty 5016.117695 = -4362138.057444 nChanged 1474 SP:Iteration 2F (10779.800000 sec): 3 clusters Score: Raw -4367861.516718 + Penalty 5016.117695 = -4362845.399024 nChanged 1360 SP:Iteration 3F (10780.100000 sec): 3 clusters Score: Raw -4368548.664575 + Penalty 5016.117695 = -4363532.546880 nChanged 1334 SP:Iteration 4F (10780.420000 sec): 3 clusters Score: Raw -4369256.734244 + Penalty 5016.117695 = -4364240.616549 nChanged 1317 SP:Iteration 5F (10780.760000 sec): 3 clusters Score: Raw -4369896.714415 + Penalty 5016.117695 = -4364880.596721 nChanged 1138 SP:Iteration 6Q (10781.120000 sec): 3 clusters Score: Raw -4370394.603327 + Penalty 5016.117695 = -4365378.485632 nChanged 1022 SP:Iteration 7Q (10781.470000 sec): 3 clusters Score: Raw -4370825.250516 + Penalty 5016.117695 = -4365809.132822 nChanged 913 SP:Iteration 8Q (10781.780000 sec): 3 clusters Score: Raw -4371200.809036 + Penalty 5016.117695 = -4366184.691341 nChanged 778 SP:Iteration 9Q (10782.120000 sec): 3 clusters Score: Raw -4371530.048051 + Penalty 5016.117695 = -4366513.930356 nChanged 697 SP:Iteration 10Q (10782.390000 sec): 3 clusters Score: Raw -4371804.602152 + Penalty 5016.117695 = -4366788.484458 nChanged 606 SP:Iteration 11Q (10782.730000 sec): 3 clusters Score: Raw -4372028.397009 + Penalty 5016.117695 = -4367012.279314 nChanged 558 SP:Iteration 12Q (10783.030000 sec): 3 clusters Score: Raw -4372218.212159 + Penalty 5016.117695 = -4367202.094464 nChanged 454 SP:Iteration 13Q (10783.310000 sec): 3 clusters Score: Raw -4372374.385807 + Penalty 5016.117695 = -4367358.268113 nChanged 443 SP:Iteration 14Q (10783.610000 sec): 3 clusters Score: Raw -4372506.480987 + Penalty 5016.117695 = -4367490.363293 nChanged 393 SP:Iteration 15Q (10783.960000 sec): 3 clusters Score: Raw -4372610.928853 + Penalty 5016.117695 = -4367594.811158 nChanged 316 SP:Iteration 16Q (10784.300000 sec): 3 clusters Score: Raw -4372697.246443 + Penalty 5016.117695 = -4367681.128748 nChanged 291 SP:Iteration 17Q (10784.570000 sec): 3 clusters Score: Raw -4372774.049449 + Penalty 5016.117695 = -4367757.931754 nChanged 261 SP:Iteration 18Q (10784.930000 sec): 3 clusters Score: Raw -4372843.267983 + Penalty 5016.117695 = -4367827.150288 nChanged 242 SP:Iteration 19Q (10785.240000 sec): 3 clusters Score: Raw -4372907.236564 + Penalty 5016.117695 = -4367891.118869 nChanged 229 SP:Iteration 20F (10785.520000 sec): 3 clusters Score: Raw -4372964.186633 + Penalty 5016.117695 = -4367948.068938 nChanged 217 SP:Iteration 21Q (10785.830000 sec): 3 clusters Score: Raw -4373021.085697 + Penalty 5016.117695 = -4368004.968003 nChanged 226 SP:Iteration 22Q (10786.160000 sec): 3 clusters Score: Raw -4373079.497296 + Penalty 5016.117695 = -4368063.379601 nChanged 212 SP:Iteration 23Q (10786.430000 sec): 3 clusters Score: Raw -4373137.085433 + Penalty 5016.117695 = -4368120.967738 nChanged 246 SP:Iteration 24Q (10786.730000 sec): 3 clusters Score: Raw -4373210.213145 + Penalty 5016.117695 = -4368194.095450 nChanged 231 SP:Iteration 25Q (10787.030000 sec): 3 clusters Score: Raw -4373272.285818 + Penalty 5016.117695 = -4368256.168123 nChanged 231 SP:Iteration 26Q (10787.310000 sec): 3 clusters Score: Raw -4373333.002347 + Penalty 5016.117695 = -4368316.884652 nChanged 213 SP:Iteration 27Q (10787.590000 sec): 3 clusters Score: Raw -4373394.879001 + Penalty 5016.117695 = -4368378.761306 nChanged 237 SP:Iteration 28Q (10787.910000 sec): 3 clusters Score: Raw -4373462.130261 + Penalty 5016.117695 = -4368446.012566 nChanged 247 SP:Iteration 29Q (10788.210000 sec): 3 clusters Score: Raw -4373529.209767 + Penalty 5016.117695 = -4368513.092073 nChanged 213 SP:Iteration 30Q (10788.510000 sec): 3 clusters Score: Raw -4373581.294689 + Penalty 5016.117695 = -4368565.176994 nChanged 187 SP:Iteration 31Q (10788.810000 sec): 3 clusters Score: Raw -4373626.764941 + Penalty 5016.117695 = -4368610.647246 nChanged 207 SP:Iteration 32Q (10789.090000 sec): 3 clusters Score: Raw -4373685.781015 + Penalty 5016.117695 = -4368669.663320 nChanged 210 SP:Iteration 33Q (10789.370000 sec): 3 clusters Score: Raw -4373751.292711 + Penalty 5016.117695 = -4368735.175016 nChanged 234 SP:Iteration 34Q (10789.660000 sec): 3 clusters Score: Raw -4373828.104746 + Penalty 5016.117695 = -4368811.987051 nChanged 233 SP:Iteration 35Q (10789.910000 sec): 3 clusters Score: Raw -4373910.695650 + Penalty 5016.117695 = -4368894.577955 nChanged 230 SP:Iteration 36Q (10790.250000 sec): 3 clusters Score: Raw -4373998.391085 + Penalty 5016.117695 = -4368982.273390 nChanged 255 SP:Iteration 37Q (10790.540000 sec): 3 clusters Score: Raw -4374101.023865 + Penalty 5016.117695 = -4369084.906170 nChanged 257 SP:Iteration 38Q (10790.870000 sec): 3 clusters Score: Raw -4374200.801144 + Penalty 5016.117695 = -4369184.683450 nChanged 271 SP:Iteration 39Q (10791.130000 sec): 3 clusters Score: Raw -4374305.052343 + Penalty 5016.117695 = -4369288.934649 nChanged 279 SP:Iteration 40F (10791.460000 sec): 3 clusters Score: Raw -4374424.865551 + Penalty 5016.117695 = -4369408.747856 nChanged 281 SP:Iteration 41Q (10791.750000 sec): 3 clusters Score: Raw -4374547.455572 + Penalty 5016.117695 = -4369531.337877 nChanged 285 SP:Iteration 42Q (10792.040000 sec): 3 clusters Score: Raw -4374675.932443 + Penalty 5016.117695 = -4369659.814748 nChanged 270 SP:Iteration 43Q (10792.360000 sec): 3 clusters Score: Raw -4374816.015124 + Penalty 5016.117695 = -4369799.897430 nChanged 262 SP:Iteration 44Q (10792.670000 sec): 3 clusters Score: Raw -4374946.025284 + Penalty 5016.117695 = -4369929.907589 nChanged 240 SP:Iteration 45Q (10793.010000 sec): 3 clusters Score: Raw -4375047.349102 + Penalty 5016.117695 = -4370031.231407 nChanged 219 SP:Iteration 46Q (10793.300000 sec): 3 clusters Score: Raw -4375129.750860 + Penalty 5016.117695 = -4370113.633166 nChanged 184 SP:Iteration 47Q (10793.660000 sec): 3 clusters Score: Raw -4375192.287614 + Penalty 5016.117695 = -4370176.169920 nChanged 172 SP:Iteration 48Q (10793.930000 sec): 3 clusters Score: Raw -4375252.877146 + Penalty 5016.117695 = -4370236.759452 nChanged 178 SP:Iteration 49Q (10794.250000 sec): 3 clusters Score: Raw -4375322.865020 + Penalty 5016.117695 = -4370306.747325 nChanged 174 SP:Iteration 50Q (10794.540000 sec): 3 clusters Score: Raw -4375393.236928 + Penalty 5016.117695 = -4370377.119233 nChanged 163 SP:Iteration 51Q (10794.850000 sec): 3 clusters Score: Raw -4375456.443410 + Penalty 5016.117695 = -4370440.325715 nChanged 140 SP:Iteration 52Q (10795.140000 sec): 3 clusters Score: Raw -4375513.753802 + Penalty 5016.117695 = -4370497.636107 nChanged 134 SP:Iteration 53Q (10795.470000 sec): 3 clusters Score: Raw -4375566.961880 + Penalty 5016.117695 = -4370550.844185 nChanged 123 SP:Iteration 54Q (10795.730000 sec): 3 clusters Score: Raw -4375614.189218 + Penalty 5016.117695 = -4370598.071523 nChanged 111 SP:Iteration 55Q (10796.040000 sec): 3 clusters Score: Raw -4375659.640966 + Penalty 5016.117695 = -4370643.523271 nChanged 107 SP:Iteration 56Q (10796.340000 sec): 3 clusters Score: Raw -4375702.249149 + Penalty 5016.117695 = -4370686.131454 nChanged 89 SP:Iteration 57Q (10796.660000 sec): 3 clusters Score: Raw -4375737.284652 + Penalty 5016.117695 = -4370721.166957 nChanged 78 SP:Iteration 58Q (10797.030000 sec): 3 clusters Score: Raw -4375768.071903 + Penalty 5016.117695 = -4370751.954208 nChanged 69 SP:Iteration 59Q (10797.360000 sec): 3 clusters Score: Raw -4375795.463855 + Penalty 5016.117695 = -4370779.346161 nChanged 65 SP:Iteration 60F (10797.680000 sec): 3 clusters Score: Raw -4375819.802946 + Penalty 5016.117695 = -4370803.685251 nChanged 41 SP:Iteration 61Q (10797.970000 sec): 3 clusters Score: Raw -4375834.771678 + Penalty 5016.117695 = -4370818.653983 nChanged 44 SP:Iteration 62Q (10798.260000 sec): 3 clusters Score: Raw -4375850.722764 + Penalty 5016.117695 = -4370834.605069 nChanged 43 SP:Iteration 63Q (10798.550000 sec): 3 clusters Score: Raw -4375866.518706 + Penalty 5016.117695 = -4370850.401011 nChanged 48 SP:Iteration 64Q (10798.810000 sec): 3 clusters Score: Raw -4375882.039855 + Penalty 5016.117695 = -4370865.922161 nChanged 37 SP:Iteration 65Q (10799.110000 sec): 3 clusters Score: Raw -4375893.639184 + Penalty 5016.117695 = -4370877.521489 nChanged 30 SP:Iteration 66Q (10799.400000 sec): 3 clusters Score: Raw -4375904.899460 + Penalty 5016.117695 = -4370888.781766 nChanged 29 SP:Iteration 67Q (10799.680000 sec): 3 clusters Score: Raw -4375915.441709 + Penalty 5016.117695 = -4370899.324014 nChanged 26 SP:Iteration 68Q (10800.010000 sec): 3 clusters Score: Raw -4375924.067081 + Penalty 5016.117695 = -4370907.949386 nChanged 26 SP:Iteration 69Q (10800.300000 sec): 3 clusters Score: Raw -4375931.557187 + Penalty 5016.117695 = -4370915.439493 nChanged 18 SP:Iteration 70Q (10800.580000 sec): 3 clusters Score: Raw -4375937.551134 + Penalty 5016.117695 = -4370921.433439 nChanged 18 SP:Iteration 71Q (10800.870000 sec): 3 clusters Score: Raw -4375943.774316 + Penalty 5016.117695 = -4370927.656621 nChanged 15 SP:Iteration 72Q (10801.150000 sec): 3 clusters Score: Raw -4375949.171598 + Penalty 5016.117695 = -4370933.053903 nChanged 13 SP:Iteration 73Q (10801.460000 sec): 3 clusters Score: Raw -4375955.580757 + Penalty 5016.117695 = -4370939.463062 nChanged 17 SP:Iteration 74Q (10801.710000 sec): 3 clusters Score: Raw -4375962.856970 + Penalty 5016.117695 = -4370946.739275 nChanged 17 SP:Iteration 75Q (10802.030000 sec): 3 clusters Score: Raw -4375970.016069 + Penalty 5016.117695 = -4370953.898374 nChanged 18 SP:Iteration 76Q (10802.310000 sec): 3 clusters Score: Raw -4375977.932823 + Penalty 5016.117695 = -4370961.815128 nChanged 17 SP:Iteration 77Q (10802.630000 sec): 3 clusters Score: Raw -4375984.384856 + Penalty 5016.117695 = -4370968.267161 nChanged 14 SP:Iteration 78Q (10802.920000 sec): 3 clusters Score: Raw -4375990.634722 + Penalty 5016.117695 = -4370974.517027 nChanged 14 SP:Iteration 79Q (10803.240000 sec): 3 clusters Score: Raw -4375995.845761 + Penalty 5016.117695 = -4370979.728066 nChanged 15 SP:Iteration 80F (10803.490000 sec): 3 clusters Score: Raw -4376002.985126 + Penalty 5016.117695 = -4370986.867432 nChanged 15 SP:Iteration 81Q (10803.840000 sec): 3 clusters Score: Raw -4376008.486125 + Penalty 5016.117695 = -4370992.368430 nChanged 14 SP:Iteration 82Q (10804.070000 sec): 3 clusters Score: Raw -4376014.658818 + Penalty 5016.117695 = -4370998.541124 nChanged 14 SP:Iteration 83Q (10804.360000 sec): 3 clusters Score: Raw -4376021.010437 + Penalty 5016.117695 = -4371004.892743 nChanged 11 SP:Iteration 84Q (10804.680000 sec): 3 clusters Score: Raw -4376024.856380 + Penalty 5016.117695 = -4371008.738685 nChanged 7 SP:Iteration 85Q (10804.960000 sec): 3 clusters Score: Raw -4376027.335238 + Penalty 5016.117695 = -4371011.217543 nChanged 6 SP:Iteration 86Q (10805.200000 sec): 3 clusters Score: Raw -4376028.830444 + Penalty 5016.117695 = -4371012.712749 nChanged 4 SP:Iteration 87Q (10805.500000 sec): 3 clusters Score: Raw -4376030.765450 + Penalty 5016.117695 = -4371014.647756 nChanged 8 SP:Iteration 88Q (10805.750000 sec): 3 clusters Score: Raw -4376032.784736 + Penalty 5016.117695 = -4371016.667041 nChanged 7 SP:Iteration 89Q (10806.050000 sec): 3 clusters Score: Raw -4376034.955579 + Penalty 5016.117695 = -4371018.837884 nChanged 4 SP:Iteration 90Q (10806.330000 sec): 3 clusters Score: Raw -4376036.285149 + Penalty 5016.117695 = -4371020.167454 nChanged 6 SP:Iteration 91Q (10806.640000 sec): 3 clusters Score: Raw -4376038.842429 + Penalty 5016.117695 = -4371022.724734 nChanged 9 SP:Iteration 92Q (10806.970000 sec): 3 clusters Score: Raw -4376041.977332 + Penalty 5016.117695 = -4371025.859637 nChanged 3 SP:Iteration 93Q (10807.270000 sec): 3 clusters Score: Raw -4376042.706420 + Penalty 5016.117695 = -4371026.588725 nChanged 3 SP:Iteration 94Q (10807.560000 sec): 3 clusters Score: Raw -4376043.567357 + Penalty 5016.117695 = -4371027.449662 nChanged 3 SP:Iteration 95Q (10807.900000 sec): 3 clusters Score: Raw -4376044.419207 + Penalty 5016.117695 = -4371028.301512 nChanged 4 SP:Iteration 96Q (10808.170000 sec): 3 clusters Score: Raw -4376046.156257 + Penalty 5016.117695 = -4371030.038562 nChanged 3 SP:Iteration 97Q (10808.510000 sec): 3 clusters Score: Raw -4376047.793268 + Penalty 5016.117695 = -4371031.675573 nChanged 2 SP:Iteration 98Q (10808.790000 sec): 3 clusters Score: Raw -4376048.773051 + Penalty 5016.117695 = -4371032.655356 nChanged 3 SP:Iteration 99Q (10809.110000 sec): 3 clusters Score: Raw -4376049.887979 + Penalty 5016.117695 = -4371033.770285 nChanged 3 SP:Iteration 100F (10809.480000 sec): 3 clusters Score: Raw -4376050.822424 + Penalty 5016.117695 = -4371034.704729 nChanged 1 SP:Iteration 101Q (10809.780000 sec): 3 clusters Score: Raw -4376051.022600 + Penalty 5016.117695 = -4371034.904906 nChanged 1 SP:Iteration 102Q (10810.070000 sec): 3 clusters Score: Raw -4376051.228673 + Penalty 5016.117695 = -4371035.110978 nChanged 1 SP:Iteration 103Q (10810.350000 sec): 3 clusters Score: Raw -4376051.640620 + Penalty 5016.117695 = -4371035.522925 nChanged 2 SP:Iteration 104Q (10810.650000 sec): 3 clusters Score: Raw -4376052.031751 + Penalty 5016.117695 = -4371035.914057 nChanged 0 SP:Iteration 105F (10810.950000 sec): 3 clusters Score: Raw -4376052.031751 + Penalty 5016.117695 = -4371035.914057 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (28593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10811.140000 sec): 2 clusters Score: Raw -4943217.413528 + Penalty 2544.707468 = -4940672.706060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10811.480000 sec): 3 clusters Score: Raw -4925990.725835 + Penalty 5089.414937 = -4920901.310898 nChanged 12927 SP:Iteration 1F (10811.780000 sec): 3 clusters Score: Raw -4933248.981680 + Penalty 5089.414937 = -4928159.566743 nChanged 1456 SP:Iteration 2F (10812.100000 sec): 3 clusters Score: Raw -4933829.876561 + Penalty 5089.414937 = -4928740.461624 nChanged 1361 SP:Iteration 3Q (10812.430000 sec): 3 clusters Score: Raw -4934482.188334 + Penalty 5089.414937 = -4929392.773397 nChanged 1328 SP:Iteration 4Q (10812.730000 sec): 3 clusters Score: Raw -4935213.920347 + Penalty 5089.414937 = -4930124.505410 nChanged 1347 SP:Iteration 5Q (10813.050000 sec): 3 clusters Score: Raw -4935923.866988 + Penalty 5089.414937 = -4930834.452051 nChanged 1337 SP:Iteration 6Q (10813.360000 sec): 3 clusters Score: Raw -4936593.782081 + Penalty 5089.414937 = -4931504.367145 nChanged 1349 SP:Iteration 7Q (10813.690000 sec): 3 clusters Score: Raw -4937256.926444 + Penalty 5089.414937 = -4932167.511507 nChanged 1267 SP:Iteration 8Q (10814.040000 sec): 3 clusters Score: Raw -4937881.092713 + Penalty 5089.414937 = -4932791.677776 nChanged 1258 SP:Iteration 9Q (10814.330000 sec): 3 clusters Score: Raw -4938519.399909 + Penalty 5089.414937 = -4933429.984972 nChanged 1204 SP:Iteration 10Q (10814.650000 sec): 3 clusters Score: Raw -4939129.769532 + Penalty 5089.414937 = -4934040.354595 nChanged 1049 SP:Iteration 11Q (10814.970000 sec): 3 clusters Score: Raw -4939621.479984 + Penalty 5089.414937 = -4934532.065047 nChanged 846 SP:Iteration 12Q (10815.290000 sec): 3 clusters Score: Raw -4939968.600260 + Penalty 5089.414937 = -4934879.185323 nChanged 717 SP:Iteration 13Q (10815.630000 sec): 3 clusters Score: Raw -4940216.474949 + Penalty 5089.414937 = -4935127.060012 nChanged 552 SP:Iteration 14Q (10815.960000 sec): 3 clusters Score: Raw -4940365.603233 + Penalty 5089.414937 = -4935276.188296 nChanged 400 SP:Iteration 15Q (10816.300000 sec): 3 clusters Score: Raw -4940464.365248 + Penalty 5089.414937 = -4935374.950311 nChanged 343 SP:Iteration 16Q (10816.640000 sec): 3 clusters Score: Raw -4940545.491105 + Penalty 5089.414937 = -4935456.076168 nChanged 305 SP:Iteration 17Q (10817.000000 sec): 3 clusters Score: Raw -4940616.026355 + Penalty 5089.414937 = -4935526.611418 nChanged 301 SP:Iteration 18Q (10817.430000 sec): 3 clusters Score: Raw -4940686.652944 + Penalty 5089.414937 = -4935597.238007 nChanged 302 SP:Iteration 19Q (10817.770000 sec): 3 clusters Score: Raw -4940759.440615 + Penalty 5089.414937 = -4935670.025679 nChanged 322 SP:Iteration 20F (10818.080000 sec): 3 clusters Score: Raw -4940843.620899 + Penalty 5089.414937 = -4935754.205962 nChanged 345 SP:Iteration 21Q (10818.420000 sec): 3 clusters Score: Raw -4940936.474682 + Penalty 5089.414937 = -4935847.059745 nChanged 349 SP:Iteration 22Q (10818.710000 sec): 3 clusters Score: Raw -4941032.543765 + Penalty 5089.414937 = -4935943.128828 nChanged 371 SP:Iteration 23Q (10819.040000 sec): 3 clusters Score: Raw -4941145.240112 + Penalty 5089.414937 = -4936055.825175 nChanged 421 SP:Iteration 24Q (10819.380000 sec): 3 clusters Score: Raw -4941283.732856 + Penalty 5089.414937 = -4936194.317919 nChanged 424 SP:Iteration 25Q (10819.710000 sec): 3 clusters Score: Raw -4941423.478074 + Penalty 5089.414937 = -4936334.063137 nChanged 441 SP:Iteration 26Q (10820.040000 sec): 3 clusters Score: Raw -4941583.572559 + Penalty 5089.414937 = -4936494.157622 nChanged 467 SP:Iteration 27Q (10820.360000 sec): 3 clusters Score: Raw -4941770.912003 + Penalty 5089.414937 = -4936681.497066 nChanged 477 SP:Iteration 28Q (10820.710000 sec): 3 clusters Score: Raw -4941960.955971 + Penalty 5089.414937 = -4936871.541034 nChanged 478 SP:Iteration 29Q (10821.060000 sec): 3 clusters Score: Raw -4942149.739346 + Penalty 5089.414937 = -4937060.324409 nChanged 489 SP:Iteration 30Q (10821.380000 sec): 3 clusters Score: Raw -4942350.655083 + Penalty 5089.414937 = -4937261.240146 nChanged 491 SP:Iteration 31Q (10821.700000 sec): 3 clusters Score: Raw -4942560.871463 + Penalty 5089.414937 = -4937471.456526 nChanged 471 SP:Iteration 32Q (10822.020000 sec): 3 clusters Score: Raw -4942773.841025 + Penalty 5089.414937 = -4937684.426088 nChanged 442 SP:Iteration 33Q (10822.310000 sec): 3 clusters Score: Raw -4942974.643407 + Penalty 5089.414937 = -4937885.228470 nChanged 408 SP:Iteration 34Q (10822.670000 sec): 3 clusters Score: Raw -4943162.884986 + Penalty 5089.414937 = -4938073.470049 nChanged 370 SP:Iteration 35Q (10822.960000 sec): 3 clusters Score: Raw -4943340.346483 + Penalty 5089.414937 = -4938250.931547 nChanged 348 SP:Iteration 36Q (10823.280000 sec): 3 clusters Score: Raw -4943515.287483 + Penalty 5089.414937 = -4938425.872546 nChanged 296 SP:Iteration 37Q (10823.610000 sec): 3 clusters Score: Raw -4943652.716865 + Penalty 5089.414937 = -4938563.301928 nChanged 243 SP:Iteration 38Q (10823.990000 sec): 3 clusters Score: Raw -4943768.288288 + Penalty 5089.414937 = -4938678.873351 nChanged 236 SP:Iteration 39Q (10824.370000 sec): 3 clusters Score: Raw -4943867.631389 + Penalty 5089.414937 = -4938778.216452 nChanged 175 SP:Iteration 40F (10824.700000 sec): 3 clusters Score: Raw -4943938.152591 + Penalty 5089.414937 = -4938848.737654 nChanged 153 SP:Iteration 41Q (10825.040000 sec): 3 clusters Score: Raw -4943996.773963 + Penalty 5089.414937 = -4938907.359026 nChanged 120 SP:Iteration 42Q (10825.410000 sec): 3 clusters Score: Raw -4944044.018557 + Penalty 5089.414937 = -4938954.603620 nChanged 107 SP:Iteration 43Q (10825.700000 sec): 3 clusters Score: Raw -4944083.556820 + Penalty 5089.414937 = -4938994.141883 nChanged 108 SP:Iteration 44Q (10826.010000 sec): 3 clusters Score: Raw -4944118.218293 + Penalty 5089.414937 = -4939028.803356 nChanged 94 SP:Iteration 45Q (10826.310000 sec): 3 clusters Score: Raw -4944147.839659 + Penalty 5089.414937 = -4939058.424722 nChanged 68 SP:Iteration 46Q (10826.660000 sec): 3 clusters Score: Raw -4944168.845510 + Penalty 5089.414937 = -4939079.430573 nChanged 63 SP:Iteration 47Q (10826.990000 sec): 3 clusters Score: Raw -4944187.485956 + Penalty 5089.414937 = -4939098.071019 nChanged 58 SP:Iteration 48Q (10827.300000 sec): 3 clusters Score: Raw -4944203.029951 + Penalty 5089.414937 = -4939113.615014 nChanged 42 SP:Iteration 49Q (10827.640000 sec): 3 clusters Score: Raw -4944213.431219 + Penalty 5089.414937 = -4939124.016282 nChanged 35 SP:Iteration 50Q (10827.950000 sec): 3 clusters Score: Raw -4944220.929124 + Penalty 5089.414937 = -4939131.514187 nChanged 40 SP:Iteration 51Q (10828.250000 sec): 3 clusters Score: Raw -4944229.846339 + Penalty 5089.414937 = -4939140.431402 nChanged 37 SP:Iteration 52Q (10828.580000 sec): 3 clusters Score: Raw -4944239.301029 + Penalty 5089.414937 = -4939149.886092 nChanged 24 SP:Iteration 53Q (10828.910000 sec): 3 clusters Score: Raw -4944245.364585 + Penalty 5089.414937 = -4939155.949648 nChanged 22 SP:Iteration 54Q (10829.230000 sec): 3 clusters Score: Raw -4944250.713832 + Penalty 5089.414937 = -4939161.298895 nChanged 28 SP:Iteration 55Q (10829.570000 sec): 3 clusters Score: Raw -4944257.691441 + Penalty 5089.414937 = -4939168.276504 nChanged 23 SP:Iteration 56Q (10829.850000 sec): 3 clusters Score: Raw -4944262.646891 + Penalty 5089.414937 = -4939173.231954 nChanged 21 SP:Iteration 57Q (10830.190000 sec): 3 clusters Score: Raw -4944267.068235 + Penalty 5089.414937 = -4939177.653298 nChanged 24 SP:Iteration 58Q (10830.510000 sec): 3 clusters Score: Raw -4944272.073241 + Penalty 5089.414937 = -4939182.658304 nChanged 19 SP:Iteration 59Q (10830.810000 sec): 3 clusters Score: Raw -4944276.850509 + Penalty 5089.414937 = -4939187.435572 nChanged 20 SP:Iteration 60F (10831.110000 sec): 3 clusters Score: Raw -4944280.407957 + Penalty 5089.414937 = -4939190.993020 nChanged 18 SP:Iteration 61Q (10831.420000 sec): 3 clusters Score: Raw -4944283.849032 + Penalty 5089.414937 = -4939194.434095 nChanged 9 SP:Iteration 62Q (10831.740000 sec): 3 clusters Score: Raw -4944285.171604 + Penalty 5089.414937 = -4939195.756667 nChanged 10 SP:Iteration 63Q (10832.020000 sec): 3 clusters Score: Raw -4944286.981868 + Penalty 5089.414937 = -4939197.566931 nChanged 9 SP:Iteration 64Q (10832.380000 sec): 3 clusters Score: Raw -4944288.616738 + Penalty 5089.414937 = -4939199.201801 nChanged 11 SP:Iteration 65Q (10832.680000 sec): 3 clusters Score: Raw -4944290.363401 + Penalty 5089.414937 = -4939200.948464 nChanged 11 SP:Iteration 66Q (10833.070000 sec): 3 clusters Score: Raw -4944292.244721 + Penalty 5089.414937 = -4939202.829784 nChanged 5 SP:Iteration 67Q (10833.360000 sec): 3 clusters Score: Raw -4944293.021967 + Penalty 5089.414937 = -4939203.607030 nChanged 5 SP:Iteration 68Q (10833.710000 sec): 3 clusters Score: Raw -4944294.062447 + Penalty 5089.414937 = -4939204.647510 nChanged 4 SP:Iteration 69Q (10834.010000 sec): 3 clusters Score: Raw -4944294.694507 + Penalty 5089.414937 = -4939205.279570 nChanged 7 SP:Iteration 70Q (10834.310000 sec): 3 clusters Score: Raw -4944296.026065 + Penalty 5089.414937 = -4939206.611128 nChanged 8 SP:Iteration 71Q (10834.630000 sec): 3 clusters Score: Raw -4944297.780627 + Penalty 5089.414937 = -4939208.365690 nChanged 11 SP:Iteration 72Q (10834.970000 sec): 3 clusters Score: Raw -4944299.791346 + Penalty 5089.414937 = -4939210.376409 nChanged 11 SP:Iteration 73Q (10835.290000 sec): 3 clusters Score: Raw -4944301.891040 + Penalty 5089.414937 = -4939212.476103 nChanged 9 SP:Iteration 74Q (10835.580000 sec): 3 clusters Score: Raw -4944303.111737 + Penalty 5089.414937 = -4939213.696800 nChanged 9 SP:Iteration 75Q (10835.930000 sec): 3 clusters Score: Raw -4944304.947092 + Penalty 5089.414937 = -4939215.532155 nChanged 10 SP:Iteration 76Q (10836.280000 sec): 3 clusters Score: Raw -4944306.471210 + Penalty 5089.414937 = -4939217.056273 nChanged 7 SP:Iteration 77Q (10836.620000 sec): 3 clusters Score: Raw -4944307.758997 + Penalty 5089.414937 = -4939218.344060 nChanged 5 SP:Iteration 78Q (10836.900000 sec): 3 clusters Score: Raw -4944308.881536 + Penalty 5089.414937 = -4939219.466599 nChanged 7 SP:Iteration 79Q (10837.210000 sec): 3 clusters Score: Raw -4944310.291182 + Penalty 5089.414937 = -4939220.876245 nChanged 1 SP:Iteration 80F (10837.550000 sec): 3 clusters Score: Raw -4944310.615958 + Penalty 5089.414937 = -4939221.201021 nChanged 1 SP:Iteration 81Q (10837.840000 sec): 3 clusters Score: Raw -4944310.754239 + Penalty 5089.414937 = -4939221.339302 nChanged 1 SP:Iteration 82Q (10838.130000 sec): 3 clusters Score: Raw -4944310.851540 + Penalty 5089.414937 = -4939221.436603 nChanged 0 SP:Iteration 83F (10838.460000 sec): 3 clusters Score: Raw -4944310.851540 + Penalty 5089.414937 = -4939221.436603 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10838.560000 sec): 2 clusters Score: Raw -349178.750185 + Penalty 1896.414185 = -347282.336000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10838.770000 sec): 3 clusters Score: Raw -348416.887360 + Penalty 3792.828370 = -344624.058989 nChanged 700 SP:Iteration 1F (10838.950000 sec): 3 clusters Score: Raw -349024.564229 + Penalty 3792.828370 = -345231.735858 nChanged 185 SP:Iteration 2F (10839.120000 sec): 3 clusters Score: Raw -349345.270701 + Penalty 3792.828370 = -345552.442331 nChanged 134 SP:Iteration 3F (10839.310000 sec): 3 clusters Score: Raw -349592.148318 + Penalty 3792.828370 = -345799.319948 nChanged 122 SP:Iteration 4F (10839.530000 sec): 3 clusters Score: Raw -349785.971599 + Penalty 3792.828370 = -345993.143229 nChanged 103 SP:Iteration 5Q (10839.740000 sec): 3 clusters Score: Raw -349906.067670 + Penalty 3792.828370 = -346113.239300 nChanged 81 SP:Iteration 6Q (10839.930000 sec): 3 clusters Score: Raw -350011.942007 + Penalty 3792.828370 = -346219.113637 nChanged 79 SP:Iteration 7Q (10840.080000 sec): 3 clusters Score: Raw -350124.744433 + Penalty 3792.828370 = -346331.916063 nChanged 93 SP:Iteration 8Q (10840.290000 sec): 3 clusters Score: Raw -350263.904510 + Penalty 3792.828370 = -346471.076139 nChanged 99 SP:Iteration 9Q (10840.460000 sec): 3 clusters Score: Raw -350388.901339 + Penalty 3792.828370 = -346596.072968 nChanged 64 SP:Iteration 10Q (10840.670000 sec): 3 clusters Score: Raw -350452.408783 + Penalty 3792.828370 = -346659.580413 nChanged 33 SP:Iteration 11Q (10840.850000 sec): 3 clusters Score: Raw -350492.713375 + Penalty 3792.828370 = -346699.885004 nChanged 38 SP:Iteration 12Q (10841.050000 sec): 3 clusters Score: Raw -350529.616507 + Penalty 3792.828370 = -346736.788137 nChanged 27 SP:Iteration 13Q (10841.240000 sec): 3 clusters Score: Raw -350552.923251 + Penalty 3792.828370 = -346760.094881 nChanged 18 SP:Iteration 14Q (10841.470000 sec): 3 clusters Score: Raw -350571.087451 + Penalty 3792.828370 = -346778.259081 nChanged 15 SP:Iteration 15Q (10841.670000 sec): 3 clusters Score: Raw -350582.391446 + Penalty 3792.828370 = -346789.563076 nChanged 7 SP:Iteration 16Q (10841.850000 sec): 3 clusters Score: Raw -350585.480648 + Penalty 3792.828370 = -346792.652278 nChanged 6 SP:Iteration 17Q (10842.070000 sec): 3 clusters Score: Raw -350589.107832 + Penalty 3792.828370 = -346796.279462 nChanged 2 SP:Iteration 18Q (10842.260000 sec): 3 clusters Score: Raw -350590.118651 + Penalty 3792.828370 = -346797.290281 nChanged 0 SP:Iteration 19F (10842.480000 sec): 3 clusters Score: Raw -350590.118651 + Penalty 3792.828370 = -346797.290281 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (50336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10842.840000 sec): 2 clusters Score: Raw -9295531.488122 + Penalty 2684.966000 = -9292846.522122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10843.340000 sec): 3 clusters Score: Raw -9264267.459642 + Penalty 5369.932000 = -9258897.527643 nChanged 23279 SP:Iteration 1F (10843.830000 sec): 3 clusters Score: Raw -9276997.869576 + Penalty 5369.932000 = -9271627.937576 nChanged 1942 SP:Iteration 2Q (10844.340000 sec): 3 clusters Score: Raw -9277474.183652 + Penalty 5369.932000 = -9272104.251652 nChanged 1661 SP:Iteration 3Q (10844.830000 sec): 3 clusters Score: Raw -9277897.983397 + Penalty 5369.932000 = -9272528.051397 nChanged 1637 SP:Iteration 4Q (10845.280000 sec): 3 clusters Score: Raw -9278331.641588 + Penalty 5369.932000 = -9272961.709589 nChanged 1768 SP:Iteration 5Q (10845.730000 sec): 3 clusters Score: Raw -9278866.834814 + Penalty 5369.932000 = -9273496.902814 nChanged 1993 SP:Iteration 6Q (10846.210000 sec): 3 clusters Score: Raw -9279625.022871 + Penalty 5369.932000 = -9274255.090871 nChanged 2587 SP:Iteration 7F (10846.640000 sec): 3 clusters Score: Raw -9280944.565371 + Penalty 5369.932000 = -9275574.633372 nChanged 3362 SP:Iteration 8F (10847.100000 sec): 3 clusters Score: Raw -9283140.047982 + Penalty 5369.932000 = -9277770.115983 nChanged 4092 SP:Iteration 9F (10847.630000 sec): 3 clusters Score: Raw -9286497.621927 + Penalty 5369.932000 = -9281127.689927 nChanged 4103 SP:Iteration 10F (10848.070000 sec): 3 clusters Score: Raw -9290454.818795 + Penalty 5369.932000 = -9285084.886796 nChanged 3101 SP:Iteration 11F (10848.560000 sec): 3 clusters Score: Raw -9293574.338140 + Penalty 5369.932000 = -9288204.406140 nChanged 1446 SP:Iteration 12Q (10849.100000 sec): 3 clusters Score: Raw -9294984.119497 + Penalty 5369.932000 = -9289614.187498 nChanged 483 SP:Iteration 13Q (10849.540000 sec): 3 clusters Score: Raw -9295465.057289 + Penalty 5369.932000 = -9290095.125289 nChanged 132 SP:Iteration 14Q (10849.980000 sec): 3 clusters Score: Raw -9295649.417448 + Penalty 5369.932000 = -9290279.485449 nChanged 47 SP:Iteration 15Q (10850.460000 sec): 3 clusters Score: Raw -9295723.035125 + Penalty 5369.932000 = -9290353.103125 nChanged 22 SP:Iteration 16Q (10850.800000 sec): 3 clusters Score: Raw -9295760.061614 + Penalty 5369.932000 = -9290390.129614 nChanged 16 SP:Iteration 17Q (10851.280000 sec): 3 clusters Score: Raw -9295787.254443 + Penalty 5369.932000 = -9290417.322444 nChanged 7 SP:Iteration 18Q (10851.640000 sec): 3 clusters Score: Raw -9295798.712060 + Penalty 5369.932000 = -9290428.780060 nChanged 8 SP:Iteration 19Q (10852.030000 sec): 3 clusters Score: Raw -9295811.725693 + Penalty 5369.932000 = -9290441.793693 nChanged 8 SP:Iteration 20F (10852.560000 sec): 3 clusters Score: Raw -9295826.242838 + Penalty 5369.932000 = -9290456.310838 nChanged 7 SP:Iteration 21Q (10853.010000 sec): 3 clusters Score: Raw -9295837.526702 + Penalty 5369.932000 = -9290467.594702 nChanged 8 SP:Iteration 22Q (10853.430000 sec): 3 clusters Score: Raw -9295855.247007 + Penalty 5369.932000 = -9290485.315007 nChanged 8 SP:Iteration 23Q (10853.860000 sec): 3 clusters Score: Raw -9295869.066157 + Penalty 5369.932000 = -9290499.134157 nChanged 4 SP:Iteration 24Q (10854.260000 sec): 3 clusters Score: Raw -9295873.164190 + Penalty 5369.932000 = -9290503.232191 nChanged 3 SP:Iteration 25Q (10854.680000 sec): 3 clusters Score: Raw -9295877.733001 + Penalty 5369.932000 = -9290507.801001 nChanged 2 SP:Iteration 26Q (10855.080000 sec): 3 clusters Score: Raw -9295881.383211 + Penalty 5369.932000 = -9290511.451211 nChanged 0 SP:Iteration 27F (10855.570000 sec): 3 clusters Score: Raw -9295881.383211 + Penalty 5369.932000 = -9290511.451211 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (6724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10855.690000 sec): 2 clusters Score: Raw -1212363.129573 + Penalty 2185.732747 = -1210177.396826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10855.940000 sec): 3 clusters Score: Raw -1209013.628470 + Penalty 4371.465493 = -1204642.162977 nChanged 2654 SP:Iteration 1F (10856.190000 sec): 3 clusters Score: Raw -1210794.777475 + Penalty 4371.465493 = -1206423.311981 nChanged 640 SP:Iteration 2F (10856.420000 sec): 3 clusters Score: Raw -1211417.117255 + Penalty 4371.465493 = -1207045.651762 nChanged 548 SP:Iteration 3F (10856.670000 sec): 3 clusters Score: Raw -1211912.015737 + Penalty 4371.465493 = -1207540.550244 nChanged 499 SP:Iteration 4F (10856.910000 sec): 3 clusters Score: Raw -1212382.910580 + Penalty 4371.465493 = -1208011.445087 nChanged 398 SP:Iteration 5F (10857.130000 sec): 3 clusters Score: Raw -1212685.903722 + Penalty 4371.465493 = -1208314.438229 nChanged 287 SP:Iteration 6Q (10857.340000 sec): 3 clusters Score: Raw -1212859.071858 + Penalty 4371.465493 = -1208487.606365 nChanged 206 SP:Iteration 7Q (10857.550000 sec): 3 clusters Score: Raw -1212966.711675 + Penalty 4371.465493 = -1208595.246181 nChanged 157 SP:Iteration 8Q (10857.760000 sec): 3 clusters Score: Raw -1213043.947420 + Penalty 4371.465493 = -1208672.481927 nChanged 134 SP:Iteration 9Q (10858.000000 sec): 3 clusters Score: Raw -1213109.165275 + Penalty 4371.465493 = -1208737.699782 nChanged 112 SP:Iteration 10Q (10858.210000 sec): 3 clusters Score: Raw -1213160.623176 + Penalty 4371.465493 = -1208789.157683 nChanged 92 SP:Iteration 11Q (10858.430000 sec): 3 clusters Score: Raw -1213206.617724 + Penalty 4371.465493 = -1208835.152231 nChanged 90 SP:Iteration 12Q (10858.650000 sec): 3 clusters Score: Raw -1213252.073310 + Penalty 4371.465493 = -1208880.607817 nChanged 77 SP:Iteration 13Q (10858.830000 sec): 3 clusters Score: Raw -1213285.875504 + Penalty 4371.465493 = -1208914.410010 nChanged 53 SP:Iteration 14Q (10859.020000 sec): 3 clusters Score: Raw -1213310.635483 + Penalty 4371.465493 = -1208939.169989 nChanged 50 SP:Iteration 15Q (10859.250000 sec): 3 clusters Score: Raw -1213332.652968 + Penalty 4371.465493 = -1208961.187474 nChanged 44 SP:Iteration 16Q (10859.500000 sec): 3 clusters Score: Raw -1213354.445101 + Penalty 4371.465493 = -1208982.979608 nChanged 46 SP:Iteration 17Q (10859.730000 sec): 3 clusters Score: Raw -1213371.372525 + Penalty 4371.465493 = -1208999.907032 nChanged 32 SP:Iteration 18Q (10859.980000 sec): 3 clusters Score: Raw -1213383.338967 + Penalty 4371.465493 = -1209011.873474 nChanged 29 SP:Iteration 19Q (10860.180000 sec): 3 clusters Score: Raw -1213391.210275 + Penalty 4371.465493 = -1209019.744782 nChanged 17 SP:Iteration 20F (10860.410000 sec): 3 clusters Score: Raw -1213398.023106 + Penalty 4371.465493 = -1209026.557613 nChanged 16 SP:Iteration 21Q (10860.650000 sec): 3 clusters Score: Raw -1213405.465115 + Penalty 4371.465493 = -1209033.999622 nChanged 21 SP:Iteration 22Q (10860.850000 sec): 3 clusters Score: Raw -1213412.967536 + Penalty 4371.465493 = -1209041.502043 nChanged 20 SP:Iteration 23Q (10861.050000 sec): 3 clusters Score: Raw -1213420.908256 + Penalty 4371.465493 = -1209049.442763 nChanged 18 SP:Iteration 24Q (10861.260000 sec): 3 clusters Score: Raw -1213427.750239 + Penalty 4371.465493 = -1209056.284745 nChanged 15 SP:Iteration 25Q (10861.500000 sec): 3 clusters Score: Raw -1213432.864679 + Penalty 4371.465493 = -1209061.399185 nChanged 11 SP:Iteration 26Q (10861.770000 sec): 3 clusters Score: Raw -1213438.135182 + Penalty 4371.465493 = -1209066.669689 nChanged 9 SP:Iteration 27Q (10861.970000 sec): 3 clusters Score: Raw -1213441.312635 + Penalty 4371.465493 = -1209069.847142 nChanged 7 SP:Iteration 28Q (10862.210000 sec): 3 clusters Score: Raw -1213443.995566 + Penalty 4371.465493 = -1209072.530073 nChanged 9 SP:Iteration 29Q (10862.450000 sec): 3 clusters Score: Raw -1213448.388916 + Penalty 4371.465493 = -1209076.923423 nChanged 17 SP:Iteration 30Q (10862.690000 sec): 3 clusters Score: Raw -1213455.321368 + Penalty 4371.465493 = -1209083.855874 nChanged 16 SP:Iteration 31Q (10862.930000 sec): 3 clusters Score: Raw -1213460.313543 + Penalty 4371.465493 = -1209088.848050 nChanged 19 SP:Iteration 32Q (10863.170000 sec): 3 clusters Score: Raw -1213466.588453 + Penalty 4371.465493 = -1209095.122959 nChanged 17 SP:Iteration 33Q (10863.450000 sec): 3 clusters Score: Raw -1213472.375045 + Penalty 4371.465493 = -1209100.909551 nChanged 21 SP:Iteration 34Q (10863.700000 sec): 3 clusters Score: Raw -1213479.978411 + Penalty 4371.465493 = -1209108.512918 nChanged 24 SP:Iteration 35Q (10863.900000 sec): 3 clusters Score: Raw -1213489.521809 + Penalty 4371.465493 = -1209118.056316 nChanged 25 SP:Iteration 36Q (10864.150000 sec): 3 clusters Score: Raw -1213500.105463 + Penalty 4371.465493 = -1209128.639970 nChanged 26 SP:Iteration 37Q (10864.360000 sec): 3 clusters Score: Raw -1213512.997122 + Penalty 4371.465493 = -1209141.531629 nChanged 37 SP:Iteration 38Q (10864.570000 sec): 3 clusters Score: Raw -1213535.047744 + Penalty 4371.465493 = -1209163.582250 nChanged 43 SP:Iteration 39Q (10864.850000 sec): 3 clusters Score: Raw -1213558.651536 + Penalty 4371.465493 = -1209187.186043 nChanged 37 SP:Iteration 40F (10865.060000 sec): 3 clusters Score: Raw -1213574.413369 + Penalty 4371.465493 = -1209202.947876 nChanged 28 SP:Iteration 41Q (10865.280000 sec): 3 clusters Score: Raw -1213584.616106 + Penalty 4371.465493 = -1209213.150612 nChanged 24 SP:Iteration 42Q (10865.470000 sec): 3 clusters Score: Raw -1213598.245602 + Penalty 4371.465493 = -1209226.780109 nChanged 23 SP:Iteration 43Q (10865.640000 sec): 3 clusters Score: Raw -1213608.252934 + Penalty 4371.465493 = -1209236.787440 nChanged 22 SP:Iteration 44Q (10865.870000 sec): 3 clusters Score: Raw -1213623.024906 + Penalty 4371.465493 = -1209251.559413 nChanged 20 SP:Iteration 45Q (10866.080000 sec): 3 clusters Score: Raw -1213637.292720 + Penalty 4371.465493 = -1209265.827227 nChanged 24 SP:Iteration 46Q (10866.310000 sec): 3 clusters Score: Raw -1213654.671644 + Penalty 4371.465493 = -1209283.206151 nChanged 25 SP:Iteration 47Q (10866.520000 sec): 3 clusters Score: Raw -1213669.340813 + Penalty 4371.465493 = -1209297.875320 nChanged 24 SP:Iteration 48Q (10866.730000 sec): 3 clusters Score: Raw -1213682.706207 + Penalty 4371.465493 = -1209311.240714 nChanged 27 SP:Iteration 49Q (10866.990000 sec): 3 clusters Score: Raw -1213700.730373 + Penalty 4371.465493 = -1209329.264880 nChanged 29 SP:Iteration 50Q (10867.210000 sec): 3 clusters Score: Raw -1213714.824062 + Penalty 4371.465493 = -1209343.358568 nChanged 19 SP:Iteration 51Q (10867.400000 sec): 3 clusters Score: Raw -1213721.307029 + Penalty 4371.465493 = -1209349.841536 nChanged 15 SP:Iteration 52Q (10867.650000 sec): 3 clusters Score: Raw -1213726.946415 + Penalty 4371.465493 = -1209355.480921 nChanged 7 SP:Iteration 53Q (10867.870000 sec): 3 clusters Score: Raw -1213729.114970 + Penalty 4371.465493 = -1209357.649477 nChanged 2 SP:Iteration 54Q (10868.080000 sec): 3 clusters Score: Raw -1213729.506102 + Penalty 4371.465493 = -1209358.040609 nChanged 1 SP:Iteration 55Q (10868.280000 sec): 3 clusters Score: Raw -1213729.687368 + Penalty 4371.465493 = -1209358.221874 nChanged 2 SP:Iteration 56Q (10868.460000 sec): 3 clusters Score: Raw -1213730.870283 + Penalty 4371.465493 = -1209359.404790 nChanged 3 SP:Iteration 57Q (10868.680000 sec): 3 clusters Score: Raw -1213731.854443 + Penalty 4371.465493 = -1209360.388949 nChanged 4 SP:Iteration 58Q (10868.880000 sec): 3 clusters Score: Raw -1213733.385368 + Penalty 4371.465493 = -1209361.919875 nChanged 3 SP:Iteration 59Q (10869.130000 sec): 3 clusters Score: Raw -1213734.407450 + Penalty 4371.465493 = -1209362.941957 nChanged 1 SP:Iteration 60F (10869.350000 sec): 3 clusters Score: Raw -1213734.979717 + Penalty 4371.465493 = -1209363.514223 nChanged 4 SP:Iteration 61Q (10869.540000 sec): 3 clusters Score: Raw -1213735.761565 + Penalty 4371.465493 = -1209364.296072 nChanged 2 SP:Iteration 62Q (10869.780000 sec): 3 clusters Score: Raw -1213736.404704 + Penalty 4371.465493 = -1209364.939210 nChanged 3 SP:Iteration 63Q (10870.040000 sec): 3 clusters Score: Raw -1213737.391371 + Penalty 4371.465493 = -1209365.925878 nChanged 2 SP:Iteration 64Q (10870.220000 sec): 3 clusters Score: Raw -1213738.270659 + Penalty 4371.465493 = -1209366.805166 nChanged 2 SP:Iteration 65Q (10870.430000 sec): 3 clusters Score: Raw -1213738.632396 + Penalty 4371.465493 = -1209367.166903 nChanged 3 SP:Iteration 66Q (10870.640000 sec): 3 clusters Score: Raw -1213740.701004 + Penalty 4371.465493 = -1209369.235511 nChanged 6 SP:Iteration 67Q (10870.890000 sec): 3 clusters Score: Raw -1213744.284940 + Penalty 4371.465493 = -1209372.819447 nChanged 10 SP:Iteration 68Q (10871.070000 sec): 3 clusters Score: Raw -1213749.621142 + Penalty 4371.465493 = -1209378.155649 nChanged 7 SP:Iteration 69Q (10871.320000 sec): 3 clusters Score: Raw -1213752.292620 + Penalty 4371.465493 = -1209380.827127 nChanged 6 SP:Iteration 70Q (10871.480000 sec): 3 clusters Score: Raw -1213754.620237 + Penalty 4371.465493 = -1209383.154744 nChanged 11 SP:Iteration 71Q (10871.690000 sec): 3 clusters Score: Raw -1213757.577506 + Penalty 4371.465493 = -1209386.112013 nChanged 8 SP:Iteration 72Q (10871.920000 sec): 3 clusters Score: Raw -1213759.939442 + Penalty 4371.465493 = -1209388.473949 nChanged 6 SP:Iteration 73Q (10872.160000 sec): 3 clusters Score: Raw -1213763.913360 + Penalty 4371.465493 = -1209392.447867 nChanged 11 SP:Iteration 74Q (10872.360000 sec): 3 clusters Score: Raw -1213771.101828 + Penalty 4371.465493 = -1209399.636335 nChanged 17 SP:Iteration 75Q (10872.540000 sec): 3 clusters Score: Raw -1213777.743409 + Penalty 4371.465493 = -1209406.277916 nChanged 12 SP:Iteration 76Q (10872.740000 sec): 3 clusters Score: Raw -1213783.606667 + Penalty 4371.465493 = -1209412.141174 nChanged 18 SP:Iteration 77Q (10872.960000 sec): 3 clusters Score: Raw -1213791.672581 + Penalty 4371.465493 = -1209420.207088 nChanged 20 SP:Iteration 78Q (10873.190000 sec): 3 clusters Score: Raw -1213803.672162 + Penalty 4371.465493 = -1209432.206669 nChanged 27 SP:Iteration 79Q (10873.440000 sec): 3 clusters Score: Raw -1213819.786712 + Penalty 4371.465493 = -1209448.321219 nChanged 27 SP:Iteration 80F (10873.670000 sec): 3 clusters Score: Raw -1213834.374978 + Penalty 4371.465493 = -1209462.909485 nChanged 21 SP:Iteration 81Q (10873.860000 sec): 3 clusters Score: Raw -1213844.062971 + Penalty 4371.465493 = -1209472.597478 nChanged 24 SP:Iteration 82Q (10874.100000 sec): 3 clusters Score: Raw -1213856.221413 + Penalty 4371.465493 = -1209484.755920 nChanged 18 SP:Iteration 83Q (10874.350000 sec): 3 clusters Score: Raw -1213866.783302 + Penalty 4371.465493 = -1209495.317808 nChanged 17 SP:Iteration 84Q (10874.570000 sec): 3 clusters Score: Raw -1213877.912752 + Penalty 4371.465493 = -1209506.447259 nChanged 13 SP:Iteration 85Q (10874.800000 sec): 3 clusters Score: Raw -1213882.401662 + Penalty 4371.465493 = -1209510.936169 nChanged 6 SP:Iteration 86Q (10875.020000 sec): 3 clusters Score: Raw -1213884.673458 + Penalty 4371.465493 = -1209513.207965 nChanged 9 SP:Iteration 87Q (10875.250000 sec): 3 clusters Score: Raw -1213887.345047 + Penalty 4371.465493 = -1209515.879554 nChanged 8 SP:Iteration 88Q (10875.520000 sec): 3 clusters Score: Raw -1213889.305961 + Penalty 4371.465493 = -1209517.840467 nChanged 2 SP:Iteration 89Q (10875.710000 sec): 3 clusters Score: Raw -1213889.624555 + Penalty 4371.465493 = -1209518.159062 nChanged 3 SP:Iteration 90Q (10875.940000 sec): 3 clusters Score: Raw -1213890.208487 + Penalty 4371.465493 = -1209518.742993 nChanged 3 SP:Iteration 91Q (10876.120000 sec): 3 clusters Score: Raw -1213890.729946 + Penalty 4371.465493 = -1209519.264452 nChanged 1 SP:Iteration 92Q (10876.370000 sec): 3 clusters Score: Raw -1213890.930003 + Penalty 4371.465493 = -1209519.464509 nChanged 0 SP:Iteration 93F (10876.550000 sec): 3 clusters Score: Raw -1213890.930003 + Penalty 4371.465493 = -1209519.464509 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10876.660000 sec): 2 clusters Score: Raw -69536.597736 + Penalty 1514.541676 = -68022.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10876.830000 sec): 3 clusters Score: Raw -69761.538489 + Penalty 3029.083352 = -66732.455137 nChanged 76 SP:Iteration 1F (10876.990000 sec): 3 clusters Score: Raw -70101.729430 + Penalty 3029.083352 = -67072.646078 nChanged 31 SP:Iteration 2F (10877.200000 sec): 3 clusters Score: Raw -70206.798032 + Penalty 3029.083352 = -67177.714680 nChanged 14 SP:Iteration 3Q (10877.350000 sec): 3 clusters Score: Raw -70245.233470 + Penalty 3029.083352 = -67216.150118 nChanged 8 SP:Iteration 4Q (10877.500000 sec): 3 clusters Score: Raw -70283.035225 + Penalty 3029.083352 = -67253.951873 nChanged 6 SP:Iteration 5Q (10877.680000 sec): 3 clusters Score: Raw -70303.963512 + Penalty 3029.083352 = -67274.880160 nChanged 6 SP:Iteration 6Q (10877.840000 sec): 3 clusters Score: Raw -70332.303130 + Penalty 3029.083352 = -67303.219778 nChanged 3 SP:Iteration 7Q (10878.020000 sec): 3 clusters Score: Raw -70336.768355 + Penalty 3029.083352 = -67307.685003 nChanged 1 SP:Iteration 8Q (10878.210000 sec): 3 clusters Score: Raw -70343.440389 + Penalty 3029.083352 = -67314.357037 nChanged 3 SP:Iteration 9Q (10878.400000 sec): 3 clusters Score: Raw -70362.905387 + Penalty 3029.083352 = -67333.822034 nChanged 6 SP:Iteration 10Q (10878.550000 sec): 3 clusters Score: Raw -70390.104939 + Penalty 3029.083352 = -67361.021587 nChanged 5 SP:Iteration 11Q (10878.730000 sec): 3 clusters Score: Raw -70403.330489 + Penalty 3029.083352 = -67374.247136 nChanged 4 SP:Iteration 12Q (10878.890000 sec): 3 clusters Score: Raw -70421.963327 + Penalty 3029.083352 = -67392.879975 nChanged 6 SP:Iteration 13Q (10879.060000 sec): 3 clusters Score: Raw -70442.418440 + Penalty 3029.083352 = -67413.335088 nChanged 5 SP:Iteration 14Q (10879.230000 sec): 3 clusters Score: Raw -70465.062789 + Penalty 3029.083352 = -67435.979437 nChanged 2 SP:Iteration 15Q (10879.410000 sec): 3 clusters Score: Raw -70476.238946 + Penalty 3029.083352 = -67447.155594 nChanged 4 SP:Iteration 16Q (10879.620000 sec): 3 clusters Score: Raw -70496.743618 + Penalty 3029.083352 = -67467.660266 nChanged 4 SP:Iteration 17Q (10879.790000 sec): 3 clusters Score: Raw -70511.361636 + Penalty 3029.083352 = -67482.278283 nChanged 7 SP:Iteration 18Q (10880.000000 sec): 3 clusters Score: Raw -70537.433305 + Penalty 3029.083352 = -67508.349952 nChanged 4 SP:Iteration 19Q (10880.170000 sec): 3 clusters Score: Raw -70549.149945 + Penalty 3029.083352 = -67520.066593 nChanged 3 SP:Iteration 20F (10880.390000 sec): 3 clusters Score: Raw -70559.922210 + Penalty 3029.083352 = -67530.838858 nChanged 1 SP:Iteration 21Q (10880.570000 sec): 3 clusters Score: Raw -70561.308765 + Penalty 3029.083352 = -67532.225413 nChanged 0 SP:Iteration 22F (10880.730000 sec): 3 clusters Score: Raw -70561.308765 + Penalty 3029.083352 = -67532.225413 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10880.810000 sec): 2 clusters Score: Raw -37872.168429 + Penalty 1363.297720 = -36508.870709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10881.000000 sec): 3 clusters Score: Raw -38038.167567 + Penalty 2726.595440 = -35311.572127 nChanged 19 SP:Iteration 1F (10881.170000 sec): 3 clusters Score: Raw -38106.097712 + Penalty 2726.595440 = -35379.502272 nChanged 10 SP:Iteration 2Q (10881.340000 sec): 3 clusters Score: Raw -38160.119879 + Penalty 2726.595440 = -35433.524439 nChanged 3 SP:Iteration 3Q (10881.490000 sec): 3 clusters Score: Raw -38181.883388 + Penalty 2726.595440 = -35455.287948 nChanged 1 SP:Iteration 4Q (10881.670000 sec): 3 clusters Score: Raw -38191.488991 + Penalty 2726.595440 = -35464.893552 nChanged 1 SP:Iteration 5Q (10881.870000 sec): 3 clusters Score: Raw -38201.016469 + Penalty 2726.595440 = -35474.421029 nChanged 1 SP:Iteration 6Q (10882.010000 sec): 3 clusters Score: Raw -38204.452155 + Penalty 2726.595440 = -35477.856715 nChanged 0 SP:Iteration 7F (10882.210000 sec): 3 clusters Score: Raw -38204.452155 + Penalty 2726.595440 = -35477.856715 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10882.330000 sec): 2 clusters Score: Raw -88257.568910 + Penalty 1529.544090 = -86728.024820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10882.480000 sec): 3 clusters Score: Raw -88277.260800 + Penalty 3059.088179 = -85218.172620 nChanged 83 SP:Iteration 1F (10882.650000 sec): 3 clusters Score: Raw -88446.230773 + Penalty 3059.088179 = -85387.142593 nChanged 30 SP:Iteration 2F (10882.780000 sec): 3 clusters Score: Raw -88498.947843 + Penalty 3059.088179 = -85439.859664 nChanged 11 SP:Iteration 3Q (10882.960000 sec): 3 clusters Score: Raw -88529.150583 + Penalty 3059.088179 = -85470.062404 nChanged 6 SP:Iteration 4Q (10883.110000 sec): 3 clusters Score: Raw -88546.658027 + Penalty 3059.088179 = -85487.569847 nChanged 4 SP:Iteration 5Q (10883.290000 sec): 3 clusters Score: Raw -88557.419219 + Penalty 3059.088179 = -85498.331040 nChanged 5 SP:Iteration 6Q (10883.480000 sec): 3 clusters Score: Raw -88571.096989 + Penalty 3059.088179 = -85512.008809 nChanged 1 SP:Iteration 7Q (10883.610000 sec): 3 clusters Score: Raw -88572.569686 + Penalty 3059.088179 = -85513.481506 nChanged 0 SP:Iteration 8F (10883.780000 sec): 3 clusters Score: Raw -88572.569686 + Penalty 3059.088179 = -85513.481506 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10883.910000 sec): 2 clusters Score: Raw -1104851.632721 + Penalty 2167.643189 = -1102683.989532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10884.140000 sec): 3 clusters Score: Raw -1101667.236579 + Penalty 4335.286378 = -1097331.950201 nChanged 2487 SP:Iteration 1F (10884.390000 sec): 3 clusters Score: Raw -1103056.515073 + Penalty 4335.286378 = -1098721.228695 nChanged 483 SP:Iteration 2F (10884.630000 sec): 3 clusters Score: Raw -1103362.146636 + Penalty 4335.286378 = -1099026.860258 nChanged 351 SP:Iteration 3F (10884.890000 sec): 3 clusters Score: Raw -1103605.561628 + Penalty 4335.286378 = -1099270.275250 nChanged 301 SP:Iteration 4Q (10885.070000 sec): 3 clusters Score: Raw -1103831.124198 + Penalty 4335.286378 = -1099495.837820 nChanged 306 SP:Iteration 5Q (10885.330000 sec): 3 clusters Score: Raw -1104016.320365 + Penalty 4335.286378 = -1099681.033987 nChanged 274 SP:Iteration 6Q (10885.560000 sec): 3 clusters Score: Raw -1104175.965318 + Penalty 4335.286378 = -1099840.678940 nChanged 254 SP:Iteration 7Q (10885.770000 sec): 3 clusters Score: Raw -1104308.428069 + Penalty 4335.286378 = -1099973.141691 nChanged 211 SP:Iteration 8Q (10885.970000 sec): 3 clusters Score: Raw -1104415.663862 + Penalty 4335.286378 = -1100080.377484 nChanged 221 SP:Iteration 9Q (10886.140000 sec): 3 clusters Score: Raw -1104528.517828 + Penalty 4335.286378 = -1100193.231450 nChanged 215 SP:Iteration 10Q (10886.370000 sec): 3 clusters Score: Raw -1104659.332316 + Penalty 4335.286378 = -1100324.045938 nChanged 231 SP:Iteration 11Q (10886.610000 sec): 3 clusters Score: Raw -1104804.794012 + Penalty 4335.286378 = -1100469.507634 nChanged 238 SP:Iteration 12Q (10886.800000 sec): 3 clusters Score: Raw -1104962.101121 + Penalty 4335.286378 = -1100626.814743 nChanged 220 SP:Iteration 13Q (10886.970000 sec): 3 clusters Score: Raw -1105123.303629 + Penalty 4335.286378 = -1100788.017251 nChanged 212 SP:Iteration 14Q (10887.200000 sec): 3 clusters Score: Raw -1105281.000484 + Penalty 4335.286378 = -1100945.714106 nChanged 177 SP:Iteration 15Q (10887.380000 sec): 3 clusters Score: Raw -1105417.642003 + Penalty 4335.286378 = -1101082.355625 nChanged 121 SP:Iteration 16Q (10887.610000 sec): 3 clusters Score: Raw -1105509.150033 + Penalty 4335.286378 = -1101173.863655 nChanged 95 SP:Iteration 17Q (10887.820000 sec): 3 clusters Score: Raw -1105596.682555 + Penalty 4335.286378 = -1101261.396177 nChanged 103 SP:Iteration 18Q (10888.040000 sec): 3 clusters Score: Raw -1105688.446401 + Penalty 4335.286378 = -1101353.160023 nChanged 81 SP:Iteration 19Q (10888.260000 sec): 3 clusters Score: Raw -1105753.809627 + Penalty 4335.286378 = -1101418.523249 nChanged 57 SP:Iteration 20F (10888.450000 sec): 3 clusters Score: Raw -1105794.437612 + Penalty 4335.286378 = -1101459.151234 nChanged 47 SP:Iteration 21Q (10888.720000 sec): 3 clusters Score: Raw -1105829.437286 + Penalty 4335.286378 = -1101494.150908 nChanged 43 SP:Iteration 22Q (10888.930000 sec): 3 clusters Score: Raw -1105861.550083 + Penalty 4335.286378 = -1101526.263705 nChanged 27 SP:Iteration 23Q (10889.160000 sec): 3 clusters Score: Raw -1105885.219360 + Penalty 4335.286378 = -1101549.932982 nChanged 30 SP:Iteration 24Q (10889.380000 sec): 3 clusters Score: Raw -1105909.632545 + Penalty 4335.286378 = -1101574.346167 nChanged 33 SP:Iteration 25Q (10889.570000 sec): 3 clusters Score: Raw -1105943.539009 + Penalty 4335.286378 = -1101608.252631 nChanged 36 SP:Iteration 26Q (10889.780000 sec): 3 clusters Score: Raw -1105975.291210 + Penalty 4335.286378 = -1101640.004832 nChanged 24 SP:Iteration 27Q (10889.990000 sec): 3 clusters Score: Raw -1105995.159407 + Penalty 4335.286378 = -1101659.873029 nChanged 19 SP:Iteration 28Q (10890.220000 sec): 3 clusters Score: Raw -1106008.039124 + Penalty 4335.286378 = -1101672.752746 nChanged 16 SP:Iteration 29Q (10890.410000 sec): 3 clusters Score: Raw -1106020.597709 + Penalty 4335.286378 = -1101685.311331 nChanged 13 SP:Iteration 30Q (10890.640000 sec): 3 clusters Score: Raw -1106033.542522 + Penalty 4335.286378 = -1101698.256144 nChanged 15 SP:Iteration 31Q (10890.770000 sec): 3 clusters Score: Raw -1106047.966625 + Penalty 4335.286378 = -1101712.680247 nChanged 10 SP:Iteration 32Q (10891.030000 sec): 3 clusters Score: Raw -1106062.026043 + Penalty 4335.286378 = -1101726.739665 nChanged 10 SP:Iteration 33Q (10891.250000 sec): 3 clusters Score: Raw -1106076.391268 + Penalty 4335.286378 = -1101741.104890 nChanged 14 SP:Iteration 34Q (10891.490000 sec): 3 clusters Score: Raw -1106089.528584 + Penalty 4335.286378 = -1101754.242206 nChanged 9 SP:Iteration 35Q (10891.730000 sec): 3 clusters Score: Raw -1106095.915571 + Penalty 4335.286378 = -1101760.629192 nChanged 4 SP:Iteration 36Q (10891.910000 sec): 3 clusters Score: Raw -1106099.652582 + Penalty 4335.286378 = -1101764.366204 nChanged 3 SP:Iteration 37Q (10892.140000 sec): 3 clusters Score: Raw -1106102.557291 + Penalty 4335.286378 = -1101767.270912 nChanged 1 SP:Iteration 38Q (10892.370000 sec): 3 clusters Score: Raw -1106102.885188 + Penalty 4335.286378 = -1101767.598810 nChanged 0 SP:Iteration 39F (10892.590000 sec): 3 clusters Score: Raw -1106102.885188 + Penalty 4335.286378 = -1101767.598810 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10892.730000 sec): 2 clusters Score: Raw -129571.074701 + Penalty 1639.452619 = -127931.622082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10892.950000 sec): 3 clusters Score: Raw -129495.826536 + Penalty 3278.905238 = -126216.921297 nChanged 157 SP:Iteration 1F (10893.100000 sec): 3 clusters Score: Raw -129700.237175 + Penalty 3278.905238 = -126421.331937 nChanged 33 SP:Iteration 2Q (10893.340000 sec): 3 clusters Score: Raw -129762.783583 + Penalty 3278.905238 = -126483.878345 nChanged 13 SP:Iteration 3Q (10893.480000 sec): 3 clusters Score: Raw -129784.464742 + Penalty 3278.905238 = -126505.559504 nChanged 5 SP:Iteration 4Q (10893.680000 sec): 3 clusters Score: Raw -129789.829515 + Penalty 3278.905238 = -126510.924277 nChanged 5 SP:Iteration 5Q (10893.880000 sec): 3 clusters Score: Raw -129797.532445 + Penalty 3278.905238 = -126518.627206 nChanged 7 SP:Iteration 6Q (10894.020000 sec): 3 clusters Score: Raw -129808.914760 + Penalty 3278.905238 = -126530.009522 nChanged 5 SP:Iteration 7Q (10894.260000 sec): 3 clusters Score: Raw -129818.793095 + Penalty 3278.905238 = -126539.887857 nChanged 4 SP:Iteration 8Q (10894.440000 sec): 3 clusters Score: Raw -129823.354459 + Penalty 3278.905238 = -126544.449221 nChanged 1 SP:Iteration 9Q (10894.600000 sec): 3 clusters Score: Raw -129824.032875 + Penalty 3278.905238 = -126545.127637 nChanged 2 SP:Iteration 10Q (10894.780000 sec): 3 clusters Score: Raw -129827.121005 + Penalty 3278.905238 = -126548.215767 nChanged 2 SP:Iteration 11Q (10894.940000 sec): 3 clusters Score: Raw -129828.653027 + Penalty 3278.905238 = -126549.747789 nChanged 2 SP:Iteration 12Q (10895.130000 sec): 3 clusters Score: Raw -129834.318321 + Penalty 3278.905238 = -126555.413083 nChanged 3 SP:Iteration 13Q (10895.270000 sec): 3 clusters Score: Raw -129839.926537 + Penalty 3278.905238 = -126561.021299 nChanged 3 SP:Iteration 14Q (10895.480000 sec): 3 clusters Score: Raw -129846.610789 + Penalty 3278.905238 = -126567.705551 nChanged 4 SP:Iteration 15Q (10895.660000 sec): 3 clusters Score: Raw -129853.412147 + Penalty 3278.905238 = -126574.506909 nChanged 2 SP:Iteration 16Q (10895.820000 sec): 3 clusters Score: Raw -129856.650102 + Penalty 3278.905238 = -126577.744863 nChanged 0 SP:Iteration 17F (10895.980000 sec): 3 clusters Score: Raw -129856.650102 + Penalty 3278.905238 = -126577.744863 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10896.070000 sec): 2 clusters Score: Raw -174976.962396 + Penalty 1726.166237 = -173250.796159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10896.260000 sec): 3 clusters Score: Raw -174806.726286 + Penalty 3452.332474 = -171354.393813 nChanged 322 SP:Iteration 1F (10896.500000 sec): 3 clusters Score: Raw -175200.139742 + Penalty 3452.332474 = -171747.807268 nChanged 81 SP:Iteration 2F (10896.650000 sec): 3 clusters Score: Raw -175330.223601 + Penalty 3452.332474 = -171877.891127 nChanged 51 SP:Iteration 3Q (10896.880000 sec): 3 clusters Score: Raw -175425.695473 + Penalty 3452.332474 = -171973.362999 nChanged 51 SP:Iteration 4Q (10897.080000 sec): 3 clusters Score: Raw -175496.113607 + Penalty 3452.332474 = -172043.781134 nChanged 40 SP:Iteration 5Q (10897.290000 sec): 3 clusters Score: Raw -175572.660385 + Penalty 3452.332474 = -172120.327912 nChanged 30 SP:Iteration 6Q (10897.500000 sec): 3 clusters Score: Raw -175602.788408 + Penalty 3452.332474 = -172150.455935 nChanged 27 SP:Iteration 7Q (10897.640000 sec): 3 clusters Score: Raw -175674.843760 + Penalty 3452.332474 = -172222.511286 nChanged 26 SP:Iteration 8Q (10897.850000 sec): 3 clusters Score: Raw -175718.161765 + Penalty 3452.332474 = -172265.829292 nChanged 16 SP:Iteration 9Q (10898.040000 sec): 3 clusters Score: Raw -175743.714856 + Penalty 3452.332474 = -172291.382383 nChanged 20 SP:Iteration 10Q (10898.220000 sec): 3 clusters Score: Raw -175768.538608 + Penalty 3452.332474 = -172316.206134 nChanged 18 SP:Iteration 11Q (10898.370000 sec): 3 clusters Score: Raw -175790.001962 + Penalty 3452.332474 = -172337.669489 nChanged 7 SP:Iteration 12Q (10898.550000 sec): 3 clusters Score: Raw -175800.791611 + Penalty 3452.332474 = -172348.459137 nChanged 7 SP:Iteration 13Q (10898.730000 sec): 3 clusters Score: Raw -175818.170808 + Penalty 3452.332474 = -172365.838334 nChanged 5 SP:Iteration 14Q (10898.960000 sec): 3 clusters Score: Raw -175823.333368 + Penalty 3452.332474 = -172371.000895 nChanged 2 SP:Iteration 15Q (10899.150000 sec): 3 clusters Score: Raw -175824.837563 + Penalty 3452.332474 = -172372.505089 nChanged 0 SP:Iteration 16F (10899.320000 sec): 3 clusters Score: Raw -175829.754529 + Penalty 3452.332474 = -172377.422055 nChanged 3 SP:Iteration 17Q (10899.500000 sec): 3 clusters Score: Raw -175870.480859 + Penalty 3452.332474 = -172418.148385 nChanged 10 SP:Iteration 18Q (10899.690000 sec): 3 clusters Score: Raw -175921.321256 + Penalty 3452.332474 = -172468.988782 nChanged 15 SP:Iteration 19Q (10899.860000 sec): 3 clusters Score: Raw -175942.324436 + Penalty 3452.332474 = -172489.991962 nChanged 6 SP:Iteration 20F (10900.040000 sec): 3 clusters Score: Raw -175950.172738 + Penalty 3452.332474 = -172497.840264 nChanged 7 SP:Iteration 21Q (10900.260000 sec): 3 clusters Score: Raw -175974.769267 + Penalty 3452.332474 = -172522.436793 nChanged 8 SP:Iteration 22Q (10900.460000 sec): 3 clusters Score: Raw -175982.205257 + Penalty 3452.332474 = -172529.872783 nChanged 4 SP:Iteration 23Q (10900.640000 sec): 3 clusters Score: Raw -175985.916170 + Penalty 3452.332474 = -172533.583696 nChanged 8 SP:Iteration 24Q (10900.860000 sec): 3 clusters Score: Raw -175996.148502 + Penalty 3452.332474 = -172543.816029 nChanged 7 SP:Iteration 25Q (10901.040000 sec): 3 clusters Score: Raw -176006.063825 + Penalty 3452.332474 = -172553.731351 nChanged 4 SP:Iteration 26Q (10901.230000 sec): 3 clusters Score: Raw -176009.902081 + Penalty 3452.332474 = -172557.569608 nChanged 4 SP:Iteration 27Q (10901.450000 sec): 3 clusters Score: Raw -176014.194225 + Penalty 3452.332474 = -172561.861751 nChanged 5 SP:Iteration 28Q (10901.630000 sec): 3 clusters Score: Raw -176023.498386 + Penalty 3452.332474 = -172571.165913 nChanged 2 SP:Iteration 29Q (10901.810000 sec): 3 clusters Score: Raw -176025.665901 + Penalty 3452.332474 = -172573.333427 nChanged 4 SP:Iteration 30Q (10902.020000 sec): 3 clusters Score: Raw -176028.716613 + Penalty 3452.332474 = -172576.384139 nChanged 3 SP:Iteration 31Q (10902.220000 sec): 3 clusters Score: Raw -176031.599526 + Penalty 3452.332474 = -172579.267053 nChanged 2 SP:Iteration 32Q (10902.370000 sec): 3 clusters Score: Raw -176033.607305 + Penalty 3452.332474 = -172581.274831 nChanged 2 SP:Iteration 33Q (10902.520000 sec): 3 clusters Score: Raw -176036.410780 + Penalty 3452.332474 = -172584.078306 nChanged 1 SP:Iteration 34Q (10902.700000 sec): 3 clusters Score: Raw -176037.517657 + Penalty 3452.332474 = -172585.185183 nChanged 2 SP:Iteration 35Q (10902.920000 sec): 3 clusters Score: Raw -176040.485258 + Penalty 3452.332474 = -172588.152784 nChanged 2 SP:Iteration 36Q (10903.080000 sec): 3 clusters Score: Raw -176043.869409 + Penalty 3452.332474 = -172591.536936 nChanged 2 SP:Iteration 37Q (10903.230000 sec): 3 clusters Score: Raw -176044.834012 + Penalty 3452.332474 = -172592.501538 nChanged 0 SP:Iteration 38F (10903.440000 sec): 3 clusters Score: Raw -176044.834012 + Penalty 3452.332474 = -172592.501538 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10903.560000 sec): 2 clusters Score: Raw -27936.715717 + Penalty 1352.919637 = -26583.796081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10903.750000 sec): 3 clusters Score: Raw -28269.753002 + Penalty 2705.839273 = -25563.913728 nChanged 44 SP:Iteration 1F (10903.960000 sec): 3 clusters Score: Raw -28475.890586 + Penalty 2705.839273 = -25770.051313 nChanged 13 SP:Iteration 2F (10904.110000 sec): 3 clusters Score: Raw -28528.121705 + Penalty 2705.839273 = -25822.282432 nChanged 3 SP:Iteration 3Q (10904.300000 sec): 3 clusters Score: Raw -28560.116700 + Penalty 2705.839273 = -25854.277427 nChanged 2 SP:Iteration 4Q (10904.460000 sec): 3 clusters Score: Raw -28573.911154 + Penalty 2705.839273 = -25868.071881 nChanged 2 SP:Iteration 5Q (10904.710000 sec): 3 clusters Score: Raw -28582.648681 + Penalty 2705.839273 = -25876.809408 nChanged 0 SP:Iteration 6F (10904.920000 sec): 3 clusters Score: Raw -28582.648681 + Penalty 2705.839273 = -25876.809408 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10905.020000 sec): 2 clusters Score: Raw -22245.994518 + Penalty 1345.387604 = -20900.606914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10905.230000 sec): 3 clusters Score: Raw -22511.365548 + Penalty 2690.775209 = -19820.590340 nChanged 40 SP:Iteration 1F (10905.370000 sec): 3 clusters Score: Raw -22668.314754 + Penalty 2690.775209 = -19977.539545 nChanged 10 SP:Iteration 2Q (10905.570000 sec): 3 clusters Score: Raw -22722.415106 + Penalty 2690.775209 = -20031.639897 nChanged 5 SP:Iteration 3Q (10905.810000 sec): 3 clusters Score: Raw -22750.507458 + Penalty 2690.775209 = -20059.732249 nChanged 4 SP:Iteration 4Q (10905.950000 sec): 3 clusters Score: Raw -22814.925953 + Penalty 2690.775209 = -20124.150744 nChanged 3 SP:Iteration 5Q (10906.120000 sec): 3 clusters Score: Raw -22840.853696 + Penalty 2690.775209 = -20150.078488 nChanged 2 SP:Iteration 6Q (10906.300000 sec): 3 clusters Score: Raw -22854.910824 + Penalty 2690.775209 = -20164.135615 nChanged 0 SP:Iteration 7F (10906.470000 sec): 3 clusters Score: Raw -22854.910824 + Penalty 2690.775209 = -20164.135615 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10906.620000 sec): 2 clusters Score: Raw -94585.804731 + Penalty 1590.944046 = -92994.860685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10906.780000 sec): 3 clusters Score: Raw -94643.236935 + Penalty 3181.888092 = -91461.348843 nChanged 153 SP:Iteration 1F (10906.990000 sec): 3 clusters Score: Raw -94966.746570 + Penalty 3181.888092 = -91784.858478 nChanged 52 SP:Iteration 2F (10907.180000 sec): 3 clusters Score: Raw -95080.718960 + Penalty 3181.888092 = -91898.830868 nChanged 25 SP:Iteration 3Q (10907.350000 sec): 3 clusters Score: Raw -95138.682558 + Penalty 3181.888092 = -91956.794466 nChanged 14 SP:Iteration 4Q (10907.550000 sec): 3 clusters Score: Raw -95199.899075 + Penalty 3181.888092 = -92018.010984 nChanged 16 SP:Iteration 5Q (10907.760000 sec): 3 clusters Score: Raw -95245.159711 + Penalty 3181.888092 = -92063.271619 nChanged 10 SP:Iteration 6Q (10907.930000 sec): 3 clusters Score: Raw -95269.881183 + Penalty 3181.888092 = -92087.993091 nChanged 9 SP:Iteration 7Q (10908.140000 sec): 3 clusters Score: Raw -95286.632209 + Penalty 3181.888092 = -92104.744117 nChanged 5 SP:Iteration 8Q (10908.320000 sec): 3 clusters Score: Raw -95297.952465 + Penalty 3181.888092 = -92116.064373 nChanged 5 SP:Iteration 9Q (10908.520000 sec): 3 clusters Score: Raw -95327.945033 + Penalty 3181.888092 = -92146.056941 nChanged 4 SP:Iteration 10Q (10908.670000 sec): 3 clusters Score: Raw -95334.734375 + Penalty 3181.888092 = -92152.846283 nChanged 3 SP:Iteration 11Q (10908.870000 sec): 3 clusters Score: Raw -95344.443279 + Penalty 3181.888092 = -92162.555187 nChanged 1 SP:Iteration 12Q (10909.070000 sec): 3 clusters Score: Raw -95346.879768 + Penalty 3181.888092 = -92164.991676 nChanged 0 SP:Iteration 13F (10909.260000 sec): 3 clusters Score: Raw -95346.879768 + Penalty 3181.888092 = -92164.991676 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10909.380000 sec): 2 clusters Score: Raw -184501.895507 + Penalty 1733.583612 = -182768.311895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10909.540000 sec): 3 clusters Score: Raw -184201.736118 + Penalty 3467.167224 = -180734.568894 nChanged 313 SP:Iteration 1F (10909.760000 sec): 3 clusters Score: Raw -184569.386587 + Penalty 3467.167224 = -181102.219363 nChanged 83 SP:Iteration 2F (10909.980000 sec): 3 clusters Score: Raw -184693.437597 + Penalty 3467.167224 = -181226.270373 nChanged 42 SP:Iteration 3Q (10910.160000 sec): 3 clusters Score: Raw -184763.897572 + Penalty 3467.167224 = -181296.730347 nChanged 33 SP:Iteration 4Q (10910.300000 sec): 3 clusters Score: Raw -184824.711942 + Penalty 3467.167224 = -181357.544718 nChanged 34 SP:Iteration 5Q (10910.510000 sec): 3 clusters Score: Raw -184879.733978 + Penalty 3467.167224 = -181412.566754 nChanged 37 SP:Iteration 6Q (10910.690000 sec): 3 clusters Score: Raw -184941.309571 + Penalty 3467.167224 = -181474.142346 nChanged 33 SP:Iteration 7Q (10910.820000 sec): 3 clusters Score: Raw -185004.708029 + Penalty 3467.167224 = -181537.540805 nChanged 34 SP:Iteration 8Q (10911.040000 sec): 3 clusters Score: Raw -185063.967389 + Penalty 3467.167224 = -181596.800164 nChanged 30 SP:Iteration 9Q (10911.180000 sec): 3 clusters Score: Raw -185140.227149 + Penalty 3467.167224 = -181673.059925 nChanged 35 SP:Iteration 10Q (10911.400000 sec): 3 clusters Score: Raw -185206.448961 + Penalty 3467.167224 = -181739.281737 nChanged 29 SP:Iteration 11Q (10911.590000 sec): 3 clusters Score: Raw -185276.180755 + Penalty 3467.167224 = -181809.013530 nChanged 23 SP:Iteration 12Q (10911.740000 sec): 3 clusters Score: Raw -185329.662066 + Penalty 3467.167224 = -181862.494842 nChanged 15 SP:Iteration 13Q (10911.970000 sec): 3 clusters Score: Raw -185357.098512 + Penalty 3467.167224 = -181889.931288 nChanged 12 SP:Iteration 14Q (10912.140000 sec): 3 clusters Score: Raw -185380.093552 + Penalty 3467.167224 = -181912.926327 nChanged 11 SP:Iteration 15Q (10912.300000 sec): 3 clusters Score: Raw -185419.741779 + Penalty 3467.167224 = -181952.574555 nChanged 14 SP:Iteration 16Q (10912.560000 sec): 3 clusters Score: Raw -185474.013703 + Penalty 3467.167224 = -182006.846479 nChanged 11 SP:Iteration 17Q (10912.740000 sec): 3 clusters Score: Raw -185512.164929 + Penalty 3467.167224 = -182044.997705 nChanged 7 SP:Iteration 18Q (10912.900000 sec): 3 clusters Score: Raw -185522.682265 + Penalty 3467.167224 = -182055.515040 nChanged 6 SP:Iteration 19Q (10913.060000 sec): 3 clusters Score: Raw -185529.239452 + Penalty 3467.167224 = -182062.072228 nChanged 4 SP:Iteration 20F (10913.300000 sec): 3 clusters Score: Raw -185535.671138 + Penalty 3467.167224 = -182068.503913 nChanged 3 SP:Iteration 21Q (10913.440000 sec): 3 clusters Score: Raw -185544.394508 + Penalty 3467.167224 = -182077.227284 nChanged 4 SP:Iteration 22Q (10913.610000 sec): 3 clusters Score: Raw -185551.851602 + Penalty 3467.167224 = -182084.684378 nChanged 6 SP:Iteration 23Q (10913.780000 sec): 3 clusters Score: Raw -185560.915707 + Penalty 3467.167224 = -182093.748483 nChanged 3 SP:Iteration 24Q (10913.970000 sec): 3 clusters Score: Raw -185565.619071 + Penalty 3467.167224 = -182098.451847 nChanged 1 SP:Iteration 25Q (10914.170000 sec): 3 clusters Score: Raw -185566.619180 + Penalty 3467.167224 = -182099.451956 nChanged 1 SP:Iteration 26Q (10914.320000 sec): 3 clusters Score: Raw -185569.204399 + Penalty 3467.167224 = -182102.037175 nChanged 3 SP:Iteration 27Q (10914.490000 sec): 3 clusters Score: Raw -185577.858786 + Penalty 3467.167224 = -182110.691562 nChanged 5 SP:Iteration 28Q (10914.710000 sec): 3 clusters Score: Raw -185585.857399 + Penalty 3467.167224 = -182118.690175 nChanged 5 SP:Iteration 29Q (10914.920000 sec): 3 clusters Score: Raw -185594.033703 + Penalty 3467.167224 = -182126.866479 nChanged 5 SP:Iteration 30Q (10915.100000 sec): 3 clusters Score: Raw -185607.080306 + Penalty 3467.167224 = -182139.913081 nChanged 4 SP:Iteration 31Q (10915.320000 sec): 3 clusters Score: Raw -185612.949015 + Penalty 3467.167224 = -182145.781790 nChanged 4 SP:Iteration 32Q (10915.490000 sec): 3 clusters Score: Raw -185621.516756 + Penalty 3467.167224 = -182154.349532 nChanged 6 SP:Iteration 33Q (10915.660000 sec): 3 clusters Score: Raw -185628.319338 + Penalty 3467.167224 = -182161.152113 nChanged 1 SP:Iteration 34Q (10915.820000 sec): 3 clusters Score: Raw -185629.096213 + Penalty 3467.167224 = -182161.928989 nChanged 0 SP:Iteration 35F (10915.980000 sec): 3 clusters Score: Raw -185629.096213 + Penalty 3467.167224 = -182161.928989 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10916.090000 sec): 2 clusters Score: Raw -87925.281355 + Penalty 1567.996180 = -86357.285175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10916.290000 sec): 3 clusters Score: Raw -87961.751153 + Penalty 3135.992359 = -84825.758794 nChanged 109 SP:Iteration 1F (10916.480000 sec): 3 clusters Score: Raw -88298.873553 + Penalty 3135.992359 = -85162.881194 nChanged 50 SP:Iteration 2F (10916.690000 sec): 3 clusters Score: Raw -88480.825497 + Penalty 3135.992359 = -85344.833138 nChanged 31 SP:Iteration 3F (10916.880000 sec): 3 clusters Score: Raw -88612.634310 + Penalty 3135.992359 = -85476.641951 nChanged 16 SP:Iteration 4Q (10917.040000 sec): 3 clusters Score: Raw -88671.105882 + Penalty 3135.992359 = -85535.113523 nChanged 20 SP:Iteration 5Q (10917.240000 sec): 3 clusters Score: Raw -88775.818881 + Penalty 3135.992359 = -85639.826522 nChanged 21 SP:Iteration 6Q (10917.430000 sec): 3 clusters Score: Raw -88921.767662 + Penalty 3135.992359 = -85785.775303 nChanged 18 SP:Iteration 7Q (10917.630000 sec): 3 clusters Score: Raw -89003.696484 + Penalty 3135.992359 = -85867.704125 nChanged 13 SP:Iteration 8Q (10917.820000 sec): 3 clusters Score: Raw -89041.215187 + Penalty 3135.992359 = -85905.222828 nChanged 9 SP:Iteration 9Q (10918.010000 sec): 3 clusters Score: Raw -89076.575519 + Penalty 3135.992359 = -85940.583160 nChanged 9 SP:Iteration 10Q (10918.220000 sec): 3 clusters Score: Raw -89112.005566 + Penalty 3135.992359 = -85976.013207 nChanged 4 SP:Iteration 11Q (10918.440000 sec): 3 clusters Score: Raw -89131.796172 + Penalty 3135.992359 = -85995.803813 nChanged 1 SP:Iteration 12Q (10918.640000 sec): 3 clusters Score: Raw -89136.334178 + Penalty 3135.992359 = -86000.341819 nChanged 2 SP:Iteration 13Q (10918.820000 sec): 3 clusters Score: Raw -89142.366418 + Penalty 3135.992359 = -86006.374059 nChanged 1 SP:Iteration 14Q (10919.000000 sec): 3 clusters Score: Raw -89144.151766 + Penalty 3135.992359 = -86008.159407 nChanged 1 SP:Iteration 15Q (10919.200000 sec): 3 clusters Score: Raw -89147.510904 + Penalty 3135.992359 = -86011.518545 nChanged 2 SP:Iteration 16Q (10919.390000 sec): 3 clusters Score: Raw -89157.303140 + Penalty 3135.992359 = -86021.310780 nChanged 3 SP:Iteration 17Q (10919.580000 sec): 3 clusters Score: Raw -89167.950344 + Penalty 3135.992359 = -86031.957985 nChanged 2 SP:Iteration 18Q (10919.710000 sec): 3 clusters Score: Raw -89175.080255 + Penalty 3135.992359 = -86039.087896 nChanged 2 SP:Iteration 19Q (10919.900000 sec): 3 clusters Score: Raw -89180.070503 + Penalty 3135.992359 = -86044.078144 nChanged 0 SP:Iteration 20F (10920.080000 sec): 3 clusters Score: Raw -89182.019379 + Penalty 3135.992359 = -86046.027020 nChanged 1 SP:Iteration 21Q (10920.240000 sec): 3 clusters Score: Raw -89189.873174 + Penalty 3135.992359 = -86053.880815 nChanged 2 SP:Iteration 22Q (10920.420000 sec): 3 clusters Score: Raw -89203.414549 + Penalty 3135.992359 = -86067.422190 nChanged 1 SP:Iteration 23Q (10920.620000 sec): 3 clusters Score: Raw -89205.564199 + Penalty 3135.992359 = -86069.571840 nChanged 2 SP:Iteration 24Q (10920.800000 sec): 3 clusters Score: Raw -89210.094786 + Penalty 3135.992359 = -86074.102427 nChanged 0 SP:Iteration 25F (10920.970000 sec): 3 clusters Score: Raw -89210.094786 + Penalty 3135.992359 = -86074.102427 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (3219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10921.070000 sec): 2 clusters Score: Raw -577847.314193 + Penalty 2003.052856 = -575844.261337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10921.250000 sec): 3 clusters Score: Raw -576511.901847 + Penalty 4006.105712 = -572505.796135 nChanged 1109 SP:Iteration 1F (10921.440000 sec): 3 clusters Score: Raw -577307.746660 + Penalty 4006.105712 = -573301.640948 nChanged 271 SP:Iteration 2F (10921.650000 sec): 3 clusters Score: Raw -577573.027795 + Penalty 4006.105712 = -573566.922083 nChanged 241 SP:Iteration 3F (10921.870000 sec): 3 clusters Score: Raw -577861.848970 + Penalty 4006.105712 = -573855.743258 nChanged 218 SP:Iteration 4F (10922.100000 sec): 3 clusters Score: Raw -578136.364851 + Penalty 4006.105712 = -574130.259140 nChanged 180 SP:Iteration 5F (10922.270000 sec): 3 clusters Score: Raw -578358.913750 + Penalty 4006.105712 = -574352.808038 nChanged 144 SP:Iteration 6Q (10922.480000 sec): 3 clusters Score: Raw -578532.724478 + Penalty 4006.105712 = -574526.618767 nChanged 108 SP:Iteration 7Q (10922.680000 sec): 3 clusters Score: Raw -578644.268634 + Penalty 4006.105712 = -574638.162923 nChanged 73 SP:Iteration 8Q (10922.900000 sec): 3 clusters Score: Raw -578726.284927 + Penalty 4006.105712 = -574720.179215 nChanged 65 SP:Iteration 9Q (10923.060000 sec): 3 clusters Score: Raw -578792.243124 + Penalty 4006.105712 = -574786.137412 nChanged 48 SP:Iteration 10Q (10923.280000 sec): 3 clusters Score: Raw -578828.844056 + Penalty 4006.105712 = -574822.738344 nChanged 31 SP:Iteration 11Q (10923.470000 sec): 3 clusters Score: Raw -578850.834199 + Penalty 4006.105712 = -574844.728487 nChanged 20 SP:Iteration 12Q (10923.640000 sec): 3 clusters Score: Raw -578862.110639 + Penalty 4006.105712 = -574856.004928 nChanged 18 SP:Iteration 13Q (10923.850000 sec): 3 clusters Score: Raw -578873.258775 + Penalty 4006.105712 = -574867.153064 nChanged 16 SP:Iteration 14Q (10924.010000 sec): 3 clusters Score: Raw -578883.803098 + Penalty 4006.105712 = -574877.697387 nChanged 14 SP:Iteration 15Q (10924.170000 sec): 3 clusters Score: Raw -578890.484988 + Penalty 4006.105712 = -574884.379277 nChanged 9 SP:Iteration 16Q (10924.390000 sec): 3 clusters Score: Raw -578894.836062 + Penalty 4006.105712 = -574888.730350 nChanged 12 SP:Iteration 17Q (10924.590000 sec): 3 clusters Score: Raw -578899.065304 + Penalty 4006.105712 = -574892.959593 nChanged 7 SP:Iteration 18Q (10924.790000 sec): 3 clusters Score: Raw -578902.513888 + Penalty 4006.105712 = -574896.408176 nChanged 7 SP:Iteration 19Q (10924.970000 sec): 3 clusters Score: Raw -578905.452323 + Penalty 4006.105712 = -574899.346612 nChanged 1 SP:Iteration 20F (10925.170000 sec): 3 clusters Score: Raw -578906.339118 + Penalty 4006.105712 = -574900.233407 nChanged 2 SP:Iteration 21Q (10925.370000 sec): 3 clusters Score: Raw -578907.114940 + Penalty 4006.105712 = -574901.009229 nChanged 4 SP:Iteration 22Q (10925.570000 sec): 3 clusters Score: Raw -578908.189339 + Penalty 4006.105712 = -574902.083628 nChanged 0 SP:Iteration 23F (10925.740000 sec): 3 clusters Score: Raw -578908.189339 + Penalty 4006.105712 = -574902.083628 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10925.820000 sec): 2 clusters Score: Raw -44447.533936 + Penalty 1374.233359 = -43073.300577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10926.020000 sec): 3 clusters Score: Raw -44570.735894 + Penalty 2748.466718 = -41822.269175 nChanged 23 SP:Iteration 1F (10926.190000 sec): 3 clusters Score: Raw -44641.227160 + Penalty 2748.466718 = -41892.760442 nChanged 7 SP:Iteration 2Q (10926.360000 sec): 3 clusters Score: Raw -44661.794641 + Penalty 2748.466718 = -41913.327922 nChanged 1 SP:Iteration 3Q (10926.530000 sec): 3 clusters Score: Raw -44665.439959 + Penalty 2748.466718 = -41916.973241 nChanged 2 SP:Iteration 4Q (10926.720000 sec): 3 clusters Score: Raw -44670.027128 + Penalty 2748.466718 = -41921.560409 nChanged 0 SP:Iteration 5F (10926.900000 sec): 3 clusters Score: Raw -44670.027128 + Penalty 2748.466718 = -41921.560409 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10926.970000 sec): 2 clusters Score: Raw -110429.338536 + Penalty 1582.690372 = -108846.648163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10927.150000 sec): 3 clusters Score: Raw -110394.361981 + Penalty 3165.380745 = -107228.981236 nChanged 106 SP:Iteration 1F (10927.310000 sec): 3 clusters Score: Raw -110574.559494 + Penalty 3165.380745 = -107409.178749 nChanged 32 SP:Iteration 2F (10927.520000 sec): 3 clusters Score: Raw -110647.839954 + Penalty 3165.380745 = -107482.459209 nChanged 10 SP:Iteration 3Q (10927.710000 sec): 3 clusters Score: Raw -110663.377045 + Penalty 3165.380745 = -107497.996300 nChanged 2 SP:Iteration 4Q (10927.890000 sec): 3 clusters Score: Raw -110670.087714 + Penalty 3165.380745 = -107504.706970 nChanged 5 SP:Iteration 5Q (10928.100000 sec): 3 clusters Score: Raw -110682.936752 + Penalty 3165.380745 = -107517.556007 nChanged 5 SP:Iteration 6Q (10928.290000 sec): 3 clusters Score: Raw -110689.605037 + Penalty 3165.380745 = -107524.224293 nChanged 0 SP:Iteration 7F (10928.480000 sec): 3 clusters Score: Raw -110689.605037 + Penalty 3165.380745 = -107524.224293 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10928.610000 sec): 2 clusters Score: Raw -89527.965777 + Penalty 1566.208784 = -87961.756992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10928.810000 sec): 3 clusters Score: Raw -89581.647040 + Penalty 3132.417569 = -86449.229471 nChanged 119 SP:Iteration 1F (10928.970000 sec): 3 clusters Score: Raw -89838.366934 + Penalty 3132.417569 = -86705.949365 nChanged 42 SP:Iteration 2F (10929.140000 sec): 3 clusters Score: Raw -89942.550043 + Penalty 3132.417569 = -86810.132475 nChanged 26 SP:Iteration 3Q (10929.310000 sec): 3 clusters Score: Raw -90025.996965 + Penalty 3132.417569 = -86893.579397 nChanged 15 SP:Iteration 4Q (10929.500000 sec): 3 clusters Score: Raw -90084.006200 + Penalty 3132.417569 = -86951.588631 nChanged 11 SP:Iteration 5Q (10929.670000 sec): 3 clusters Score: Raw -90111.392966 + Penalty 3132.417569 = -86978.975398 nChanged 11 SP:Iteration 6Q (10929.900000 sec): 3 clusters Score: Raw -90153.650809 + Penalty 3132.417569 = -87021.233240 nChanged 15 SP:Iteration 7Q (10930.030000 sec): 3 clusters Score: Raw -90202.260794 + Penalty 3132.417569 = -87069.843225 nChanged 9 SP:Iteration 8Q (10930.220000 sec): 3 clusters Score: Raw -90216.255284 + Penalty 3132.417569 = -87083.837715 nChanged 5 SP:Iteration 9Q (10930.450000 sec): 3 clusters Score: Raw -90226.228348 + Penalty 3132.417569 = -87093.810780 nChanged 4 SP:Iteration 10Q (10930.620000 sec): 3 clusters Score: Raw -90234.493210 + Penalty 3132.417569 = -87102.075641 nChanged 6 SP:Iteration 11Q (10930.770000 sec): 3 clusters Score: Raw -90246.603563 + Penalty 3132.417569 = -87114.185994 nChanged 2 SP:Iteration 12Q (10930.980000 sec): 3 clusters Score: Raw -90249.172306 + Penalty 3132.417569 = -87116.754737 nChanged 1 SP:Iteration 13Q (10931.180000 sec): 3 clusters Score: Raw -90250.263831 + Penalty 3132.417569 = -87117.846262 nChanged 0 SP:Iteration 14F (10931.380000 sec): 3 clusters Score: Raw -90250.263831 + Penalty 3132.417569 = -87117.846262 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10931.440000 sec): 2 clusters Score: Raw -38903.205111 + Penalty 1426.638014 = -37476.567096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10931.630000 sec): 3 clusters Score: Raw -39127.711540 + Penalty 2853.276029 = -36274.435511 nChanged 58 SP:Iteration 1F (10931.810000 sec): 3 clusters Score: Raw -39299.901023 + Penalty 2853.276029 = -36446.624994 nChanged 18 SP:Iteration 2F (10932.020000 sec): 3 clusters Score: Raw -39359.545701 + Penalty 2853.276029 = -36506.269672 nChanged 10 SP:Iteration 3Q (10932.200000 sec): 3 clusters Score: Raw -39405.881956 + Penalty 2853.276029 = -36552.605927 nChanged 11 SP:Iteration 4Q (10932.370000 sec): 3 clusters Score: Raw -39437.342328 + Penalty 2853.276029 = -36584.066299 nChanged 4 SP:Iteration 5Q (10932.550000 sec): 3 clusters Score: Raw -39448.777472 + Penalty 2853.276029 = -36595.501443 nChanged 5 SP:Iteration 6Q (10932.780000 sec): 3 clusters Score: Raw -39462.030782 + Penalty 2853.276029 = -36608.754753 nChanged 3 SP:Iteration 7Q (10932.960000 sec): 3 clusters Score: Raw -39467.801831 + Penalty 2853.276029 = -36614.525802 nChanged 3 SP:Iteration 8Q (10933.150000 sec): 3 clusters Score: Raw -39485.668376 + Penalty 2853.276029 = -36632.392347 nChanged 3 SP:Iteration 9Q (10933.300000 sec): 3 clusters Score: Raw -39515.739945 + Penalty 2853.276029 = -36662.463916 nChanged 5 SP:Iteration 10Q (10933.500000 sec): 3 clusters Score: Raw -39524.812368 + Penalty 2853.276029 = -36671.536339 nChanged 4 SP:Iteration 11Q (10933.660000 sec): 3 clusters Score: Raw -39562.635349 + Penalty 2853.276029 = -36709.359321 nChanged 3 SP:Iteration 12Q (10933.880000 sec): 3 clusters Score: Raw -39568.950959 + Penalty 2853.276029 = -36715.674930 nChanged 2 SP:Iteration 13Q (10934.030000 sec): 3 clusters Score: Raw -39583.693914 + Penalty 2853.276029 = -36730.417885 nChanged 2 SP:Iteration 14Q (10934.190000 sec): 3 clusters Score: Raw -39586.154075 + Penalty 2853.276029 = -36732.878046 nChanged 1 SP:Iteration 15Q (10934.380000 sec): 3 clusters Score: Raw -39586.776404 + Penalty 2853.276029 = -36733.500376 nChanged 1 SP:Iteration 16Q (10934.560000 sec): 3 clusters Score: Raw -39587.272086 + Penalty 2853.276029 = -36733.996057 nChanged 1 SP:Iteration 17Q (10934.720000 sec): 3 clusters Score: Raw -39589.433076 + Penalty 2853.276029 = -36736.157047 nChanged 1 SP:Iteration 18Q (10934.920000 sec): 3 clusters Score: Raw -39590.190369 + Penalty 2853.276029 = -36736.914340 nChanged 0 SP:Iteration 19F (10935.070000 sec): 3 clusters Score: Raw -39590.190369 + Penalty 2853.276029 = -36736.914340 nChanged 0 ------ Evaluating fit on full set of 2330695 points ------ Score: Raw -420422908.219685 + Penalty 159988.220126 = -420262919.999559 Time taken for this iteration:11109.080000 seconds. 20->45 Clusters: Score -420262919.999559, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.45 GB would take us to total of 5.79 GB. ------ Running on subset of 776898 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 18 (304 points): Lose 85.688488 but Gain 3363.639958 Iteration 0F (11184.090000 sec): 20 clusters Score: Raw -114877145.594374 + Penalty 63909.159201 = -114813236.435173 nChanged 738066 Deleting Class 2 (88 points): Lose 1586.379569 but Gain 3363.639958 Iteration 1F (11212.690000 sec): 19 clusters Score: Raw -138235314.937039 + Penalty 60545.519243 = -138174769.417796 nChanged 149337 Deleting Class 20 (120 points): Lose 1608.654273 but Gain 3363.639958 Iteration 2F (11240.430000 sec): 18 clusters Score: Raw -138784380.740788 + Penalty 57181.879285 = -138727198.861502 nChanged 77635 Iteration 3F (11267.570000 sec): 18 clusters Score: Raw -138968040.967903 + Penalty 57181.879285 = -138910859.088618 nChanged 53005 Iteration 4F (11293.350000 sec): 18 clusters Score: Raw -139072122.517253 + Penalty 57181.879285 = -139014940.637968 nChanged 51425 Iteration 5F (11320.130000 sec): 18 clusters Score: Raw -139164815.850754 + Penalty 57181.879285 = -139107633.971469 nChanged 55471 Iteration 6F (11345.530000 sec): 18 clusters Score: Raw -139260041.517980 + Penalty 57181.879285 = -139202859.638694 nChanged 59145 Iteration 7F (11372.890000 sec): 18 clusters Score: Raw -139365272.654752 + Penalty 57181.879285 = -139308090.775467 nChanged 59104 Iteration 8F (11397.850000 sec): 18 clusters Score: Raw -139466230.816254 + Penalty 57181.879285 = -139409048.936969 nChanged 54352 Iteration 9F (11425.360000 sec): 18 clusters Score: Raw -139549449.167304 + Penalty 57181.879285 = -139492267.288018 nChanged 46783 Iteration 10F (11454.150000 sec): 18 clusters Score: Raw -139609309.525171 + Penalty 57181.879285 = -139552127.645886 nChanged 38926 Iteration 11F (11480.550000 sec): 18 clusters Score: Raw -139649018.845687 + Penalty 57181.879285 = -139591836.966401 nChanged 33351 Iteration 12Q (11495.350000 sec): 18 clusters Score: Raw -139679272.476975 + Penalty 57181.879285 = -139622090.597690 nChanged 29392 Iteration 13Q (11509.740000 sec): 18 clusters Score: Raw -139705100.767441 + Penalty 57181.879285 = -139647918.888155 nChanged 26782 Iteration 14Q (11524.810000 sec): 18 clusters Score: Raw -139726577.936296 + Penalty 57181.879285 = -139669396.057011 nChanged 25131 Iteration 15Q (11540.700000 sec): 18 clusters Score: Raw -139742905.205266 + Penalty 57181.879285 = -139685723.325980 nChanged 23546 Iteration 16Q (11555.600000 sec): 18 clusters Score: Raw -139755995.431945 + Penalty 57181.879285 = -139698813.552659 nChanged 21893 Iteration 17Q (11568.710000 sec): 18 clusters Score: Raw -139767125.083987 + Penalty 57181.879285 = -139709943.204701 nChanged 20676 Iteration 18Q (11583.620000 sec): 18 clusters Score: Raw -139777165.071430 + Penalty 57181.879285 = -139719983.192145 nChanged 19269 Iteration 19Q (11597.780000 sec): 18 clusters Score: Raw -139786867.484180 + Penalty 57181.879285 = -139729685.604895 nChanged 18669 Writing temp clu file Because OldScore, -139719983.192145, is greater than current (better) Score,-139729685.604895 Compute initial score before splitting: Score: Raw -139786867.484180 + Penalty 57181.879285 = -139729685.604895 Memory request: 0.01 GB would take us to total of 5.80 GB. Trying to split cluster 1 (2314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11598.030000 sec): 2 clusters Score: Raw -331463.123437 + Penalty 1921.189761 = -329541.933676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11598.220000 sec): 3 clusters Score: Raw -330951.843334 + Penalty 3842.379522 = -327109.463812 nChanged 907 SP:Iteration 1F (11598.450000 sec): 3 clusters Score: Raw -335091.177910 + Penalty 3842.379522 = -331248.798388 nChanged 423 SP:Iteration 2F (11598.650000 sec): 3 clusters Score: Raw -337577.421866 + Penalty 3842.379522 = -333735.042344 nChanged 214 SP:Iteration 3F (11598.820000 sec): 3 clusters Score: Raw -339522.234414 + Penalty 3842.379522 = -335679.854891 nChanged 85 SP:Iteration 4Q (11598.990000 sec): 3 clusters Score: Raw -340049.880177 + Penalty 3842.379522 = -336207.500655 nChanged 58 SP:Iteration 5Q (11599.180000 sec): 3 clusters Score: Raw -340228.118738 + Penalty 3842.379522 = -336385.739216 nChanged 30 SP:Iteration 6Q (11599.390000 sec): 3 clusters Score: Raw -340339.097305 + Penalty 3842.379522 = -336496.717783 nChanged 21 SP:Iteration 7Q (11599.640000 sec): 3 clusters Score: Raw -340461.453843 + Penalty 3842.379522 = -336619.074320 nChanged 20 SP:Iteration 8Q (11599.820000 sec): 3 clusters Score: Raw -340532.892759 + Penalty 3842.379522 = -336690.513236 nChanged 12 SP:Iteration 9Q (11600.060000 sec): 3 clusters Score: Raw -340559.415194 + Penalty 3842.379522 = -336717.035672 nChanged 8 SP:Iteration 10Q (11600.240000 sec): 3 clusters Score: Raw -340581.123630 + Penalty 3842.379522 = -336738.744108 nChanged 9 SP:Iteration 11Q (11600.440000 sec): 3 clusters Score: Raw -340591.861489 + Penalty 3842.379522 = -336749.481966 nChanged 8 SP:Iteration 12Q (11600.620000 sec): 3 clusters Score: Raw -340599.420203 + Penalty 3842.379522 = -336757.040681 nChanged 4 SP:Iteration 13Q (11600.800000 sec): 3 clusters Score: Raw -340602.593836 + Penalty 3842.379522 = -336760.214313 nChanged 6 SP:Iteration 14Q (11601.010000 sec): 3 clusters Score: Raw -340608.772002 + Penalty 3842.379522 = -336766.392480 nChanged 7 SP:Iteration 15Q (11601.200000 sec): 3 clusters Score: Raw -340616.546431 + Penalty 3842.379522 = -336774.166909 nChanged 9 SP:Iteration 16Q (11601.400000 sec): 3 clusters Score: Raw -340629.064715 + Penalty 3842.379522 = -336786.685193 nChanged 9 SP:Iteration 17Q (11601.580000 sec): 3 clusters Score: Raw -340643.609203 + Penalty 3842.379522 = -336801.229681 nChanged 9 SP:Iteration 18Q (11601.770000 sec): 3 clusters Score: Raw -340669.043570 + Penalty 3842.379522 = -336826.664048 nChanged 16 SP:Iteration 19Q (11601.970000 sec): 3 clusters Score: Raw -340709.817795 + Penalty 3842.379522 = -336867.438273 nChanged 13 SP:Iteration 20F (11602.160000 sec): 3 clusters Score: Raw -340749.513896 + Penalty 3842.379522 = -336907.134374 nChanged 21 SP:Iteration 21Q (11602.370000 sec): 3 clusters Score: Raw -340798.926231 + Penalty 3842.379522 = -336956.546709 nChanged 12 SP:Iteration 22Q (11602.540000 sec): 3 clusters Score: Raw -340816.085522 + Penalty 3842.379522 = -336973.706000 nChanged 8 SP:Iteration 23Q (11602.760000 sec): 3 clusters Score: Raw -340821.694144 + Penalty 3842.379522 = -336979.314621 nChanged 1 SP:Iteration 24Q (11602.960000 sec): 3 clusters Score: Raw -340824.826126 + Penalty 3842.379522 = -336982.446604 nChanged 0 SP:Iteration 25F (11603.110000 sec): 3 clusters Score: Raw -340824.826126 + Penalty 3842.379522 = -336982.446604 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11603.220000 sec): 2 clusters Score: Raw -199027.952979 + Penalty 1758.545636 = -197269.407343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11603.340000 sec): 3 clusters Score: Raw -198961.821171 + Penalty 3517.091272 = -195444.729900 nChanged 410 SP:Iteration 1F (11603.520000 sec): 3 clusters Score: Raw -200837.442225 + Penalty 3517.091272 = -197320.350953 nChanged 220 SP:Iteration 2F (11603.700000 sec): 3 clusters Score: Raw -202164.045214 + Penalty 3517.091272 = -198646.953942 nChanged 93 SP:Iteration 3F (11603.860000 sec): 3 clusters Score: Raw -203690.252331 + Penalty 3517.091272 = -200173.161059 nChanged 17 SP:Iteration 4Q (11604.090000 sec): 3 clusters Score: Raw -204460.550514 + Penalty 3517.091272 = -200943.459242 nChanged 6 SP:Iteration 5Q (11604.300000 sec): 3 clusters Score: Raw -204466.864018 + Penalty 3517.091272 = -200949.772747 nChanged 0 SP:Iteration 6F (11604.450000 sec): 3 clusters Score: Raw -204466.864018 + Penalty 3517.091272 = -200949.772747 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (210204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11605.730000 sec): 2 clusters Score: Raw -40539263.366214 + Penalty 3039.446774 = -40536223.919440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11607.040000 sec): 3 clusters Score: Raw -40401696.933603 + Penalty 6078.893548 = -40395618.040055 nChanged 100740 SP:Iteration 1F (11608.390000 sec): 3 clusters Score: Raw -40461583.358737 + Penalty 6078.893548 = -40455504.465188 nChanged 9058 SP:Iteration 2Q (11609.720000 sec): 3 clusters Score: Raw -40465347.458819 + Penalty 6078.893548 = -40459268.565271 nChanged 12256 SP:Iteration 3F (11610.960000 sec): 3 clusters Score: Raw -40472518.548894 + Penalty 6078.893548 = -40466439.655346 nChanged 15877 SP:Iteration 4F (11612.200000 sec): 3 clusters Score: Raw -40484365.960653 + Penalty 6078.893548 = -40478287.067105 nChanged 17903 SP:Iteration 5F (11613.450000 sec): 3 clusters Score: Raw -40498962.788393 + Penalty 6078.893548 = -40492883.894844 nChanged 16314 SP:Iteration 6F (11614.780000 sec): 3 clusters Score: Raw -40512012.306088 + Penalty 6078.893548 = -40505933.412540 nChanged 12475 SP:Iteration 7F (11616.000000 sec): 3 clusters Score: Raw -40521093.556986 + Penalty 6078.893548 = -40515014.663437 nChanged 8711 SP:Iteration 8Q (11617.300000 sec): 3 clusters Score: Raw -40526405.431451 + Penalty 6078.893548 = -40520326.537903 nChanged 5931 SP:Iteration 9Q (11618.660000 sec): 3 clusters Score: Raw -40529650.351045 + Penalty 6078.893548 = -40523571.457497 nChanged 4331 SP:Iteration 10Q (11619.950000 sec): 3 clusters Score: Raw -40531789.212987 + Penalty 6078.893548 = -40525710.319439 nChanged 3345 SP:Iteration 11Q (11621.140000 sec): 3 clusters Score: Raw -40533280.841501 + Penalty 6078.893548 = -40527201.947953 nChanged 2729 SP:Iteration 12Q (11622.320000 sec): 3 clusters Score: Raw -40534368.541389 + Penalty 6078.893548 = -40528289.647841 nChanged 2240 SP:Iteration 13Q (11623.450000 sec): 3 clusters Score: Raw -40535180.584542 + Penalty 6078.893548 = -40529101.690993 nChanged 1987 SP:Iteration 14Q (11624.630000 sec): 3 clusters Score: Raw -40535810.643780 + Penalty 6078.893548 = -40529731.750232 nChanged 1739 SP:Iteration 15Q (11625.750000 sec): 3 clusters Score: Raw -40536294.126846 + Penalty 6078.893548 = -40530215.233298 nChanged 1604 SP:Iteration 16Q (11626.900000 sec): 3 clusters Score: Raw -40536702.314403 + Penalty 6078.893548 = -40530623.420855 nChanged 1473 SP:Iteration 17Q (11627.950000 sec): 3 clusters Score: Raw -40537061.251688 + Penalty 6078.893548 = -40530982.358140 nChanged 1366 SP:Iteration 18Q (11629.000000 sec): 3 clusters Score: Raw -40537379.495837 + Penalty 6078.893548 = -40531300.602289 nChanged 1282 SP:Iteration 19Q (11630.150000 sec): 3 clusters Score: Raw -40537666.709092 + Penalty 6078.893548 = -40531587.815544 nChanged 1189 SP:Iteration 20F (11631.380000 sec): 3 clusters Score: Raw -40537931.695085 + Penalty 6078.893548 = -40531852.801537 nChanged 1138 SP:Iteration 21Q (11632.490000 sec): 3 clusters Score: Raw -40538176.819273 + Penalty 6078.893548 = -40532097.925724 nChanged 1046 SP:Iteration 22Q (11633.610000 sec): 3 clusters Score: Raw -40538398.494909 + Penalty 6078.893548 = -40532319.601360 nChanged 1009 SP:Iteration 23Q (11634.690000 sec): 3 clusters Score: Raw -40538619.214354 + Penalty 6078.893548 = -40532540.320806 nChanged 907 SP:Iteration 24Q (11635.760000 sec): 3 clusters Score: Raw -40538807.255963 + Penalty 6078.893548 = -40532728.362415 nChanged 852 SP:Iteration 25Q (11636.780000 sec): 3 clusters Score: Raw -40538985.451228 + Penalty 6078.893548 = -40532906.557679 nChanged 797 SP:Iteration 26Q (11637.860000 sec): 3 clusters Score: Raw -40539149.165720 + Penalty 6078.893548 = -40533070.272172 nChanged 713 SP:Iteration 27Q (11639.010000 sec): 3 clusters Score: Raw -40539285.938319 + Penalty 6078.893548 = -40533207.044771 nChanged 630 SP:Iteration 28Q (11640.170000 sec): 3 clusters Score: Raw -40539399.816655 + Penalty 6078.893548 = -40533320.923106 nChanged 584 SP:Iteration 29Q (11641.330000 sec): 3 clusters Score: Raw -40539503.812070 + Penalty 6078.893548 = -40533424.918522 nChanged 495 SP:Iteration 30Q (11642.430000 sec): 3 clusters Score: Raw -40539581.830780 + Penalty 6078.893548 = -40533502.937231 nChanged 422 SP:Iteration 31Q (11643.520000 sec): 3 clusters Score: Raw -40539644.801493 + Penalty 6078.893548 = -40533565.907945 nChanged 417 SP:Iteration 32Q (11644.620000 sec): 3 clusters Score: Raw -40539705.154698 + Penalty 6078.893548 = -40533626.261150 nChanged 368 SP:Iteration 33Q (11645.710000 sec): 3 clusters Score: Raw -40539760.022531 + Penalty 6078.893548 = -40533681.128983 nChanged 350 SP:Iteration 34Q (11646.790000 sec): 3 clusters Score: Raw -40539812.801939 + Penalty 6078.893548 = -40533733.908391 nChanged 344 SP:Iteration 35Q (11647.870000 sec): 3 clusters Score: Raw -40539862.999243 + Penalty 6078.893548 = -40533784.105694 nChanged 307 SP:Iteration 36Q (11649.090000 sec): 3 clusters Score: Raw -40539910.970191 + Penalty 6078.893548 = -40533832.076643 nChanged 304 SP:Iteration 37Q (11650.270000 sec): 3 clusters Score: Raw -40539960.437768 + Penalty 6078.893548 = -40533881.544220 nChanged 309 SP:Iteration 38Q (11651.440000 sec): 3 clusters Score: Raw -40540006.899729 + Penalty 6078.893548 = -40533928.006181 nChanged 293 SP:Iteration 39Q (11652.860000 sec): 3 clusters Score: Raw -40540051.400337 + Penalty 6078.893548 = -40533972.506788 nChanged 292 SP:Iteration 40F (11654.270000 sec): 3 clusters Score: Raw -40540091.510027 + Penalty 6078.893548 = -40534012.616478 nChanged 247 SP:Iteration 41Q (11655.490000 sec): 3 clusters Score: Raw -40540124.992531 + Penalty 6078.893548 = -40534046.098983 nChanged 242 SP:Iteration 42Q (11656.990000 sec): 3 clusters Score: Raw -40540157.808359 + Penalty 6078.893548 = -40534078.914810 nChanged 227 SP:Iteration 43Q (11658.290000 sec): 3 clusters Score: Raw -40540190.618866 + Penalty 6078.893548 = -40534111.725318 nChanged 239 SP:Iteration 44Q (11659.800000 sec): 3 clusters Score: Raw -40540224.973677 + Penalty 6078.893548 = -40534146.080128 nChanged 220 SP:Iteration 45Q (11661.080000 sec): 3 clusters Score: Raw -40540254.490759 + Penalty 6078.893548 = -40534175.597211 nChanged 197 SP:Iteration 46Q (11662.520000 sec): 3 clusters Score: Raw -40540279.346491 + Penalty 6078.893548 = -40534200.452942 nChanged 177 SP:Iteration 47Q (11663.700000 sec): 3 clusters Score: Raw -40540302.460641 + Penalty 6078.893548 = -40534223.567093 nChanged 186 SP:Iteration 48Q (11665.210000 sec): 3 clusters Score: Raw -40540327.029968 + Penalty 6078.893548 = -40534248.136420 nChanged 177 SP:Iteration 49Q (11666.410000 sec): 3 clusters Score: Raw -40540351.873236 + Penalty 6078.893548 = -40534272.979687 nChanged 191 SP:Iteration 50Q (11667.750000 sec): 3 clusters Score: Raw -40540376.862476 + Penalty 6078.893548 = -40534297.968928 nChanged 194 SP:Iteration 51Q (11668.990000 sec): 3 clusters Score: Raw -40540401.928774 + Penalty 6078.893548 = -40534323.035226 nChanged 179 SP:Iteration 52Q (11670.630000 sec): 3 clusters Score: Raw -40540427.459513 + Penalty 6078.893548 = -40534348.565964 nChanged 177 SP:Iteration 53Q (11671.750000 sec): 3 clusters Score: Raw -40540451.419636 + Penalty 6078.893548 = -40534372.526087 nChanged 174 SP:Iteration 54Q (11673.000000 sec): 3 clusters Score: Raw -40540476.252076 + Penalty 6078.893548 = -40534397.358528 nChanged 167 SP:Iteration 55Q (11674.350000 sec): 3 clusters Score: Raw -40540499.407893 + Penalty 6078.893548 = -40534420.514344 nChanged 154 SP:Iteration 56Q (11675.620000 sec): 3 clusters Score: Raw -40540518.923238 + Penalty 6078.893548 = -40534440.029690 nChanged 139 SP:Iteration 57Q (11677.060000 sec): 3 clusters Score: Raw -40540533.975417 + Penalty 6078.893548 = -40534455.081869 nChanged 131 SP:Iteration 58Q (11678.340000 sec): 3 clusters Score: Raw -40540548.175418 + Penalty 6078.893548 = -40534469.281869 nChanged 112 SP:Iteration 59Q (11679.570000 sec): 3 clusters Score: Raw -40540558.969642 + Penalty 6078.893548 = -40534480.076094 nChanged 110 SP:Iteration 60F (11680.870000 sec): 3 clusters Score: Raw -40540571.984827 + Penalty 6078.893548 = -40534493.091279 nChanged 106 SP:Iteration 61Q (11682.570000 sec): 3 clusters Score: Raw -40540584.806513 + Penalty 6078.893548 = -40534505.912965 nChanged 113 SP:Iteration 62Q (11683.710000 sec): 3 clusters Score: Raw -40540598.313814 + Penalty 6078.893548 = -40534519.420265 nChanged 109 SP:Iteration 63Q (11685.060000 sec): 3 clusters Score: Raw -40540612.752638 + Penalty 6078.893548 = -40534533.859089 nChanged 121 SP:Iteration 64Q (11686.340000 sec): 3 clusters Score: Raw -40540628.132674 + Penalty 6078.893548 = -40534549.239125 nChanged 112 SP:Iteration 65Q (11688.030000 sec): 3 clusters Score: Raw -40540641.730869 + Penalty 6078.893548 = -40534562.837321 nChanged 97 SP:Iteration 66Q (11689.200000 sec): 3 clusters Score: Raw -40540653.668053 + Penalty 6078.893548 = -40534574.774505 nChanged 96 SP:Iteration 67Q (11690.540000 sec): 3 clusters Score: Raw -40540665.928374 + Penalty 6078.893548 = -40534587.034826 nChanged 100 SP:Iteration 68Q (11691.800000 sec): 3 clusters Score: Raw -40540676.923777 + Penalty 6078.893548 = -40534598.030229 nChanged 78 SP:Iteration 69Q (11693.100000 sec): 3 clusters Score: Raw -40540684.320414 + Penalty 6078.893548 = -40534605.426865 nChanged 79 SP:Iteration 70Q (11694.310000 sec): 3 clusters Score: Raw -40540692.723853 + Penalty 6078.893548 = -40534613.830305 nChanged 71 SP:Iteration 71Q (11695.600000 sec): 3 clusters Score: Raw -40540700.646355 + Penalty 6078.893548 = -40534621.752806 nChanged 62 SP:Iteration 72Q (11696.980000 sec): 3 clusters Score: Raw -40540706.792250 + Penalty 6078.893548 = -40534627.898702 nChanged 68 SP:Iteration 73Q (11698.580000 sec): 3 clusters Score: Raw -40540713.160022 + Penalty 6078.893548 = -40534634.266474 nChanged 56 SP:Iteration 74Q (11699.800000 sec): 3 clusters Score: Raw -40540717.835246 + Penalty 6078.893548 = -40534638.941698 nChanged 49 SP:Iteration 75Q (11701.240000 sec): 3 clusters Score: Raw -40540722.525637 + Penalty 6078.893548 = -40534643.632089 nChanged 43 SP:Iteration 76Q (11702.490000 sec): 3 clusters Score: Raw -40540726.916270 + Penalty 6078.893548 = -40534648.022721 nChanged 67 SP:Iteration 77Q (11704.220000 sec): 3 clusters Score: Raw -40540734.798164 + Penalty 6078.893548 = -40534655.904616 nChanged 75 SP:Iteration 78Q (11705.450000 sec): 3 clusters Score: Raw -40540743.171816 + Penalty 6078.893548 = -40534664.278268 nChanged 71 SP:Iteration 79Q (11706.800000 sec): 3 clusters Score: Raw -40540750.635871 + Penalty 6078.893548 = -40534671.742322 nChanged 74 SP:Iteration 80F (11708.290000 sec): 3 clusters Score: Raw -40540757.701709 + Penalty 6078.893548 = -40534678.808161 nChanged 58 SP:Iteration 81Q (11709.970000 sec): 3 clusters Score: Raw -40540762.925052 + Penalty 6078.893548 = -40534684.031504 nChanged 54 SP:Iteration 82Q (11711.290000 sec): 3 clusters Score: Raw -40540767.678287 + Penalty 6078.893548 = -40534688.784738 nChanged 43 SP:Iteration 83Q (11712.630000 sec): 3 clusters Score: Raw -40540772.157803 + Penalty 6078.893548 = -40534693.264254 nChanged 41 SP:Iteration 84Q (11713.790000 sec): 3 clusters Score: Raw -40540775.634622 + Penalty 6078.893548 = -40534696.741074 nChanged 36 SP:Iteration 85Q (11715.610000 sec): 3 clusters Score: Raw -40540778.748743 + Penalty 6078.893548 = -40534699.855194 nChanged 35 SP:Iteration 86Q (11716.790000 sec): 3 clusters Score: Raw -40540781.748918 + Penalty 6078.893548 = -40534702.855370 nChanged 34 SP:Iteration 87Q (11718.050000 sec): 3 clusters Score: Raw -40540784.164603 + Penalty 6078.893548 = -40534705.271055 nChanged 28 SP:Iteration 88Q (11719.230000 sec): 3 clusters Score: Raw -40540786.572425 + Penalty 6078.893548 = -40534707.678877 nChanged 25 SP:Iteration 89Q (11720.560000 sec): 3 clusters Score: Raw -40540788.536166 + Penalty 6078.893548 = -40534709.642618 nChanged 28 SP:Iteration 90Q (11721.830000 sec): 3 clusters Score: Raw -40540790.317871 + Penalty 6078.893548 = -40534711.424323 nChanged 20 SP:Iteration 91Q (11723.140000 sec): 3 clusters Score: Raw -40540792.043759 + Penalty 6078.893548 = -40534713.150211 nChanged 25 SP:Iteration 92Q (11724.360000 sec): 3 clusters Score: Raw -40540794.476915 + Penalty 6078.893548 = -40534715.583367 nChanged 41 SP:Iteration 93Q (11725.610000 sec): 3 clusters Score: Raw -40540798.133035 + Penalty 6078.893548 = -40534719.239487 nChanged 33 SP:Iteration 94Q (11727.070000 sec): 3 clusters Score: Raw -40540801.439467 + Penalty 6078.893548 = -40534722.545918 nChanged 30 SP:Iteration 95Q (11728.300000 sec): 3 clusters Score: Raw -40540804.176989 + Penalty 6078.893548 = -40534725.283441 nChanged 32 SP:Iteration 96Q (11729.460000 sec): 3 clusters Score: Raw -40540806.942600 + Penalty 6078.893548 = -40534728.049051 nChanged 25 SP:Iteration 97Q (11730.550000 sec): 3 clusters Score: Raw -40540808.855756 + Penalty 6078.893548 = -40534729.962207 nChanged 26 SP:Iteration 98Q (11731.840000 sec): 3 clusters Score: Raw -40540810.930927 + Penalty 6078.893548 = -40534732.037378 nChanged 30 SP:Iteration 99Q (11732.860000 sec): 3 clusters Score: Raw -40540813.213003 + Penalty 6078.893548 = -40534734.319455 nChanged 28 SP:Iteration 100F (11734.130000 sec): 3 clusters Score: Raw -40540815.805771 + Penalty 6078.893548 = -40534736.912223 nChanged 25 SP:Iteration 101Q (11735.180000 sec): 3 clusters Score: Raw -40540817.793805 + Penalty 6078.893548 = -40534738.900257 nChanged 25 SP:Iteration 102Q (11736.260000 sec): 3 clusters Score: Raw -40540819.341903 + Penalty 6078.893548 = -40534740.448355 nChanged 17 SP:Iteration 103Q (11737.330000 sec): 3 clusters Score: Raw -40540820.567363 + Penalty 6078.893548 = -40534741.673814 nChanged 15 SP:Iteration 104Q (11738.440000 sec): 3 clusters Score: Raw -40540821.525042 + Penalty 6078.893548 = -40534742.631494 nChanged 16 SP:Iteration 105Q (11739.500000 sec): 3 clusters Score: Raw -40540822.825183 + Penalty 6078.893548 = -40534743.931635 nChanged 18 SP:Iteration 106Q (11740.770000 sec): 3 clusters Score: Raw -40540823.997708 + Penalty 6078.893548 = -40534745.104160 nChanged 10 SP:Iteration 107Q (11742.110000 sec): 3 clusters Score: Raw -40540824.669093 + Penalty 6078.893548 = -40534745.775545 nChanged 10 SP:Iteration 108Q (11743.210000 sec): 3 clusters Score: Raw -40540825.262560 + Penalty 6078.893548 = -40534746.369012 nChanged 10 SP:Iteration 109Q (11744.270000 sec): 3 clusters Score: Raw -40540825.855096 + Penalty 6078.893548 = -40534746.961548 nChanged 10 SP:Iteration 110Q (11745.590000 sec): 3 clusters Score: Raw -40540826.705949 + Penalty 6078.893548 = -40534747.812401 nChanged 12 SP:Iteration 111Q (11747.010000 sec): 3 clusters Score: Raw -40540827.608274 + Penalty 6078.893548 = -40534748.714725 nChanged 10 SP:Iteration 112Q (11748.110000 sec): 3 clusters Score: Raw -40540828.255063 + Penalty 6078.893548 = -40534749.361515 nChanged 4 SP:Iteration 113Q (11749.290000 sec): 3 clusters Score: Raw -40540828.603038 + Penalty 6078.893548 = -40534749.709490 nChanged 7 SP:Iteration 114Q (11750.450000 sec): 3 clusters Score: Raw -40540828.950054 + Penalty 6078.893548 = -40534750.056506 nChanged 1 SP:Iteration 115Q (11751.820000 sec): 3 clusters Score: Raw -40540829.031331 + Penalty 6078.893548 = -40534750.137783 nChanged 1 SP:Iteration 116Q (11752.910000 sec): 3 clusters Score: Raw -40540829.076322 + Penalty 6078.893548 = -40534750.182773 nChanged 0 SP:Iteration 117F (11754.180000 sec): 3 clusters Score: Raw -40540829.076322 + Penalty 6078.893548 = -40534750.182773 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11754.360000 sec): 2 clusters Score: Raw -140019.049965 + Penalty 1674.563053 = -138344.486911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11754.560000 sec): 3 clusters Score: Raw -139958.754663 + Penalty 3349.126107 = -136609.628557 nChanged 228 SP:Iteration 1F (11754.800000 sec): 3 clusters Score: Raw -140284.230379 + Penalty 3349.126107 = -136935.104273 nChanged 83 SP:Iteration 2F (11754.960000 sec): 3 clusters Score: Raw -140485.633694 + Penalty 3349.126107 = -137136.507587 nChanged 62 SP:Iteration 3F (11755.150000 sec): 3 clusters Score: Raw -140721.566850 + Penalty 3349.126107 = -137372.440744 nChanged 76 SP:Iteration 4F (11755.290000 sec): 3 clusters Score: Raw -140981.090309 + Penalty 3349.126107 = -137631.964203 nChanged 55 SP:Iteration 5F (11755.450000 sec): 3 clusters Score: Raw -141236.199958 + Penalty 3349.126107 = -137887.073852 nChanged 44 SP:Iteration 6F (11755.610000 sec): 3 clusters Score: Raw -141455.299274 + Penalty 3349.126107 = -138106.173167 nChanged 41 SP:Iteration 7Q (11755.760000 sec): 3 clusters Score: Raw -141681.791548 + Penalty 3349.126107 = -138332.665441 nChanged 30 SP:Iteration 8Q (11755.920000 sec): 3 clusters Score: Raw -141810.938015 + Penalty 3349.126107 = -138461.811908 nChanged 28 SP:Iteration 9Q (11756.080000 sec): 3 clusters Score: Raw -141930.454381 + Penalty 3349.126107 = -138581.328275 nChanged 27 SP:Iteration 10Q (11756.280000 sec): 3 clusters Score: Raw -142051.712452 + Penalty 3349.126107 = -138702.586346 nChanged 20 SP:Iteration 11Q (11756.450000 sec): 3 clusters Score: Raw -142157.031327 + Penalty 3349.126107 = -138807.905220 nChanged 21 SP:Iteration 12Q (11756.600000 sec): 3 clusters Score: Raw -142251.622660 + Penalty 3349.126107 = -138902.496554 nChanged 20 SP:Iteration 13Q (11756.780000 sec): 3 clusters Score: Raw -142356.093152 + Penalty 3349.126107 = -139006.967045 nChanged 11 SP:Iteration 14Q (11756.970000 sec): 3 clusters Score: Raw -142405.702657 + Penalty 3349.126107 = -139056.576551 nChanged 6 SP:Iteration 15Q (11757.110000 sec): 3 clusters Score: Raw -142437.442318 + Penalty 3349.126107 = -139088.316211 nChanged 10 SP:Iteration 16Q (11757.320000 sec): 3 clusters Score: Raw -142503.864942 + Penalty 3349.126107 = -139154.738835 nChanged 10 SP:Iteration 17Q (11757.550000 sec): 3 clusters Score: Raw -142611.748926 + Penalty 3349.126107 = -139262.622820 nChanged 9 SP:Iteration 18Q (11757.680000 sec): 3 clusters Score: Raw -142707.666937 + Penalty 3349.126107 = -139358.540831 nChanged 5 SP:Iteration 19Q (11757.890000 sec): 3 clusters Score: Raw -142830.878483 + Penalty 3349.126107 = -139481.752377 nChanged 9 SP:Iteration 20F (11758.020000 sec): 3 clusters Score: Raw -142903.580412 + Penalty 3349.126107 = -139554.454305 nChanged 15 SP:Iteration 21Q (11758.180000 sec): 3 clusters Score: Raw -142979.423734 + Penalty 3349.126107 = -139630.297627 nChanged 5 SP:Iteration 22Q (11758.380000 sec): 3 clusters Score: Raw -142996.821816 + Penalty 3349.126107 = -139647.695710 nChanged 4 SP:Iteration 23Q (11758.560000 sec): 3 clusters Score: Raw -143008.301235 + Penalty 3349.126107 = -139659.175129 nChanged 0 SP:Iteration 24F (11758.720000 sec): 3 clusters Score: Raw -143013.507584 + Penalty 3349.126107 = -139664.381477 nChanged 1 SP:Iteration 25Q (11758.910000 sec): 3 clusters Score: Raw -143018.687540 + Penalty 3349.126107 = -139669.561434 nChanged 1 SP:Iteration 26Q (11759.080000 sec): 3 clusters Score: Raw -143021.534792 + Penalty 3349.126107 = -139672.408686 nChanged 1 SP:Iteration 27Q (11759.220000 sec): 3 clusters Score: Raw -143023.234508 + Penalty 3349.126107 = -139674.108401 nChanged 0 SP:Iteration 28F (11759.400000 sec): 3 clusters Score: Raw -143023.234508 + Penalty 3349.126107 = -139674.108401 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 5.80 GB. Trying to split cluster 6 (1344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11759.510000 sec): 2 clusters Score: Raw -243032.957736 + Penalty 1786.444569 = -241246.513167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11759.730000 sec): 3 clusters Score: Raw -242709.972561 + Penalty 3572.889138 = -239137.083423 nChanged 384 SP:Iteration 1F (11759.920000 sec): 3 clusters Score: Raw -243124.633328 + Penalty 3572.889138 = -239551.744190 nChanged 111 SP:Iteration 2F (11760.080000 sec): 3 clusters Score: Raw -243293.397441 + Penalty 3572.889138 = -239720.508302 nChanged 77 SP:Iteration 3F (11760.270000 sec): 3 clusters Score: Raw -243504.891578 + Penalty 3572.889138 = -239932.002440 nChanged 117 SP:Iteration 4F (11760.460000 sec): 3 clusters Score: Raw -243986.893123 + Penalty 3572.889138 = -240414.003985 nChanged 124 SP:Iteration 5F (11760.610000 sec): 3 clusters Score: Raw -244661.306610 + Penalty 3572.889138 = -241088.417471 nChanged 131 SP:Iteration 6F (11760.800000 sec): 3 clusters Score: Raw -245376.590291 + Penalty 3572.889138 = -241803.701153 nChanged 85 SP:Iteration 7F (11760.980000 sec): 3 clusters Score: Raw -245750.406907 + Penalty 3572.889138 = -242177.517769 nChanged 57 SP:Iteration 8Q (11761.160000 sec): 3 clusters Score: Raw -245934.065511 + Penalty 3572.889138 = -242361.176373 nChanged 26 SP:Iteration 9Q (11761.370000 sec): 3 clusters Score: Raw -246001.085399 + Penalty 3572.889138 = -242428.196260 nChanged 14 SP:Iteration 10Q (11761.510000 sec): 3 clusters Score: Raw -246036.464323 + Penalty 3572.889138 = -242463.575184 nChanged 6 SP:Iteration 11Q (11761.700000 sec): 3 clusters Score: Raw -246048.146000 + Penalty 3572.889138 = -242475.256861 nChanged 6 SP:Iteration 12Q (11761.850000 sec): 3 clusters Score: Raw -246060.479303 + Penalty 3572.889138 = -242487.590165 nChanged 4 SP:Iteration 13Q (11762.040000 sec): 3 clusters Score: Raw -246069.415977 + Penalty 3572.889138 = -242496.526838 nChanged 2 SP:Iteration 14Q (11762.210000 sec): 3 clusters Score: Raw -246071.199872 + Penalty 3572.889138 = -242498.310733 nChanged 0 SP:Iteration 15F (11762.330000 sec): 3 clusters Score: Raw -246071.199872 + Penalty 3572.889138 = -242498.310733 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 5.80 GB. Trying to split cluster 7 (17772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11762.540000 sec): 2 clusters Score: Raw -3039003.236495 + Penalty 2426.774107 = -3036576.462388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11762.780000 sec): 3 clusters Score: Raw -3028735.621364 + Penalty 4853.548214 = -3023882.073150 nChanged 7805 SP:Iteration 1F (11763.050000 sec): 3 clusters Score: Raw -3033499.790711 + Penalty 4853.548214 = -3028646.242497 nChanged 1429 SP:Iteration 2F (11763.240000 sec): 3 clusters Score: Raw -3034772.567989 + Penalty 4853.548214 = -3029919.019775 nChanged 1520 SP:Iteration 3F (11763.500000 sec): 3 clusters Score: Raw -3036354.769797 + Penalty 4853.548214 = -3031501.221583 nChanged 1464 SP:Iteration 4F (11763.820000 sec): 3 clusters Score: Raw -3037976.945615 + Penalty 4853.548214 = -3033123.397401 nChanged 1343 SP:Iteration 5F (11764.060000 sec): 3 clusters Score: Raw -3039350.969662 + Penalty 4853.548214 = -3034497.421448 nChanged 1192 SP:Iteration 6F (11764.350000 sec): 3 clusters Score: Raw -3040618.374027 + Penalty 4853.548214 = -3035764.825812 nChanged 1111 SP:Iteration 7F (11764.600000 sec): 3 clusters Score: Raw -3041691.131561 + Penalty 4853.548214 = -3036837.583347 nChanged 861 SP:Iteration 8Q (11764.880000 sec): 3 clusters Score: Raw -3042493.680183 + Penalty 4853.548214 = -3037640.131969 nChanged 720 SP:Iteration 9Q (11765.180000 sec): 3 clusters Score: Raw -3043044.383764 + Penalty 4853.548214 = -3038190.835550 nChanged 547 SP:Iteration 10Q (11765.390000 sec): 3 clusters Score: Raw -3043372.862164 + Penalty 4853.548214 = -3038519.313950 nChanged 405 SP:Iteration 11Q (11765.670000 sec): 3 clusters Score: Raw -3043556.670021 + Penalty 4853.548214 = -3038703.121807 nChanged 334 SP:Iteration 12Q (11765.950000 sec): 3 clusters Score: Raw -3043687.937229 + Penalty 4853.548214 = -3038834.389015 nChanged 246 SP:Iteration 13Q (11766.220000 sec): 3 clusters Score: Raw -3043786.085371 + Penalty 4853.548214 = -3038932.537157 nChanged 195 SP:Iteration 14Q (11766.500000 sec): 3 clusters Score: Raw -3043837.721552 + Penalty 4853.548214 = -3038984.173337 nChanged 145 SP:Iteration 15Q (11766.800000 sec): 3 clusters Score: Raw -3043875.061923 + Penalty 4853.548214 = -3039021.513708 nChanged 130 SP:Iteration 16Q (11767.070000 sec): 3 clusters Score: Raw -3043915.902367 + Penalty 4853.548214 = -3039062.354153 nChanged 109 SP:Iteration 17Q (11767.330000 sec): 3 clusters Score: Raw -3043949.007837 + Penalty 4853.548214 = -3039095.459622 nChanged 83 SP:Iteration 18Q (11767.650000 sec): 3 clusters Score: Raw -3043974.142604 + Penalty 4853.548214 = -3039120.594390 nChanged 93 SP:Iteration 19Q (11767.960000 sec): 3 clusters Score: Raw -3044008.170174 + Penalty 4853.548214 = -3039154.621960 nChanged 85 SP:Iteration 20F (11768.210000 sec): 3 clusters Score: Raw -3044046.867276 + Penalty 4853.548214 = -3039193.319062 nChanged 68 SP:Iteration 21Q (11768.530000 sec): 3 clusters Score: Raw -3044072.869604 + Penalty 4853.548214 = -3039219.321390 nChanged 81 SP:Iteration 22Q (11768.790000 sec): 3 clusters Score: Raw -3044096.822749 + Penalty 4853.548214 = -3039243.274535 nChanged 83 SP:Iteration 23Q (11769.060000 sec): 3 clusters Score: Raw -3044119.519255 + Penalty 4853.548214 = -3039265.971041 nChanged 73 SP:Iteration 24Q (11769.280000 sec): 3 clusters Score: Raw -3044134.809683 + Penalty 4853.548214 = -3039281.261469 nChanged 59 SP:Iteration 25Q (11769.590000 sec): 3 clusters Score: Raw -3044145.149173 + Penalty 4853.548214 = -3039291.600959 nChanged 46 SP:Iteration 26Q (11769.880000 sec): 3 clusters Score: Raw -3044151.369469 + Penalty 4853.548214 = -3039297.821255 nChanged 35 SP:Iteration 27Q (11770.150000 sec): 3 clusters Score: Raw -3044156.029401 + Penalty 4853.548214 = -3039302.481187 nChanged 33 SP:Iteration 28Q (11770.490000 sec): 3 clusters Score: Raw -3044163.740706 + Penalty 4853.548214 = -3039310.192492 nChanged 37 SP:Iteration 29Q (11770.740000 sec): 3 clusters Score: Raw -3044169.106444 + Penalty 4853.548214 = -3039315.558229 nChanged 29 SP:Iteration 30Q (11771.010000 sec): 3 clusters Score: Raw -3044171.804703 + Penalty 4853.548214 = -3039318.256488 nChanged 20 SP:Iteration 31Q (11771.300000 sec): 3 clusters Score: Raw -3044173.808117 + Penalty 4853.548214 = -3039320.259903 nChanged 19 SP:Iteration 32Q (11771.580000 sec): 3 clusters Score: Raw -3044176.471526 + Penalty 4853.548214 = -3039322.923312 nChanged 29 SP:Iteration 33Q (11771.840000 sec): 3 clusters Score: Raw -3044179.455573 + Penalty 4853.548214 = -3039325.907359 nChanged 18 SP:Iteration 34Q (11772.150000 sec): 3 clusters Score: Raw -3044181.433083 + Penalty 4853.548214 = -3039327.884869 nChanged 21 SP:Iteration 35Q (11772.360000 sec): 3 clusters Score: Raw -3044183.545803 + Penalty 4853.548214 = -3039329.997589 nChanged 21 SP:Iteration 36Q (11772.670000 sec): 3 clusters Score: Raw -3044185.769905 + Penalty 4853.548214 = -3039332.221691 nChanged 13 SP:Iteration 37Q (11772.930000 sec): 3 clusters Score: Raw -3044187.224271 + Penalty 4853.548214 = -3039333.676056 nChanged 13 SP:Iteration 38Q (11773.200000 sec): 3 clusters Score: Raw -3044188.570994 + Penalty 4853.548214 = -3039335.022780 nChanged 12 SP:Iteration 39Q (11773.450000 sec): 3 clusters Score: Raw -3044189.873000 + Penalty 4853.548214 = -3039336.324786 nChanged 11 SP:Iteration 40F (11773.760000 sec): 3 clusters Score: Raw -3044191.215264 + Penalty 4853.548214 = -3039337.667050 nChanged 12 SP:Iteration 41Q (11774.020000 sec): 3 clusters Score: Raw -3044192.200161 + Penalty 4853.548214 = -3039338.651947 nChanged 12 SP:Iteration 42Q (11774.330000 sec): 3 clusters Score: Raw -3044193.265450 + Penalty 4853.548214 = -3039339.717236 nChanged 13 SP:Iteration 43Q (11774.670000 sec): 3 clusters Score: Raw -3044194.178174 + Penalty 4853.548214 = -3039340.629960 nChanged 11 SP:Iteration 44Q (11774.950000 sec): 3 clusters Score: Raw -3044195.780709 + Penalty 4853.548214 = -3039342.232495 nChanged 5 SP:Iteration 45Q (11775.210000 sec): 3 clusters Score: Raw -3044196.072346 + Penalty 4853.548214 = -3039342.524131 nChanged 4 SP:Iteration 46Q (11775.480000 sec): 3 clusters Score: Raw -3044196.485313 + Penalty 4853.548214 = -3039342.937099 nChanged 5 SP:Iteration 47Q (11775.800000 sec): 3 clusters Score: Raw -3044196.889399 + Penalty 4853.548214 = -3039343.341185 nChanged 0 SP:Iteration 48F (11776.010000 sec): 3 clusters Score: Raw -3044196.889399 + Penalty 4853.548214 = -3039343.341185 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 5.80 GB. Trying to split cluster 8 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11776.190000 sec): 2 clusters Score: Raw -371739.035562 + Penalty 1922.259189 = -369816.776373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11776.350000 sec): 3 clusters Score: Raw -370928.668421 + Penalty 3844.518379 = -367084.150042 nChanged 839 SP:Iteration 1F (11776.550000 sec): 3 clusters Score: Raw -372847.772632 + Penalty 3844.518379 = -369003.254253 nChanged 382 SP:Iteration 2F (11776.750000 sec): 3 clusters Score: Raw -374837.598506 + Penalty 3844.518379 = -370993.080128 nChanged 256 SP:Iteration 3F (11776.960000 sec): 3 clusters Score: Raw -376755.652945 + Penalty 3844.518379 = -372911.134566 nChanged 134 SP:Iteration 4F (11777.140000 sec): 3 clusters Score: Raw -378471.775093 + Penalty 3844.518379 = -374627.256715 nChanged 62 SP:Iteration 5Q (11777.310000 sec): 3 clusters Score: Raw -379327.956274 + Penalty 3844.518379 = -375483.437896 nChanged 27 SP:Iteration 6Q (11777.430000 sec): 3 clusters Score: Raw -379410.602938 + Penalty 3844.518379 = -375566.084559 nChanged 11 SP:Iteration 7Q (11777.620000 sec): 3 clusters Score: Raw -379445.398876 + Penalty 3844.518379 = -375600.880497 nChanged 5 SP:Iteration 8Q (11777.770000 sec): 3 clusters Score: Raw -379455.896970 + Penalty 3844.518379 = -375611.378592 nChanged 4 SP:Iteration 9Q (11777.920000 sec): 3 clusters Score: Raw -379465.353052 + Penalty 3844.518379 = -375620.834674 nChanged 5 SP:Iteration 10Q (11778.080000 sec): 3 clusters Score: Raw -379478.007932 + Penalty 3844.518379 = -375633.489554 nChanged 6 SP:Iteration 11Q (11778.280000 sec): 3 clusters Score: Raw -379493.495177 + Penalty 3844.518379 = -375648.976799 nChanged 5 SP:Iteration 12Q (11778.430000 sec): 3 clusters Score: Raw -379507.043475 + Penalty 3844.518379 = -375662.525096 nChanged 2 SP:Iteration 13Q (11778.610000 sec): 3 clusters Score: Raw -379517.741173 + Penalty 3844.518379 = -375673.222795 nChanged 3 SP:Iteration 14Q (11778.800000 sec): 3 clusters Score: Raw -379526.491090 + Penalty 3844.518379 = -375681.972711 nChanged 1 SP:Iteration 15Q (11778.990000 sec): 3 clusters Score: Raw -379527.962014 + Penalty 3844.518379 = -375683.443635 nChanged 0 SP:Iteration 16F (11779.190000 sec): 3 clusters Score: Raw -379527.962014 + Penalty 3844.518379 = -375683.443635 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 5.80 GB. Trying to split cluster 9 (44992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11779.480000 sec): 2 clusters Score: Raw -7981193.465402 + Penalty 2657.131514 = -7978536.333888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11779.870000 sec): 3 clusters Score: Raw -7953530.074822 + Penalty 5314.263028 = -7948215.811794 nChanged 20549 SP:Iteration 1F (11780.310000 sec): 3 clusters Score: Raw -7965102.308706 + Penalty 5314.263028 = -7959788.045679 nChanged 2151 SP:Iteration 2Q (11780.720000 sec): 3 clusters Score: Raw -7966117.005995 + Penalty 5314.263028 = -7960802.742968 nChanged 2350 SP:Iteration 3F (11781.150000 sec): 3 clusters Score: Raw -7967773.017092 + Penalty 5314.263028 = -7962458.754064 nChanged 2884 SP:Iteration 4F (11781.590000 sec): 3 clusters Score: Raw -7970718.847628 + Penalty 5314.263028 = -7965404.584600 nChanged 3936 SP:Iteration 5F (11782.040000 sec): 3 clusters Score: Raw -7975868.673992 + Penalty 5314.263028 = -7970554.410965 nChanged 4890 SP:Iteration 6F (11782.410000 sec): 3 clusters Score: Raw -7982110.746722 + Penalty 5314.263028 = -7976796.483695 nChanged 4476 SP:Iteration 7F (11782.820000 sec): 3 clusters Score: Raw -7986482.149436 + Penalty 5314.263028 = -7981167.886409 nChanged 2792 SP:Iteration 8F (11783.290000 sec): 3 clusters Score: Raw -7988387.171503 + Penalty 5314.263028 = -7983072.908475 nChanged 1408 SP:Iteration 9Q (11783.720000 sec): 3 clusters Score: Raw -7988934.260335 + Penalty 5314.263028 = -7983619.997308 nChanged 768 SP:Iteration 10Q (11784.090000 sec): 3 clusters Score: Raw -7989120.034850 + Penalty 5314.263028 = -7983805.771822 nChanged 416 SP:Iteration 11Q (11784.490000 sec): 3 clusters Score: Raw -7989196.787570 + Penalty 5314.263028 = -7983882.524542 nChanged 292 SP:Iteration 12Q (11784.880000 sec): 3 clusters Score: Raw -7989235.531561 + Penalty 5314.263028 = -7983921.268533 nChanged 201 SP:Iteration 13Q (11785.290000 sec): 3 clusters Score: Raw -7989259.671011 + Penalty 5314.263028 = -7983945.407983 nChanged 183 SP:Iteration 14Q (11785.700000 sec): 3 clusters Score: Raw -7989279.515509 + Penalty 5314.263028 = -7983965.252481 nChanged 152 SP:Iteration 15Q (11786.090000 sec): 3 clusters Score: Raw -7989292.798456 + Penalty 5314.263028 = -7983978.535428 nChanged 122 SP:Iteration 16Q (11786.570000 sec): 3 clusters Score: Raw -7989301.983915 + Penalty 5314.263028 = -7983987.720887 nChanged 108 SP:Iteration 17Q (11787.050000 sec): 3 clusters Score: Raw -7989310.146354 + Penalty 5314.263028 = -7983995.883327 nChanged 86 SP:Iteration 18Q (11787.560000 sec): 3 clusters Score: Raw -7989315.435884 + Penalty 5314.263028 = -7984001.172856 nChanged 83 SP:Iteration 19Q (11788.090000 sec): 3 clusters Score: Raw -7989321.042013 + Penalty 5314.263028 = -7984006.778986 nChanged 73 SP:Iteration 20F (11788.480000 sec): 3 clusters Score: Raw -7989325.232150 + Penalty 5314.263028 = -7984010.969122 nChanged 57 SP:Iteration 21Q (11788.890000 sec): 3 clusters Score: Raw -7989328.297218 + Penalty 5314.263028 = -7984014.034190 nChanged 66 SP:Iteration 22Q (11789.340000 sec): 3 clusters Score: Raw -7989331.852876 + Penalty 5314.263028 = -7984017.589848 nChanged 59 SP:Iteration 23Q (11789.760000 sec): 3 clusters Score: Raw -7989335.076199 + Penalty 5314.263028 = -7984020.813172 nChanged 45 SP:Iteration 24Q (11790.180000 sec): 3 clusters Score: Raw -7989337.317073 + Penalty 5314.263028 = -7984023.054045 nChanged 52 SP:Iteration 25Q (11790.600000 sec): 3 clusters Score: Raw -7989340.197817 + Penalty 5314.263028 = -7984025.934790 nChanged 44 SP:Iteration 26Q (11791.010000 sec): 3 clusters Score: Raw -7989342.367203 + Penalty 5314.263028 = -7984028.104175 nChanged 28 SP:Iteration 27Q (11791.440000 sec): 3 clusters Score: Raw -7989344.009476 + Penalty 5314.263028 = -7984029.746449 nChanged 35 SP:Iteration 28Q (11791.930000 sec): 3 clusters Score: Raw -7989345.447984 + Penalty 5314.263028 = -7984031.184957 nChanged 30 SP:Iteration 29Q (11792.440000 sec): 3 clusters Score: Raw -7989347.128433 + Penalty 5314.263028 = -7984032.865405 nChanged 36 SP:Iteration 30Q (11792.880000 sec): 3 clusters Score: Raw -7989349.509738 + Penalty 5314.263028 = -7984035.246710 nChanged 43 SP:Iteration 31Q (11793.330000 sec): 3 clusters Score: Raw -7989352.078614 + Penalty 5314.263028 = -7984037.815587 nChanged 42 SP:Iteration 32Q (11793.800000 sec): 3 clusters Score: Raw -7989354.202248 + Penalty 5314.263028 = -7984039.939220 nChanged 36 SP:Iteration 33Q (11794.300000 sec): 3 clusters Score: Raw -7989355.912279 + Penalty 5314.263028 = -7984041.649251 nChanged 32 SP:Iteration 34Q (11794.720000 sec): 3 clusters Score: Raw -7989357.473580 + Penalty 5314.263028 = -7984043.210552 nChanged 34 SP:Iteration 35Q (11795.170000 sec): 3 clusters Score: Raw -7989359.220442 + Penalty 5314.263028 = -7984044.957414 nChanged 24 SP:Iteration 36Q (11795.620000 sec): 3 clusters Score: Raw -7989360.305956 + Penalty 5314.263028 = -7984046.042928 nChanged 20 SP:Iteration 37Q (11796.050000 sec): 3 clusters Score: Raw -7989361.288271 + Penalty 5314.263028 = -7984047.025244 nChanged 19 SP:Iteration 38Q (11796.500000 sec): 3 clusters Score: Raw -7989362.021759 + Penalty 5314.263028 = -7984047.758731 nChanged 17 SP:Iteration 39Q (11796.890000 sec): 3 clusters Score: Raw -7989362.819123 + Penalty 5314.263028 = -7984048.556096 nChanged 17 SP:Iteration 40F (11797.280000 sec): 3 clusters Score: Raw -7989363.484521 + Penalty 5314.263028 = -7984049.221493 nChanged 11 SP:Iteration 41Q (11797.690000 sec): 3 clusters Score: Raw -7989364.012844 + Penalty 5314.263028 = -7984049.749816 nChanged 13 SP:Iteration 42Q (11798.070000 sec): 3 clusters Score: Raw -7989364.443145 + Penalty 5314.263028 = -7984050.180117 nChanged 9 SP:Iteration 43Q (11798.450000 sec): 3 clusters Score: Raw -7989364.740903 + Penalty 5314.263028 = -7984050.477875 nChanged 9 SP:Iteration 44Q (11798.870000 sec): 3 clusters Score: Raw -7989365.072015 + Penalty 5314.263028 = -7984050.808988 nChanged 12 SP:Iteration 45Q (11799.260000 sec): 3 clusters Score: Raw -7989365.684288 + Penalty 5314.263028 = -7984051.421260 nChanged 15 SP:Iteration 46Q (11799.630000 sec): 3 clusters Score: Raw -7989366.224923 + Penalty 5314.263028 = -7984051.961895 nChanged 18 SP:Iteration 47Q (11800.040000 sec): 3 clusters Score: Raw -7989367.021191 + Penalty 5314.263028 = -7984052.758163 nChanged 18 SP:Iteration 48Q (11800.480000 sec): 3 clusters Score: Raw -7989367.941937 + Penalty 5314.263028 = -7984053.678909 nChanged 15 SP:Iteration 49Q (11800.970000 sec): 3 clusters Score: Raw -7989368.870867 + Penalty 5314.263028 = -7984054.607839 nChanged 17 SP:Iteration 50Q (11801.380000 sec): 3 clusters Score: Raw -7989369.711281 + Penalty 5314.263028 = -7984055.448253 nChanged 15 SP:Iteration 51Q (11801.770000 sec): 3 clusters Score: Raw -7989370.359115 + Penalty 5314.263028 = -7984056.096087 nChanged 17 SP:Iteration 52Q (11802.190000 sec): 3 clusters Score: Raw -7989371.049860 + Penalty 5314.263028 = -7984056.786832 nChanged 19 SP:Iteration 53Q (11802.610000 sec): 3 clusters Score: Raw -7989372.039954 + Penalty 5314.263028 = -7984057.776927 nChanged 12 SP:Iteration 54Q (11802.990000 sec): 3 clusters Score: Raw -7989372.406840 + Penalty 5314.263028 = -7984058.143812 nChanged 8 SP:Iteration 55Q (11803.390000 sec): 3 clusters Score: Raw -7989372.634725 + Penalty 5314.263028 = -7984058.371698 nChanged 6 SP:Iteration 56Q (11803.780000 sec): 3 clusters Score: Raw -7989372.895511 + Penalty 5314.263028 = -7984058.632483 nChanged 6 SP:Iteration 57Q (11804.190000 sec): 3 clusters Score: Raw -7989373.103951 + Penalty 5314.263028 = -7984058.840923 nChanged 6 SP:Iteration 58Q (11804.680000 sec): 3 clusters Score: Raw -7989373.350371 + Penalty 5314.263028 = -7984059.087343 nChanged 11 SP:Iteration 59Q (11805.110000 sec): 3 clusters Score: Raw -7989373.684779 + Penalty 5314.263028 = -7984059.421751 nChanged 9 SP:Iteration 60F (11805.550000 sec): 3 clusters Score: Raw -7989374.036577 + Penalty 5314.263028 = -7984059.773549 nChanged 8 SP:Iteration 61Q (11805.940000 sec): 3 clusters Score: Raw -7989374.446227 + Penalty 5314.263028 = -7984060.183199 nChanged 9 SP:Iteration 62Q (11806.340000 sec): 3 clusters Score: Raw -7989374.734533 + Penalty 5314.263028 = -7984060.471506 nChanged 6 SP:Iteration 63Q (11806.760000 sec): 3 clusters Score: Raw -7989374.877308 + Penalty 5314.263028 = -7984060.614280 nChanged 4 SP:Iteration 64Q (11807.210000 sec): 3 clusters Score: Raw -7989374.945525 + Penalty 5314.263028 = -7984060.682497 nChanged 3 SP:Iteration 65Q (11807.610000 sec): 3 clusters Score: Raw -7989375.032380 + Penalty 5314.263028 = -7984060.769352 nChanged 4 SP:Iteration 66Q (11808.020000 sec): 3 clusters Score: Raw -7989375.147695 + Penalty 5314.263028 = -7984060.884667 nChanged 4 SP:Iteration 67Q (11808.430000 sec): 3 clusters Score: Raw -7989375.338321 + Penalty 5314.263028 = -7984061.075294 nChanged 3 SP:Iteration 68Q (11808.890000 sec): 3 clusters Score: Raw -7989375.419002 + Penalty 5314.263028 = -7984061.155974 nChanged 5 SP:Iteration 69Q (11809.230000 sec): 3 clusters Score: Raw -7989375.555611 + Penalty 5314.263028 = -7984061.292584 nChanged 1 SP:Iteration 70Q (11809.750000 sec): 3 clusters Score: Raw -7989375.572771 + Penalty 5314.263028 = -7984061.309743 nChanged 1 SP:Iteration 71Q (11810.220000 sec): 3 clusters Score: Raw -7989375.598985 + Penalty 5314.263028 = -7984061.335957 nChanged 1 SP:Iteration 72Q (11810.670000 sec): 3 clusters Score: Raw -7989375.635384 + Penalty 5314.263028 = -7984061.372356 nChanged 1 SP:Iteration 73Q (11811.090000 sec): 3 clusters Score: Raw -7989375.689878 + Penalty 5314.263028 = -7984061.426850 nChanged 1 SP:Iteration 74Q (11811.580000 sec): 3 clusters Score: Raw -7989375.769250 + Penalty 5314.263028 = -7984061.506223 nChanged 0 SP:Iteration 75F (11811.980000 sec): 3 clusters Score: Raw -7989375.769250 + Penalty 5314.263028 = -7984061.506223 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 5.80 GB. Trying to split cluster 10 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11812.110000 sec): 2 clusters Score: Raw -119621.400299 + Penalty 1716.815685 = -117904.584614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11812.270000 sec): 3 clusters Score: Raw -120060.397307 + Penalty 3433.631370 = -116626.765937 nChanged 392 SP:Iteration 1F (11812.450000 sec): 3 clusters Score: Raw -123407.178844 + Penalty 3433.631370 = -119973.547474 nChanged 185 SP:Iteration 2F (11812.620000 sec): 3 clusters Score: Raw -127947.609211 + Penalty 3433.631370 = -124513.977841 nChanged 133 SP:Iteration 3F (11812.790000 sec): 3 clusters Score: Raw -131596.780405 + Penalty 3433.631370 = -128163.149034 nChanged 63 SP:Iteration 4F (11812.930000 sec): 3 clusters Score: Raw -134490.484641 + Penalty 3433.631370 = -131056.853271 nChanged 25 SP:Iteration 5Q (11813.120000 sec): 3 clusters Score: Raw -135380.131287 + Penalty 3433.631370 = -131946.499917 nChanged 2 SP:Iteration 6Q (11813.300000 sec): 3 clusters Score: Raw -135451.968890 + Penalty 3433.631370 = -132018.337520 nChanged 0 SP:Iteration 7F (11813.480000 sec): 3 clusters Score: Raw -135451.968890 + Penalty 3433.631370 = -132018.337520 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 5.80 GB. Trying to split cluster 11 (10593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11813.670000 sec): 2 clusters Score: Raw -1828942.948364 + Penalty 2298.451274 = -1826644.497091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11813.880000 sec): 3 clusters Score: Raw -1823305.504808 + Penalty 4596.902548 = -1818708.602261 nChanged 4441 SP:Iteration 1F (11814.040000 sec): 3 clusters Score: Raw -1828707.107878 + Penalty 4596.902548 = -1824110.205330 nChanged 1956 SP:Iteration 2F (11814.260000 sec): 3 clusters Score: Raw -1834525.066579 + Penalty 4596.902548 = -1829928.164031 nChanged 1341 SP:Iteration 3F (11814.500000 sec): 3 clusters Score: Raw -1837776.505653 + Penalty 4596.902548 = -1833179.603106 nChanged 606 SP:Iteration 4F (11814.720000 sec): 3 clusters Score: Raw -1839167.654376 + Penalty 4596.902548 = -1834570.751828 nChanged 322 SP:Iteration 5Q (11814.980000 sec): 3 clusters Score: Raw -1839516.651154 + Penalty 4596.902548 = -1834919.748607 nChanged 182 SP:Iteration 6Q (11815.280000 sec): 3 clusters Score: Raw -1839646.527269 + Penalty 4596.902548 = -1835049.624721 nChanged 106 SP:Iteration 7Q (11815.500000 sec): 3 clusters Score: Raw -1839692.508711 + Penalty 4596.902548 = -1835095.606164 nChanged 66 SP:Iteration 8Q (11815.710000 sec): 3 clusters Score: Raw -1839710.443234 + Penalty 4596.902548 = -1835113.540686 nChanged 41 SP:Iteration 9Q (11815.980000 sec): 3 clusters Score: Raw -1839720.908522 + Penalty 4596.902548 = -1835124.005974 nChanged 29 SP:Iteration 10Q (11816.220000 sec): 3 clusters Score: Raw -1839726.825482 + Penalty 4596.902548 = -1835129.922934 nChanged 22 SP:Iteration 11Q (11816.500000 sec): 3 clusters Score: Raw -1839731.039741 + Penalty 4596.902548 = -1835134.137194 nChanged 10 SP:Iteration 12Q (11816.770000 sec): 3 clusters Score: Raw -1839733.054319 + Penalty 4596.902548 = -1835136.151771 nChanged 7 SP:Iteration 13Q (11817.000000 sec): 3 clusters Score: Raw -1839733.919982 + Penalty 4596.902548 = -1835137.017434 nChanged 3 SP:Iteration 14Q (11817.240000 sec): 3 clusters Score: Raw -1839734.243618 + Penalty 4596.902548 = -1835137.341070 nChanged 2 SP:Iteration 15Q (11817.460000 sec): 3 clusters Score: Raw -1839734.565685 + Penalty 4596.902548 = -1835137.663137 nChanged 1 SP:Iteration 16Q (11817.740000 sec): 3 clusters Score: Raw -1839734.725306 + Penalty 4596.902548 = -1835137.822758 nChanged 0 SP:Iteration 17F (11817.970000 sec): 3 clusters Score: Raw -1839734.725306 + Penalty 4596.902548 = -1835137.822758 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 5.80 GB. Trying to split cluster 12 (105221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11818.550000 sec): 2 clusters Score: Raw -19050018.632828 + Penalty 2867.826908 = -19047150.805919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11819.280000 sec): 3 clusters Score: Raw -18982416.445898 + Penalty 5735.653817 = -18976680.792081 nChanged 49923 SP:Iteration 1F (11820.050000 sec): 3 clusters Score: Raw -19012503.311085 + Penalty 5735.653817 = -19006767.657268 nChanged 5583 SP:Iteration 2F (11820.760000 sec): 3 clusters Score: Raw -19015806.182056 + Penalty 5735.653817 = -19010070.528239 nChanged 7229 SP:Iteration 3F (11821.470000 sec): 3 clusters Score: Raw -19021294.301108 + Penalty 5735.653817 = -19015558.647291 nChanged 9046 SP:Iteration 4F (11822.160000 sec): 3 clusters Score: Raw -19029179.260122 + Penalty 5735.653817 = -19023443.606305 nChanged 9634 SP:Iteration 5F (11822.900000 sec): 3 clusters Score: Raw -19037247.251821 + Penalty 5735.653817 = -19031511.598004 nChanged 8147 SP:Iteration 6F (11823.690000 sec): 3 clusters Score: Raw -19043099.911481 + Penalty 5735.653817 = -19037364.257664 nChanged 5617 SP:Iteration 7F (11824.440000 sec): 3 clusters Score: Raw -19046465.135501 + Penalty 5735.653817 = -19040729.481684 nChanged 3629 SP:Iteration 8Q (11825.180000 sec): 3 clusters Score: Raw -19048458.953995 + Penalty 5735.653817 = -19042723.300178 nChanged 2583 SP:Iteration 9Q (11825.900000 sec): 3 clusters Score: Raw -19049825.795635 + Penalty 5735.653817 = -19044090.141819 nChanged 2006 SP:Iteration 10Q (11826.690000 sec): 3 clusters Score: Raw -19050805.772063 + Penalty 5735.653817 = -19045070.118246 nChanged 1827 SP:Iteration 11Q (11827.490000 sec): 3 clusters Score: Raw -19051619.007769 + Penalty 5735.653817 = -19045883.353952 nChanged 1627 SP:Iteration 12Q (11828.340000 sec): 3 clusters Score: Raw -19052266.663120 + Penalty 5735.653817 = -19046531.009303 nChanged 1428 SP:Iteration 13Q (11829.060000 sec): 3 clusters Score: Raw -19052814.970073 + Penalty 5735.653817 = -19047079.316256 nChanged 1319 SP:Iteration 14Q (11829.770000 sec): 3 clusters Score: Raw -19053339.029638 + Penalty 5735.653817 = -19047603.375821 nChanged 1220 SP:Iteration 15Q (11830.550000 sec): 3 clusters Score: Raw -19053845.899672 + Penalty 5735.653817 = -19048110.245855 nChanged 1143 SP:Iteration 16Q (11831.290000 sec): 3 clusters Score: Raw -19054330.371727 + Penalty 5735.653817 = -19048594.717910 nChanged 1008 SP:Iteration 17Q (11832.020000 sec): 3 clusters Score: Raw -19054781.152353 + Penalty 5735.653817 = -19049045.498536 nChanged 940 SP:Iteration 18Q (11832.710000 sec): 3 clusters Score: Raw -19055199.918169 + Penalty 5735.653817 = -19049464.264352 nChanged 826 SP:Iteration 19Q (11833.410000 sec): 3 clusters Score: Raw -19055553.394219 + Penalty 5735.653817 = -19049817.740402 nChanged 702 SP:Iteration 20F (11834.250000 sec): 3 clusters Score: Raw -19055806.701000 + Penalty 5735.653817 = -19050071.047183 nChanged 570 SP:Iteration 21Q (11834.940000 sec): 3 clusters Score: Raw -19056007.432323 + Penalty 5735.653817 = -19050271.778507 nChanged 472 SP:Iteration 22Q (11835.630000 sec): 3 clusters Score: Raw -19056157.862548 + Penalty 5735.653817 = -19050422.208731 nChanged 423 SP:Iteration 23Q (11836.300000 sec): 3 clusters Score: Raw -19056270.667027 + Penalty 5735.653817 = -19050535.013211 nChanged 341 SP:Iteration 24Q (11837.050000 sec): 3 clusters Score: Raw -19056349.206930 + Penalty 5735.653817 = -19050613.553114 nChanged 268 SP:Iteration 25Q (11837.720000 sec): 3 clusters Score: Raw -19056403.232845 + Penalty 5735.653817 = -19050667.579028 nChanged 223 SP:Iteration 26Q (11838.420000 sec): 3 clusters Score: Raw -19056442.978532 + Penalty 5735.653817 = -19050707.324715 nChanged 200 SP:Iteration 27Q (11839.110000 sec): 3 clusters Score: Raw -19056478.465509 + Penalty 5735.653817 = -19050742.811692 nChanged 172 SP:Iteration 28Q (11839.850000 sec): 3 clusters Score: Raw -19056503.454683 + Penalty 5735.653817 = -19050767.800866 nChanged 127 SP:Iteration 29Q (11840.540000 sec): 3 clusters Score: Raw -19056519.956983 + Penalty 5735.653817 = -19050784.303166 nChanged 98 SP:Iteration 30Q (11841.220000 sec): 3 clusters Score: Raw -19056532.125872 + Penalty 5735.653817 = -19050796.472055 nChanged 95 SP:Iteration 31Q (11841.930000 sec): 3 clusters Score: Raw -19056542.718042 + Penalty 5735.653817 = -19050807.064225 nChanged 70 SP:Iteration 32Q (11842.640000 sec): 3 clusters Score: Raw -19056548.938821 + Penalty 5735.653817 = -19050813.285004 nChanged 58 SP:Iteration 33Q (11843.290000 sec): 3 clusters Score: Raw -19056554.246639 + Penalty 5735.653817 = -19050818.592822 nChanged 39 SP:Iteration 34Q (11843.930000 sec): 3 clusters Score: Raw -19056557.928066 + Penalty 5735.653817 = -19050822.274249 nChanged 47 SP:Iteration 35Q (11844.550000 sec): 3 clusters Score: Raw -19056561.356962 + Penalty 5735.653817 = -19050825.703145 nChanged 32 SP:Iteration 36Q (11845.230000 sec): 3 clusters Score: Raw -19056563.628941 + Penalty 5735.653817 = -19050827.975124 nChanged 32 SP:Iteration 37Q (11845.940000 sec): 3 clusters Score: Raw -19056566.012384 + Penalty 5735.653817 = -19050830.358567 nChanged 27 SP:Iteration 38Q (11846.600000 sec): 3 clusters Score: Raw -19056567.773813 + Penalty 5735.653817 = -19050832.119996 nChanged 22 SP:Iteration 39Q (11847.320000 sec): 3 clusters Score: Raw -19056568.932098 + Penalty 5735.653817 = -19050833.278281 nChanged 10 SP:Iteration 40F (11848.180000 sec): 3 clusters Score: Raw -19056569.405641 + Penalty 5735.653817 = -19050833.751825 nChanged 6 SP:Iteration 41Q (11848.850000 sec): 3 clusters Score: Raw -19056569.626674 + Penalty 5735.653817 = -19050833.972857 nChanged 1 SP:Iteration 42Q (11849.570000 sec): 3 clusters Score: Raw -19056569.666713 + Penalty 5735.653817 = -19050834.012896 nChanged 0 SP:Iteration 43F (11850.390000 sec): 3 clusters Score: Raw -19056569.666713 + Penalty 5735.653817 = -19050834.012896 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 5.80 GB. Trying to split cluster 13 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11850.530000 sec): 2 clusters Score: Raw -149588.040236 + Penalty 1712.129320 = -147875.910916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11850.730000 sec): 3 clusters Score: Raw -149656.321637 + Penalty 3424.258640 = -146232.062997 nChanged 303 SP:Iteration 1F (11850.950000 sec): 3 clusters Score: Raw -150329.221251 + Penalty 3424.258640 = -146904.962611 nChanged 153 SP:Iteration 2F (11851.090000 sec): 3 clusters Score: Raw -151112.011504 + Penalty 3424.258640 = -147687.752864 nChanged 115 SP:Iteration 3F (11851.280000 sec): 3 clusters Score: Raw -151903.040184 + Penalty 3424.258640 = -148478.781544 nChanged 67 SP:Iteration 4F (11851.490000 sec): 3 clusters Score: Raw -152560.902632 + Penalty 3424.258640 = -149136.643993 nChanged 43 SP:Iteration 5Q (11851.610000 sec): 3 clusters Score: Raw -153085.013975 + Penalty 3424.258640 = -149660.755335 nChanged 31 SP:Iteration 6Q (11851.800000 sec): 3 clusters Score: Raw -153339.988892 + Penalty 3424.258640 = -149915.730252 nChanged 27 SP:Iteration 7Q (11851.940000 sec): 3 clusters Score: Raw -153524.229037 + Penalty 3424.258640 = -150099.970398 nChanged 35 SP:Iteration 8Q (11852.150000 sec): 3 clusters Score: Raw -153857.957031 + Penalty 3424.258640 = -150433.698391 nChanged 30 SP:Iteration 9Q (11852.300000 sec): 3 clusters Score: Raw -154235.750055 + Penalty 3424.258640 = -150811.491416 nChanged 13 SP:Iteration 10Q (11852.540000 sec): 3 clusters Score: Raw -154452.185091 + Penalty 3424.258640 = -151027.926451 nChanged 9 SP:Iteration 11Q (11852.690000 sec): 3 clusters Score: Raw -154476.171851 + Penalty 3424.258640 = -151051.913211 nChanged 3 SP:Iteration 12Q (11852.880000 sec): 3 clusters Score: Raw -154483.346356 + Penalty 3424.258640 = -151059.087717 nChanged 2 SP:Iteration 13Q (11853.030000 sec): 3 clusters Score: Raw -154486.243355 + Penalty 3424.258640 = -151061.984715 nChanged 1 SP:Iteration 14Q (11853.270000 sec): 3 clusters Score: Raw -154487.389206 + Penalty 3424.258640 = -151063.130567 nChanged 0 SP:Iteration 15F (11853.430000 sec): 3 clusters Score: Raw -154492.387088 + Penalty 3424.258640 = -151068.128448 nChanged 1 SP:Iteration 16Q (11853.630000 sec): 3 clusters Score: Raw -154510.117690 + Penalty 3424.258640 = -151085.859050 nChanged 2 SP:Iteration 17Q (11853.780000 sec): 3 clusters Score: Raw -154520.368424 + Penalty 3424.258640 = -151096.109785 nChanged 3 SP:Iteration 18Q (11853.980000 sec): 3 clusters Score: Raw -154526.287144 + Penalty 3424.258640 = -151102.028504 nChanged 0 SP:Iteration 19F (11854.120000 sec): 3 clusters Score: Raw -154526.287144 + Penalty 3424.258640 = -151102.028504 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 5.80 GB. Trying to split cluster 14 (314641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11856.010000 sec): 2 clusters Score: Raw -56599675.134969 + Penalty 3139.478521 = -56596535.656448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11857.990000 sec): 3 clusters Score: Raw -56391067.404277 + Penalty 6278.957042 = -56384788.447235 nChanged 152693 SP:Iteration 1F (11859.970000 sec): 3 clusters Score: Raw -56484363.568801 + Penalty 6278.957042 = -56478084.611758 nChanged 13004 SP:Iteration 2Q (11862.040000 sec): 3 clusters Score: Raw -56490303.673321 + Penalty 6278.957042 = -56484024.716279 nChanged 17472 SP:Iteration 3F (11863.790000 sec): 3 clusters Score: Raw -56501800.164453 + Penalty 6278.957042 = -56495521.207411 nChanged 22765 SP:Iteration 4F (11865.470000 sec): 3 clusters Score: Raw -56521292.170979 + Penalty 6278.957042 = -56515013.213936 nChanged 27154 SP:Iteration 5F (11867.250000 sec): 3 clusters Score: Raw -56547562.144327 + Penalty 6278.957042 = -56541283.187285 nChanged 27057 SP:Iteration 6F (11869.290000 sec): 3 clusters Score: Raw -56572726.331303 + Penalty 6278.957042 = -56566447.374261 nChanged 22016 SP:Iteration 7F (11871.050000 sec): 3 clusters Score: Raw -56590626.568311 + Penalty 6278.957042 = -56584347.611269 nChanged 15893 SP:Iteration 8F (11872.790000 sec): 3 clusters Score: Raw -56601600.102374 + Penalty 6278.957042 = -56595321.145332 nChanged 11229 SP:Iteration 9Q (11874.530000 sec): 3 clusters Score: Raw -56608599.219115 + Penalty 6278.957042 = -56602320.262073 nChanged 8539 SP:Iteration 10Q (11876.700000 sec): 3 clusters Score: Raw -56613656.073386 + Penalty 6278.957042 = -56607377.116344 nChanged 6958 SP:Iteration 11Q (11878.730000 sec): 3 clusters Score: Raw -56617874.880280 + Penalty 6278.957042 = -56611595.923238 nChanged 5958 SP:Iteration 12Q (11880.670000 sec): 3 clusters Score: Raw -56621630.232507 + Penalty 6278.957042 = -56615351.275464 nChanged 4893 SP:Iteration 13Q (11882.520000 sec): 3 clusters Score: Raw -56624066.503857 + Penalty 6278.957042 = -56617787.546815 nChanged 3868 SP:Iteration 14Q (11884.350000 sec): 3 clusters Score: Raw -56625327.945414 + Penalty 6278.957042 = -56619048.988371 nChanged 3037 SP:Iteration 15Q (11886.320000 sec): 3 clusters Score: Raw -56626176.674677 + Penalty 6278.957042 = -56619897.717635 nChanged 2389 SP:Iteration 16Q (11888.220000 sec): 3 clusters Score: Raw -56626789.451531 + Penalty 6278.957042 = -56620510.494489 nChanged 2043 SP:Iteration 17Q (11890.120000 sec): 3 clusters Score: Raw -56627287.828202 + Penalty 6278.957042 = -56621008.871160 nChanged 1769 SP:Iteration 18Q (11892.090000 sec): 3 clusters Score: Raw -56627678.989131 + Penalty 6278.957042 = -56621400.032088 nChanged 1603 SP:Iteration 19Q (11893.660000 sec): 3 clusters Score: Raw -56628009.465167 + Penalty 6278.957042 = -56621730.508125 nChanged 1436 SP:Iteration 20F (11895.410000 sec): 3 clusters Score: Raw -56628275.096776 + Penalty 6278.957042 = -56621996.139733 nChanged 1339 SP:Iteration 21Q (11897.170000 sec): 3 clusters Score: Raw -56628495.210918 + Penalty 6278.957042 = -56622216.253875 nChanged 1199 SP:Iteration 22Q (11898.980000 sec): 3 clusters Score: Raw -56628652.533054 + Penalty 6278.957042 = -56622373.576012 nChanged 1069 SP:Iteration 23Q (11900.860000 sec): 3 clusters Score: Raw -56628775.602729 + Penalty 6278.957042 = -56622496.645687 nChanged 1017 SP:Iteration 24Q (11902.980000 sec): 3 clusters Score: Raw -56628877.606604 + Penalty 6278.957042 = -56622598.649561 nChanged 947 SP:Iteration 25Q (11904.780000 sec): 3 clusters Score: Raw -56628954.264761 + Penalty 6278.957042 = -56622675.307718 nChanged 845 SP:Iteration 26Q (11906.520000 sec): 3 clusters Score: Raw -56629014.748309 + Penalty 6278.957042 = -56622735.791267 nChanged 777 SP:Iteration 27Q (11908.550000 sec): 3 clusters Score: Raw -56629060.885336 + Penalty 6278.957042 = -56622781.928294 nChanged 661 SP:Iteration 28Q (11910.680000 sec): 3 clusters Score: Raw -56629094.034404 + Penalty 6278.957042 = -56622815.077362 nChanged 607 SP:Iteration 29Q (11912.620000 sec): 3 clusters Score: Raw -56629123.811810 + Penalty 6278.957042 = -56622844.854768 nChanged 546 SP:Iteration 30Q (11914.610000 sec): 3 clusters Score: Raw -56629148.656684 + Penalty 6278.957042 = -56622869.699641 nChanged 512 SP:Iteration 31Q (11916.490000 sec): 3 clusters Score: Raw -56629168.186801 + Penalty 6278.957042 = -56622889.229759 nChanged 410 SP:Iteration 32Q (11918.270000 sec): 3 clusters Score: Raw -56629180.434596 + Penalty 6278.957042 = -56622901.477554 nChanged 321 SP:Iteration 33Q (11920.210000 sec): 3 clusters Score: Raw -56629188.260453 + Penalty 6278.957042 = -56622909.303411 nChanged 256 SP:Iteration 34Q (11922.060000 sec): 3 clusters Score: Raw -56629194.363515 + Penalty 6278.957042 = -56622915.406473 nChanged 258 SP:Iteration 35Q (11923.960000 sec): 3 clusters Score: Raw -56629200.299361 + Penalty 6278.957042 = -56622921.342319 nChanged 252 SP:Iteration 36Q (11925.830000 sec): 3 clusters Score: Raw -56629205.839668 + Penalty 6278.957042 = -56622926.882625 nChanged 250 SP:Iteration 37Q (11927.710000 sec): 3 clusters Score: Raw -56629211.584642 + Penalty 6278.957042 = -56622932.627599 nChanged 236 SP:Iteration 38Q (11929.520000 sec): 3 clusters Score: Raw -56629216.657953 + Penalty 6278.957042 = -56622937.700911 nChanged 202 SP:Iteration 39Q (11931.790000 sec): 3 clusters Score: Raw -56629219.949977 + Penalty 6278.957042 = -56622940.992935 nChanged 143 SP:Iteration 40F (11933.760000 sec): 3 clusters Score: Raw -56629222.002581 + Penalty 6278.957042 = -56622943.045539 nChanged 130 SP:Iteration 41Q (11935.750000 sec): 3 clusters Score: Raw -56629223.677669 + Penalty 6278.957042 = -56622944.720627 nChanged 117 SP:Iteration 42Q (11937.560000 sec): 3 clusters Score: Raw -56629225.050990 + Penalty 6278.957042 = -56622946.093948 nChanged 96 SP:Iteration 43Q (11939.520000 sec): 3 clusters Score: Raw -56629226.026606 + Penalty 6278.957042 = -56622947.069564 nChanged 85 SP:Iteration 44Q (11941.300000 sec): 3 clusters Score: Raw -56629227.089584 + Penalty 6278.957042 = -56622948.132542 nChanged 95 SP:Iteration 45Q (11943.320000 sec): 3 clusters Score: Raw -56629228.182870 + Penalty 6278.957042 = -56622949.225828 nChanged 65 SP:Iteration 46Q (11945.220000 sec): 3 clusters Score: Raw -56629228.957103 + Penalty 6278.957042 = -56622950.000060 nChanged 68 SP:Iteration 47Q (11947.080000 sec): 3 clusters Score: Raw -56629229.627681 + Penalty 6278.957042 = -56622950.670638 nChanged 56 SP:Iteration 48Q (11948.950000 sec): 3 clusters Score: Raw -56629230.120784 + Penalty 6278.957042 = -56622951.163742 nChanged 40 SP:Iteration 49Q (11950.700000 sec): 3 clusters Score: Raw -56629230.428889 + Penalty 6278.957042 = -56622951.471847 nChanged 32 SP:Iteration 50Q (11952.540000 sec): 3 clusters Score: Raw -56629230.644813 + Penalty 6278.957042 = -56622951.687770 nChanged 28 SP:Iteration 51Q (11954.480000 sec): 3 clusters Score: Raw -56629230.811615 + Penalty 6278.957042 = -56622951.854572 nChanged 18 SP:Iteration 52Q (11956.280000 sec): 3 clusters Score: Raw -56629230.955002 + Penalty 6278.957042 = -56622951.997959 nChanged 24 SP:Iteration 53Q (11958.350000 sec): 3 clusters Score: Raw -56629231.097917 + Penalty 6278.957042 = -56622952.140875 nChanged 17 SP:Iteration 54Q (11960.380000 sec): 3 clusters Score: Raw -56629231.231319 + Penalty 6278.957042 = -56622952.274277 nChanged 22 SP:Iteration 55Q (11962.240000 sec): 3 clusters Score: Raw -56629231.429224 + Penalty 6278.957042 = -56622952.472181 nChanged 24 SP:Iteration 56Q (11964.380000 sec): 3 clusters Score: Raw -56629231.546971 + Penalty 6278.957042 = -56622952.589928 nChanged 14 SP:Iteration 57Q (11966.110000 sec): 3 clusters Score: Raw -56629231.621962 + Penalty 6278.957042 = -56622952.664920 nChanged 12 SP:Iteration 58Q (11967.880000 sec): 3 clusters Score: Raw -56629231.675803 + Penalty 6278.957042 = -56622952.718761 nChanged 8 SP:Iteration 59Q (11969.720000 sec): 3 clusters Score: Raw -56629231.706546 + Penalty 6278.957042 = -56622952.749504 nChanged 6 SP:Iteration 60F (11971.560000 sec): 3 clusters Score: Raw -56629231.744573 + Penalty 6278.957042 = -56622952.787531 nChanged 6 SP:Iteration 61Q (11973.460000 sec): 3 clusters Score: Raw -56629231.773187 + Penalty 6278.957042 = -56622952.816144 nChanged 8 SP:Iteration 62Q (11975.540000 sec): 3 clusters Score: Raw -56629231.809148 + Penalty 6278.957042 = -56622952.852106 nChanged 4 SP:Iteration 63Q (11977.490000 sec): 3 clusters Score: Raw -56629231.827325 + Penalty 6278.957042 = -56622952.870283 nChanged 1 SP:Iteration 64Q (11979.290000 sec): 3 clusters Score: Raw -56629231.831099 + Penalty 6278.957042 = -56622952.874056 nChanged 3 SP:Iteration 65Q (11981.420000 sec): 3 clusters Score: Raw -56629231.850848 + Penalty 6278.957042 = -56622952.893805 nChanged 4 SP:Iteration 66Q (11983.230000 sec): 3 clusters Score: Raw -56629231.869852 + Penalty 6278.957042 = -56622952.912810 nChanged 1 SP:Iteration 67Q (11985.380000 sec): 3 clusters Score: Raw -56629231.872759 + Penalty 6278.957042 = -56622952.915716 nChanged 1 SP:Iteration 68Q (11987.180000 sec): 3 clusters Score: Raw -56629231.876440 + Penalty 6278.957042 = -56622952.919398 nChanged 1 SP:Iteration 69Q (11989.020000 sec): 3 clusters Score: Raw -56629231.881534 + Penalty 6278.957042 = -56622952.924492 nChanged 1 SP:Iteration 70Q (11991.050000 sec): 3 clusters Score: Raw -56629231.884388 + Penalty 6278.957042 = -56622952.927346 nChanged 1 SP:Iteration 71Q (11992.990000 sec): 3 clusters Score: Raw -56629231.885900 + Penalty 6278.957042 = -56622952.928858 nChanged 0 SP:Iteration 72F (11994.640000 sec): 3 clusters Score: Raw -56629231.885900 + Penalty 6278.957042 = -56622952.928858 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 5.80 GB. Trying to split cluster 15 (41583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11994.980000 sec): 2 clusters Score: Raw -7615761.747305 + Penalty 2637.590784 = -7613124.156522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11995.380000 sec): 3 clusters Score: Raw -7590316.223880 + Penalty 5275.181568 = -7585041.042313 nChanged 19116 SP:Iteration 1F (11995.790000 sec): 3 clusters Score: Raw -7601778.545119 + Penalty 5275.181568 = -7596503.363552 nChanged 2865 SP:Iteration 2F (11996.250000 sec): 3 clusters Score: Raw -7604626.439521 + Penalty 5275.181568 = -7599351.257953 nChanged 3983 SP:Iteration 3F (11996.640000 sec): 3 clusters Score: Raw -7609955.129641 + Penalty 5275.181568 = -7604679.948073 nChanged 5055 SP:Iteration 4F (11997.080000 sec): 3 clusters Score: Raw -7618165.652864 + Penalty 5275.181568 = -7612890.471297 nChanged 4605 SP:Iteration 5F (11997.490000 sec): 3 clusters Score: Raw -7625566.907037 + Penalty 5275.181568 = -7620291.725470 nChanged 3157 SP:Iteration 6F (11997.820000 sec): 3 clusters Score: Raw -7629604.094369 + Penalty 5275.181568 = -7624328.912802 nChanged 2427 SP:Iteration 7F (11998.180000 sec): 3 clusters Score: Raw -7632010.237224 + Penalty 5275.181568 = -7626735.055656 nChanged 2034 SP:Iteration 8Q (11998.620000 sec): 3 clusters Score: Raw -7633600.093418 + Penalty 5275.181568 = -7628324.911850 nChanged 1695 SP:Iteration 9Q (11998.970000 sec): 3 clusters Score: Raw -7634648.352641 + Penalty 5275.181568 = -7629373.171074 nChanged 1277 SP:Iteration 10Q (11999.390000 sec): 3 clusters Score: Raw -7635264.237987 + Penalty 5275.181568 = -7629989.056420 nChanged 939 SP:Iteration 11Q (11999.780000 sec): 3 clusters Score: Raw -7635607.970003 + Penalty 5275.181568 = -7630332.788436 nChanged 658 SP:Iteration 12Q (12000.190000 sec): 3 clusters Score: Raw -7635790.390608 + Penalty 5275.181568 = -7630515.209041 nChanged 460 SP:Iteration 13Q (12000.530000 sec): 3 clusters Score: Raw -7635894.072018 + Penalty 5275.181568 = -7630618.890451 nChanged 325 SP:Iteration 14Q (12000.950000 sec): 3 clusters Score: Raw -7635950.161878 + Penalty 5275.181568 = -7630674.980311 nChanged 242 SP:Iteration 15Q (12001.330000 sec): 3 clusters Score: Raw -7635981.688180 + Penalty 5275.181568 = -7630706.506613 nChanged 172 SP:Iteration 16Q (12001.810000 sec): 3 clusters Score: Raw -7635998.716969 + Penalty 5275.181568 = -7630723.535401 nChanged 89 SP:Iteration 17Q (12002.220000 sec): 3 clusters Score: Raw -7636006.468694 + Penalty 5275.181568 = -7630731.287126 nChanged 56 SP:Iteration 18Q (12002.600000 sec): 3 clusters Score: Raw -7636010.181909 + Penalty 5275.181568 = -7630735.000341 nChanged 37 SP:Iteration 19Q (12003.000000 sec): 3 clusters Score: Raw -7636012.391428 + Penalty 5275.181568 = -7630737.209861 nChanged 28 SP:Iteration 20F (12003.360000 sec): 3 clusters Score: Raw -7636013.813007 + Penalty 5275.181568 = -7630738.631439 nChanged 21 SP:Iteration 21Q (12003.740000 sec): 3 clusters Score: Raw -7636014.765276 + Penalty 5275.181568 = -7630739.583708 nChanged 14 SP:Iteration 22Q (12004.110000 sec): 3 clusters Score: Raw -7636015.397212 + Penalty 5275.181568 = -7630740.215644 nChanged 9 SP:Iteration 23Q (12004.480000 sec): 3 clusters Score: Raw -7636015.759536 + Penalty 5275.181568 = -7630740.577969 nChanged 3 SP:Iteration 24Q (12004.880000 sec): 3 clusters Score: Raw -7636015.886813 + Penalty 5275.181568 = -7630740.705246 nChanged 6 SP:Iteration 25Q (12005.340000 sec): 3 clusters Score: Raw -7636016.235879 + Penalty 5275.181568 = -7630741.054311 nChanged 5 SP:Iteration 26Q (12005.800000 sec): 3 clusters Score: Raw -7636016.627328 + Penalty 5275.181568 = -7630741.445761 nChanged 6 SP:Iteration 27Q (12006.180000 sec): 3 clusters Score: Raw -7636016.923022 + Penalty 5275.181568 = -7630741.741454 nChanged 8 SP:Iteration 28Q (12006.530000 sec): 3 clusters Score: Raw -7636017.451358 + Penalty 5275.181568 = -7630742.269790 nChanged 8 SP:Iteration 29Q (12006.850000 sec): 3 clusters Score: Raw -7636018.005803 + Penalty 5275.181568 = -7630742.824235 nChanged 10 SP:Iteration 30Q (12007.200000 sec): 3 clusters Score: Raw -7636018.604429 + Penalty 5275.181568 = -7630743.422862 nChanged 9 SP:Iteration 31Q (12007.580000 sec): 3 clusters Score: Raw -7636019.349111 + Penalty 5275.181568 = -7630744.167543 nChanged 15 SP:Iteration 32Q (12007.970000 sec): 3 clusters Score: Raw -7636020.449152 + Penalty 5275.181568 = -7630745.267584 nChanged 17 SP:Iteration 33Q (12008.370000 sec): 3 clusters Score: Raw -7636021.300288 + Penalty 5275.181568 = -7630746.118720 nChanged 11 SP:Iteration 34Q (12008.820000 sec): 3 clusters Score: Raw -7636021.661687 + Penalty 5275.181568 = -7630746.480120 nChanged 12 SP:Iteration 35Q (12009.200000 sec): 3 clusters Score: Raw -7636022.011622 + Penalty 5275.181568 = -7630746.830055 nChanged 11 SP:Iteration 36Q (12009.570000 sec): 3 clusters Score: Raw -7636022.408647 + Penalty 5275.181568 = -7630747.227079 nChanged 9 SP:Iteration 37Q (12010.030000 sec): 3 clusters Score: Raw -7636022.686509 + Penalty 5275.181568 = -7630747.504942 nChanged 8 SP:Iteration 38Q (12010.430000 sec): 3 clusters Score: Raw -7636023.023643 + Penalty 5275.181568 = -7630747.842075 nChanged 7 SP:Iteration 39Q (12010.870000 sec): 3 clusters Score: Raw -7636023.240223 + Penalty 5275.181568 = -7630748.058656 nChanged 5 SP:Iteration 40F (12011.300000 sec): 3 clusters Score: Raw -7636023.467467 + Penalty 5275.181568 = -7630748.285899 nChanged 3 SP:Iteration 41Q (12011.700000 sec): 3 clusters Score: Raw -7636023.521010 + Penalty 5275.181568 = -7630748.339442 nChanged 1 SP:Iteration 42Q (12012.100000 sec): 3 clusters Score: Raw -7636023.549764 + Penalty 5275.181568 = -7630748.368196 nChanged 0 SP:Iteration 43F (12012.480000 sec): 3 clusters Score: Raw -7636023.549764 + Penalty 5275.181568 = -7630748.368196 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 5.80 GB. Trying to split cluster 16 (13294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12012.650000 sec): 2 clusters Score: Raw -2262887.429238 + Penalty 2354.776885 = -2260532.652353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12012.930000 sec): 3 clusters Score: Raw -2255580.104292 + Penalty 4709.553770 = -2250870.550522 nChanged 5773 SP:Iteration 1F (12013.200000 sec): 3 clusters Score: Raw -2259783.386776 + Penalty 4709.553770 = -2255073.833006 nChanged 1192 SP:Iteration 2F (12013.420000 sec): 3 clusters Score: Raw -2260715.897978 + Penalty 4709.553770 = -2256006.344208 nChanged 952 SP:Iteration 3F (12013.660000 sec): 3 clusters Score: Raw -2261322.843321 + Penalty 4709.553770 = -2256613.289551 nChanged 760 SP:Iteration 4F (12013.920000 sec): 3 clusters Score: Raw -2261723.761984 + Penalty 4709.553770 = -2257014.208214 nChanged 599 SP:Iteration 5Q (12014.190000 sec): 3 clusters Score: Raw -2261989.453097 + Penalty 4709.553770 = -2257279.899327 nChanged 467 SP:Iteration 6Q (12014.470000 sec): 3 clusters Score: Raw -2262194.530685 + Penalty 4709.553770 = -2257484.976916 nChanged 446 SP:Iteration 7Q (12014.700000 sec): 3 clusters Score: Raw -2262391.266434 + Penalty 4709.553770 = -2257681.712664 nChanged 420 SP:Iteration 8Q (12014.940000 sec): 3 clusters Score: Raw -2262595.535713 + Penalty 4709.553770 = -2257885.981943 nChanged 426 SP:Iteration 9Q (12015.170000 sec): 3 clusters Score: Raw -2262807.337094 + Penalty 4709.553770 = -2258097.783324 nChanged 452 SP:Iteration 10Q (12015.410000 sec): 3 clusters Score: Raw -2263037.676864 + Penalty 4709.553770 = -2258328.123094 nChanged 442 SP:Iteration 11Q (12015.690000 sec): 3 clusters Score: Raw -2263291.226347 + Penalty 4709.553770 = -2258581.672577 nChanged 505 SP:Iteration 12Q (12015.890000 sec): 3 clusters Score: Raw -2263651.567853 + Penalty 4709.553770 = -2258942.014083 nChanged 564 SP:Iteration 13Q (12016.160000 sec): 3 clusters Score: Raw -2264087.312524 + Penalty 4709.553770 = -2259377.758755 nChanged 542 SP:Iteration 14Q (12016.400000 sec): 3 clusters Score: Raw -2264480.230901 + Penalty 4709.553770 = -2259770.677131 nChanged 456 SP:Iteration 15Q (12016.640000 sec): 3 clusters Score: Raw -2264827.230774 + Penalty 4709.553770 = -2260117.677004 nChanged 388 SP:Iteration 16Q (12016.910000 sec): 3 clusters Score: Raw -2265097.361884 + Penalty 4709.553770 = -2260387.808114 nChanged 311 SP:Iteration 17Q (12017.180000 sec): 3 clusters Score: Raw -2265309.371541 + Penalty 4709.553770 = -2260599.817771 nChanged 284 SP:Iteration 18Q (12017.400000 sec): 3 clusters Score: Raw -2265504.456249 + Penalty 4709.553770 = -2260794.902479 nChanged 229 SP:Iteration 19Q (12017.630000 sec): 3 clusters Score: Raw -2265692.737794 + Penalty 4709.553770 = -2260983.184024 nChanged 232 SP:Iteration 20F (12017.900000 sec): 3 clusters Score: Raw -2265953.000377 + Penalty 4709.553770 = -2261243.446607 nChanged 192 SP:Iteration 21Q (12018.120000 sec): 3 clusters Score: Raw -2266153.922889 + Penalty 4709.553770 = -2261444.369119 nChanged 128 SP:Iteration 22Q (12018.330000 sec): 3 clusters Score: Raw -2266269.768600 + Penalty 4709.553770 = -2261560.214830 nChanged 77 SP:Iteration 23Q (12018.590000 sec): 3 clusters Score: Raw -2266318.705297 + Penalty 4709.553770 = -2261609.151527 nChanged 37 SP:Iteration 24Q (12018.820000 sec): 3 clusters Score: Raw -2266334.336489 + Penalty 4709.553770 = -2261624.782719 nChanged 23 SP:Iteration 25Q (12019.090000 sec): 3 clusters Score: Raw -2266341.235846 + Penalty 4709.553770 = -2261631.682076 nChanged 6 SP:Iteration 26Q (12019.300000 sec): 3 clusters Score: Raw -2266342.878307 + Penalty 4709.553770 = -2261633.324537 nChanged 3 SP:Iteration 27Q (12019.540000 sec): 3 clusters Score: Raw -2266345.211761 + Penalty 4709.553770 = -2261635.657991 nChanged 5 SP:Iteration 28Q (12019.800000 sec): 3 clusters Score: Raw -2266347.138785 + Penalty 4709.553770 = -2261637.585015 nChanged 2 SP:Iteration 29Q (12020.020000 sec): 3 clusters Score: Raw -2266348.404940 + Penalty 4709.553770 = -2261638.851170 nChanged 1 SP:Iteration 30Q (12020.260000 sec): 3 clusters Score: Raw -2266349.174214 + Penalty 4709.553770 = -2261639.620444 nChanged 4 SP:Iteration 31Q (12020.500000 sec): 3 clusters Score: Raw -2266350.408204 + Penalty 4709.553770 = -2261640.854434 nChanged 4 SP:Iteration 32Q (12020.720000 sec): 3 clusters Score: Raw -2266351.888256 + Penalty 4709.553770 = -2261642.334486 nChanged 1 SP:Iteration 33Q (12020.940000 sec): 3 clusters Score: Raw -2266352.272030 + Penalty 4709.553770 = -2261642.718260 nChanged 0 SP:Iteration 34F (12021.150000 sec): 3 clusters Score: Raw -2266352.272030 + Penalty 4709.553770 = -2261642.718260 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 5.80 GB. Trying to split cluster 17 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12021.240000 sec): 2 clusters Score: Raw -70467.980815 + Penalty 1637.105069 = -68830.875746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12021.370000 sec): 3 clusters Score: Raw -70832.223345 + Penalty 3274.210139 = -67558.013207 nChanged 238 SP:Iteration 1F (12021.490000 sec): 3 clusters Score: Raw -72371.775247 + Penalty 3274.210139 = -69097.565108 nChanged 168 SP:Iteration 2F (12021.620000 sec): 3 clusters Score: Raw -75053.049055 + Penalty 3274.210139 = -71778.838916 nChanged 59 SP:Iteration 3F (12021.750000 sec): 3 clusters Score: Raw -76396.274300 + Penalty 3274.210139 = -73122.064161 nChanged 23 SP:Iteration 4Q (12021.990000 sec): 3 clusters Score: Raw -76766.864204 + Penalty 3274.210139 = -73492.654065 nChanged 12 SP:Iteration 5Q (12022.200000 sec): 3 clusters Score: Raw -77065.374070 + Penalty 3274.210139 = -73791.163932 nChanged 4 SP:Iteration 6Q (12022.370000 sec): 3 clusters Score: Raw -77067.287457 + Penalty 3274.210139 = -73793.077318 nChanged 0 SP:Iteration 7F (12022.490000 sec): 3 clusters Score: Raw -77074.131700 + Penalty 3274.210139 = -73799.921561 nChanged 2 SP:Iteration 8Q (12022.640000 sec): 3 clusters Score: Raw -77192.933096 + Penalty 3274.210139 = -73918.722957 nChanged 4 SP:Iteration 9Q (12022.810000 sec): 3 clusters Score: Raw -77277.593288 + Penalty 3274.210139 = -74003.383149 nChanged 5 SP:Iteration 10Q (12023.010000 sec): 3 clusters Score: Raw -77446.505907 + Penalty 3274.210139 = -74172.295768 nChanged 8 SP:Iteration 11Q (12023.150000 sec): 3 clusters Score: Raw -77518.379881 + Penalty 3274.210139 = -74244.169742 nChanged 8 SP:Iteration 12Q (12023.350000 sec): 3 clusters Score: Raw -78145.617343 + Penalty 3274.210139 = -74871.407204 nChanged 12 SP:Iteration 13Q (12023.550000 sec): 3 clusters Score: Raw -78159.422959 + Penalty 3274.210139 = -74885.212820 nChanged 1 SP:Iteration 14Q (12023.710000 sec): 3 clusters Score: Raw -78159.968448 + Penalty 3274.210139 = -74885.758309 nChanged 0 SP:Iteration 15F (12023.890000 sec): 3 clusters Score: Raw -78159.968448 + Penalty 3274.210139 = -74885.758309 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 5.80 GB. Trying to split cluster 19 (3346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12023.970000 sec): 2 clusters Score: Raw -545111.327570 + Penalty 2012.649179 = -543098.678391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12024.170000 sec): 3 clusters Score: Raw -543803.708788 + Penalty 4025.298357 = -539778.410431 nChanged 1293 SP:Iteration 1F (12024.420000 sec): 3 clusters Score: Raw -545400.524006 + Penalty 4025.298357 = -541375.225649 nChanged 450 SP:Iteration 2F (12024.590000 sec): 3 clusters Score: Raw -546523.814285 + Penalty 4025.298357 = -542498.515928 nChanged 425 SP:Iteration 3F (12024.790000 sec): 3 clusters Score: Raw -547635.825187 + Penalty 4025.298357 = -543610.526829 nChanged 296 SP:Iteration 4F (12025.000000 sec): 3 clusters Score: Raw -548286.772010 + Penalty 4025.298357 = -544261.473652 nChanged 163 SP:Iteration 5Q (12025.200000 sec): 3 clusters Score: Raw -548556.385895 + Penalty 4025.298357 = -544531.087538 nChanged 109 SP:Iteration 6Q (12025.390000 sec): 3 clusters Score: Raw -548730.375286 + Penalty 4025.298357 = -544705.076929 nChanged 94 SP:Iteration 7Q (12025.560000 sec): 3 clusters Score: Raw -548931.470122 + Penalty 4025.298357 = -544906.171765 nChanged 96 SP:Iteration 8Q (12025.700000 sec): 3 clusters Score: Raw -549131.612125 + Penalty 4025.298357 = -545106.313768 nChanged 80 SP:Iteration 9Q (12025.830000 sec): 3 clusters Score: Raw -549259.514539 + Penalty 4025.298357 = -545234.216182 nChanged 53 SP:Iteration 10Q (12025.950000 sec): 3 clusters Score: Raw -549341.131796 + Penalty 4025.298357 = -545315.833439 nChanged 37 SP:Iteration 11Q (12026.080000 sec): 3 clusters Score: Raw -549386.194775 + Penalty 4025.298357 = -545360.896418 nChanged 29 SP:Iteration 12Q (12026.200000 sec): 3 clusters Score: Raw -549409.371471 + Penalty 4025.298357 = -545384.073114 nChanged 10 SP:Iteration 13Q (12026.330000 sec): 3 clusters Score: Raw -549432.007368 + Penalty 4025.298357 = -545406.709011 nChanged 11 SP:Iteration 14Q (12026.460000 sec): 3 clusters Score: Raw -549453.361941 + Penalty 4025.298357 = -545428.063584 nChanged 7 SP:Iteration 15Q (12026.590000 sec): 3 clusters Score: Raw -549465.026591 + Penalty 4025.298357 = -545439.728234 nChanged 8 SP:Iteration 16Q (12026.710000 sec): 3 clusters Score: Raw -549474.157383 + Penalty 4025.298357 = -545448.859025 nChanged 7 SP:Iteration 17Q (12026.850000 sec): 3 clusters Score: Raw -549481.523807 + Penalty 4025.298357 = -545456.225449 nChanged 6 SP:Iteration 18Q (12027.050000 sec): 3 clusters Score: Raw -549489.978488 + Penalty 4025.298357 = -545464.680130 nChanged 6 SP:Iteration 19Q (12027.180000 sec): 3 clusters Score: Raw -549505.047140 + Penalty 4025.298357 = -545479.748783 nChanged 6 SP:Iteration 20F (12027.350000 sec): 3 clusters Score: Raw -549538.641597 + Penalty 4025.298357 = -545513.343240 nChanged 7 SP:Iteration 21Q (12027.490000 sec): 3 clusters Score: Raw -549596.725542 + Penalty 4025.298357 = -545571.427185 nChanged 15 SP:Iteration 22Q (12027.660000 sec): 3 clusters Score: Raw -549643.458742 + Penalty 4025.298357 = -545618.160385 nChanged 14 SP:Iteration 23Q (12027.870000 sec): 3 clusters Score: Raw -549666.483695 + Penalty 4025.298357 = -545641.185338 nChanged 8 SP:Iteration 24Q (12028.060000 sec): 3 clusters Score: Raw -549674.434397 + Penalty 4025.298357 = -545649.136039 nChanged 6 SP:Iteration 25Q (12028.290000 sec): 3 clusters Score: Raw -549677.778921 + Penalty 4025.298357 = -545652.480564 nChanged 2 SP:Iteration 26Q (12028.510000 sec): 3 clusters Score: Raw -549679.080115 + Penalty 4025.298357 = -545653.781758 nChanged 0 SP:Iteration 27F (12028.670000 sec): 3 clusters Score: Raw -549680.356818 + Penalty 4025.298357 = -545655.058461 nChanged 1 SP:Iteration 28Q (12028.860000 sec): 3 clusters Score: Raw -549692.158118 + Penalty 4025.298357 = -545666.859761 nChanged 4 SP:Iteration 29Q (12029.080000 sec): 3 clusters Score: Raw -549740.251839 + Penalty 4025.298357 = -545714.953481 nChanged 11 SP:Iteration 30Q (12029.250000 sec): 3 clusters Score: Raw -549775.440005 + Penalty 4025.298357 = -545750.141648 nChanged 8 SP:Iteration 31Q (12029.450000 sec): 3 clusters Score: Raw -549793.974046 + Penalty 4025.298357 = -545768.675688 nChanged 4 SP:Iteration 32Q (12029.650000 sec): 3 clusters Score: Raw -549798.105147 + Penalty 4025.298357 = -545772.806790 nChanged 3 SP:Iteration 33Q (12029.840000 sec): 3 clusters Score: Raw -549799.451637 + Penalty 4025.298357 = -545774.153280 nChanged 0 SP:Iteration 34F (12030.090000 sec): 3 clusters Score: Raw -549799.620073 + Penalty 4025.298357 = -545774.321715 nChanged 1 SP:Iteration 35Q (12030.290000 sec): 3 clusters Score: Raw -549801.064845 + Penalty 4025.298357 = -545775.766488 nChanged 1 SP:Iteration 36Q (12030.450000 sec): 3 clusters Score: Raw -549801.289799 + Penalty 4025.298357 = -545775.991442 nChanged 0 SP:Iteration 37F (12030.650000 sec): 3 clusters Score: Raw -549801.289799 + Penalty 4025.298357 = -545775.991442 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Iteration 20F (12087.000000 sec): 34 clusters Score: Raw -139976758.512787 + Penalty 111000.118613 = -139865758.394175 nChanged 49510 Iteration 21F (12138.130000 sec): 34 clusters Score: Raw -140007268.072178 + Penalty 111000.118613 = -139896267.953565 nChanged 27643 Iteration 22Q (12176.630000 sec): 34 clusters Score: Raw -140022544.875476 + Penalty 111000.118613 = -139911544.756863 nChanged 21463 Iteration 23Q (12215.470000 sec): 34 clusters Score: Raw -140034333.636725 + Penalty 111000.118613 = -139923333.518113 nChanged 18458 Iteration 24Q (12255.230000 sec): 34 clusters Score: Raw -140042895.389627 + Penalty 111000.118613 = -139931895.271014 nChanged 16293 Iteration 25Q (12290.630000 sec): 34 clusters Score: Raw -140049245.074777 + Penalty 111000.118613 = -139938244.956165 nChanged 14487 Iteration 26Q (12329.190000 sec): 34 clusters Score: Raw -140054355.450894 + Penalty 111000.118613 = -139943355.332281 nChanged 12702 Iteration 27Q (12368.300000 sec): 34 clusters Score: Raw -140058444.517869 + Penalty 111000.118613 = -139947444.399257 nChanged 11004 Iteration 28Q (12393.810000 sec): 34 clusters Score: Raw -140061993.116965 + Penalty 111000.118613 = -139950992.998353 nChanged 9746 Iteration 29Q (12419.940000 sec): 34 clusters Score: Raw -140065276.706346 + Penalty 111000.118613 = -139954276.587734 nChanged 9011 Iteration 30Q (12448.620000 sec): 34 clusters Score: Raw -140068733.437238 + Penalty 111000.118613 = -139957733.318626 nChanged 8617 Iteration 31Q (12479.520000 sec): 34 clusters Score: Raw -140071526.964492 + Penalty 111000.118613 = -139960526.845879 nChanged 7913 Iteration 32Q (12510.280000 sec): 34 clusters Score: Raw -140073748.208728 + Penalty 111000.118613 = -139962748.090115 nChanged 7109 Iteration 33Q (12539.060000 sec): 34 clusters Score: Raw -140075596.166546 + Penalty 111000.118613 = -139964596.047934 nChanged 6334 Iteration 34Q (12566.760000 sec): 34 clusters Score: Raw -140077150.490717 + Penalty 111000.118613 = -139966150.372104 nChanged 5811 Iteration 35Q (12598.290000 sec): 34 clusters Score: Raw -140078484.787953 + Penalty 111000.118613 = -139967484.669340 nChanged 5328 Iteration 36Q (12627.700000 sec): 34 clusters Score: Raw -140079704.303253 + Penalty 111000.118613 = -139968704.184641 nChanged 4761 Iteration 37Q (12659.270000 sec): 34 clusters Score: Raw -140080734.910812 + Penalty 111000.118613 = -139969734.792199 nChanged 4360 Iteration 38Q (12692.090000 sec): 34 clusters Score: Raw -140081566.691376 + Penalty 111000.118613 = -139970566.572763 nChanged 3926 Iteration 39Q (12725.810000 sec): 34 clusters Score: Raw -140082270.468582 + Penalty 111000.118613 = -139971270.349969 nChanged 3601 Iteration 40F (12778.370000 sec): 34 clusters Score: Raw -140083383.548900 + Penalty 111000.118613 = -139972383.430288 nChanged 3670 Iteration 41Q (12808.770000 sec): 34 clusters Score: Raw -140084584.764145 + Penalty 111000.118613 = -139973584.645533 nChanged 3440 Iteration 42Q (12839.310000 sec): 34 clusters Score: Raw -140085503.155331 + Penalty 111000.118613 = -139974503.036718 nChanged 3128 Iteration 43Q (12869.110000 sec): 34 clusters Score: Raw -140086204.412544 + Penalty 111000.118613 = -139975204.293932 nChanged 2886 Iteration 44Q (12899.700000 sec): 34 clusters Score: Raw -140086795.316356 + Penalty 111000.118613 = -139975795.197744 nChanged 2609 Iteration 45Q (12929.830000 sec): 34 clusters Score: Raw -140087313.977817 + Penalty 111000.118613 = -139976313.859205 nChanged 2390 Iteration 46Q (12960.900000 sec): 34 clusters Score: Raw -140087765.350521 + Penalty 111000.118613 = -139976765.231909 nChanged 2138 Iteration 47Q (12994.010000 sec): 34 clusters Score: Raw -140088176.071631 + Penalty 111000.118613 = -139977175.953018 nChanged 1942 Iteration 48Q (13021.730000 sec): 34 clusters Score: Raw -140088609.220983 + Penalty 111000.118613 = -139977609.102370 nChanged 1857 Iteration 49Q (13051.730000 sec): 34 clusters Score: Raw -140088953.268379 + Penalty 111000.118613 = -139977953.149767 nChanged 1734 Iteration 50Q (13078.270000 sec): 34 clusters Score: Raw -140089259.512709 + Penalty 111000.118613 = -139978259.394096 nChanged 1578 Iteration 51Q (13107.550000 sec): 34 clusters Score: Raw -140089516.081087 + Penalty 111000.118613 = -139978515.962475 nChanged 1467 Iteration 52Q (13134.880000 sec): 34 clusters Score: Raw -140089809.766761 + Penalty 111000.118613 = -139978809.648148 nChanged 1408 Iteration 53Q (13163.670000 sec): 34 clusters Score: Raw -140090008.363776 + Penalty 111000.118613 = -139979008.245163 nChanged 1381 Iteration 54Q (13193.090000 sec): 34 clusters Score: Raw -140090193.928255 + Penalty 111000.118613 = -139979193.809643 nChanged 1267 Iteration 55Q (13221.220000 sec): 34 clusters Score: Raw -140090354.423944 + Penalty 111000.118613 = -139979354.305332 nChanged 1115 Iteration 56Q (13248.320000 sec): 34 clusters Score: Raw -140090483.738908 + Penalty 111000.118613 = -139979483.620296 nChanged 1031 Iteration 57Q (13280.160000 sec): 34 clusters Score: Raw -140090602.884821 + Penalty 111000.118613 = -139979602.766209 nChanged 1003 Iteration 58Q (13304.380000 sec): 34 clusters Score: Raw -140090711.195198 + Penalty 111000.118613 = -139979711.076585 nChanged 937 Writing temp clu file Because OldScore, -139979602.766209, is greater than current (better) Score,-139979711.076585 Compute initial score before splitting: Score: Raw -140090711.195198 + Penalty 111000.118613 = -139979711.076585 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13304.600000 sec): 2 clusters Score: Raw -58602.482133 + Penalty 1490.185670 = -57112.296463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13304.770000 sec): 3 clusters Score: Raw -58726.214126 + Penalty 2980.371340 = -55745.842786 nChanged 83 SP:Iteration 1F (13304.950000 sec): 3 clusters Score: Raw -59022.837370 + Penalty 2980.371340 = -56042.466030 nChanged 31 SP:Iteration 2F (13305.140000 sec): 3 clusters Score: Raw -59261.176799 + Penalty 2980.371340 = -56280.805459 nChanged 25 SP:Iteration 3F (13305.320000 sec): 3 clusters Score: Raw -59423.391824 + Penalty 2980.371340 = -56443.020484 nChanged 23 SP:Iteration 4F (13305.490000 sec): 3 clusters Score: Raw -59613.370199 + Penalty 2980.371340 = -56632.998859 nChanged 22 SP:Iteration 5F (13305.680000 sec): 3 clusters Score: Raw -59760.034595 + Penalty 2980.371340 = -56779.663255 nChanged 22 SP:Iteration 6F (13305.840000 sec): 3 clusters Score: Raw -59936.220329 + Penalty 2980.371340 = -56955.848989 nChanged 18 SP:Iteration 7Q (13306.040000 sec): 3 clusters Score: Raw -60171.121629 + Penalty 2980.371340 = -57190.750289 nChanged 6 SP:Iteration 8Q (13306.190000 sec): 3 clusters Score: Raw -60277.094711 + Penalty 2980.371340 = -57296.723371 nChanged 3 SP:Iteration 9Q (13306.370000 sec): 3 clusters Score: Raw -60293.759667 + Penalty 2980.371340 = -57313.388327 nChanged 1 SP:Iteration 10Q (13306.580000 sec): 3 clusters Score: Raw -60300.400422 + Penalty 2980.371340 = -57320.029083 nChanged 2 SP:Iteration 11Q (13306.760000 sec): 3 clusters Score: Raw -60339.102476 + Penalty 2980.371340 = -57358.731136 nChanged 3 SP:Iteration 12Q (13306.930000 sec): 3 clusters Score: Raw -60420.287695 + Penalty 2980.371340 = -57439.916355 nChanged 3 SP:Iteration 13Q (13307.100000 sec): 3 clusters Score: Raw -60608.208197 + Penalty 2980.371340 = -57627.836857 nChanged 2 SP:Iteration 14Q (13307.290000 sec): 3 clusters Score: Raw -60932.991323 + Penalty 2980.371340 = -57952.619983 nChanged 5 SP:Iteration 15Q (13307.490000 sec): 3 clusters Score: Raw -60975.662817 + Penalty 2980.371340 = -57995.291477 nChanged 2 SP:Iteration 16Q (13307.650000 sec): 3 clusters Score: Raw -60984.817474 + Penalty 2980.371340 = -58004.446134 nChanged 2 SP:Iteration 17Q (13307.800000 sec): 3 clusters Score: Raw -60995.475006 + Penalty 2980.371340 = -58015.103666 nChanged 1 SP:Iteration 18Q (13307.980000 sec): 3 clusters Score: Raw -60998.589024 + Penalty 2980.371340 = -58018.217684 nChanged 0 SP:Iteration 19F (13308.160000 sec): 3 clusters Score: Raw -60998.589024 + Penalty 2980.371340 = -58018.217684 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 5.80 GB. Trying to split cluster 2 (1668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13308.280000 sec): 2 clusters Score: Raw -251824.749955 + Penalty 1840.006385 = -249984.743571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13308.430000 sec): 3 clusters Score: Raw -251400.434010 + Penalty 3680.012769 = -247720.421240 nChanged 560 SP:Iteration 1F (13308.640000 sec): 3 clusters Score: Raw -252514.798953 + Penalty 3680.012769 = -248834.786183 nChanged 267 SP:Iteration 2F (13308.790000 sec): 3 clusters Score: Raw -253781.858388 + Penalty 3680.012769 = -250101.845619 nChanged 203 SP:Iteration 3F (13308.970000 sec): 3 clusters Score: Raw -254764.022591 + Penalty 3680.012769 = -251084.009821 nChanged 118 SP:Iteration 4F (13309.110000 sec): 3 clusters Score: Raw -255384.962484 + Penalty 3680.012769 = -251704.949715 nChanged 66 SP:Iteration 5Q (13309.300000 sec): 3 clusters Score: Raw -255773.464119 + Penalty 3680.012769 = -252093.451349 nChanged 30 SP:Iteration 6Q (13309.440000 sec): 3 clusters Score: Raw -255854.909701 + Penalty 3680.012769 = -252174.896932 nChanged 10 SP:Iteration 7Q (13309.660000 sec): 3 clusters Score: Raw -255880.311140 + Penalty 3680.012769 = -252200.298370 nChanged 13 SP:Iteration 8Q (13309.820000 sec): 3 clusters Score: Raw -255921.683419 + Penalty 3680.012769 = -252241.670650 nChanged 8 SP:Iteration 9Q (13310.020000 sec): 3 clusters Score: Raw -255940.111654 + Penalty 3680.012769 = -252260.098885 nChanged 6 SP:Iteration 10Q (13310.180000 sec): 3 clusters Score: Raw -255950.722398 + Penalty 3680.012769 = -252270.709629 nChanged 2 SP:Iteration 11Q (13310.340000 sec): 3 clusters Score: Raw -255953.451745 + Penalty 3680.012769 = -252273.438976 nChanged 2 SP:Iteration 12Q (13310.510000 sec): 3 clusters Score: Raw -255955.497341 + Penalty 3680.012769 = -252275.484572 nChanged 1 SP:Iteration 13Q (13310.700000 sec): 3 clusters Score: Raw -255956.215638 + Penalty 3680.012769 = -252276.202869 nChanged 0 SP:Iteration 14F (13310.880000 sec): 3 clusters Score: Raw -255956.215638 + Penalty 3680.012769 = -252276.202869 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 5.80 GB. Trying to split cluster 3 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13311.000000 sec): 2 clusters Score: Raw -147236.278041 + Penalty 1669.588255 = -145566.689785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13311.140000 sec): 3 clusters Score: Raw -147145.555996 + Penalty 3339.176510 = -143806.379485 nChanged 218 SP:Iteration 1F (13311.330000 sec): 3 clusters Score: Raw -147556.432461 + Penalty 3339.176510 = -144217.255951 nChanged 77 SP:Iteration 2F (13311.510000 sec): 3 clusters Score: Raw -147749.796394 + Penalty 3339.176510 = -144410.619884 nChanged 40 SP:Iteration 3Q (13311.690000 sec): 3 clusters Score: Raw -147850.695384 + Penalty 3339.176510 = -144511.518874 nChanged 35 SP:Iteration 4Q (13311.840000 sec): 3 clusters Score: Raw -147918.637112 + Penalty 3339.176510 = -144579.460602 nChanged 25 SP:Iteration 5Q (13312.040000 sec): 3 clusters Score: Raw -147983.181171 + Penalty 3339.176510 = -144644.004661 nChanged 20 SP:Iteration 6Q (13312.200000 sec): 3 clusters Score: Raw -148058.066747 + Penalty 3339.176510 = -144718.890237 nChanged 16 SP:Iteration 7Q (13312.380000 sec): 3 clusters Score: Raw -148101.069293 + Penalty 3339.176510 = -144761.892782 nChanged 8 SP:Iteration 8Q (13312.580000 sec): 3 clusters Score: Raw -148113.419275 + Penalty 3339.176510 = -144774.242765 nChanged 4 SP:Iteration 9Q (13312.750000 sec): 3 clusters Score: Raw -148120.443392 + Penalty 3339.176510 = -144781.266881 nChanged 3 SP:Iteration 10Q (13312.940000 sec): 3 clusters Score: Raw -148127.031258 + Penalty 3339.176510 = -144787.854747 nChanged 2 SP:Iteration 11Q (13313.120000 sec): 3 clusters Score: Raw -148132.657917 + Penalty 3339.176510 = -144793.481407 nChanged 1 SP:Iteration 12Q (13313.300000 sec): 3 clusters Score: Raw -148140.214990 + Penalty 3339.176510 = -144801.038479 nChanged 1 SP:Iteration 13Q (13313.490000 sec): 3 clusters Score: Raw -148142.080239 + Penalty 3339.176510 = -144802.903729 nChanged 0 SP:Iteration 14F (13313.670000 sec): 3 clusters Score: Raw -148142.080239 + Penalty 3339.176510 = -144802.903729 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (189969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13314.550000 sec): 2 clusters Score: Raw -36777054.004909 + Penalty 3014.344813 = -36774039.660096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13315.660000 sec): 3 clusters Score: Raw -36652608.980523 + Penalty 6028.689625 = -36646580.290898 nChanged 91303 SP:Iteration 1F (13316.670000 sec): 3 clusters Score: Raw -36706535.914817 + Penalty 6028.689625 = -36700507.225192 nChanged 7140 SP:Iteration 2Q (13317.840000 sec): 3 clusters Score: Raw -36708839.263835 + Penalty 6028.689625 = -36702810.574210 nChanged 9333 SP:Iteration 3Q (13319.030000 sec): 3 clusters Score: Raw -36712975.858439 + Penalty 6028.689625 = -36706947.168813 nChanged 12316 SP:Iteration 4F (13320.170000 sec): 3 clusters Score: Raw -36720381.775578 + Penalty 6028.689625 = -36714353.085953 nChanged 15635 SP:Iteration 5F (13321.230000 sec): 3 clusters Score: Raw -36732658.068061 + Penalty 6028.689625 = -36726629.378436 nChanged 16921 SP:Iteration 6F (13322.340000 sec): 3 clusters Score: Raw -36748432.573764 + Penalty 6028.689625 = -36742403.884139 nChanged 14556 SP:Iteration 7F (13323.480000 sec): 3 clusters Score: Raw -36763230.808950 + Penalty 6028.689625 = -36757202.119325 nChanged 8904 SP:Iteration 8Q (13324.690000 sec): 3 clusters Score: Raw -36772326.949604 + Penalty 6028.689625 = -36766298.259979 nChanged 3594 SP:Iteration 9Q (13325.780000 sec): 3 clusters Score: Raw -36775833.915994 + Penalty 6028.689625 = -36769805.226369 nChanged 1004 SP:Iteration 10Q (13326.830000 sec): 3 clusters Score: Raw -36776839.924228 + Penalty 6028.689625 = -36770811.234603 nChanged 246 SP:Iteration 11Q (13327.790000 sec): 3 clusters Score: Raw -36777165.577732 + Penalty 6028.689625 = -36771136.888107 nChanged 75 SP:Iteration 12Q (13328.740000 sec): 3 clusters Score: Raw -36777274.261610 + Penalty 6028.689625 = -36771245.571985 nChanged 45 SP:Iteration 13Q (13329.710000 sec): 3 clusters Score: Raw -36777339.366925 + Penalty 6028.689625 = -36771310.677300 nChanged 18 SP:Iteration 14Q (13330.710000 sec): 3 clusters Score: Raw -36777363.524762 + Penalty 6028.689625 = -36771334.835137 nChanged 11 SP:Iteration 15Q (13331.730000 sec): 3 clusters Score: Raw -36777381.270397 + Penalty 6028.689625 = -36771352.580772 nChanged 9 SP:Iteration 16Q (13332.700000 sec): 3 clusters Score: Raw -36777397.224167 + Penalty 6028.689625 = -36771368.534542 nChanged 3 SP:Iteration 17Q (13333.690000 sec): 3 clusters Score: Raw -36777400.926227 + Penalty 6028.689625 = -36771372.236601 nChanged 1 SP:Iteration 18Q (13334.700000 sec): 3 clusters Score: Raw -36777402.399682 + Penalty 6028.689625 = -36771373.710057 nChanged 1 SP:Iteration 19Q (13335.710000 sec): 3 clusters Score: Raw -36777403.736816 + Penalty 6028.689625 = -36771375.047191 nChanged 1 SP:Iteration 20F (13336.830000 sec): 3 clusters Score: Raw -36777404.016370 + Penalty 6028.689625 = -36771375.326745 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13336.970000 sec): 2 clusters Score: Raw -57388.587000 + Penalty 1455.585634 = -55933.001366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13337.180000 sec): 3 clusters Score: Raw -57542.288116 + Penalty 2911.171269 = -54631.116847 nChanged 46 SP:Iteration 1F (13337.400000 sec): 3 clusters Score: Raw -57683.186516 + Penalty 2911.171269 = -54772.015247 nChanged 20 SP:Iteration 2F (13337.550000 sec): 3 clusters Score: Raw -57752.120625 + Penalty 2911.171269 = -54840.949356 nChanged 12 SP:Iteration 3Q (13337.730000 sec): 3 clusters Score: Raw -57799.677356 + Penalty 2911.171269 = -54888.506087 nChanged 18 SP:Iteration 4F (13337.970000 sec): 3 clusters Score: Raw -57894.522293 + Penalty 2911.171269 = -54983.351024 nChanged 13 SP:Iteration 5Q (13338.160000 sec): 3 clusters Score: Raw -57959.723594 + Penalty 2911.171269 = -55048.552325 nChanged 8 SP:Iteration 6Q (13338.300000 sec): 3 clusters Score: Raw -58006.508793 + Penalty 2911.171269 = -55095.337524 nChanged 5 SP:Iteration 7Q (13338.490000 sec): 3 clusters Score: Raw -58037.877524 + Penalty 2911.171269 = -55126.706255 nChanged 3 SP:Iteration 8Q (13338.620000 sec): 3 clusters Score: Raw -58048.655724 + Penalty 2911.171269 = -55137.484455 nChanged 2 SP:Iteration 9Q (13338.840000 sec): 3 clusters Score: Raw -58062.387230 + Penalty 2911.171269 = -55151.215961 nChanged 0 SP:Iteration 10F (13339.010000 sec): 3 clusters Score: Raw -58062.387230 + Penalty 2911.171269 = -55151.215961 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13339.120000 sec): 2 clusters Score: Raw -127157.508522 + Penalty 1618.207355 = -125539.301167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13339.260000 sec): 3 clusters Score: Raw -127093.389084 + Penalty 3236.414710 = -123856.974374 nChanged 153 SP:Iteration 1F (13339.460000 sec): 3 clusters Score: Raw -127305.189212 + Penalty 3236.414710 = -124068.774502 nChanged 42 SP:Iteration 2F (13339.620000 sec): 3 clusters Score: Raw -127366.893685 + Penalty 3236.414710 = -124130.478975 nChanged 21 SP:Iteration 3Q (13339.810000 sec): 3 clusters Score: Raw -127406.488540 + Penalty 3236.414710 = -124170.073830 nChanged 22 SP:Iteration 4Q (13340.000000 sec): 3 clusters Score: Raw -127450.085322 + Penalty 3236.414710 = -124213.670612 nChanged 18 SP:Iteration 5Q (13340.160000 sec): 3 clusters Score: Raw -127486.840497 + Penalty 3236.414710 = -124250.425787 nChanged 8 SP:Iteration 6Q (13340.340000 sec): 3 clusters Score: Raw -127505.083511 + Penalty 3236.414710 = -124268.668800 nChanged 7 SP:Iteration 7Q (13340.560000 sec): 3 clusters Score: Raw -127522.199141 + Penalty 3236.414710 = -124285.784431 nChanged 10 SP:Iteration 8Q (13340.740000 sec): 3 clusters Score: Raw -127545.071268 + Penalty 3236.414710 = -124308.656557 nChanged 7 SP:Iteration 9Q (13340.900000 sec): 3 clusters Score: Raw -127560.085132 + Penalty 3236.414710 = -124323.670422 nChanged 5 SP:Iteration 10Q (13341.080000 sec): 3 clusters Score: Raw -127569.748981 + Penalty 3236.414710 = -124333.334271 nChanged 6 SP:Iteration 11Q (13341.230000 sec): 3 clusters Score: Raw -127590.338536 + Penalty 3236.414710 = -124353.923826 nChanged 6 SP:Iteration 12Q (13341.420000 sec): 3 clusters Score: Raw -127604.621321 + Penalty 3236.414710 = -124368.206611 nChanged 6 SP:Iteration 13Q (13341.570000 sec): 3 clusters Score: Raw -127614.017328 + Penalty 3236.414710 = -124377.602617 nChanged 6 SP:Iteration 14Q (13341.750000 sec): 3 clusters Score: Raw -127625.990994 + Penalty 3236.414710 = -124389.576283 nChanged 3 SP:Iteration 15Q (13341.980000 sec): 3 clusters Score: Raw -127632.164826 + Penalty 3236.414710 = -124395.750115 nChanged 3 SP:Iteration 16Q (13342.140000 sec): 3 clusters Score: Raw -127638.902014 + Penalty 3236.414710 = -124402.487304 nChanged 3 SP:Iteration 17Q (13342.310000 sec): 3 clusters Score: Raw -127643.236470 + Penalty 3236.414710 = -124406.821760 nChanged 1 SP:Iteration 18Q (13342.500000 sec): 3 clusters Score: Raw -127644.619560 + Penalty 3236.414710 = -124408.204849 nChanged 0 SP:Iteration 19F (13342.680000 sec): 3 clusters Score: Raw -127644.619560 + Penalty 3236.414710 = -124408.204849 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (8358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13342.820000 sec): 2 clusters Score: Raw -1479800.523718 + Penalty 2239.681662 = -1477560.842056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13343.030000 sec): 3 clusters Score: Raw -1475326.617899 + Penalty 4479.363324 = -1470847.254575 nChanged 3461 SP:Iteration 1F (13343.220000 sec): 3 clusters Score: Raw -1477200.370710 + Penalty 4479.363324 = -1472721.007387 nChanged 600 SP:Iteration 2F (13343.430000 sec): 3 clusters Score: Raw -1477501.329085 + Penalty 4479.363324 = -1473021.965762 nChanged 453 SP:Iteration 3F (13343.630000 sec): 3 clusters Score: Raw -1477708.674325 + Penalty 4479.363324 = -1473229.311001 nChanged 338 SP:Iteration 4Q (13343.890000 sec): 3 clusters Score: Raw -1477855.202645 + Penalty 4479.363324 = -1473375.839321 nChanged 296 SP:Iteration 5Q (13344.110000 sec): 3 clusters Score: Raw -1477994.329977 + Penalty 4479.363324 = -1473514.966653 nChanged 308 SP:Iteration 6Q (13344.290000 sec): 3 clusters Score: Raw -1478153.389108 + Penalty 4479.363324 = -1473674.025784 nChanged 308 SP:Iteration 7Q (13344.520000 sec): 3 clusters Score: Raw -1478324.595074 + Penalty 4479.363324 = -1473845.231750 nChanged 327 SP:Iteration 8Q (13344.740000 sec): 3 clusters Score: Raw -1478511.390593 + Penalty 4479.363324 = -1474032.027269 nChanged 333 SP:Iteration 9Q (13344.960000 sec): 3 clusters Score: Raw -1478708.375036 + Penalty 4479.363324 = -1474229.011712 nChanged 315 SP:Iteration 10Q (13345.140000 sec): 3 clusters Score: Raw -1478910.727966 + Penalty 4479.363324 = -1474431.364642 nChanged 282 SP:Iteration 11Q (13345.360000 sec): 3 clusters Score: Raw -1479098.009170 + Penalty 4479.363324 = -1474618.645846 nChanged 254 SP:Iteration 12Q (13345.560000 sec): 3 clusters Score: Raw -1479261.390825 + Penalty 4479.363324 = -1474782.027502 nChanged 209 SP:Iteration 13Q (13345.810000 sec): 3 clusters Score: Raw -1479409.425514 + Penalty 4479.363324 = -1474930.062190 nChanged 208 SP:Iteration 14Q (13346.000000 sec): 3 clusters Score: Raw -1479563.431475 + Penalty 4479.363324 = -1475084.068151 nChanged 173 SP:Iteration 15Q (13346.220000 sec): 3 clusters Score: Raw -1479679.234071 + Penalty 4479.363324 = -1475199.870747 nChanged 133 SP:Iteration 16Q (13346.420000 sec): 3 clusters Score: Raw -1479764.655792 + Penalty 4479.363324 = -1475285.292469 nChanged 106 SP:Iteration 17Q (13346.660000 sec): 3 clusters Score: Raw -1479833.927420 + Penalty 4479.363324 = -1475354.564097 nChanged 75 SP:Iteration 18Q (13346.860000 sec): 3 clusters Score: Raw -1479887.844825 + Penalty 4479.363324 = -1475408.481502 nChanged 56 SP:Iteration 19Q (13347.080000 sec): 3 clusters Score: Raw -1479929.105502 + Penalty 4479.363324 = -1475449.742178 nChanged 53 SP:Iteration 20F (13347.320000 sec): 3 clusters Score: Raw -1479963.981236 + Penalty 4479.363324 = -1475484.617913 nChanged 31 SP:Iteration 21Q (13347.530000 sec): 3 clusters Score: Raw -1479985.497927 + Penalty 4479.363324 = -1475506.134603 nChanged 28 SP:Iteration 22Q (13347.750000 sec): 3 clusters Score: Raw -1480003.755270 + Penalty 4479.363324 = -1475524.391946 nChanged 18 SP:Iteration 23Q (13347.970000 sec): 3 clusters Score: Raw -1480016.926939 + Penalty 4479.363324 = -1475537.563616 nChanged 12 SP:Iteration 24Q (13348.180000 sec): 3 clusters Score: Raw -1480024.079673 + Penalty 4479.363324 = -1475544.716350 nChanged 11 SP:Iteration 25Q (13348.400000 sec): 3 clusters Score: Raw -1480032.664382 + Penalty 4479.363324 = -1475553.301058 nChanged 13 SP:Iteration 26Q (13348.580000 sec): 3 clusters Score: Raw -1480042.175914 + Penalty 4479.363324 = -1475562.812591 nChanged 12 SP:Iteration 27Q (13348.790000 sec): 3 clusters Score: Raw -1480050.713570 + Penalty 4479.363324 = -1475571.350246 nChanged 10 SP:Iteration 28Q (13349.040000 sec): 3 clusters Score: Raw -1480059.134021 + Penalty 4479.363324 = -1475579.770697 nChanged 14 SP:Iteration 29Q (13349.270000 sec): 3 clusters Score: Raw -1480066.414883 + Penalty 4479.363324 = -1475587.051559 nChanged 7 SP:Iteration 30Q (13349.520000 sec): 3 clusters Score: Raw -1480069.989113 + Penalty 4479.363324 = -1475590.625789 nChanged 8 SP:Iteration 31Q (13349.700000 sec): 3 clusters Score: Raw -1480078.079418 + Penalty 4479.363324 = -1475598.716094 nChanged 7 SP:Iteration 32Q (13349.890000 sec): 3 clusters Score: Raw -1480081.512949 + Penalty 4479.363324 = -1475602.149626 nChanged 2 SP:Iteration 33Q (13350.110000 sec): 3 clusters Score: Raw -1480082.541909 + Penalty 4479.363324 = -1475603.178585 nChanged 2 SP:Iteration 34Q (13350.300000 sec): 3 clusters Score: Raw -1480084.069568 + Penalty 4479.363324 = -1475604.706244 nChanged 1 SP:Iteration 35Q (13350.530000 sec): 3 clusters Score: Raw -1480084.186696 + Penalty 4479.363324 = -1475604.823373 nChanged 0 SP:Iteration 36F (13350.750000 sec): 3 clusters Score: Raw -1480084.186696 + Penalty 4479.363324 = -1475604.823373 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (1372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13350.830000 sec): 2 clusters Score: Raw -221392.560235 + Penalty 1791.558152 = -219601.002082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13351.050000 sec): 3 clusters Score: Raw -221055.235420 + Penalty 3583.116305 = -217472.119115 nChanged 419 SP:Iteration 1F (13351.250000 sec): 3 clusters Score: Raw -221537.911993 + Penalty 3583.116305 = -217954.795688 nChanged 130 SP:Iteration 2F (13351.410000 sec): 3 clusters Score: Raw -221740.368631 + Penalty 3583.116305 = -218157.252326 nChanged 68 SP:Iteration 3Q (13351.590000 sec): 3 clusters Score: Raw -221901.850616 + Penalty 3583.116305 = -218318.734311 nChanged 78 SP:Iteration 4F (13351.780000 sec): 3 clusters Score: Raw -222085.506155 + Penalty 3583.116305 = -218502.389850 nChanged 77 SP:Iteration 5F (13351.970000 sec): 3 clusters Score: Raw -222255.878564 + Penalty 3583.116305 = -218672.762259 nChanged 63 SP:Iteration 6Q (13352.160000 sec): 3 clusters Score: Raw -222417.801439 + Penalty 3583.116305 = -218834.685134 nChanged 61 SP:Iteration 7Q (13352.330000 sec): 3 clusters Score: Raw -222557.339423 + Penalty 3583.116305 = -218974.223118 nChanged 54 SP:Iteration 8Q (13352.490000 sec): 3 clusters Score: Raw -222676.715326 + Penalty 3583.116305 = -219093.599021 nChanged 38 SP:Iteration 9Q (13352.650000 sec): 3 clusters Score: Raw -222761.217929 + Penalty 3583.116305 = -219178.101624 nChanged 30 SP:Iteration 10Q (13352.830000 sec): 3 clusters Score: Raw -222825.199402 + Penalty 3583.116305 = -219242.083097 nChanged 24 SP:Iteration 11Q (13353.040000 sec): 3 clusters Score: Raw -222881.739572 + Penalty 3583.116305 = -219298.623267 nChanged 16 SP:Iteration 12Q (13353.190000 sec): 3 clusters Score: Raw -222904.072525 + Penalty 3583.116305 = -219320.956220 nChanged 10 SP:Iteration 13Q (13353.360000 sec): 3 clusters Score: Raw -222915.994761 + Penalty 3583.116305 = -219332.878457 nChanged 10 SP:Iteration 14Q (13353.590000 sec): 3 clusters Score: Raw -222935.995185 + Penalty 3583.116305 = -219352.878881 nChanged 8 SP:Iteration 15Q (13353.770000 sec): 3 clusters Score: Raw -222953.989434 + Penalty 3583.116305 = -219370.873129 nChanged 11 SP:Iteration 16Q (13353.910000 sec): 3 clusters Score: Raw -222984.053172 + Penalty 3583.116305 = -219400.936867 nChanged 9 SP:Iteration 17Q (13354.090000 sec): 3 clusters Score: Raw -223006.062581 + Penalty 3583.116305 = -219422.946276 nChanged 13 SP:Iteration 18Q (13354.270000 sec): 3 clusters Score: Raw -223024.710020 + Penalty 3583.116305 = -219441.593715 nChanged 9 SP:Iteration 19Q (13354.420000 sec): 3 clusters Score: Raw -223032.801037 + Penalty 3583.116305 = -219449.684732 nChanged 6 SP:Iteration 20F (13354.620000 sec): 3 clusters Score: Raw -223049.648076 + Penalty 3583.116305 = -219466.531771 nChanged 7 SP:Iteration 21Q (13354.760000 sec): 3 clusters Score: Raw -223096.227796 + Penalty 3583.116305 = -219513.111491 nChanged 9 SP:Iteration 22Q (13354.950000 sec): 3 clusters Score: Raw -223131.613636 + Penalty 3583.116305 = -219548.497331 nChanged 13 SP:Iteration 23Q (13355.180000 sec): 3 clusters Score: Raw -223167.557156 + Penalty 3583.116305 = -219584.440851 nChanged 13 SP:Iteration 24Q (13355.330000 sec): 3 clusters Score: Raw -223200.774406 + Penalty 3583.116305 = -219617.658101 nChanged 17 SP:Iteration 25Q (13355.510000 sec): 3 clusters Score: Raw -223268.136370 + Penalty 3583.116305 = -219685.020065 nChanged 12 SP:Iteration 26Q (13355.700000 sec): 3 clusters Score: Raw -223366.683941 + Penalty 3583.116305 = -219783.567636 nChanged 17 SP:Iteration 27Q (13355.870000 sec): 3 clusters Score: Raw -223561.549813 + Penalty 3583.116305 = -219978.433508 nChanged 25 SP:Iteration 28Q (13356.060000 sec): 3 clusters Score: Raw -223729.056270 + Penalty 3583.116305 = -220145.939965 nChanged 30 SP:Iteration 29Q (13356.270000 sec): 3 clusters Score: Raw -223821.961416 + Penalty 3583.116305 = -220238.845111 nChanged 23 SP:Iteration 30Q (13356.430000 sec): 3 clusters Score: Raw -223871.903390 + Penalty 3583.116305 = -220288.787085 nChanged 22 SP:Iteration 31Q (13356.610000 sec): 3 clusters Score: Raw -223936.394910 + Penalty 3583.116305 = -220353.278605 nChanged 14 SP:Iteration 32Q (13356.760000 sec): 3 clusters Score: Raw -223979.388434 + Penalty 3583.116305 = -220396.272129 nChanged 9 SP:Iteration 33Q (13356.970000 sec): 3 clusters Score: Raw -223998.335384 + Penalty 3583.116305 = -220415.219079 nChanged 13 SP:Iteration 34Q (13357.140000 sec): 3 clusters Score: Raw -224020.154476 + Penalty 3583.116305 = -220437.038171 nChanged 16 SP:Iteration 35Q (13357.280000 sec): 3 clusters Score: Raw -224051.410007 + Penalty 3583.116305 = -220468.293703 nChanged 19 SP:Iteration 36Q (13357.470000 sec): 3 clusters Score: Raw -224096.884133 + Penalty 3583.116305 = -220513.767828 nChanged 12 SP:Iteration 37Q (13357.680000 sec): 3 clusters Score: Raw -224124.183050 + Penalty 3583.116305 = -220541.066746 nChanged 4 SP:Iteration 38Q (13357.850000 sec): 3 clusters Score: Raw -224137.729368 + Penalty 3583.116305 = -220554.613063 nChanged 4 SP:Iteration 39Q (13358.020000 sec): 3 clusters Score: Raw -224148.160626 + Penalty 3583.116305 = -220565.044321 nChanged 5 SP:Iteration 40F (13358.200000 sec): 3 clusters Score: Raw -224178.096582 + Penalty 3583.116305 = -220594.980277 nChanged 12 SP:Iteration 41Q (13358.380000 sec): 3 clusters Score: Raw -224229.771328 + Penalty 3583.116305 = -220646.655023 nChanged 16 SP:Iteration 42Q (13358.550000 sec): 3 clusters Score: Raw -224281.647280 + Penalty 3583.116305 = -220698.530976 nChanged 11 SP:Iteration 43Q (13358.720000 sec): 3 clusters Score: Raw -224304.893901 + Penalty 3583.116305 = -220721.777596 nChanged 4 SP:Iteration 44Q (13358.860000 sec): 3 clusters Score: Raw -224310.700529 + Penalty 3583.116305 = -220727.584224 nChanged 2 SP:Iteration 45Q (13359.050000 sec): 3 clusters Score: Raw -224312.989736 + Penalty 3583.116305 = -220729.873431 nChanged 0 SP:Iteration 46F (13359.160000 sec): 3 clusters Score: Raw -224312.989736 + Penalty 3583.116305 = -220729.873431 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 5.80 GB. Trying to split cluster 9 (20408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13359.350000 sec): 2 clusters Score: Raw -3615358.643573 + Penalty 2461.073200 = -3612897.570372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13359.700000 sec): 3 clusters Score: Raw -3603467.302695 + Penalty 4922.146401 = -3598545.156294 nChanged 8953 SP:Iteration 1F (13360.000000 sec): 3 clusters Score: Raw -3608225.613603 + Penalty 4922.146401 = -3603303.467202 nChanged 1050 SP:Iteration 2F (13360.280000 sec): 3 clusters Score: Raw -3608605.050089 + Penalty 4922.146401 = -3603682.903688 nChanged 889 SP:Iteration 3Q (13360.570000 sec): 3 clusters Score: Raw -3608923.998967 + Penalty 4922.146401 = -3604001.852566 nChanged 832 SP:Iteration 4Q (13360.830000 sec): 3 clusters Score: Raw -3609220.468065 + Penalty 4922.146401 = -3604298.321664 nChanged 781 SP:Iteration 5Q (13361.120000 sec): 3 clusters Score: Raw -3609493.588528 + Penalty 4922.146401 = -3604571.442127 nChanged 754 SP:Iteration 6Q (13361.420000 sec): 3 clusters Score: Raw -3609768.851075 + Penalty 4922.146401 = -3604846.704674 nChanged 729 SP:Iteration 7Q (13361.720000 sec): 3 clusters Score: Raw -3610068.284143 + Penalty 4922.146401 = -3605146.137742 nChanged 796 SP:Iteration 8Q (13362.050000 sec): 3 clusters Score: Raw -3610412.803416 + Penalty 4922.146401 = -3605490.657015 nChanged 874 SP:Iteration 9Q (13362.310000 sec): 3 clusters Score: Raw -3610840.206503 + Penalty 4922.146401 = -3605918.060102 nChanged 978 SP:Iteration 10Q (13362.580000 sec): 3 clusters Score: Raw -3611381.120963 + Penalty 4922.146401 = -3606458.974563 nChanged 1056 SP:Iteration 11F (13362.890000 sec): 3 clusters Score: Raw -3612025.178014 + Penalty 4922.146401 = -3607103.031613 nChanged 1107 SP:Iteration 12F (13363.140000 sec): 3 clusters Score: Raw -3612770.343293 + Penalty 4922.146401 = -3607848.196893 nChanged 1041 SP:Iteration 13F (13363.440000 sec): 3 clusters Score: Raw -3613538.494741 + Penalty 4922.146401 = -3608616.348340 nChanged 882 SP:Iteration 14Q (13363.700000 sec): 3 clusters Score: Raw -3614230.516230 + Penalty 4922.146401 = -3609308.369829 nChanged 632 SP:Iteration 15Q (13364.020000 sec): 3 clusters Score: Raw -3614724.807461 + Penalty 4922.146401 = -3609802.661060 nChanged 422 SP:Iteration 16Q (13364.300000 sec): 3 clusters Score: Raw -3615073.737359 + Penalty 4922.146401 = -3610151.590958 nChanged 268 SP:Iteration 17Q (13364.600000 sec): 3 clusters Score: Raw -3615291.851652 + Penalty 4922.146401 = -3610369.705251 nChanged 158 SP:Iteration 18Q (13364.900000 sec): 3 clusters Score: Raw -3615445.253135 + Penalty 4922.146401 = -3610523.106734 nChanged 111 SP:Iteration 19Q (13365.150000 sec): 3 clusters Score: Raw -3615551.107471 + Penalty 4922.146401 = -3610628.961070 nChanged 76 SP:Iteration 20F (13365.370000 sec): 3 clusters Score: Raw -3615626.459604 + Penalty 4922.146401 = -3610704.313203 nChanged 43 SP:Iteration 21Q (13365.650000 sec): 3 clusters Score: Raw -3615676.873159 + Penalty 4922.146401 = -3610754.726758 nChanged 33 SP:Iteration 22Q (13365.920000 sec): 3 clusters Score: Raw -3615713.096197 + Penalty 4922.146401 = -3610790.949796 nChanged 19 SP:Iteration 23Q (13366.230000 sec): 3 clusters Score: Raw -3615735.139237 + Penalty 4922.146401 = -3610812.992836 nChanged 19 SP:Iteration 24Q (13366.520000 sec): 3 clusters Score: Raw -3615759.262086 + Penalty 4922.146401 = -3610837.115685 nChanged 13 SP:Iteration 25Q (13366.710000 sec): 3 clusters Score: Raw -3615773.455143 + Penalty 4922.146401 = -3610851.308742 nChanged 11 SP:Iteration 26Q (13366.910000 sec): 3 clusters Score: Raw -3615782.581025 + Penalty 4922.146401 = -3610860.434624 nChanged 6 SP:Iteration 27Q (13367.150000 sec): 3 clusters Score: Raw -3615789.939318 + Penalty 4922.146401 = -3610867.792917 nChanged 12 SP:Iteration 28Q (13367.390000 sec): 3 clusters Score: Raw -3615802.464488 + Penalty 4922.146401 = -3610880.318087 nChanged 13 SP:Iteration 29Q (13367.690000 sec): 3 clusters Score: Raw -3615816.046902 + Penalty 4922.146401 = -3610893.900501 nChanged 10 SP:Iteration 30Q (13367.910000 sec): 3 clusters Score: Raw -3615827.645423 + Penalty 4922.146401 = -3610905.499022 nChanged 14 SP:Iteration 31Q (13368.200000 sec): 3 clusters Score: Raw -3615840.972709 + Penalty 4922.146401 = -3610918.826308 nChanged 6 SP:Iteration 32Q (13368.430000 sec): 3 clusters Score: Raw -3615846.326322 + Penalty 4922.146401 = -3610924.179921 nChanged 4 SP:Iteration 33Q (13368.730000 sec): 3 clusters Score: Raw -3615848.656181 + Penalty 4922.146401 = -3610926.509780 nChanged 1 SP:Iteration 34Q (13368.950000 sec): 3 clusters Score: Raw -3615850.274973 + Penalty 4922.146401 = -3610928.128572 nChanged 3 SP:Iteration 35Q (13369.140000 sec): 3 clusters Score: Raw -3615852.288621 + Penalty 4922.146401 = -3610930.142220 nChanged 0 SP:Iteration 36F (13369.430000 sec): 3 clusters Score: Raw -3615852.288621 + Penalty 4922.146401 = -3610930.142220 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13369.510000 sec): 2 clusters Score: Raw -67621.905006 + Penalty 1508.390290 = -66113.514716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13369.680000 sec): 3 clusters Score: Raw -67860.652231 + Penalty 3016.780580 = -64843.871651 nChanged 89 SP:Iteration 1F (13369.830000 sec): 3 clusters Score: Raw -68246.095473 + Penalty 3016.780580 = -65229.314893 nChanged 45 SP:Iteration 2F (13369.990000 sec): 3 clusters Score: Raw -68485.579973 + Penalty 3016.780580 = -65468.799393 nChanged 20 SP:Iteration 3Q (13370.170000 sec): 3 clusters Score: Raw -68586.900308 + Penalty 3016.780580 = -65570.119729 nChanged 15 SP:Iteration 4Q (13370.380000 sec): 3 clusters Score: Raw -68650.536782 + Penalty 3016.780580 = -65633.756202 nChanged 3 SP:Iteration 5Q (13370.530000 sec): 3 clusters Score: Raw -68660.911897 + Penalty 3016.780580 = -65644.131318 nChanged 3 SP:Iteration 6Q (13370.710000 sec): 3 clusters Score: Raw -68673.636946 + Penalty 3016.780580 = -65656.856367 nChanged 2 SP:Iteration 7Q (13370.900000 sec): 3 clusters Score: Raw -68681.920138 + Penalty 3016.780580 = -65665.139558 nChanged 0 SP:Iteration 8F (13371.050000 sec): 3 clusters Score: Raw -68681.920138 + Penalty 3016.780580 = -65665.139558 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (11307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13371.190000 sec): 2 clusters Score: Raw -2046574.970834 + Penalty 2314.627966 = -2044260.342868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13371.400000 sec): 3 clusters Score: Raw -2040380.766413 + Penalty 4629.255932 = -2035751.510481 nChanged 4772 SP:Iteration 1F (13371.670000 sec): 3 clusters Score: Raw -2043918.413871 + Penalty 4629.255932 = -2039289.157940 nChanged 1240 SP:Iteration 2F (13371.880000 sec): 3 clusters Score: Raw -2045555.641329 + Penalty 4629.255932 = -2040926.385397 nChanged 1480 SP:Iteration 3F (13372.130000 sec): 3 clusters Score: Raw -2047941.355634 + Penalty 4629.255932 = -2043312.099702 nChanged 1223 SP:Iteration 4F (13372.390000 sec): 3 clusters Score: Raw -2049489.730870 + Penalty 4629.255932 = -2044860.474938 nChanged 739 SP:Iteration 5F (13372.600000 sec): 3 clusters Score: Raw -2050161.086941 + Penalty 4629.255932 = -2045531.831010 nChanged 466 SP:Iteration 6Q (13372.870000 sec): 3 clusters Score: Raw -2050559.712032 + Penalty 4629.255932 = -2045930.456100 nChanged 365 SP:Iteration 7Q (13373.090000 sec): 3 clusters Score: Raw -2050912.599172 + Penalty 4629.255932 = -2046283.343240 nChanged 374 SP:Iteration 8Q (13373.350000 sec): 3 clusters Score: Raw -2051356.499637 + Penalty 4629.255932 = -2046727.243705 nChanged 412 SP:Iteration 9Q (13373.530000 sec): 3 clusters Score: Raw -2051982.574498 + Penalty 4629.255932 = -2047353.318566 nChanged 459 SP:Iteration 10Q (13373.750000 sec): 3 clusters Score: Raw -2052835.829765 + Penalty 4629.255932 = -2048206.573833 nChanged 469 SP:Iteration 11Q (13373.990000 sec): 3 clusters Score: Raw -2053965.168988 + Penalty 4629.255932 = -2049335.913056 nChanged 415 SP:Iteration 12Q (13374.200000 sec): 3 clusters Score: Raw -2055168.617753 + Penalty 4629.255932 = -2050539.361821 nChanged 300 SP:Iteration 13Q (13374.440000 sec): 3 clusters Score: Raw -2055893.333640 + Penalty 4629.255932 = -2051264.077708 nChanged 189 SP:Iteration 14Q (13374.660000 sec): 3 clusters Score: Raw -2056095.340909 + Penalty 4629.255932 = -2051466.084978 nChanged 108 SP:Iteration 15Q (13374.840000 sec): 3 clusters Score: Raw -2056163.945384 + Penalty 4629.255932 = -2051534.689452 nChanged 63 SP:Iteration 16Q (13375.070000 sec): 3 clusters Score: Raw -2056190.994985 + Penalty 4629.255932 = -2051561.739053 nChanged 34 SP:Iteration 17Q (13375.280000 sec): 3 clusters Score: Raw -2056202.297528 + Penalty 4629.255932 = -2051573.041596 nChanged 19 SP:Iteration 18Q (13375.520000 sec): 3 clusters Score: Raw -2056207.615597 + Penalty 4629.255932 = -2051578.359666 nChanged 11 SP:Iteration 19Q (13375.710000 sec): 3 clusters Score: Raw -2056211.399602 + Penalty 4629.255932 = -2051582.143670 nChanged 15 SP:Iteration 20F (13375.980000 sec): 3 clusters Score: Raw -2056215.799640 + Penalty 4629.255932 = -2051586.543709 nChanged 9 SP:Iteration 21Q (13376.190000 sec): 3 clusters Score: Raw -2056217.683798 + Penalty 4629.255932 = -2051588.427866 nChanged 5 SP:Iteration 22Q (13376.400000 sec): 3 clusters Score: Raw -2056218.908110 + Penalty 4629.255932 = -2051589.652179 nChanged 6 SP:Iteration 23Q (13376.590000 sec): 3 clusters Score: Raw -2056220.667386 + Penalty 4629.255932 = -2051591.411454 nChanged 6 SP:Iteration 24Q (13376.810000 sec): 3 clusters Score: Raw -2056222.297431 + Penalty 4629.255932 = -2051593.041499 nChanged 6 SP:Iteration 25Q (13377.050000 sec): 3 clusters Score: Raw -2056223.495273 + Penalty 4629.255932 = -2051594.239341 nChanged 4 SP:Iteration 26Q (13377.250000 sec): 3 clusters Score: Raw -2056225.172753 + Penalty 4629.255932 = -2051595.916822 nChanged 10 SP:Iteration 27Q (13377.490000 sec): 3 clusters Score: Raw -2056228.630855 + Penalty 4629.255932 = -2051599.374924 nChanged 11 SP:Iteration 28Q (13377.720000 sec): 3 clusters Score: Raw -2056232.753465 + Penalty 4629.255932 = -2051603.497533 nChanged 12 SP:Iteration 29Q (13377.980000 sec): 3 clusters Score: Raw -2056237.077227 + Penalty 4629.255932 = -2051607.821295 nChanged 10 SP:Iteration 30Q (13378.150000 sec): 3 clusters Score: Raw -2056243.427401 + Penalty 4629.255932 = -2051614.171469 nChanged 16 SP:Iteration 31Q (13378.360000 sec): 3 clusters Score: Raw -2056254.773914 + Penalty 4629.255932 = -2051625.517982 nChanged 18 SP:Iteration 32Q (13378.590000 sec): 3 clusters Score: Raw -2056270.472312 + Penalty 4629.255932 = -2051641.216380 nChanged 23 SP:Iteration 33Q (13378.860000 sec): 3 clusters Score: Raw -2056289.074293 + Penalty 4629.255932 = -2051659.818361 nChanged 29 SP:Iteration 34Q (13379.070000 sec): 3 clusters Score: Raw -2056328.437284 + Penalty 4629.255932 = -2051699.181352 nChanged 30 SP:Iteration 35Q (13379.280000 sec): 3 clusters Score: Raw -2056362.588956 + Penalty 4629.255932 = -2051733.333024 nChanged 30 SP:Iteration 36Q (13379.500000 sec): 3 clusters Score: Raw -2056385.097860 + Penalty 4629.255932 = -2051755.841928 nChanged 22 SP:Iteration 37Q (13379.710000 sec): 3 clusters Score: Raw -2056393.111437 + Penalty 4629.255932 = -2051763.855505 nChanged 7 SP:Iteration 38Q (13379.930000 sec): 3 clusters Score: Raw -2056395.098626 + Penalty 4629.255932 = -2051765.842694 nChanged 5 SP:Iteration 39Q (13380.160000 sec): 3 clusters Score: Raw -2056396.463896 + Penalty 4629.255932 = -2051767.207964 nChanged 1 SP:Iteration 40F (13380.390000 sec): 3 clusters Score: Raw -2056396.593397 + Penalty 4629.255932 = -2051767.337465 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 5.80 GB. Trying to split cluster 12 (4212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13380.490000 sec): 2 clusters Score: Raw -740800.120837 + Penalty 2069.731833 = -738730.389004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13380.700000 sec): 3 clusters Score: Raw -738930.266906 + Penalty 4139.463665 = -734790.803241 nChanged 1508 SP:Iteration 1F (13380.880000 sec): 3 clusters Score: Raw -740043.152724 + Penalty 4139.463665 = -735903.689058 nChanged 426 SP:Iteration 2F (13381.060000 sec): 3 clusters Score: Raw -740572.962705 + Penalty 4139.463665 = -736433.499040 nChanged 349 SP:Iteration 3F (13381.260000 sec): 3 clusters Score: Raw -740982.353142 + Penalty 4139.463665 = -736842.889477 nChanged 313 SP:Iteration 4F (13381.460000 sec): 3 clusters Score: Raw -741318.217150 + Penalty 4139.463665 = -737178.753485 nChanged 216 SP:Iteration 5F (13381.650000 sec): 3 clusters Score: Raw -741527.857232 + Penalty 4139.463665 = -737388.393567 nChanged 172 SP:Iteration 6Q (13381.850000 sec): 3 clusters Score: Raw -741669.753001 + Penalty 4139.463665 = -737530.289336 nChanged 104 SP:Iteration 7Q (13382.040000 sec): 3 clusters Score: Raw -741732.897517 + Penalty 4139.463665 = -737593.433852 nChanged 62 SP:Iteration 8Q (13382.260000 sec): 3 clusters Score: Raw -741772.043862 + Penalty 4139.463665 = -737632.580196 nChanged 43 SP:Iteration 9Q (13382.420000 sec): 3 clusters Score: Raw -741792.267199 + Penalty 4139.463665 = -737652.803534 nChanged 30 SP:Iteration 10Q (13382.630000 sec): 3 clusters Score: Raw -741804.291715 + Penalty 4139.463665 = -737664.828050 nChanged 14 SP:Iteration 11Q (13382.800000 sec): 3 clusters Score: Raw -741811.806483 + Penalty 4139.463665 = -737672.342818 nChanged 10 SP:Iteration 12Q (13382.980000 sec): 3 clusters Score: Raw -741817.262515 + Penalty 4139.463665 = -737677.798850 nChanged 11 SP:Iteration 13Q (13383.170000 sec): 3 clusters Score: Raw -741820.853349 + Penalty 4139.463665 = -737681.389684 nChanged 5 SP:Iteration 14Q (13383.400000 sec): 3 clusters Score: Raw -741822.747169 + Penalty 4139.463665 = -737683.283504 nChanged 2 SP:Iteration 15Q (13383.580000 sec): 3 clusters Score: Raw -741823.464051 + Penalty 4139.463665 = -737684.000385 nChanged 2 SP:Iteration 16Q (13383.790000 sec): 3 clusters Score: Raw -741824.556560 + Penalty 4139.463665 = -737685.092895 nChanged 5 SP:Iteration 17Q (13383.960000 sec): 3 clusters Score: Raw -741826.051466 + Penalty 4139.463665 = -737686.587801 nChanged 2 SP:Iteration 18Q (13384.170000 sec): 3 clusters Score: Raw -741826.600098 + Penalty 4139.463665 = -737687.136433 nChanged 2 SP:Iteration 19Q (13384.380000 sec): 3 clusters Score: Raw -741827.264820 + Penalty 4139.463665 = -737687.801155 nChanged 3 SP:Iteration 20F (13384.560000 sec): 3 clusters Score: Raw -741828.121919 + Penalty 4139.463665 = -737688.658253 nChanged 1 SP:Iteration 21Q (13384.770000 sec): 3 clusters Score: Raw -741828.414643 + Penalty 4139.463665 = -737688.950977 nChanged 1 SP:Iteration 22Q (13384.970000 sec): 3 clusters Score: Raw -741828.521586 + Penalty 4139.463665 = -737689.057920 nChanged 0 SP:Iteration 23F (13385.200000 sec): 3 clusters Score: Raw -741828.521586 + Penalty 4139.463665 = -737689.057920 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13385.260000 sec): 2 clusters Score: Raw -177703.997625 + Penalty 1729.902654 = -175974.094971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13385.440000 sec): 3 clusters Score: Raw -177506.411738 + Penalty 3459.805308 = -174046.606430 nChanged 308 SP:Iteration 1F (13385.600000 sec): 3 clusters Score: Raw -177775.529050 + Penalty 3459.805308 = -174315.723742 nChanged 70 SP:Iteration 2F (13385.780000 sec): 3 clusters Score: Raw -177849.835435 + Penalty 3459.805308 = -174390.030127 nChanged 28 SP:Iteration 3Q (13385.970000 sec): 3 clusters Score: Raw -177881.491948 + Penalty 3459.805308 = -174421.686640 nChanged 14 SP:Iteration 4Q (13386.130000 sec): 3 clusters Score: Raw -177897.656624 + Penalty 3459.805308 = -174437.851316 nChanged 14 SP:Iteration 5Q (13386.350000 sec): 3 clusters Score: Raw -177912.381384 + Penalty 3459.805308 = -174452.576076 nChanged 18 SP:Iteration 6Q (13386.490000 sec): 3 clusters Score: Raw -177928.084544 + Penalty 3459.805308 = -174468.279236 nChanged 21 SP:Iteration 7Q (13386.670000 sec): 3 clusters Score: Raw -177949.017738 + Penalty 3459.805308 = -174489.212430 nChanged 24 SP:Iteration 8Q (13386.850000 sec): 3 clusters Score: Raw -177979.511798 + Penalty 3459.805308 = -174519.706490 nChanged 18 SP:Iteration 9Q (13387.040000 sec): 3 clusters Score: Raw -178029.788315 + Penalty 3459.805308 = -174569.983007 nChanged 26 SP:Iteration 10Q (13387.150000 sec): 3 clusters Score: Raw -178080.211598 + Penalty 3459.805308 = -174620.406290 nChanged 28 SP:Iteration 11Q (13387.370000 sec): 3 clusters Score: Raw -178119.189630 + Penalty 3459.805308 = -174659.384322 nChanged 29 SP:Iteration 12Q (13387.540000 sec): 3 clusters Score: Raw -178168.383880 + Penalty 3459.805308 = -174708.578572 nChanged 23 SP:Iteration 13Q (13387.710000 sec): 3 clusters Score: Raw -178200.174675 + Penalty 3459.805308 = -174740.369367 nChanged 22 SP:Iteration 14Q (13387.910000 sec): 3 clusters Score: Raw -178238.826149 + Penalty 3459.805308 = -174779.020841 nChanged 13 SP:Iteration 15Q (13388.070000 sec): 3 clusters Score: Raw -178271.717801 + Penalty 3459.805308 = -174811.912493 nChanged 18 SP:Iteration 16Q (13388.250000 sec): 3 clusters Score: Raw -178318.234307 + Penalty 3459.805308 = -174858.428999 nChanged 21 SP:Iteration 17Q (13388.390000 sec): 3 clusters Score: Raw -178348.127736 + Penalty 3459.805308 = -174888.322428 nChanged 24 SP:Iteration 18Q (13388.570000 sec): 3 clusters Score: Raw -178374.443081 + Penalty 3459.805308 = -174914.637773 nChanged 21 SP:Iteration 19Q (13388.760000 sec): 3 clusters Score: Raw -178405.524549 + Penalty 3459.805308 = -174945.719241 nChanged 23 SP:Iteration 20F (13388.980000 sec): 3 clusters Score: Raw -178440.565616 + Penalty 3459.805308 = -174980.760308 nChanged 18 SP:Iteration 21Q (13389.170000 sec): 3 clusters Score: Raw -178469.092389 + Penalty 3459.805308 = -175009.287081 nChanged 12 SP:Iteration 22Q (13389.360000 sec): 3 clusters Score: Raw -178484.802675 + Penalty 3459.805308 = -175024.997367 nChanged 7 SP:Iteration 23Q (13389.510000 sec): 3 clusters Score: Raw -178505.460589 + Penalty 3459.805308 = -175045.655281 nChanged 9 SP:Iteration 24Q (13389.690000 sec): 3 clusters Score: Raw -178516.591763 + Penalty 3459.805308 = -175056.786455 nChanged 7 SP:Iteration 25Q (13389.890000 sec): 3 clusters Score: Raw -178530.207451 + Penalty 3459.805308 = -175070.402143 nChanged 9 SP:Iteration 26Q (13390.090000 sec): 3 clusters Score: Raw -178543.416501 + Penalty 3459.805308 = -175083.611193 nChanged 9 SP:Iteration 27Q (13390.270000 sec): 3 clusters Score: Raw -178570.471163 + Penalty 3459.805308 = -175110.665855 nChanged 11 SP:Iteration 28Q (13390.430000 sec): 3 clusters Score: Raw -178589.305719 + Penalty 3459.805308 = -175129.500411 nChanged 8 SP:Iteration 29Q (13390.610000 sec): 3 clusters Score: Raw -178602.337816 + Penalty 3459.805308 = -175142.532508 nChanged 6 SP:Iteration 30Q (13390.790000 sec): 3 clusters Score: Raw -178610.476202 + Penalty 3459.805308 = -175150.670894 nChanged 3 SP:Iteration 31Q (13390.960000 sec): 3 clusters Score: Raw -178617.588991 + Penalty 3459.805308 = -175157.783683 nChanged 1 SP:Iteration 32Q (13391.160000 sec): 3 clusters Score: Raw -178633.116438 + Penalty 3459.805308 = -175173.311130 nChanged 3 SP:Iteration 33Q (13391.320000 sec): 3 clusters Score: Raw -178636.331093 + Penalty 3459.805308 = -175176.525785 nChanged 1 SP:Iteration 34Q (13391.510000 sec): 3 clusters Score: Raw -178636.860508 + Penalty 3459.805308 = -175177.055200 nChanged 0 SP:Iteration 35F (13391.690000 sec): 3 clusters Score: Raw -178636.860508 + Penalty 3459.805308 = -175177.055200 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (195850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13392.680000 sec): 2 clusters Score: Raw -35592289.799663 + Penalty 3021.905876 = -35589267.893787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13393.910000 sec): 3 clusters Score: Raw -35464440.788211 + Penalty 6043.811752 = -35458396.976459 nChanged 93968 SP:Iteration 1F (13395.100000 sec): 3 clusters Score: Raw -35519479.410733 + Penalty 6043.811752 = -35513435.598981 nChanged 5351 SP:Iteration 2Q (13396.340000 sec): 3 clusters Score: Raw -35520568.559779 + Penalty 6043.811752 = -35514524.748027 nChanged 5461 SP:Iteration 3Q (13397.800000 sec): 3 clusters Score: Raw -35521780.515885 + Penalty 6043.811752 = -35515736.704133 nChanged 5681 SP:Iteration 4Q (13399.150000 sec): 3 clusters Score: Raw -35523118.987294 + Penalty 6043.811752 = -35517075.175542 nChanged 5989 SP:Iteration 5Q (13400.370000 sec): 3 clusters Score: Raw -35524726.749712 + Penalty 6043.811752 = -35518682.937960 nChanged 6706 SP:Iteration 6Q (13401.670000 sec): 3 clusters Score: Raw -35526828.392571 + Penalty 6043.811752 = -35520784.580819 nChanged 7628 SP:Iteration 7Q (13402.870000 sec): 3 clusters Score: Raw -35529654.743943 + Penalty 6043.811752 = -35523610.932191 nChanged 8645 SP:Iteration 8Q (13404.100000 sec): 3 clusters Score: Raw -35533664.749951 + Penalty 6043.811752 = -35527620.938199 nChanged 10119 SP:Iteration 9F (13405.480000 sec): 3 clusters Score: Raw -35539574.798349 + Penalty 6043.811752 = -35533530.986596 nChanged 11388 SP:Iteration 10F (13406.690000 sec): 3 clusters Score: Raw -35547346.540043 + Penalty 6043.811752 = -35541302.728291 nChanged 11609 SP:Iteration 11F (13407.830000 sec): 3 clusters Score: Raw -35554838.864389 + Penalty 6043.811752 = -35548795.052636 nChanged 9547 SP:Iteration 12Q (13409.250000 sec): 3 clusters Score: Raw -35559289.525770 + Penalty 6043.811752 = -35553245.714018 nChanged 6286 SP:Iteration 13Q (13410.530000 sec): 3 clusters Score: Raw -35561029.654302 + Penalty 6043.811752 = -35554985.842550 nChanged 3683 SP:Iteration 14Q (13411.880000 sec): 3 clusters Score: Raw -35561692.361426 + Penalty 6043.811752 = -35555648.549673 nChanged 2269 SP:Iteration 15Q (13413.340000 sec): 3 clusters Score: Raw -35562026.316458 + Penalty 6043.811752 = -35555982.504706 nChanged 1691 SP:Iteration 16Q (13414.700000 sec): 3 clusters Score: Raw -35562264.627925 + Penalty 6043.811752 = -35556220.816173 nChanged 1471 SP:Iteration 17Q (13415.870000 sec): 3 clusters Score: Raw -35562469.012302 + Penalty 6043.811752 = -35556425.200550 nChanged 1414 SP:Iteration 18Q (13417.150000 sec): 3 clusters Score: Raw -35562658.736582 + Penalty 6043.811752 = -35556614.924830 nChanged 1388 SP:Iteration 19Q (13418.400000 sec): 3 clusters Score: Raw -35562855.426064 + Penalty 6043.811752 = -35556811.614312 nChanged 1373 SP:Iteration 20F (13419.660000 sec): 3 clusters Score: Raw -35563038.991398 + Penalty 6043.811752 = -35556995.179646 nChanged 1309 SP:Iteration 21Q (13420.930000 sec): 3 clusters Score: Raw -35563202.869423 + Penalty 6043.811752 = -35557159.057671 nChanged 1263 SP:Iteration 22Q (13422.250000 sec): 3 clusters Score: Raw -35563359.492492 + Penalty 6043.811752 = -35557315.680740 nChanged 1234 SP:Iteration 23Q (13423.560000 sec): 3 clusters Score: Raw -35563507.237142 + Penalty 6043.811752 = -35557463.425389 nChanged 1202 SP:Iteration 24Q (13424.980000 sec): 3 clusters Score: Raw -35563650.718195 + Penalty 6043.811752 = -35557606.906443 nChanged 1213 SP:Iteration 25Q (13426.320000 sec): 3 clusters Score: Raw -35563796.011587 + Penalty 6043.811752 = -35557752.199835 nChanged 1229 SP:Iteration 26Q (13427.670000 sec): 3 clusters Score: Raw -35563942.299940 + Penalty 6043.811752 = -35557898.488188 nChanged 1171 SP:Iteration 27Q (13429.090000 sec): 3 clusters Score: Raw -35564074.643524 + Penalty 6043.811752 = -35558030.831772 nChanged 1140 SP:Iteration 28Q (13430.390000 sec): 3 clusters Score: Raw -35564194.697564 + Penalty 6043.811752 = -35558150.885812 nChanged 1071 SP:Iteration 29Q (13431.610000 sec): 3 clusters Score: Raw -35564307.660718 + Penalty 6043.811752 = -35558263.848966 nChanged 1095 SP:Iteration 30Q (13432.950000 sec): 3 clusters Score: Raw -35564419.229081 + Penalty 6043.811752 = -35558375.417329 nChanged 1039 SP:Iteration 31Q (13434.400000 sec): 3 clusters Score: Raw -35564526.198340 + Penalty 6043.811752 = -35558482.386588 nChanged 998 SP:Iteration 32Q (13435.700000 sec): 3 clusters Score: Raw -35564624.235080 + Penalty 6043.811752 = -35558580.423327 nChanged 968 SP:Iteration 33Q (13436.960000 sec): 3 clusters Score: Raw -35564719.040986 + Penalty 6043.811752 = -35558675.229234 nChanged 947 SP:Iteration 34Q (13438.280000 sec): 3 clusters Score: Raw -35564816.948357 + Penalty 6043.811752 = -35558773.136604 nChanged 952 SP:Iteration 35Q (13439.550000 sec): 3 clusters Score: Raw -35564908.312930 + Penalty 6043.811752 = -35558864.501178 nChanged 878 SP:Iteration 36Q (13440.790000 sec): 3 clusters Score: Raw -35564987.740046 + Penalty 6043.811752 = -35558943.928294 nChanged 860 SP:Iteration 37Q (13442.080000 sec): 3 clusters Score: Raw -35565067.064649 + Penalty 6043.811752 = -35559023.252897 nChanged 816 SP:Iteration 38Q (13443.330000 sec): 3 clusters Score: Raw -35565141.878250 + Penalty 6043.811752 = -35559098.066497 nChanged 820 SP:Iteration 39Q (13444.570000 sec): 3 clusters Score: Raw -35565217.753807 + Penalty 6043.811752 = -35559173.942055 nChanged 867 SP:Iteration 40F (13445.890000 sec): 3 clusters Score: Raw -35565300.858546 + Penalty 6043.811752 = -35559257.046794 nChanged 864 SP:Iteration 41Q (13447.180000 sec): 3 clusters Score: Raw -35565379.601202 + Penalty 6043.811752 = -35559335.789450 nChanged 842 SP:Iteration 42Q (13448.510000 sec): 3 clusters Score: Raw -35565454.998021 + Penalty 6043.811752 = -35559411.186269 nChanged 796 SP:Iteration 43Q (13449.730000 sec): 3 clusters Score: Raw -35565524.002607 + Penalty 6043.811752 = -35559480.190855 nChanged 827 SP:Iteration 44Q (13451.090000 sec): 3 clusters Score: Raw -35565598.061886 + Penalty 6043.811752 = -35559554.250134 nChanged 865 SP:Iteration 45Q (13452.320000 sec): 3 clusters Score: Raw -35565678.583978 + Penalty 6043.811752 = -35559634.772226 nChanged 897 SP:Iteration 46Q (13453.720000 sec): 3 clusters Score: Raw -35565762.016018 + Penalty 6043.811752 = -35559718.204266 nChanged 895 SP:Iteration 47Q (13454.930000 sec): 3 clusters Score: Raw -35565851.519015 + Penalty 6043.811752 = -35559807.707262 nChanged 957 SP:Iteration 48Q (13456.220000 sec): 3 clusters Score: Raw -35565949.030466 + Penalty 6043.811752 = -35559905.218714 nChanged 972 SP:Iteration 49Q (13457.530000 sec): 3 clusters Score: Raw -35566045.624932 + Penalty 6043.811752 = -35560001.813180 nChanged 923 SP:Iteration 50Q (13458.880000 sec): 3 clusters Score: Raw -35566136.489897 + Penalty 6043.811752 = -35560092.678144 nChanged 955 SP:Iteration 51Q (13460.210000 sec): 3 clusters Score: Raw -35566230.188172 + Penalty 6043.811752 = -35560186.376420 nChanged 938 SP:Iteration 52Q (13461.610000 sec): 3 clusters Score: Raw -35566315.369882 + Penalty 6043.811752 = -35560271.558130 nChanged 951 SP:Iteration 53Q (13462.990000 sec): 3 clusters Score: Raw -35566398.658140 + Penalty 6043.811752 = -35560354.846388 nChanged 967 SP:Iteration 54Q (13464.260000 sec): 3 clusters Score: Raw -35566488.515938 + Penalty 6043.811752 = -35560444.704186 nChanged 1046 SP:Iteration 55Q (13465.450000 sec): 3 clusters Score: Raw -35566590.373561 + Penalty 6043.811752 = -35560546.561808 nChanged 1075 SP:Iteration 56Q (13466.690000 sec): 3 clusters Score: Raw -35566700.889853 + Penalty 6043.811752 = -35560657.078101 nChanged 1133 SP:Iteration 57Q (13468.020000 sec): 3 clusters Score: Raw -35566821.471492 + Penalty 6043.811752 = -35560777.659740 nChanged 1222 SP:Iteration 58Q (13469.240000 sec): 3 clusters Score: Raw -35566950.960704 + Penalty 6043.811752 = -35560907.148951 nChanged 1254 SP:Iteration 59Q (13470.500000 sec): 3 clusters Score: Raw -35567088.748211 + Penalty 6043.811752 = -35561044.936459 nChanged 1266 SP:Iteration 60F (13471.820000 sec): 3 clusters Score: Raw -35567231.962518 + Penalty 6043.811752 = -35561188.150766 nChanged 1281 SP:Iteration 61Q (13472.890000 sec): 3 clusters Score: Raw -35567383.781912 + Penalty 6043.811752 = -35561339.970160 nChanged 1383 SP:Iteration 62Q (13474.150000 sec): 3 clusters Score: Raw -35567554.365061 + Penalty 6043.811752 = -35561510.553308 nChanged 1432 SP:Iteration 63Q (13475.410000 sec): 3 clusters Score: Raw -35567736.314505 + Penalty 6043.811752 = -35561692.502753 nChanged 1507 SP:Iteration 64Q (13476.520000 sec): 3 clusters Score: Raw -35567938.168987 + Penalty 6043.811752 = -35561894.357234 nChanged 1544 SP:Iteration 65Q (13477.740000 sec): 3 clusters Score: Raw -35568149.312216 + Penalty 6043.811752 = -35562105.500464 nChanged 1639 SP:Iteration 66Q (13478.930000 sec): 3 clusters Score: Raw -35568381.426493 + Penalty 6043.811752 = -35562337.614740 nChanged 1667 SP:Iteration 67Q (13480.100000 sec): 3 clusters Score: Raw -35568626.017827 + Penalty 6043.811752 = -35562582.206075 nChanged 1754 SP:Iteration 68Q (13481.320000 sec): 3 clusters Score: Raw -35568885.639382 + Penalty 6043.811752 = -35562841.827630 nChanged 1800 SP:Iteration 69Q (13482.510000 sec): 3 clusters Score: Raw -35569159.712922 + Penalty 6043.811752 = -35563115.901170 nChanged 1807 SP:Iteration 70Q (13483.650000 sec): 3 clusters Score: Raw -35569450.122895 + Penalty 6043.811752 = -35563406.311143 nChanged 1888 SP:Iteration 71Q (13484.810000 sec): 3 clusters Score: Raw -35569773.720436 + Penalty 6043.811752 = -35563729.908683 nChanged 2012 SP:Iteration 72Q (13485.960000 sec): 3 clusters Score: Raw -35570136.152970 + Penalty 6043.811752 = -35564092.341218 nChanged 2067 SP:Iteration 73Q (13487.180000 sec): 3 clusters Score: Raw -35570529.265668 + Penalty 6043.811752 = -35564485.453916 nChanged 2138 SP:Iteration 74Q (13488.290000 sec): 3 clusters Score: Raw -35570953.414013 + Penalty 6043.811752 = -35564909.602261 nChanged 2212 SP:Iteration 75Q (13489.440000 sec): 3 clusters Score: Raw -35571408.252713 + Penalty 6043.811752 = -35565364.440961 nChanged 2306 SP:Iteration 76Q (13490.590000 sec): 3 clusters Score: Raw -35571915.797887 + Penalty 6043.811752 = -35565871.986135 nChanged 2402 SP:Iteration 77Q (13491.810000 sec): 3 clusters Score: Raw -35572487.197670 + Penalty 6043.811752 = -35566443.385918 nChanged 2520 SP:Iteration 78Q (13492.930000 sec): 3 clusters Score: Raw -35573146.759775 + Penalty 6043.811752 = -35567102.948023 nChanged 2779 SP:Iteration 79Q (13494.050000 sec): 3 clusters Score: Raw -35573973.176883 + Penalty 6043.811752 = -35567929.365131 nChanged 3006 SP:Iteration 80F (13495.270000 sec): 3 clusters Score: Raw -35574984.895590 + Penalty 6043.811752 = -35568941.083838 nChanged 3302 SP:Iteration 81Q (13496.350000 sec): 3 clusters Score: Raw -35576235.538875 + Penalty 6043.811752 = -35570191.727123 nChanged 3510 SP:Iteration 82Q (13497.460000 sec): 3 clusters Score: Raw -35577753.372230 + Penalty 6043.811752 = -35571709.560478 nChanged 3795 SP:Iteration 83Q (13498.580000 sec): 3 clusters Score: Raw -35579670.614000 + Penalty 6043.811752 = -35573626.802248 nChanged 3999 SP:Iteration 84Q (13499.790000 sec): 3 clusters Score: Raw -35581988.356048 + Penalty 6043.811752 = -35575944.544296 nChanged 4100 SP:Iteration 85Q (13500.940000 sec): 3 clusters Score: Raw -35584613.730666 + Penalty 6043.811752 = -35578569.918913 nChanged 3735 SP:Iteration 86Q (13502.110000 sec): 3 clusters Score: Raw -35587073.955839 + Penalty 6043.811752 = -35581030.144087 nChanged 3038 SP:Iteration 87Q (13503.300000 sec): 3 clusters Score: Raw -35589089.445588 + Penalty 6043.811752 = -35583045.633836 nChanged 2285 SP:Iteration 88Q (13504.400000 sec): 3 clusters Score: Raw -35590639.826817 + Penalty 6043.811752 = -35584596.015065 nChanged 1533 SP:Iteration 89Q (13505.480000 sec): 3 clusters Score: Raw -35591674.417146 + Penalty 6043.811752 = -35585630.605394 nChanged 983 SP:Iteration 90Q (13506.570000 sec): 3 clusters Score: Raw -35592358.525565 + Penalty 6043.811752 = -35586314.713813 nChanged 633 SP:Iteration 91Q (13507.590000 sec): 3 clusters Score: Raw -35592811.535568 + Penalty 6043.811752 = -35586767.723816 nChanged 420 SP:Iteration 92Q (13508.600000 sec): 3 clusters Score: Raw -35593156.421438 + Penalty 6043.811752 = -35587112.609685 nChanged 311 SP:Iteration 93Q (13509.650000 sec): 3 clusters Score: Raw -35593435.122147 + Penalty 6043.811752 = -35587391.310395 nChanged 246 SP:Iteration 94Q (13510.750000 sec): 3 clusters Score: Raw -35593690.936818 + Penalty 6043.811752 = -35587647.125066 nChanged 203 SP:Iteration 95Q (13511.870000 sec): 3 clusters Score: Raw -35593903.220769 + Penalty 6043.811752 = -35587859.409017 nChanged 160 SP:Iteration 96Q (13512.950000 sec): 3 clusters Score: Raw -35594058.993704 + Penalty 6043.811752 = -35588015.181951 nChanged 127 SP:Iteration 97Q (13514.380000 sec): 3 clusters Score: Raw -35594162.603144 + Penalty 6043.811752 = -35588118.791392 nChanged 81 SP:Iteration 98Q (13515.670000 sec): 3 clusters Score: Raw -35594215.706999 + Penalty 6043.811752 = -35588171.895247 nChanged 54 SP:Iteration 99Q (13516.850000 sec): 3 clusters Score: Raw -35594248.970885 + Penalty 6043.811752 = -35588205.159133 nChanged 31 SP:Iteration 100F (13517.950000 sec): 3 clusters Score: Raw -35594264.317017 + Penalty 6043.811752 = -35588220.505264 nChanged 26 SP:Iteration 101Q (13518.850000 sec): 3 clusters Score: Raw -35594279.262575 + Penalty 6043.811752 = -35588235.450823 nChanged 28 SP:Iteration 102Q (13519.860000 sec): 3 clusters Score: Raw -35594292.681578 + Penalty 6043.811752 = -35588248.869826 nChanged 25 SP:Iteration 103Q (13520.820000 sec): 3 clusters Score: Raw -35594303.568560 + Penalty 6043.811752 = -35588259.756808 nChanged 15 SP:Iteration 104Q (13521.880000 sec): 3 clusters Score: Raw -35594309.925531 + Penalty 6043.811752 = -35588266.113779 nChanged 15 SP:Iteration 105Q (13522.860000 sec): 3 clusters Score: Raw -35594317.429917 + Penalty 6043.811752 = -35588273.618164 nChanged 15 SP:Iteration 106Q (13523.940000 sec): 3 clusters Score: Raw -35594324.334267 + Penalty 6043.811752 = -35588280.522515 nChanged 14 SP:Iteration 107Q (13524.920000 sec): 3 clusters Score: Raw -35594329.877011 + Penalty 6043.811752 = -35588286.065259 nChanged 10 SP:Iteration 108Q (13525.970000 sec): 3 clusters Score: Raw -35594333.350174 + Penalty 6043.811752 = -35588289.538421 nChanged 10 SP:Iteration 109Q (13527.000000 sec): 3 clusters Score: Raw -35594336.502064 + Penalty 6043.811752 = -35588292.690312 nChanged 5 SP:Iteration 110Q (13528.120000 sec): 3 clusters Score: Raw -35594338.563906 + Penalty 6043.811752 = -35588294.752154 nChanged 9 SP:Iteration 111Q (13529.110000 sec): 3 clusters Score: Raw -35594341.812502 + Penalty 6043.811752 = -35588298.000750 nChanged 6 SP:Iteration 112Q (13530.240000 sec): 3 clusters Score: Raw -35594344.273576 + Penalty 6043.811752 = -35588300.461824 nChanged 5 SP:Iteration 113Q (13531.420000 sec): 3 clusters Score: Raw -35594345.912961 + Penalty 6043.811752 = -35588302.101209 nChanged 4 SP:Iteration 114Q (13532.540000 sec): 3 clusters Score: Raw -35594347.286476 + Penalty 6043.811752 = -35588303.474724 nChanged 7 SP:Iteration 115Q (13533.720000 sec): 3 clusters Score: Raw -35594349.976680 + Penalty 6043.811752 = -35588306.164928 nChanged 4 SP:Iteration 116Q (13534.750000 sec): 3 clusters Score: Raw -35594351.323137 + Penalty 6043.811752 = -35588307.511385 nChanged 3 SP:Iteration 117Q (13535.800000 sec): 3 clusters Score: Raw -35594352.817800 + Penalty 6043.811752 = -35588309.006047 nChanged 4 SP:Iteration 118Q (13536.830000 sec): 3 clusters Score: Raw -35594355.042350 + Penalty 6043.811752 = -35588311.230598 nChanged 7 SP:Iteration 119Q (13537.810000 sec): 3 clusters Score: Raw -35594357.545402 + Penalty 6043.811752 = -35588313.733650 nChanged 6 SP:Iteration 120F (13539.020000 sec): 3 clusters Score: Raw -35594360.214033 + Penalty 6043.811752 = -35588316.402281 nChanged 4 SP:Iteration 121Q (13540.200000 sec): 3 clusters Score: Raw -35594361.216965 + Penalty 6043.811752 = -35588317.405213 nChanged 4 SP:Iteration 122Q (13541.320000 sec): 3 clusters Score: Raw -35594362.698827 + Penalty 6043.811752 = -35588318.887074 nChanged 3 SP:Iteration 123Q (13542.410000 sec): 3 clusters Score: Raw -35594364.050906 + Penalty 6043.811752 = -35588320.239154 nChanged 2 SP:Iteration 124Q (13543.510000 sec): 3 clusters Score: Raw -35594364.544947 + Penalty 6043.811752 = -35588320.733195 nChanged 3 SP:Iteration 125Q (13544.610000 sec): 3 clusters Score: Raw -35594365.435520 + Penalty 6043.811752 = -35588321.623767 nChanged 3 SP:Iteration 126Q (13545.730000 sec): 3 clusters Score: Raw -35594366.519842 + Penalty 6043.811752 = -35588322.708089 nChanged 3 SP:Iteration 127Q (13546.740000 sec): 3 clusters Score: Raw -35594367.526381 + Penalty 6043.811752 = -35588323.714629 nChanged 3 SP:Iteration 128Q (13547.800000 sec): 3 clusters Score: Raw -35594368.808071 + Penalty 6043.811752 = -35588324.996318 nChanged 1 SP:Iteration 129Q (13548.810000 sec): 3 clusters Score: Raw -35594369.412250 + Penalty 6043.811752 = -35588325.600498 nChanged 1 SP:Iteration 130Q (13549.800000 sec): 3 clusters Score: Raw -35594369.704373 + Penalty 6043.811752 = -35588325.892621 nChanged 0 SP:Iteration 131F (13550.980000 sec): 3 clusters Score: Raw -35594369.704373 + Penalty 6043.811752 = -35588325.892621 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (28138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13551.280000 sec): 2 clusters Score: Raw -5273680.234973 + Penalty 2540.729311 = -5271139.505662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13551.660000 sec): 3 clusters Score: Raw -5256849.035956 + Penalty 5081.458622 = -5251767.577333 nChanged 12713 SP:Iteration 1F (13552.010000 sec): 3 clusters Score: Raw -5263782.866374 + Penalty 5081.458622 = -5258701.407752 nChanged 1341 SP:Iteration 2Q (13552.420000 sec): 3 clusters Score: Raw -5264234.839356 + Penalty 5081.458622 = -5259153.380734 nChanged 1209 SP:Iteration 3Q (13552.710000 sec): 3 clusters Score: Raw -5264624.913025 + Penalty 5081.458622 = -5259543.454402 nChanged 1044 SP:Iteration 4Q (13553.100000 sec): 3 clusters Score: Raw -5264950.286502 + Penalty 5081.458622 = -5259868.827879 nChanged 978 SP:Iteration 5Q (13553.450000 sec): 3 clusters Score: Raw -5265269.801367 + Penalty 5081.458622 = -5260188.342744 nChanged 926 SP:Iteration 6Q (13553.850000 sec): 3 clusters Score: Raw -5265621.728916 + Penalty 5081.458622 = -5260540.270293 nChanged 1036 SP:Iteration 7Q (13554.180000 sec): 3 clusters Score: Raw -5266076.151500 + Penalty 5081.458622 = -5260994.692877 nChanged 1158 SP:Iteration 8Q (13554.530000 sec): 3 clusters Score: Raw -5266636.753538 + Penalty 5081.458622 = -5261555.294916 nChanged 1309 SP:Iteration 9Q (13554.900000 sec): 3 clusters Score: Raw -5267373.922630 + Penalty 5081.458622 = -5262292.464008 nChanged 1447 SP:Iteration 10F (13555.300000 sec): 3 clusters Score: Raw -5268300.957235 + Penalty 5081.458622 = -5263219.498612 nChanged 1529 SP:Iteration 11F (13555.620000 sec): 3 clusters Score: Raw -5269402.513840 + Penalty 5081.458622 = -5264321.055217 nChanged 1515 SP:Iteration 12F (13556.020000 sec): 3 clusters Score: Raw -5270574.395608 + Penalty 5081.458622 = -5265492.936986 nChanged 1319 SP:Iteration 13Q (13556.330000 sec): 3 clusters Score: Raw -5271596.327837 + Penalty 5081.458622 = -5266514.869215 nChanged 962 SP:Iteration 14Q (13556.680000 sec): 3 clusters Score: Raw -5272355.258757 + Penalty 5081.458622 = -5267273.800134 nChanged 690 SP:Iteration 15Q (13557.060000 sec): 3 clusters Score: Raw -5272905.540667 + Penalty 5081.458622 = -5267824.082044 nChanged 496 SP:Iteration 16Q (13557.440000 sec): 3 clusters Score: Raw -5273325.727432 + Penalty 5081.458622 = -5268244.268809 nChanged 308 SP:Iteration 17Q (13557.740000 sec): 3 clusters Score: Raw -5273595.231591 + Penalty 5081.458622 = -5268513.772969 nChanged 199 SP:Iteration 18Q (13558.080000 sec): 3 clusters Score: Raw -5273771.236848 + Penalty 5081.458622 = -5268689.778225 nChanged 108 SP:Iteration 19Q (13558.450000 sec): 3 clusters Score: Raw -5273880.131974 + Penalty 5081.458622 = -5268798.673351 nChanged 50 SP:Iteration 20F (13558.790000 sec): 3 clusters Score: Raw -5273927.967539 + Penalty 5081.458622 = -5268846.508916 nChanged 31 SP:Iteration 21Q (13559.170000 sec): 3 clusters Score: Raw -5273956.217919 + Penalty 5081.458622 = -5268874.759297 nChanged 29 SP:Iteration 22Q (13559.500000 sec): 3 clusters Score: Raw -5273990.050763 + Penalty 5081.458622 = -5268908.592140 nChanged 17 SP:Iteration 23Q (13559.890000 sec): 3 clusters Score: Raw -5274009.767175 + Penalty 5081.458622 = -5268928.308552 nChanged 14 SP:Iteration 24Q (13560.240000 sec): 3 clusters Score: Raw -5274021.903595 + Penalty 5081.458622 = -5268940.444973 nChanged 10 SP:Iteration 25Q (13560.580000 sec): 3 clusters Score: Raw -5274031.461914 + Penalty 5081.458622 = -5268950.003291 nChanged 7 SP:Iteration 26Q (13560.940000 sec): 3 clusters Score: Raw -5274040.601684 + Penalty 5081.458622 = -5268959.143061 nChanged 5 SP:Iteration 27Q (13561.300000 sec): 3 clusters Score: Raw -5274045.230180 + Penalty 5081.458622 = -5268963.771558 nChanged 2 SP:Iteration 28Q (13561.620000 sec): 3 clusters Score: Raw -5274046.158499 + Penalty 5081.458622 = -5268964.699877 nChanged 1 SP:Iteration 29Q (13561.930000 sec): 3 clusters Score: Raw -5274046.502576 + Penalty 5081.458622 = -5268965.043953 nChanged 0 SP:Iteration 30F (13562.350000 sec): 3 clusters Score: Raw -5274046.502576 + Penalty 5081.458622 = -5268965.043953 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (1928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13562.550000 sec): 2 clusters Score: Raw -321728.214732 + Penalty 1875.931142 = -319852.283590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13562.750000 sec): 3 clusters Score: Raw -321080.887395 + Penalty 3751.862284 = -317329.025111 nChanged 644 SP:Iteration 1F (13562.900000 sec): 3 clusters Score: Raw -321706.506186 + Penalty 3751.862284 = -317954.643903 nChanged 162 SP:Iteration 2F (13563.080000 sec): 3 clusters Score: Raw -321971.454965 + Penalty 3751.862284 = -318219.592681 nChanged 128 SP:Iteration 3F (13563.260000 sec): 3 clusters Score: Raw -322238.373354 + Penalty 3751.862284 = -318486.511071 nChanged 113 SP:Iteration 4F (13563.430000 sec): 3 clusters Score: Raw -322437.251196 + Penalty 3751.862284 = -318685.388912 nChanged 98 SP:Iteration 5F (13563.600000 sec): 3 clusters Score: Raw -322571.501614 + Penalty 3751.862284 = -318819.639330 nChanged 70 SP:Iteration 6Q (13563.880000 sec): 3 clusters Score: Raw -322664.698607 + Penalty 3751.862284 = -318912.836323 nChanged 48 SP:Iteration 7Q (13564.030000 sec): 3 clusters Score: Raw -322729.802207 + Penalty 3751.862284 = -318977.939923 nChanged 47 SP:Iteration 8Q (13564.270000 sec): 3 clusters Score: Raw -322805.332375 + Penalty 3751.862284 = -319053.470091 nChanged 52 SP:Iteration 9Q (13564.440000 sec): 3 clusters Score: Raw -322869.964598 + Penalty 3751.862284 = -319118.102314 nChanged 30 SP:Iteration 10Q (13564.610000 sec): 3 clusters Score: Raw -322906.981638 + Penalty 3751.862284 = -319155.119354 nChanged 29 SP:Iteration 11Q (13564.790000 sec): 3 clusters Score: Raw -322942.357401 + Penalty 3751.862284 = -319190.495117 nChanged 28 SP:Iteration 12Q (13565.000000 sec): 3 clusters Score: Raw -322982.647003 + Penalty 3751.862284 = -319230.784720 nChanged 26 SP:Iteration 13Q (13565.220000 sec): 3 clusters Score: Raw -323011.662306 + Penalty 3751.862284 = -319259.800022 nChanged 17 SP:Iteration 14Q (13565.430000 sec): 3 clusters Score: Raw -323034.529751 + Penalty 3751.862284 = -319282.667467 nChanged 22 SP:Iteration 15Q (13565.580000 sec): 3 clusters Score: Raw -323060.230963 + Penalty 3751.862284 = -319308.368679 nChanged 13 SP:Iteration 16Q (13565.750000 sec): 3 clusters Score: Raw -323070.967062 + Penalty 3751.862284 = -319319.104778 nChanged 7 SP:Iteration 17Q (13565.950000 sec): 3 clusters Score: Raw -323077.518289 + Penalty 3751.862284 = -319325.656005 nChanged 5 SP:Iteration 18Q (13566.160000 sec): 3 clusters Score: Raw -323081.404862 + Penalty 3751.862284 = -319329.542578 nChanged 3 SP:Iteration 19Q (13566.310000 sec): 3 clusters Score: Raw -323082.962824 + Penalty 3751.862284 = -319331.100540 nChanged 3 SP:Iteration 20F (13566.480000 sec): 3 clusters Score: Raw -323084.811586 + Penalty 3751.862284 = -319332.949302 nChanged 3 SP:Iteration 21Q (13566.650000 sec): 3 clusters Score: Raw -323090.316270 + Penalty 3751.862284 = -319338.453986 nChanged 4 SP:Iteration 22Q (13566.830000 sec): 3 clusters Score: Raw -323095.053767 + Penalty 3751.862284 = -319343.191484 nChanged 7 SP:Iteration 23Q (13566.990000 sec): 3 clusters Score: Raw -323099.374297 + Penalty 3751.862284 = -319347.512013 nChanged 4 SP:Iteration 24Q (13567.130000 sec): 3 clusters Score: Raw -323101.483266 + Penalty 3751.862284 = -319349.620982 nChanged 1 SP:Iteration 25Q (13567.340000 sec): 3 clusters Score: Raw -323101.996395 + Penalty 3751.862284 = -319350.134112 nChanged 1 SP:Iteration 26Q (13567.500000 sec): 3 clusters Score: Raw -323103.309481 + Penalty 3751.862284 = -319351.447197 nChanged 3 SP:Iteration 27Q (13567.720000 sec): 3 clusters Score: Raw -323104.575960 + Penalty 3751.862284 = -319352.713677 nChanged 2 SP:Iteration 28Q (13567.880000 sec): 3 clusters Score: Raw -323105.124024 + Penalty 3751.862284 = -319353.261740 nChanged 0 SP:Iteration 29F (13568.060000 sec): 3 clusters Score: Raw -323105.124024 + Penalty 3751.862284 = -319353.261740 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13568.160000 sec): 2 clusters Score: Raw -43682.253832 + Penalty 1475.759353 = -42206.494479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13568.340000 sec): 3 clusters Score: Raw -44267.595756 + Penalty 2951.518706 = -41316.077050 nChanged 120 SP:Iteration 1F (13568.530000 sec): 3 clusters Score: Raw -44787.289452 + Penalty 2951.518706 = -41835.770746 nChanged 30 SP:Iteration 2F (13568.700000 sec): 3 clusters Score: Raw -44996.405648 + Penalty 2951.518706 = -42044.886942 nChanged 19 SP:Iteration 3Q (13568.850000 sec): 3 clusters Score: Raw -45249.112990 + Penalty 2951.518706 = -42297.594284 nChanged 7 SP:Iteration 4Q (13569.010000 sec): 3 clusters Score: Raw -45267.600001 + Penalty 2951.518706 = -42316.081295 nChanged 2 SP:Iteration 5Q (13569.180000 sec): 3 clusters Score: Raw -45330.152662 + Penalty 2951.518706 = -42378.633956 nChanged 1 SP:Iteration 6Q (13569.380000 sec): 3 clusters Score: Raw -45331.684378 + Penalty 2951.518706 = -42380.165672 nChanged 1 SP:Iteration 7Q (13569.580000 sec): 3 clusters Score: Raw -45332.973837 + Penalty 2951.518706 = -42381.455131 nChanged 0 SP:Iteration 8F (13569.780000 sec): 3 clusters Score: Raw -45332.973837 + Penalty 2951.518706 = -42381.455131 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 5.80 GB. Trying to split cluster 18 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13569.890000 sec): 2 clusters Score: Raw -39300.920391 + Penalty 1362.279238 = -37938.641153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13570.080000 sec): 3 clusters Score: Raw -39555.614949 + Penalty 2724.558476 = -36831.056473 nChanged 34 SP:Iteration 1F (13570.270000 sec): 3 clusters Score: Raw -39678.837131 + Penalty 2724.558476 = -36954.278655 nChanged 10 SP:Iteration 2Q (13570.430000 sec): 3 clusters Score: Raw -39746.293735 + Penalty 2724.558476 = -37021.735259 nChanged 3 SP:Iteration 3Q (13570.630000 sec): 3 clusters Score: Raw -39769.982973 + Penalty 2724.558476 = -37045.424497 nChanged 2 SP:Iteration 4Q (13570.780000 sec): 3 clusters Score: Raw -39775.734221 + Penalty 2724.558476 = -37051.175745 nChanged 3 SP:Iteration 5Q (13570.930000 sec): 3 clusters Score: Raw -39806.295628 + Penalty 2724.558476 = -37081.737152 nChanged 5 SP:Iteration 6Q (13571.100000 sec): 3 clusters Score: Raw -39829.725352 + Penalty 2724.558476 = -37105.166876 nChanged 2 SP:Iteration 7Q (13571.280000 sec): 3 clusters Score: Raw -39848.177720 + Penalty 2724.558476 = -37123.619244 nChanged 4 SP:Iteration 8Q (13571.470000 sec): 3 clusters Score: Raw -39876.376006 + Penalty 2724.558476 = -37151.817530 nChanged 2 SP:Iteration 9Q (13571.640000 sec): 3 clusters Score: Raw -39901.535558 + Penalty 2724.558476 = -37176.977082 nChanged 4 SP:Iteration 10Q (13571.830000 sec): 3 clusters Score: Raw -39973.888031 + Penalty 2724.558476 = -37249.329555 nChanged 4 SP:Iteration 11Q (13571.970000 sec): 3 clusters Score: Raw -40024.443746 + Penalty 2724.558476 = -37299.885270 nChanged 4 SP:Iteration 12Q (13572.150000 sec): 3 clusters Score: Raw -40062.301089 + Penalty 2724.558476 = -37337.742613 nChanged 2 SP:Iteration 13Q (13572.320000 sec): 3 clusters Score: Raw -40066.468784 + Penalty 2724.558476 = -37341.910308 nChanged 1 SP:Iteration 14Q (13572.450000 sec): 3 clusters Score: Raw -40069.736102 + Penalty 2724.558476 = -37345.177626 nChanged 1 SP:Iteration 15Q (13572.620000 sec): 3 clusters Score: Raw -40074.131787 + Penalty 2724.558476 = -37349.573311 nChanged 0 SP:Iteration 16F (13572.750000 sec): 3 clusters Score: Raw -40074.131787 + Penalty 2724.558476 = -37349.573311 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13572.890000 sec): 2 clusters Score: Raw -414055.541953 + Penalty 1934.542018 = -412120.999935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13573.070000 sec): 3 clusters Score: Raw -413127.888489 + Penalty 3869.084037 = -409258.804453 nChanged 827 SP:Iteration 1F (13573.230000 sec): 3 clusters Score: Raw -413806.634909 + Penalty 3869.084037 = -409937.550872 nChanged 235 SP:Iteration 2F (13573.420000 sec): 3 clusters Score: Raw -414050.193540 + Penalty 3869.084037 = -410181.109503 nChanged 182 SP:Iteration 3F (13573.570000 sec): 3 clusters Score: Raw -414284.481993 + Penalty 3869.084037 = -410415.397957 nChanged 150 SP:Iteration 4F (13573.690000 sec): 3 clusters Score: Raw -414504.378738 + Penalty 3869.084037 = -410635.294701 nChanged 124 SP:Iteration 5F (13573.830000 sec): 3 clusters Score: Raw -414693.230124 + Penalty 3869.084037 = -410824.146087 nChanged 104 SP:Iteration 6Q (13574.030000 sec): 3 clusters Score: Raw -414818.875558 + Penalty 3869.084037 = -410949.791522 nChanged 87 SP:Iteration 7Q (13574.230000 sec): 3 clusters Score: Raw -414923.394534 + Penalty 3869.084037 = -411054.310497 nChanged 60 SP:Iteration 8Q (13574.370000 sec): 3 clusters Score: Raw -414994.351467 + Penalty 3869.084037 = -411125.267430 nChanged 53 SP:Iteration 9Q (13574.540000 sec): 3 clusters Score: Raw -415049.583457 + Penalty 3869.084037 = -411180.499421 nChanged 36 SP:Iteration 10Q (13574.710000 sec): 3 clusters Score: Raw -415079.131487 + Penalty 3869.084037 = -411210.047451 nChanged 35 SP:Iteration 11Q (13574.870000 sec): 3 clusters Score: Raw -415112.252538 + Penalty 3869.084037 = -411243.168501 nChanged 24 SP:Iteration 12Q (13575.050000 sec): 3 clusters Score: Raw -415135.238539 + Penalty 3869.084037 = -411266.154502 nChanged 27 SP:Iteration 13Q (13575.240000 sec): 3 clusters Score: Raw -415155.573850 + Penalty 3869.084037 = -411286.489814 nChanged 16 SP:Iteration 14Q (13575.440000 sec): 3 clusters Score: Raw -415165.852070 + Penalty 3869.084037 = -411296.768034 nChanged 11 SP:Iteration 15Q (13575.620000 sec): 3 clusters Score: Raw -415173.858521 + Penalty 3869.084037 = -411304.774484 nChanged 9 SP:Iteration 16Q (13575.800000 sec): 3 clusters Score: Raw -415179.454209 + Penalty 3869.084037 = -411310.370172 nChanged 3 SP:Iteration 17Q (13575.950000 sec): 3 clusters Score: Raw -415181.136087 + Penalty 3869.084037 = -411312.052050 nChanged 0 SP:Iteration 18F (13576.130000 sec): 3 clusters Score: Raw -415181.136087 + Penalty 3869.084037 = -411312.052050 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13576.220000 sec): 2 clusters Score: Raw -86881.981502 + Penalty 1543.690490 = -85338.291012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13576.400000 sec): 3 clusters Score: Raw -86947.679548 + Penalty 3087.380981 = -83860.298567 nChanged 83 SP:Iteration 1F (13576.580000 sec): 3 clusters Score: Raw -87138.474902 + Penalty 3087.380981 = -84051.093921 nChanged 34 SP:Iteration 2F (13576.790000 sec): 3 clusters Score: Raw -87218.861766 + Penalty 3087.380981 = -84131.480785 nChanged 12 SP:Iteration 3Q (13576.950000 sec): 3 clusters Score: Raw -87261.089425 + Penalty 3087.380981 = -84173.708444 nChanged 9 SP:Iteration 4Q (13577.090000 sec): 3 clusters Score: Raw -87278.065123 + Penalty 3087.380981 = -84190.684143 nChanged 7 SP:Iteration 5Q (13577.200000 sec): 3 clusters Score: Raw -87297.877690 + Penalty 3087.380981 = -84210.496709 nChanged 10 SP:Iteration 6Q (13577.400000 sec): 3 clusters Score: Raw -87312.837746 + Penalty 3087.380981 = -84225.456765 nChanged 2 SP:Iteration 7Q (13577.550000 sec): 3 clusters Score: Raw -87320.842510 + Penalty 3087.380981 = -84233.461529 nChanged 3 SP:Iteration 8Q (13577.690000 sec): 3 clusters Score: Raw -87323.881256 + Penalty 3087.380981 = -84236.500276 nChanged 1 SP:Iteration 9Q (13577.900000 sec): 3 clusters Score: Raw -87325.898611 + Penalty 3087.380981 = -84238.517630 nChanged 0 SP:Iteration 10F (13578.060000 sec): 3 clusters Score: Raw -87325.898611 + Penalty 3087.380981 = -84238.517630 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13578.140000 sec): 2 clusters Score: Raw -86227.676326 + Penalty 1522.691369 = -84704.984957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13578.350000 sec): 3 clusters Score: Raw -86275.826450 + Penalty 3045.382738 = -83230.443712 nChanged 82 SP:Iteration 1F (13578.530000 sec): 3 clusters Score: Raw -86441.994368 + Penalty 3045.382738 = -83396.611631 nChanged 13 SP:Iteration 2Q (13578.690000 sec): 3 clusters Score: Raw -86467.716169 + Penalty 3045.382738 = -83422.333431 nChanged 3 SP:Iteration 3Q (13578.820000 sec): 3 clusters Score: Raw -86472.449548 + Penalty 3045.382738 = -83427.066810 nChanged 0 SP:Iteration 4F (13578.990000 sec): 3 clusters Score: Raw -86472.449548 + Penalty 3045.382738 = -83427.066810 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (7378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13579.120000 sec): 2 clusters Score: Raw -1251701.120242 + Penalty 2208.751954 = -1249492.368288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13579.340000 sec): 3 clusters Score: Raw -1247859.579026 + Penalty 4417.503908 = -1243442.075118 nChanged 2979 SP:Iteration 1F (13579.580000 sec): 3 clusters Score: Raw -1249568.418288 + Penalty 4417.503908 = -1245150.914381 nChanged 628 SP:Iteration 2F (13579.780000 sec): 3 clusters Score: Raw -1249995.131730 + Penalty 4417.503908 = -1245577.627822 nChanged 487 SP:Iteration 3F (13580.010000 sec): 3 clusters Score: Raw -1250312.203495 + Penalty 4417.503908 = -1245894.699588 nChanged 388 SP:Iteration 4F (13580.260000 sec): 3 clusters Score: Raw -1250565.789878 + Penalty 4417.503908 = -1246148.285970 nChanged 338 SP:Iteration 5Q (13580.510000 sec): 3 clusters Score: Raw -1250792.622045 + Penalty 4417.503908 = -1246375.118138 nChanged 324 SP:Iteration 6Q (13580.710000 sec): 3 clusters Score: Raw -1250984.928398 + Penalty 4417.503908 = -1246567.424490 nChanged 235 SP:Iteration 7Q (13580.910000 sec): 3 clusters Score: Raw -1251114.681251 + Penalty 4417.503908 = -1246697.177343 nChanged 210 SP:Iteration 8Q (13581.110000 sec): 3 clusters Score: Raw -1251231.046121 + Penalty 4417.503908 = -1246813.542214 nChanged 191 SP:Iteration 9Q (13581.370000 sec): 3 clusters Score: Raw -1251342.786561 + Penalty 4417.503908 = -1246925.282653 nChanged 194 SP:Iteration 10Q (13581.640000 sec): 3 clusters Score: Raw -1251472.028025 + Penalty 4417.503908 = -1247054.524118 nChanged 216 SP:Iteration 11Q (13581.840000 sec): 3 clusters Score: Raw -1251637.496998 + Penalty 4417.503908 = -1247219.993091 nChanged 236 SP:Iteration 12Q (13582.080000 sec): 3 clusters Score: Raw -1251846.558971 + Penalty 4417.503908 = -1247429.055063 nChanged 279 SP:Iteration 13Q (13582.320000 sec): 3 clusters Score: Raw -1252092.663011 + Penalty 4417.503908 = -1247675.159103 nChanged 279 SP:Iteration 14Q (13582.580000 sec): 3 clusters Score: Raw -1252336.832187 + Penalty 4417.503908 = -1247919.328280 nChanged 236 SP:Iteration 15Q (13582.820000 sec): 3 clusters Score: Raw -1252534.770753 + Penalty 4417.503908 = -1248117.266845 nChanged 208 SP:Iteration 16Q (13583.050000 sec): 3 clusters Score: Raw -1252697.658791 + Penalty 4417.503908 = -1248280.154884 nChanged 176 SP:Iteration 17Q (13583.300000 sec): 3 clusters Score: Raw -1252816.336073 + Penalty 4417.503908 = -1248398.832165 nChanged 150 SP:Iteration 18Q (13583.510000 sec): 3 clusters Score: Raw -1252930.230683 + Penalty 4417.503908 = -1248512.726776 nChanged 138 SP:Iteration 19Q (13583.710000 sec): 3 clusters Score: Raw -1253030.066068 + Penalty 4417.503908 = -1248612.562160 nChanged 114 SP:Iteration 20F (13583.880000 sec): 3 clusters Score: Raw -1253110.941960 + Penalty 4417.503908 = -1248693.438052 nChanged 117 SP:Iteration 21Q (13584.110000 sec): 3 clusters Score: Raw -1253185.310691 + Penalty 4417.503908 = -1248767.806784 nChanged 109 SP:Iteration 22Q (13584.310000 sec): 3 clusters Score: Raw -1253260.740088 + Penalty 4417.503908 = -1248843.236180 nChanged 102 SP:Iteration 23Q (13584.510000 sec): 3 clusters Score: Raw -1253342.676458 + Penalty 4417.503908 = -1248925.172551 nChanged 113 SP:Iteration 24Q (13584.760000 sec): 3 clusters Score: Raw -1253436.949300 + Penalty 4417.503908 = -1249019.445393 nChanged 111 SP:Iteration 25Q (13584.920000 sec): 3 clusters Score: Raw -1253513.064307 + Penalty 4417.503908 = -1249095.560400 nChanged 91 SP:Iteration 26Q (13585.110000 sec): 3 clusters Score: Raw -1253561.046570 + Penalty 4417.503908 = -1249143.542662 nChanged 65 SP:Iteration 27Q (13585.270000 sec): 3 clusters Score: Raw -1253588.759098 + Penalty 4417.503908 = -1249171.255190 nChanged 42 SP:Iteration 28Q (13585.500000 sec): 3 clusters Score: Raw -1253608.350488 + Penalty 4417.503908 = -1249190.846580 nChanged 40 SP:Iteration 29Q (13585.730000 sec): 3 clusters Score: Raw -1253623.445538 + Penalty 4417.503908 = -1249205.941630 nChanged 27 SP:Iteration 30Q (13585.940000 sec): 3 clusters Score: Raw -1253632.337150 + Penalty 4417.503908 = -1249214.833242 nChanged 23 SP:Iteration 31Q (13586.160000 sec): 3 clusters Score: Raw -1253641.049763 + Penalty 4417.503908 = -1249223.545856 nChanged 24 SP:Iteration 32Q (13586.330000 sec): 3 clusters Score: Raw -1253649.869455 + Penalty 4417.503908 = -1249232.365547 nChanged 17 SP:Iteration 33Q (13586.610000 sec): 3 clusters Score: Raw -1253657.254884 + Penalty 4417.503908 = -1249239.750977 nChanged 21 SP:Iteration 34Q (13586.820000 sec): 3 clusters Score: Raw -1253668.633642 + Penalty 4417.503908 = -1249251.129735 nChanged 28 SP:Iteration 35Q (13587.010000 sec): 3 clusters Score: Raw -1253680.065973 + Penalty 4417.503908 = -1249262.562066 nChanged 27 SP:Iteration 36Q (13587.240000 sec): 3 clusters Score: Raw -1253692.485853 + Penalty 4417.503908 = -1249274.981945 nChanged 18 SP:Iteration 37Q (13587.430000 sec): 3 clusters Score: Raw -1253700.576642 + Penalty 4417.503908 = -1249283.072735 nChanged 21 SP:Iteration 38Q (13587.650000 sec): 3 clusters Score: Raw -1253709.118284 + Penalty 4417.503908 = -1249291.614377 nChanged 25 SP:Iteration 39Q (13587.860000 sec): 3 clusters Score: Raw -1253722.767087 + Penalty 4417.503908 = -1249305.263179 nChanged 23 SP:Iteration 40F (13588.070000 sec): 3 clusters Score: Raw -1253737.046375 + Penalty 4417.503908 = -1249319.542468 nChanged 25 SP:Iteration 41Q (13588.300000 sec): 3 clusters Score: Raw -1253753.140985 + Penalty 4417.503908 = -1249335.637077 nChanged 33 SP:Iteration 42Q (13588.520000 sec): 3 clusters Score: Raw -1253772.522805 + Penalty 4417.503908 = -1249355.018897 nChanged 33 SP:Iteration 43Q (13588.700000 sec): 3 clusters Score: Raw -1253789.715796 + Penalty 4417.503908 = -1249372.211888 nChanged 28 SP:Iteration 44Q (13588.940000 sec): 3 clusters Score: Raw -1253805.355491 + Penalty 4417.503908 = -1249387.851584 nChanged 32 SP:Iteration 45Q (13589.130000 sec): 3 clusters Score: Raw -1253822.206095 + Penalty 4417.503908 = -1249404.702187 nChanged 40 SP:Iteration 46Q (13589.300000 sec): 3 clusters Score: Raw -1253844.427173 + Penalty 4417.503908 = -1249426.923265 nChanged 36 SP:Iteration 47Q (13589.540000 sec): 3 clusters Score: Raw -1253868.024509 + Penalty 4417.503908 = -1249450.520602 nChanged 33 SP:Iteration 48Q (13589.740000 sec): 3 clusters Score: Raw -1253896.312588 + Penalty 4417.503908 = -1249478.808680 nChanged 46 SP:Iteration 49Q (13590.000000 sec): 3 clusters Score: Raw -1253924.595030 + Penalty 4417.503908 = -1249507.091122 nChanged 45 SP:Iteration 50Q (13590.190000 sec): 3 clusters Score: Raw -1253946.363376 + Penalty 4417.503908 = -1249528.859469 nChanged 30 SP:Iteration 51Q (13590.420000 sec): 3 clusters Score: Raw -1253966.035604 + Penalty 4417.503908 = -1249548.531696 nChanged 28 SP:Iteration 52Q (13590.620000 sec): 3 clusters Score: Raw -1253985.827620 + Penalty 4417.503908 = -1249568.323712 nChanged 24 SP:Iteration 53Q (13590.880000 sec): 3 clusters Score: Raw -1254004.949032 + Penalty 4417.503908 = -1249587.445125 nChanged 25 SP:Iteration 54Q (13591.080000 sec): 3 clusters Score: Raw -1254024.416081 + Penalty 4417.503908 = -1249606.912173 nChanged 28 SP:Iteration 55Q (13591.270000 sec): 3 clusters Score: Raw -1254046.983910 + Penalty 4417.503908 = -1249629.480003 nChanged 33 SP:Iteration 56Q (13591.460000 sec): 3 clusters Score: Raw -1254068.801849 + Penalty 4417.503908 = -1249651.297942 nChanged 32 SP:Iteration 57Q (13591.670000 sec): 3 clusters Score: Raw -1254091.872668 + Penalty 4417.503908 = -1249674.368761 nChanged 31 SP:Iteration 58Q (13591.870000 sec): 3 clusters Score: Raw -1254115.638691 + Penalty 4417.503908 = -1249698.134783 nChanged 26 SP:Iteration 59Q (13592.040000 sec): 3 clusters Score: Raw -1254132.065317 + Penalty 4417.503908 = -1249714.561410 nChanged 26 SP:Iteration 60F (13592.300000 sec): 3 clusters Score: Raw -1254154.343981 + Penalty 4417.503908 = -1249736.840073 nChanged 29 SP:Iteration 61Q (13592.500000 sec): 3 clusters Score: Raw -1254178.863082 + Penalty 4417.503908 = -1249761.359174 nChanged 24 SP:Iteration 62Q (13592.680000 sec): 3 clusters Score: Raw -1254202.930693 + Penalty 4417.503908 = -1249785.426785 nChanged 28 SP:Iteration 63Q (13592.900000 sec): 3 clusters Score: Raw -1254226.435672 + Penalty 4417.503908 = -1249808.931765 nChanged 27 SP:Iteration 64Q (13593.090000 sec): 3 clusters Score: Raw -1254246.579722 + Penalty 4417.503908 = -1249829.075814 nChanged 25 SP:Iteration 65Q (13593.300000 sec): 3 clusters Score: Raw -1254268.003532 + Penalty 4417.503908 = -1249850.499624 nChanged 20 SP:Iteration 66Q (13593.500000 sec): 3 clusters Score: Raw -1254287.565969 + Penalty 4417.503908 = -1249870.062062 nChanged 19 SP:Iteration 67Q (13593.730000 sec): 3 clusters Score: Raw -1254303.321565 + Penalty 4417.503908 = -1249885.817657 nChanged 16 SP:Iteration 68Q (13593.940000 sec): 3 clusters Score: Raw -1254315.602805 + Penalty 4417.503908 = -1249898.098897 nChanged 10 SP:Iteration 69Q (13594.170000 sec): 3 clusters Score: Raw -1254321.337686 + Penalty 4417.503908 = -1249903.833778 nChanged 6 SP:Iteration 70Q (13594.430000 sec): 3 clusters Score: Raw -1254324.361363 + Penalty 4417.503908 = -1249906.857455 nChanged 5 SP:Iteration 71Q (13594.650000 sec): 3 clusters Score: Raw -1254328.147319 + Penalty 4417.503908 = -1249910.643411 nChanged 8 SP:Iteration 72Q (13594.840000 sec): 3 clusters Score: Raw -1254331.857032 + Penalty 4417.503908 = -1249914.353124 nChanged 4 SP:Iteration 73Q (13595.080000 sec): 3 clusters Score: Raw -1254333.739759 + Penalty 4417.503908 = -1249916.235851 nChanged 1 SP:Iteration 74Q (13595.270000 sec): 3 clusters Score: Raw -1254334.190011 + Penalty 4417.503908 = -1249916.686103 nChanged 1 SP:Iteration 75Q (13595.520000 sec): 3 clusters Score: Raw -1254334.761381 + Penalty 4417.503908 = -1249917.257474 nChanged 0 SP:Iteration 76F (13595.730000 sec): 3 clusters Score: Raw -1254334.761381 + Penalty 4417.503908 = -1249917.257474 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 5.80 GB. Trying to split cluster 23 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13595.820000 sec): 2 clusters Score: Raw -210705.693083 + Penalty 1756.263729 = -208949.429354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13596.100000 sec): 3 clusters Score: Raw -210533.077104 + Penalty 3512.527459 = -207020.549645 nChanged 353 SP:Iteration 1F (13596.260000 sec): 3 clusters Score: Raw -211229.221711 + Penalty 3512.527459 = -207716.694252 nChanged 152 SP:Iteration 2F (13596.440000 sec): 3 clusters Score: Raw -211663.568597 + Penalty 3512.527459 = -208151.041138 nChanged 120 SP:Iteration 3F (13596.570000 sec): 3 clusters Score: Raw -212056.078168 + Penalty 3512.527459 = -208543.550710 nChanged 100 SP:Iteration 4F (13596.750000 sec): 3 clusters Score: Raw -212632.339394 + Penalty 3512.527459 = -209119.811935 nChanged 89 SP:Iteration 5F (13596.900000 sec): 3 clusters Score: Raw -213355.446822 + Penalty 3512.527459 = -209842.919364 nChanged 28 SP:Iteration 6Q (13597.070000 sec): 3 clusters Score: Raw -213542.036213 + Penalty 3512.527459 = -210029.508754 nChanged 10 SP:Iteration 7Q (13597.260000 sec): 3 clusters Score: Raw -213568.940852 + Penalty 3512.527459 = -210056.413393 nChanged 5 SP:Iteration 8Q (13597.440000 sec): 3 clusters Score: Raw -213576.564271 + Penalty 3512.527459 = -210064.036813 nChanged 1 SP:Iteration 9Q (13597.610000 sec): 3 clusters Score: Raw -213577.781173 + Penalty 3512.527459 = -210065.253714 nChanged 1 SP:Iteration 10Q (13597.810000 sec): 3 clusters Score: Raw -213578.969584 + Penalty 3512.527459 = -210066.442125 nChanged 0 SP:Iteration 11F (13597.980000 sec): 3 clusters Score: Raw -213578.969584 + Penalty 3512.527459 = -210066.442125 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 5.80 GB. Trying to split cluster 24 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13598.110000 sec): 2 clusters Score: Raw -368415.553194 + Penalty 1889.569887 = -366525.983307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13598.270000 sec): 3 clusters Score: Raw -367651.513600 + Penalty 3779.139774 = -363872.373825 nChanged 634 SP:Iteration 1F (13598.460000 sec): 3 clusters Score: Raw -368107.323627 + Penalty 3779.139774 = -364328.183852 nChanged 145 SP:Iteration 2F (13598.610000 sec): 3 clusters Score: Raw -368220.280024 + Penalty 3779.139774 = -364441.140249 nChanged 73 SP:Iteration 3Q (13598.800000 sec): 3 clusters Score: Raw -368271.868726 + Penalty 3779.139774 = -364492.728952 nChanged 45 SP:Iteration 4Q (13599.000000 sec): 3 clusters Score: Raw -368304.311724 + Penalty 3779.139774 = -364525.171949 nChanged 22 SP:Iteration 5Q (13599.180000 sec): 3 clusters Score: Raw -368319.367749 + Penalty 3779.139774 = -364540.227974 nChanged 25 SP:Iteration 6Q (13599.380000 sec): 3 clusters Score: Raw -368334.791075 + Penalty 3779.139774 = -364555.651300 nChanged 18 SP:Iteration 7Q (13599.530000 sec): 3 clusters Score: Raw -368344.402306 + Penalty 3779.139774 = -364565.262531 nChanged 15 SP:Iteration 8Q (13599.700000 sec): 3 clusters Score: Raw -368352.522279 + Penalty 3779.139774 = -364573.382504 nChanged 14 SP:Iteration 9Q (13599.950000 sec): 3 clusters Score: Raw -368363.093293 + Penalty 3779.139774 = -364583.953518 nChanged 14 SP:Iteration 10Q (13600.140000 sec): 3 clusters Score: Raw -368373.866641 + Penalty 3779.139774 = -364594.726866 nChanged 15 SP:Iteration 11Q (13600.300000 sec): 3 clusters Score: Raw -368383.002300 + Penalty 3779.139774 = -364603.862526 nChanged 14 SP:Iteration 12Q (13600.510000 sec): 3 clusters Score: Raw -368391.258283 + Penalty 3779.139774 = -364612.118508 nChanged 11 SP:Iteration 13Q (13600.680000 sec): 3 clusters Score: Raw -368397.455066 + Penalty 3779.139774 = -364618.315292 nChanged 11 SP:Iteration 14Q (13600.880000 sec): 3 clusters Score: Raw -368405.682910 + Penalty 3779.139774 = -364626.543136 nChanged 10 SP:Iteration 15Q (13601.040000 sec): 3 clusters Score: Raw -368411.841038 + Penalty 3779.139774 = -364632.701264 nChanged 9 SP:Iteration 16Q (13601.240000 sec): 3 clusters Score: Raw -368416.790568 + Penalty 3779.139774 = -364637.650794 nChanged 14 SP:Iteration 17Q (13601.400000 sec): 3 clusters Score: Raw -368424.388444 + Penalty 3779.139774 = -364645.248669 nChanged 9 SP:Iteration 18Q (13601.620000 sec): 3 clusters Score: Raw -368428.914150 + Penalty 3779.139774 = -364649.774375 nChanged 12 SP:Iteration 19Q (13601.760000 sec): 3 clusters Score: Raw -368435.398725 + Penalty 3779.139774 = -364656.258950 nChanged 8 SP:Iteration 20F (13601.940000 sec): 3 clusters Score: Raw -368440.652054 + Penalty 3779.139774 = -364661.512279 nChanged 8 SP:Iteration 21Q (13602.130000 sec): 3 clusters Score: Raw -368447.003825 + Penalty 3779.139774 = -364667.864050 nChanged 10 SP:Iteration 22Q (13602.270000 sec): 3 clusters Score: Raw -368455.831574 + Penalty 3779.139774 = -364676.691800 nChanged 8 SP:Iteration 23Q (13602.520000 sec): 3 clusters Score: Raw -368461.112883 + Penalty 3779.139774 = -364681.973109 nChanged 3 SP:Iteration 24Q (13602.670000 sec): 3 clusters Score: Raw -368462.408524 + Penalty 3779.139774 = -364683.268749 nChanged 3 SP:Iteration 25Q (13602.910000 sec): 3 clusters Score: Raw -368466.350312 + Penalty 3779.139774 = -364687.210538 nChanged 6 SP:Iteration 26Q (13603.080000 sec): 3 clusters Score: Raw -368470.402495 + Penalty 3779.139774 = -364691.262720 nChanged 7 SP:Iteration 27Q (13603.280000 sec): 3 clusters Score: Raw -368475.001715 + Penalty 3779.139774 = -364695.861940 nChanged 3 SP:Iteration 28Q (13603.460000 sec): 3 clusters Score: Raw -368478.492477 + Penalty 3779.139774 = -364699.352703 nChanged 5 SP:Iteration 29Q (13603.650000 sec): 3 clusters Score: Raw -368482.894770 + Penalty 3779.139774 = -364703.754995 nChanged 7 SP:Iteration 30Q (13603.800000 sec): 3 clusters Score: Raw -368486.993714 + Penalty 3779.139774 = -364707.853939 nChanged 7 SP:Iteration 31Q (13603.980000 sec): 3 clusters Score: Raw -368491.446248 + Penalty 3779.139774 = -364712.306474 nChanged 6 SP:Iteration 32Q (13604.190000 sec): 3 clusters Score: Raw -368495.067926 + Penalty 3779.139774 = -364715.928152 nChanged 7 SP:Iteration 33Q (13604.380000 sec): 3 clusters Score: Raw -368499.115042 + Penalty 3779.139774 = -364719.975267 nChanged 7 SP:Iteration 34Q (13604.560000 sec): 3 clusters Score: Raw -368502.974321 + Penalty 3779.139774 = -364723.834547 nChanged 10 SP:Iteration 35Q (13604.760000 sec): 3 clusters Score: Raw -368509.715085 + Penalty 3779.139774 = -364730.575311 nChanged 11 SP:Iteration 36Q (13604.920000 sec): 3 clusters Score: Raw -368515.248772 + Penalty 3779.139774 = -364736.108997 nChanged 7 SP:Iteration 37Q (13605.130000 sec): 3 clusters Score: Raw -368519.238000 + Penalty 3779.139774 = -364740.098226 nChanged 3 SP:Iteration 38Q (13605.280000 sec): 3 clusters Score: Raw -368521.078960 + Penalty 3779.139774 = -364741.939186 nChanged 4 SP:Iteration 39Q (13605.490000 sec): 3 clusters Score: Raw -368522.616154 + Penalty 3779.139774 = -364743.476380 nChanged 5 SP:Iteration 40F (13605.680000 sec): 3 clusters Score: Raw -368525.321237 + Penalty 3779.139774 = -364746.181462 nChanged 5 SP:Iteration 41Q (13605.840000 sec): 3 clusters Score: Raw -368527.609415 + Penalty 3779.139774 = -364748.469641 nChanged 3 SP:Iteration 42Q (13606.030000 sec): 3 clusters Score: Raw -368529.263798 + Penalty 3779.139774 = -364750.124023 nChanged 3 SP:Iteration 43Q (13606.240000 sec): 3 clusters Score: Raw -368530.442356 + Penalty 3779.139774 = -364751.302582 nChanged 1 SP:Iteration 44Q (13606.390000 sec): 3 clusters Score: Raw -368530.832277 + Penalty 3779.139774 = -364751.692503 nChanged 0 SP:Iteration 45F (13606.540000 sec): 3 clusters Score: Raw -368530.832277 + Penalty 3779.139774 = -364751.692503 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13606.670000 sec): 2 clusters Score: Raw -77526.282472 + Penalty 1593.769137 = -75932.513334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13606.840000 sec): 3 clusters Score: Raw -78114.680580 + Penalty 3187.538275 = -74927.142305 nChanged 195 SP:Iteration 1F (13607.020000 sec): 3 clusters Score: Raw -79225.059375 + Penalty 3187.538275 = -76037.521100 nChanged 57 SP:Iteration 2F (13607.200000 sec): 3 clusters Score: Raw -79784.784967 + Penalty 3187.538275 = -76597.246692 nChanged 33 SP:Iteration 3F (13607.370000 sec): 3 clusters Score: Raw -80608.064203 + Penalty 3187.538275 = -77420.525928 nChanged 22 SP:Iteration 4Q (13607.510000 sec): 3 clusters Score: Raw -81115.166195 + Penalty 3187.538275 = -77927.627920 nChanged 10 SP:Iteration 5Q (13607.710000 sec): 3 clusters Score: Raw -81232.835647 + Penalty 3187.538275 = -78045.297372 nChanged 10 SP:Iteration 6Q (13607.880000 sec): 3 clusters Score: Raw -81278.594420 + Penalty 3187.538275 = -78091.056145 nChanged 3 SP:Iteration 7Q (13608.040000 sec): 3 clusters Score: Raw -81297.276565 + Penalty 3187.538275 = -78109.738290 nChanged 2 SP:Iteration 8Q (13608.280000 sec): 3 clusters Score: Raw -81315.565632 + Penalty 3187.538275 = -78128.027357 nChanged 3 SP:Iteration 9Q (13608.420000 sec): 3 clusters Score: Raw -81346.614747 + Penalty 3187.538275 = -78159.076472 nChanged 3 SP:Iteration 10Q (13608.610000 sec): 3 clusters Score: Raw -81369.837810 + Penalty 3187.538275 = -78182.299535 nChanged 2 SP:Iteration 11Q (13608.830000 sec): 3 clusters Score: Raw -81376.129467 + Penalty 3187.538275 = -78188.591192 nChanged 0 SP:Iteration 12F (13609.030000 sec): 3 clusters Score: Raw -81376.129467 + Penalty 3187.538275 = -78188.591192 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 5.80 GB. Trying to split cluster 26 (5080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13609.120000 sec): 2 clusters Score: Raw -854821.848898 + Penalty 2116.200502 = -852705.648396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13609.350000 sec): 3 clusters Score: Raw -852445.412090 + Penalty 4232.401004 = -848213.011086 nChanged 1985 SP:Iteration 1F (13609.560000 sec): 3 clusters Score: Raw -854381.178849 + Penalty 4232.401004 = -850148.777845 nChanged 640 SP:Iteration 2F (13609.800000 sec): 3 clusters Score: Raw -856165.394216 + Penalty 4232.401004 = -851932.993212 nChanged 592 SP:Iteration 3F (13609.970000 sec): 3 clusters Score: Raw -857625.873275 + Penalty 4232.401004 = -853393.472271 nChanged 495 SP:Iteration 4F (13610.250000 sec): 3 clusters Score: Raw -858396.510072 + Penalty 4232.401004 = -854164.109068 nChanged 305 SP:Iteration 5F (13610.450000 sec): 3 clusters Score: Raw -858719.843667 + Penalty 4232.401004 = -854487.442663 nChanged 166 SP:Iteration 6Q (13610.650000 sec): 3 clusters Score: Raw -858879.915991 + Penalty 4232.401004 = -854647.514986 nChanged 104 SP:Iteration 7Q (13610.860000 sec): 3 clusters Score: Raw -858985.553632 + Penalty 4232.401004 = -854753.152628 nChanged 85 SP:Iteration 8Q (13611.050000 sec): 3 clusters Score: Raw -859051.547500 + Penalty 4232.401004 = -854819.146496 nChanged 64 SP:Iteration 9Q (13611.290000 sec): 3 clusters Score: Raw -859087.767466 + Penalty 4232.401004 = -854855.366462 nChanged 41 SP:Iteration 10Q (13611.510000 sec): 3 clusters Score: Raw -859106.413161 + Penalty 4232.401004 = -854874.012157 nChanged 25 SP:Iteration 11Q (13611.710000 sec): 3 clusters Score: Raw -859115.613331 + Penalty 4232.401004 = -854883.212327 nChanged 18 SP:Iteration 12Q (13611.900000 sec): 3 clusters Score: Raw -859121.766970 + Penalty 4232.401004 = -854889.365966 nChanged 19 SP:Iteration 13Q (13612.120000 sec): 3 clusters Score: Raw -859127.768936 + Penalty 4232.401004 = -854895.367932 nChanged 4 SP:Iteration 14Q (13612.380000 sec): 3 clusters Score: Raw -859128.572476 + Penalty 4232.401004 = -854896.171472 nChanged 1 SP:Iteration 15Q (13612.590000 sec): 3 clusters Score: Raw -859128.987877 + Penalty 4232.401004 = -854896.586873 nChanged 1 SP:Iteration 16Q (13612.820000 sec): 3 clusters Score: Raw -859129.150718 + Penalty 4232.401004 = -854896.749714 nChanged 0 SP:Iteration 17F (13613.060000 sec): 3 clusters Score: Raw -859129.150718 + Penalty 4232.401004 = -854896.749714 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 5.80 GB. Trying to split cluster 27 (24050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13613.250000 sec): 2 clusters Score: Raw -4324790.403145 + Penalty 2501.796788 = -4322288.606356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13613.560000 sec): 3 clusters Score: Raw -4310665.498402 + Penalty 5003.593577 = -4305661.904825 nChanged 10689 SP:Iteration 1F (13613.920000 sec): 3 clusters Score: Raw -4316554.649317 + Penalty 5003.593577 = -4311551.055741 nChanged 1407 SP:Iteration 2F (13614.250000 sec): 3 clusters Score: Raw -4317226.375788 + Penalty 5003.593577 = -4312222.782212 nChanged 1367 SP:Iteration 3F (13614.550000 sec): 3 clusters Score: Raw -4317956.204338 + Penalty 5003.593577 = -4312952.610762 nChanged 1387 SP:Iteration 4F (13614.900000 sec): 3 clusters Score: Raw -4318822.897739 + Penalty 5003.593577 = -4313819.304163 nChanged 1417 SP:Iteration 5F (13615.270000 sec): 3 clusters Score: Raw -4319809.161843 + Penalty 5003.593577 = -4314805.568266 nChanged 1493 SP:Iteration 6F (13615.550000 sec): 3 clusters Score: Raw -4320881.349855 + Penalty 5003.593577 = -4315877.756278 nChanged 1386 SP:Iteration 7F (13615.870000 sec): 3 clusters Score: Raw -4321881.664495 + Penalty 5003.593577 = -4316878.070918 nChanged 1248 SP:Iteration 8F (13616.190000 sec): 3 clusters Score: Raw -4322775.041953 + Penalty 5003.593577 = -4317771.448376 nChanged 1039 SP:Iteration 9Q (13616.540000 sec): 3 clusters Score: Raw -4323391.384460 + Penalty 5003.593577 = -4318387.790884 nChanged 775 SP:Iteration 10Q (13616.850000 sec): 3 clusters Score: Raw -4323758.516082 + Penalty 5003.593577 = -4318754.922505 nChanged 588 SP:Iteration 11Q (13617.250000 sec): 3 clusters Score: Raw -4323982.025615 + Penalty 5003.593577 = -4318978.432039 nChanged 395 SP:Iteration 12Q (13617.580000 sec): 3 clusters Score: Raw -4324113.385464 + Penalty 5003.593577 = -4319109.791888 nChanged 334 SP:Iteration 13Q (13617.880000 sec): 3 clusters Score: Raw -4324217.774992 + Penalty 5003.593577 = -4319214.181415 nChanged 281 SP:Iteration 14Q (13618.220000 sec): 3 clusters Score: Raw -4324306.416239 + Penalty 5003.593577 = -4319302.822663 nChanged 267 SP:Iteration 15Q (13618.600000 sec): 3 clusters Score: Raw -4324383.255002 + Penalty 5003.593577 = -4319379.661426 nChanged 226 SP:Iteration 16Q (13618.920000 sec): 3 clusters Score: Raw -4324442.511849 + Penalty 5003.593577 = -4319438.918273 nChanged 210 SP:Iteration 17Q (13619.240000 sec): 3 clusters Score: Raw -4324492.086284 + Penalty 5003.593577 = -4319488.492707 nChanged 210 SP:Iteration 18Q (13619.590000 sec): 3 clusters Score: Raw -4324549.565921 + Penalty 5003.593577 = -4319545.972345 nChanged 207 SP:Iteration 19Q (13619.960000 sec): 3 clusters Score: Raw -4324601.120149 + Penalty 5003.593577 = -4319597.526572 nChanged 199 SP:Iteration 20F (13620.320000 sec): 3 clusters Score: Raw -4324646.827029 + Penalty 5003.593577 = -4319643.233452 nChanged 180 SP:Iteration 21Q (13620.670000 sec): 3 clusters Score: Raw -4324693.846518 + Penalty 5003.593577 = -4319690.252941 nChanged 170 SP:Iteration 22Q (13621.030000 sec): 3 clusters Score: Raw -4324735.554073 + Penalty 5003.593577 = -4319731.960496 nChanged 155 SP:Iteration 23Q (13621.360000 sec): 3 clusters Score: Raw -4324772.616270 + Penalty 5003.593577 = -4319769.022693 nChanged 159 SP:Iteration 24Q (13621.640000 sec): 3 clusters Score: Raw -4324812.344607 + Penalty 5003.593577 = -4319808.751031 nChanged 160 SP:Iteration 25Q (13622.000000 sec): 3 clusters Score: Raw -4324851.671158 + Penalty 5003.593577 = -4319848.077581 nChanged 175 SP:Iteration 26Q (13622.320000 sec): 3 clusters Score: Raw -4324897.446124 + Penalty 5003.593577 = -4319893.852547 nChanged 160 SP:Iteration 27Q (13622.640000 sec): 3 clusters Score: Raw -4324944.298162 + Penalty 5003.593577 = -4319940.704586 nChanged 152 SP:Iteration 28Q (13622.960000 sec): 3 clusters Score: Raw -4324986.294203 + Penalty 5003.593577 = -4319982.700626 nChanged 148 SP:Iteration 29Q (13623.290000 sec): 3 clusters Score: Raw -4325025.954516 + Penalty 5003.593577 = -4320022.360939 nChanged 140 SP:Iteration 30Q (13623.580000 sec): 3 clusters Score: Raw -4325061.117798 + Penalty 5003.593577 = -4320057.524221 nChanged 125 SP:Iteration 31Q (13623.890000 sec): 3 clusters Score: Raw -4325093.047303 + Penalty 5003.593577 = -4320089.453727 nChanged 120 SP:Iteration 32Q (13624.190000 sec): 3 clusters Score: Raw -4325123.421044 + Penalty 5003.593577 = -4320119.827468 nChanged 115 SP:Iteration 33Q (13624.520000 sec): 3 clusters Score: Raw -4325149.019404 + Penalty 5003.593577 = -4320145.425827 nChanged 98 SP:Iteration 34Q (13624.860000 sec): 3 clusters Score: Raw -4325168.963855 + Penalty 5003.593577 = -4320165.370278 nChanged 92 SP:Iteration 35Q (13625.170000 sec): 3 clusters Score: Raw -4325188.432503 + Penalty 5003.593577 = -4320184.838927 nChanged 87 SP:Iteration 36Q (13625.540000 sec): 3 clusters Score: Raw -4325206.635828 + Penalty 5003.593577 = -4320203.042251 nChanged 70 SP:Iteration 37Q (13625.880000 sec): 3 clusters Score: Raw -4325222.604174 + Penalty 5003.593577 = -4320219.010597 nChanged 68 SP:Iteration 38Q (13626.210000 sec): 3 clusters Score: Raw -4325240.600244 + Penalty 5003.593577 = -4320237.006668 nChanged 71 SP:Iteration 39Q (13626.490000 sec): 3 clusters Score: Raw -4325258.424207 + Penalty 5003.593577 = -4320254.830630 nChanged 66 SP:Iteration 40F (13626.840000 sec): 3 clusters Score: Raw -4325274.801546 + Penalty 5003.593577 = -4320271.207969 nChanged 73 SP:Iteration 41Q (13627.130000 sec): 3 clusters Score: Raw -4325291.923116 + Penalty 5003.593577 = -4320288.329539 nChanged 78 SP:Iteration 42Q (13627.420000 sec): 3 clusters Score: Raw -4325312.189705 + Penalty 5003.593577 = -4320308.596128 nChanged 86 SP:Iteration 43Q (13627.720000 sec): 3 clusters Score: Raw -4325336.440894 + Penalty 5003.593577 = -4320332.847317 nChanged 98 SP:Iteration 44Q (13628.070000 sec): 3 clusters Score: Raw -4325365.411298 + Penalty 5003.593577 = -4320361.817722 nChanged 99 SP:Iteration 45Q (13628.400000 sec): 3 clusters Score: Raw -4325397.155574 + Penalty 5003.593577 = -4320393.561997 nChanged 98 SP:Iteration 46Q (13628.760000 sec): 3 clusters Score: Raw -4325428.065454 + Penalty 5003.593577 = -4320424.471877 nChanged 80 SP:Iteration 47Q (13629.080000 sec): 3 clusters Score: Raw -4325450.444224 + Penalty 5003.593577 = -4320446.850647 nChanged 70 SP:Iteration 48Q (13629.460000 sec): 3 clusters Score: Raw -4325468.783295 + Penalty 5003.593577 = -4320465.189718 nChanged 68 SP:Iteration 49Q (13629.780000 sec): 3 clusters Score: Raw -4325484.985134 + Penalty 5003.593577 = -4320481.391558 nChanged 61 SP:Iteration 50Q (13630.100000 sec): 3 clusters Score: Raw -4325498.529529 + Penalty 5003.593577 = -4320494.935953 nChanged 48 SP:Iteration 51Q (13630.380000 sec): 3 clusters Score: Raw -4325509.669908 + Penalty 5003.593577 = -4320506.076331 nChanged 44 SP:Iteration 52Q (13630.760000 sec): 3 clusters Score: Raw -4325519.804160 + Penalty 5003.593577 = -4320516.210584 nChanged 40 SP:Iteration 53Q (13631.040000 sec): 3 clusters Score: Raw -4325529.688155 + Penalty 5003.593577 = -4320526.094578 nChanged 38 SP:Iteration 54Q (13631.380000 sec): 3 clusters Score: Raw -4325538.744023 + Penalty 5003.593577 = -4320535.150446 nChanged 36 SP:Iteration 55Q (13631.740000 sec): 3 clusters Score: Raw -4325549.259676 + Penalty 5003.593577 = -4320545.666099 nChanged 44 SP:Iteration 56Q (13632.080000 sec): 3 clusters Score: Raw -4325560.187447 + Penalty 5003.593577 = -4320556.593870 nChanged 31 SP:Iteration 57Q (13632.360000 sec): 3 clusters Score: Raw -4325567.652644 + Penalty 5003.593577 = -4320564.059068 nChanged 35 SP:Iteration 58Q (13632.680000 sec): 3 clusters Score: Raw -4325575.249832 + Penalty 5003.593577 = -4320571.656255 nChanged 29 SP:Iteration 59Q (13632.980000 sec): 3 clusters Score: Raw -4325581.645482 + Penalty 5003.593577 = -4320578.051905 nChanged 26 SP:Iteration 60F (13633.320000 sec): 3 clusters Score: Raw -4325588.467460 + Penalty 5003.593577 = -4320584.873883 nChanged 30 SP:Iteration 61Q (13633.660000 sec): 3 clusters Score: Raw -4325597.170926 + Penalty 5003.593577 = -4320593.577350 nChanged 31 SP:Iteration 62Q (13633.980000 sec): 3 clusters Score: Raw -4325603.908251 + Penalty 5003.593577 = -4320600.314675 nChanged 25 SP:Iteration 63Q (13634.340000 sec): 3 clusters Score: Raw -4325608.560835 + Penalty 5003.593577 = -4320604.967258 nChanged 17 SP:Iteration 64Q (13634.670000 sec): 3 clusters Score: Raw -4325612.659803 + Penalty 5003.593577 = -4320609.066226 nChanged 21 SP:Iteration 65Q (13635.000000 sec): 3 clusters Score: Raw -4325616.979123 + Penalty 5003.593577 = -4320613.385547 nChanged 14 SP:Iteration 66Q (13635.290000 sec): 3 clusters Score: Raw -4325621.055502 + Penalty 5003.593577 = -4320617.461925 nChanged 10 SP:Iteration 67Q (13635.580000 sec): 3 clusters Score: Raw -4325623.897653 + Penalty 5003.593577 = -4320620.304076 nChanged 10 SP:Iteration 68Q (13635.980000 sec): 3 clusters Score: Raw -4325627.579045 + Penalty 5003.593577 = -4320623.985469 nChanged 19 SP:Iteration 69Q (13636.250000 sec): 3 clusters Score: Raw -4325634.619758 + Penalty 5003.593577 = -4320631.026181 nChanged 23 SP:Iteration 70Q (13636.600000 sec): 3 clusters Score: Raw -4325641.771963 + Penalty 5003.593577 = -4320638.178387 nChanged 16 SP:Iteration 71Q (13636.900000 sec): 3 clusters Score: Raw -4325645.747488 + Penalty 5003.593577 = -4320642.153911 nChanged 19 SP:Iteration 72Q (13637.310000 sec): 3 clusters Score: Raw -4325650.609622 + Penalty 5003.593577 = -4320647.016046 nChanged 16 SP:Iteration 73Q (13637.640000 sec): 3 clusters Score: Raw -4325655.149039 + Penalty 5003.593577 = -4320651.555462 nChanged 18 SP:Iteration 74Q (13637.980000 sec): 3 clusters Score: Raw -4325659.855061 + Penalty 5003.593577 = -4320656.261484 nChanged 21 SP:Iteration 75Q (13638.320000 sec): 3 clusters Score: Raw -4325665.163513 + Penalty 5003.593577 = -4320661.569936 nChanged 22 SP:Iteration 76Q (13638.660000 sec): 3 clusters Score: Raw -4325670.322516 + Penalty 5003.593577 = -4320666.728939 nChanged 12 SP:Iteration 77Q (13638.930000 sec): 3 clusters Score: Raw -4325672.778537 + Penalty 5003.593577 = -4320669.184960 nChanged 8 SP:Iteration 78Q (13639.220000 sec): 3 clusters Score: Raw -4325674.591874 + Penalty 5003.593577 = -4320670.998298 nChanged 10 SP:Iteration 79Q (13639.600000 sec): 3 clusters Score: Raw -4325676.419282 + Penalty 5003.593577 = -4320672.825706 nChanged 6 SP:Iteration 80F (13639.960000 sec): 3 clusters Score: Raw -4325677.669329 + Penalty 5003.593577 = -4320674.075752 nChanged 7 SP:Iteration 81Q (13640.290000 sec): 3 clusters Score: Raw -4325680.340249 + Penalty 5003.593577 = -4320676.746673 nChanged 13 SP:Iteration 82Q (13640.620000 sec): 3 clusters Score: Raw -4325684.225718 + Penalty 5003.593577 = -4320680.632142 nChanged 12 SP:Iteration 83Q (13640.950000 sec): 3 clusters Score: Raw -4325687.399769 + Penalty 5003.593577 = -4320683.806192 nChanged 10 SP:Iteration 84Q (13641.240000 sec): 3 clusters Score: Raw -4325689.656453 + Penalty 5003.593577 = -4320686.062876 nChanged 9 SP:Iteration 85Q (13641.580000 sec): 3 clusters Score: Raw -4325691.294145 + Penalty 5003.593577 = -4320687.700569 nChanged 5 SP:Iteration 86Q (13641.840000 sec): 3 clusters Score: Raw -4325691.973605 + Penalty 5003.593577 = -4320688.380029 nChanged 5 SP:Iteration 87Q (13642.150000 sec): 3 clusters Score: Raw -4325692.657242 + Penalty 5003.593577 = -4320689.063665 nChanged 3 SP:Iteration 88Q (13642.450000 sec): 3 clusters Score: Raw -4325692.953538 + Penalty 5003.593577 = -4320689.359961 nChanged 1 SP:Iteration 89Q (13642.760000 sec): 3 clusters Score: Raw -4325692.986598 + Penalty 5003.593577 = -4320689.393022 nChanged 1 SP:Iteration 90Q (13643.040000 sec): 3 clusters Score: Raw -4325693.089133 + Penalty 5003.593577 = -4320689.495556 nChanged 0 SP:Iteration 91F (13643.390000 sec): 3 clusters Score: Raw -4325693.089133 + Penalty 5003.593577 = -4320689.495556 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (1216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13643.470000 sec): 2 clusters Score: Raw -187124.687899 + Penalty 1761.623872 = -185363.064028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13643.650000 sec): 3 clusters Score: Raw -186910.263598 + Penalty 3523.247743 = -183387.015855 nChanged 353 SP:Iteration 1F (13643.870000 sec): 3 clusters Score: Raw -187609.949660 + Penalty 3523.247743 = -184086.701917 nChanged 145 SP:Iteration 2F (13644.030000 sec): 3 clusters Score: Raw -188077.591471 + Penalty 3523.247743 = -184554.343728 nChanged 122 SP:Iteration 3F (13644.220000 sec): 3 clusters Score: Raw -188429.680432 + Penalty 3523.247743 = -184906.432689 nChanged 67 SP:Iteration 4F (13644.390000 sec): 3 clusters Score: Raw -188594.938545 + Penalty 3523.247743 = -185071.690802 nChanged 35 SP:Iteration 5Q (13644.540000 sec): 3 clusters Score: Raw -188657.490621 + Penalty 3523.247743 = -185134.242878 nChanged 13 SP:Iteration 6Q (13644.710000 sec): 3 clusters Score: Raw -188687.082791 + Penalty 3523.247743 = -185163.835048 nChanged 8 SP:Iteration 7Q (13644.910000 sec): 3 clusters Score: Raw -188710.186175 + Penalty 3523.247743 = -185186.938432 nChanged 6 SP:Iteration 8Q (13645.080000 sec): 3 clusters Score: Raw -188723.411760 + Penalty 3523.247743 = -185200.164017 nChanged 8 SP:Iteration 9Q (13645.290000 sec): 3 clusters Score: Raw -188744.604603 + Penalty 3523.247743 = -185221.356860 nChanged 8 SP:Iteration 10Q (13645.470000 sec): 3 clusters Score: Raw -188754.178445 + Penalty 3523.247743 = -185230.930702 nChanged 7 SP:Iteration 11Q (13645.660000 sec): 3 clusters Score: Raw -188772.160890 + Penalty 3523.247743 = -185248.913147 nChanged 5 SP:Iteration 12Q (13645.810000 sec): 3 clusters Score: Raw -188776.042856 + Penalty 3523.247743 = -185252.795113 nChanged 2 SP:Iteration 13Q (13645.950000 sec): 3 clusters Score: Raw -188777.427149 + Penalty 3523.247743 = -185254.179406 nChanged 3 SP:Iteration 14Q (13646.130000 sec): 3 clusters Score: Raw -188779.672720 + Penalty 3523.247743 = -185256.424977 nChanged 2 SP:Iteration 15Q (13646.340000 sec): 3 clusters Score: Raw -188781.829547 + Penalty 3523.247743 = -185258.581804 nChanged 1 SP:Iteration 16Q (13646.470000 sec): 3 clusters Score: Raw -188783.122751 + Penalty 3523.247743 = -185259.875008 nChanged 0 SP:Iteration 17F (13646.620000 sec): 3 clusters Score: Raw -188783.122751 + Penalty 3523.247743 = -185259.875008 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (176988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13647.550000 sec): 2 clusters Score: Raw -31937736.705625 + Penalty 2996.791629 = -31934739.913996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13648.650000 sec): 3 clusters Score: Raw -31821722.591797 + Penalty 5993.583257 = -31815729.008539 nChanged 85015 SP:Iteration 1F (13649.780000 sec): 3 clusters Score: Raw -31870985.053494 + Penalty 5993.583257 = -31864991.470236 nChanged 4582 SP:Iteration 2Q (13650.870000 sec): 3 clusters Score: Raw -31871843.969146 + Penalty 5993.583257 = -31865850.385889 nChanged 4683 SP:Iteration 3Q (13652.120000 sec): 3 clusters Score: Raw -31872807.690426 + Penalty 5993.583257 = -31866814.107168 nChanged 4963 SP:Iteration 4Q (13653.310000 sec): 3 clusters Score: Raw -31873921.504447 + Penalty 5993.583257 = -31867927.921190 nChanged 5335 SP:Iteration 5Q (13654.460000 sec): 3 clusters Score: Raw -31875242.360553 + Penalty 5993.583257 = -31869248.777296 nChanged 5710 SP:Iteration 6Q (13655.680000 sec): 3 clusters Score: Raw -31876938.748654 + Penalty 5993.583257 = -31870945.165397 nChanged 6483 SP:Iteration 7Q (13657.060000 sec): 3 clusters Score: Raw -31879127.379740 + Penalty 5993.583257 = -31873133.796483 nChanged 7090 SP:Iteration 8Q (13658.270000 sec): 3 clusters Score: Raw -31881840.434262 + Penalty 5993.583257 = -31875846.851004 nChanged 7744 SP:Iteration 9Q (13659.430000 sec): 3 clusters Score: Raw -31885311.936009 + Penalty 5993.583257 = -31879318.352752 nChanged 8461 SP:Iteration 10Q (13660.660000 sec): 3 clusters Score: Raw -31889694.733019 + Penalty 5993.583257 = -31883701.149762 nChanged 9517 SP:Iteration 11F (13661.810000 sec): 3 clusters Score: Raw -31895426.092879 + Penalty 5993.583257 = -31889432.509622 nChanged 11061 SP:Iteration 12F (13662.970000 sec): 3 clusters Score: Raw -31902934.987778 + Penalty 5993.583257 = -31896941.404521 nChanged 12187 SP:Iteration 13F (13664.090000 sec): 3 clusters Score: Raw -31911998.076643 + Penalty 5993.583257 = -31906004.493386 nChanged 11881 SP:Iteration 14F (13665.210000 sec): 3 clusters Score: Raw -31921243.995514 + Penalty 5993.583257 = -31915250.412256 nChanged 9502 SP:Iteration 15F (13666.410000 sec): 3 clusters Score: Raw -31928590.374413 + Penalty 5993.583257 = -31922596.791156 nChanged 6225 SP:Iteration 16Q (13667.440000 sec): 3 clusters Score: Raw -31933200.958495 + Penalty 5993.583257 = -31927207.375238 nChanged 3591 SP:Iteration 17Q (13668.410000 sec): 3 clusters Score: Raw -31935764.198295 + Penalty 5993.583257 = -31929770.615038 nChanged 1797 SP:Iteration 18Q (13669.420000 sec): 3 clusters Score: Raw -31936991.738563 + Penalty 5993.583257 = -31930998.155306 nChanged 867 SP:Iteration 19Q (13670.450000 sec): 3 clusters Score: Raw -31937568.847467 + Penalty 5993.583257 = -31931575.264210 nChanged 445 SP:Iteration 20F (13671.510000 sec): 3 clusters Score: Raw -31937861.646636 + Penalty 5993.583257 = -31931868.063378 nChanged 238 SP:Iteration 21Q (13672.510000 sec): 3 clusters Score: Raw -31938021.073179 + Penalty 5993.583257 = -31932027.489921 nChanged 170 SP:Iteration 22Q (13673.660000 sec): 3 clusters Score: Raw -31938129.619198 + Penalty 5993.583257 = -31932136.035941 nChanged 107 SP:Iteration 23Q (13674.790000 sec): 3 clusters Score: Raw -31938199.496364 + Penalty 5993.583257 = -31932205.913106 nChanged 86 SP:Iteration 24Q (13675.780000 sec): 3 clusters Score: Raw -31938250.588141 + Penalty 5993.583257 = -31932257.004883 nChanged 64 SP:Iteration 25Q (13676.660000 sec): 3 clusters Score: Raw -31938287.361706 + Penalty 5993.583257 = -31932293.778449 nChanged 34 SP:Iteration 26Q (13677.580000 sec): 3 clusters Score: Raw -31938305.604916 + Penalty 5993.583257 = -31932312.021658 nChanged 21 SP:Iteration 27Q (13678.560000 sec): 3 clusters Score: Raw -31938316.375549 + Penalty 5993.583257 = -31932322.792292 nChanged 21 SP:Iteration 28Q (13679.520000 sec): 3 clusters Score: Raw -31938327.325382 + Penalty 5993.583257 = -31932333.742125 nChanged 17 SP:Iteration 29Q (13680.440000 sec): 3 clusters Score: Raw -31938336.354400 + Penalty 5993.583257 = -31932342.771142 nChanged 18 SP:Iteration 30Q (13681.420000 sec): 3 clusters Score: Raw -31938345.147073 + Penalty 5993.583257 = -31932351.563815 nChanged 16 SP:Iteration 31Q (13682.440000 sec): 3 clusters Score: Raw -31938353.919416 + Penalty 5993.583257 = -31932360.336158 nChanged 17 SP:Iteration 32Q (13683.420000 sec): 3 clusters Score: Raw -31938364.860209 + Penalty 5993.583257 = -31932371.276951 nChanged 18 SP:Iteration 33Q (13684.350000 sec): 3 clusters Score: Raw -31938374.724610 + Penalty 5993.583257 = -31932381.141352 nChanged 16 SP:Iteration 34Q (13685.320000 sec): 3 clusters Score: Raw -31938381.375749 + Penalty 5993.583257 = -31932387.792491 nChanged 10 SP:Iteration 35Q (13686.320000 sec): 3 clusters Score: Raw -31938385.284286 + Penalty 5993.583257 = -31932391.701029 nChanged 8 SP:Iteration 36Q (13687.210000 sec): 3 clusters Score: Raw -31938388.615191 + Penalty 5993.583257 = -31932395.031934 nChanged 1 SP:Iteration 37Q (13688.240000 sec): 3 clusters Score: Raw -31938388.966459 + Penalty 5993.583257 = -31932395.383201 nChanged 1 SP:Iteration 38Q (13689.340000 sec): 3 clusters Score: Raw -31938389.466480 + Penalty 5993.583257 = -31932395.883222 nChanged 0 SP:Iteration 39F (13690.530000 sec): 3 clusters Score: Raw -31938389.466480 + Penalty 5993.583257 = -31932395.883222 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (48370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13690.890000 sec): 2 clusters Score: Raw -8920368.119403 + Penalty 2675.085496 = -8917693.033906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13691.360000 sec): 3 clusters Score: Raw -8890471.200253 + Penalty 5350.170993 = -8885121.029260 nChanged 22258 SP:Iteration 1F (13691.850000 sec): 3 clusters Score: Raw -8902687.390800 + Penalty 5350.170993 = -8897337.219807 nChanged 1880 SP:Iteration 2Q (13692.370000 sec): 3 clusters Score: Raw -8903166.520358 + Penalty 5350.170993 = -8897816.349366 nChanged 1734 SP:Iteration 3Q (13692.890000 sec): 3 clusters Score: Raw -8903617.761708 + Penalty 5350.170993 = -8898267.590715 nChanged 1641 SP:Iteration 4Q (13693.350000 sec): 3 clusters Score: Raw -8904093.825799 + Penalty 5350.170993 = -8898743.654807 nChanged 1699 SP:Iteration 5Q (13693.840000 sec): 3 clusters Score: Raw -8904665.655510 + Penalty 5350.170993 = -8899315.484517 nChanged 1870 SP:Iteration 6Q (13694.300000 sec): 3 clusters Score: Raw -8905438.664456 + Penalty 5350.170993 = -8900088.493463 nChanged 2324 SP:Iteration 7Q (13694.770000 sec): 3 clusters Score: Raw -8906603.498178 + Penalty 5350.170993 = -8901253.327185 nChanged 2792 SP:Iteration 8F (13695.180000 sec): 3 clusters Score: Raw -8908350.354199 + Penalty 5350.170993 = -8903000.183206 nChanged 3353 SP:Iteration 9F (13695.610000 sec): 3 clusters Score: Raw -8910903.368563 + Penalty 5350.170993 = -8905553.197570 nChanged 3584 SP:Iteration 10F (13696.050000 sec): 3 clusters Score: Raw -8914032.081406 + Penalty 5350.170993 = -8908681.910414 nChanged 3078 SP:Iteration 11F (13696.540000 sec): 3 clusters Score: Raw -8916906.083049 + Penalty 5350.170993 = -8911555.912057 nChanged 2078 SP:Iteration 12Q (13696.960000 sec): 3 clusters Score: Raw -8918864.703719 + Penalty 5350.170993 = -8913514.532727 nChanged 1084 SP:Iteration 13Q (13697.410000 sec): 3 clusters Score: Raw -8919890.180659 + Penalty 5350.170993 = -8914540.009667 nChanged 448 SP:Iteration 14Q (13697.820000 sec): 3 clusters Score: Raw -8920348.291915 + Penalty 5350.170993 = -8914998.120922 nChanged 164 SP:Iteration 15Q (13698.250000 sec): 3 clusters Score: Raw -8920528.449477 + Penalty 5350.170993 = -8915178.278485 nChanged 81 SP:Iteration 16Q (13698.710000 sec): 3 clusters Score: Raw -8920612.465480 + Penalty 5350.170993 = -8915262.294487 nChanged 31 SP:Iteration 17Q (13699.150000 sec): 3 clusters Score: Raw -8920638.666663 + Penalty 5350.170993 = -8915288.495670 nChanged 10 SP:Iteration 18Q (13699.600000 sec): 3 clusters Score: Raw -8920647.291817 + Penalty 5350.170993 = -8915297.120824 nChanged 11 SP:Iteration 19Q (13699.960000 sec): 3 clusters Score: Raw -8920656.443541 + Penalty 5350.170993 = -8915306.272548 nChanged 6 SP:Iteration 20F (13700.460000 sec): 3 clusters Score: Raw -8920659.890555 + Penalty 5350.170993 = -8915309.719562 nChanged 1 SP:Iteration 21Q (13700.920000 sec): 3 clusters Score: Raw -8920660.914457 + Penalty 5350.170993 = -8915310.743465 nChanged 1 SP:Iteration 22Q (13701.350000 sec): 3 clusters Score: Raw -8920662.711599 + Penalty 5350.170993 = -8915312.540607 nChanged 1 SP:Iteration 23Q (13701.710000 sec): 3 clusters Score: Raw -8920665.210499 + Penalty 5350.170993 = -8915315.039506 nChanged 3 SP:Iteration 24Q (13702.140000 sec): 3 clusters Score: Raw -8920669.320260 + Penalty 5350.170993 = -8915319.149267 nChanged 4 SP:Iteration 25Q (13702.630000 sec): 3 clusters Score: Raw -8920675.903256 + Penalty 5350.170993 = -8915325.732264 nChanged 10 SP:Iteration 26Q (13703.030000 sec): 3 clusters Score: Raw -8920693.614251 + Penalty 5350.170993 = -8915343.443258 nChanged 8 SP:Iteration 27Q (13703.440000 sec): 3 clusters Score: Raw -8920700.834980 + Penalty 5350.170993 = -8915350.663988 nChanged 1 SP:Iteration 28Q (13703.870000 sec): 3 clusters Score: Raw -8920702.009681 + Penalty 5350.170993 = -8915351.838688 nChanged 0 SP:Iteration 29F (13704.360000 sec): 3 clusters Score: Raw -8920702.009681 + Penalty 5350.170993 = -8915351.838688 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (27693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13704.590000 sec): 2 clusters Score: Raw -4782364.130363 + Penalty 2536.775868 = -4779827.354495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13704.910000 sec): 3 clusters Score: Raw -4765772.768866 + Penalty 5073.551737 = -4760699.217130 nChanged 12451 SP:Iteration 1F (13705.250000 sec): 3 clusters Score: Raw -4772496.548253 + Penalty 5073.551737 = -4767422.996517 nChanged 1278 SP:Iteration 2Q (13705.600000 sec): 3 clusters Score: Raw -4772888.316460 + Penalty 5073.551737 = -4767814.764724 nChanged 1075 SP:Iteration 3Q (13706.030000 sec): 3 clusters Score: Raw -4773240.761142 + Penalty 5073.551737 = -4768167.209406 nChanged 1064 SP:Iteration 4Q (13706.380000 sec): 3 clusters Score: Raw -4773655.374275 + Penalty 5073.551737 = -4768581.822539 nChanged 1123 SP:Iteration 5Q (13706.760000 sec): 3 clusters Score: Raw -4774170.465891 + Penalty 5073.551737 = -4769096.914154 nChanged 1165 SP:Iteration 6Q (13707.130000 sec): 3 clusters Score: Raw -4774774.871461 + Penalty 5073.551737 = -4769701.319724 nChanged 1202 SP:Iteration 7Q (13707.490000 sec): 3 clusters Score: Raw -4775436.551898 + Penalty 5073.551737 = -4770363.000161 nChanged 1282 SP:Iteration 8Q (13707.870000 sec): 3 clusters Score: Raw -4776204.835510 + Penalty 5073.551737 = -4771131.283773 nChanged 1370 SP:Iteration 9Q (13708.240000 sec): 3 clusters Score: Raw -4777108.262602 + Penalty 5073.551737 = -4772034.710866 nChanged 1391 SP:Iteration 10F (13708.560000 sec): 3 clusters Score: Raw -4778040.350397 + Penalty 5073.551737 = -4772966.798660 nChanged 1335 SP:Iteration 11Q (13709.030000 sec): 3 clusters Score: Raw -4778989.663726 + Penalty 5073.551737 = -4773916.111990 nChanged 1187 SP:Iteration 12Q (13709.380000 sec): 3 clusters Score: Raw -4779873.214613 + Penalty 5073.551737 = -4774799.662876 nChanged 1026 SP:Iteration 13Q (13709.760000 sec): 3 clusters Score: Raw -4780637.266417 + Penalty 5073.551737 = -4775563.714681 nChanged 816 SP:Iteration 14Q (13710.080000 sec): 3 clusters Score: Raw -4781229.410924 + Penalty 5073.551737 = -4776155.859188 nChanged 598 SP:Iteration 15Q (13710.420000 sec): 3 clusters Score: Raw -4781676.580353 + Penalty 5073.551737 = -4776603.028616 nChanged 425 SP:Iteration 16Q (13710.800000 sec): 3 clusters Score: Raw -4781991.382591 + Penalty 5073.551737 = -4776917.830855 nChanged 289 SP:Iteration 17Q (13711.150000 sec): 3 clusters Score: Raw -4782200.647058 + Penalty 5073.551737 = -4777127.095321 nChanged 205 SP:Iteration 18Q (13711.480000 sec): 3 clusters Score: Raw -4782353.905336 + Penalty 5073.551737 = -4777280.353600 nChanged 135 SP:Iteration 19Q (13711.840000 sec): 3 clusters Score: Raw -4782463.881570 + Penalty 5073.551737 = -4777390.329833 nChanged 105 SP:Iteration 20F (13712.120000 sec): 3 clusters Score: Raw -4782540.179572 + Penalty 5073.551737 = -4777466.627835 nChanged 69 SP:Iteration 21Q (13712.540000 sec): 3 clusters Score: Raw -4782592.252115 + Penalty 5073.551737 = -4777518.700379 nChanged 49 SP:Iteration 22Q (13712.840000 sec): 3 clusters Score: Raw -4782628.230907 + Penalty 5073.551737 = -4777554.679171 nChanged 38 SP:Iteration 23Q (13713.100000 sec): 3 clusters Score: Raw -4782651.214251 + Penalty 5073.551737 = -4777577.662515 nChanged 29 SP:Iteration 24Q (13713.430000 sec): 3 clusters Score: Raw -4782672.036771 + Penalty 5073.551737 = -4777598.485034 nChanged 20 SP:Iteration 25Q (13713.710000 sec): 3 clusters Score: Raw -4782683.860677 + Penalty 5073.551737 = -4777610.308940 nChanged 20 SP:Iteration 26Q (13714.020000 sec): 3 clusters Score: Raw -4782697.183524 + Penalty 5073.551737 = -4777623.631788 nChanged 20 SP:Iteration 27Q (13714.380000 sec): 3 clusters Score: Raw -4782710.686538 + Penalty 5073.551737 = -4777637.134801 nChanged 14 SP:Iteration 28Q (13714.720000 sec): 3 clusters Score: Raw -4782720.231231 + Penalty 5073.551737 = -4777646.679494 nChanged 10 SP:Iteration 29Q (13715.050000 sec): 3 clusters Score: Raw -4782727.361523 + Penalty 5073.551737 = -4777653.809787 nChanged 9 SP:Iteration 30Q (13715.370000 sec): 3 clusters Score: Raw -4782734.448906 + Penalty 5073.551737 = -4777660.897169 nChanged 5 SP:Iteration 31Q (13715.650000 sec): 3 clusters Score: Raw -4782739.941421 + Penalty 5073.551737 = -4777666.389684 nChanged 5 SP:Iteration 32Q (13715.960000 sec): 3 clusters Score: Raw -4782742.712076 + Penalty 5073.551737 = -4777669.160339 nChanged 5 SP:Iteration 33Q (13716.320000 sec): 3 clusters Score: Raw -4782745.582810 + Penalty 5073.551737 = -4777672.031074 nChanged 6 SP:Iteration 34Q (13716.720000 sec): 3 clusters Score: Raw -4782750.858019 + Penalty 5073.551737 = -4777677.306282 nChanged 3 SP:Iteration 35Q (13717.040000 sec): 3 clusters Score: Raw -4782752.794028 + Penalty 5073.551737 = -4777679.242292 nChanged 3 SP:Iteration 36Q (13717.340000 sec): 3 clusters Score: Raw -4782755.423369 + Penalty 5073.551737 = -4777681.871632 nChanged 4 SP:Iteration 37Q (13717.650000 sec): 3 clusters Score: Raw -4782758.517263 + Penalty 5073.551737 = -4777684.965526 nChanged 2 SP:Iteration 38Q (13717.980000 sec): 3 clusters Score: Raw -4782759.360261 + Penalty 5073.551737 = -4777685.808525 nChanged 0 SP:Iteration 39F (13718.290000 sec): 3 clusters Score: Raw -4782759.360261 + Penalty 5073.551737 = -4777685.808525 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13718.430000 sec): 2 clusters Score: Raw -47626.441447 + Penalty 1521.620093 = -46104.821354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13718.620000 sec): 3 clusters Score: Raw -47895.138831 + Penalty 3043.240186 = -44851.898645 nChanged 139 SP:Iteration 1F (13718.790000 sec): 3 clusters Score: Raw -48280.429265 + Penalty 3043.240186 = -45237.189079 nChanged 39 SP:Iteration 2F (13719.000000 sec): 3 clusters Score: Raw -48445.345412 + Penalty 3043.240186 = -45402.105226 nChanged 36 SP:Iteration 3F (13719.160000 sec): 3 clusters Score: Raw -48616.910238 + Penalty 3043.240186 = -45573.670052 nChanged 30 SP:Iteration 4F (13719.360000 sec): 3 clusters Score: Raw -48766.969389 + Penalty 3043.240186 = -45723.729203 nChanged 25 SP:Iteration 5F (13719.540000 sec): 3 clusters Score: Raw -49064.373102 + Penalty 3043.240186 = -46021.132916 nChanged 24 SP:Iteration 6F (13719.750000 sec): 3 clusters Score: Raw -49361.567537 + Penalty 3043.240186 = -46318.327351 nChanged 18 SP:Iteration 7Q (13719.940000 sec): 3 clusters Score: Raw -49617.055261 + Penalty 3043.240186 = -46573.815075 nChanged 20 SP:Iteration 8Q (13720.130000 sec): 3 clusters Score: Raw -49985.501798 + Penalty 3043.240186 = -46942.261612 nChanged 16 SP:Iteration 9Q (13720.300000 sec): 3 clusters Score: Raw -50396.913004 + Penalty 3043.240186 = -47353.672818 nChanged 9 SP:Iteration 10Q (13720.470000 sec): 3 clusters Score: Raw -50803.391567 + Penalty 3043.240186 = -47760.151381 nChanged 4 SP:Iteration 11Q (13720.680000 sec): 3 clusters Score: Raw -50968.672007 + Penalty 3043.240186 = -47925.431821 nChanged 5 SP:Iteration 12Q (13720.840000 sec): 3 clusters Score: Raw -51033.553929 + Penalty 3043.240186 = -47990.313743 nChanged 2 SP:Iteration 13Q (13721.020000 sec): 3 clusters Score: Raw -51038.100714 + Penalty 3043.240186 = -47994.860528 nChanged 1 SP:Iteration 14Q (13721.220000 sec): 3 clusters Score: Raw -51042.489160 + Penalty 3043.240186 = -47999.248975 nChanged 4 SP:Iteration 15Q (13721.360000 sec): 3 clusters Score: Raw -51054.776557 + Penalty 3043.240186 = -48011.536371 nChanged 1 SP:Iteration 16Q (13721.540000 sec): 3 clusters Score: Raw -51057.983540 + Penalty 3043.240186 = -48014.743354 nChanged 0 SP:Iteration 17F (13721.720000 sec): 3 clusters Score: Raw -51059.859617 + Penalty 3043.240186 = -48016.619431 nChanged 1 SP:Iteration 18Q (13721.880000 sec): 3 clusters Score: Raw -51061.975313 + Penalty 3043.240186 = -48018.735127 nChanged 1 SP:Iteration 19Q (13722.090000 sec): 3 clusters Score: Raw -51064.174935 + Penalty 3043.240186 = -48020.934749 nChanged 3 SP:Iteration 20F (13722.260000 sec): 3 clusters Score: Raw -51071.414822 + Penalty 3043.240186 = -48028.174636 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13722.360000 sec): 2 clusters Score: Raw -1118079.878872 + Penalty 2170.796943 = -1115909.081929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13722.580000 sec): 3 clusters Score: Raw -1115064.323558 + Penalty 4341.593886 = -1110722.729671 nChanged 2559 SP:Iteration 1F (13722.820000 sec): 3 clusters Score: Raw -1117585.681706 + Penalty 4341.593886 = -1113244.087820 nChanged 913 SP:Iteration 2F (13723.020000 sec): 3 clusters Score: Raw -1119910.532467 + Penalty 4341.593886 = -1115568.938581 nChanged 844 SP:Iteration 3F (13723.260000 sec): 3 clusters Score: Raw -1121844.086647 + Penalty 4341.593886 = -1117502.492760 nChanged 534 SP:Iteration 4F (13723.500000 sec): 3 clusters Score: Raw -1122656.010419 + Penalty 4341.593886 = -1118314.416533 nChanged 250 SP:Iteration 5Q (13723.670000 sec): 3 clusters Score: Raw -1122969.358740 + Penalty 4341.593886 = -1118627.764853 nChanged 154 SP:Iteration 6Q (13723.880000 sec): 3 clusters Score: Raw -1123153.343071 + Penalty 4341.593886 = -1118811.749185 nChanged 116 SP:Iteration 7Q (13724.110000 sec): 3 clusters Score: Raw -1123292.581184 + Penalty 4341.593886 = -1118950.987297 nChanged 85 SP:Iteration 8Q (13724.320000 sec): 3 clusters Score: Raw -1123369.514823 + Penalty 4341.593886 = -1119027.920937 nChanged 68 SP:Iteration 9Q (13724.490000 sec): 3 clusters Score: Raw -1123418.298888 + Penalty 4341.593886 = -1119076.705002 nChanged 48 SP:Iteration 10Q (13724.710000 sec): 3 clusters Score: Raw -1123445.645315 + Penalty 4341.593886 = -1119104.051429 nChanged 39 SP:Iteration 11Q (13724.930000 sec): 3 clusters Score: Raw -1123466.611637 + Penalty 4341.593886 = -1119125.017751 nChanged 36 SP:Iteration 12Q (13725.110000 sec): 3 clusters Score: Raw -1123486.473423 + Penalty 4341.593886 = -1119144.879537 nChanged 29 SP:Iteration 13Q (13725.320000 sec): 3 clusters Score: Raw -1123500.459164 + Penalty 4341.593886 = -1119158.865278 nChanged 24 SP:Iteration 14Q (13725.530000 sec): 3 clusters Score: Raw -1123510.029390 + Penalty 4341.593886 = -1119168.435504 nChanged 16 SP:Iteration 15Q (13725.720000 sec): 3 clusters Score: Raw -1123516.073919 + Penalty 4341.593886 = -1119174.480032 nChanged 17 SP:Iteration 16Q (13725.920000 sec): 3 clusters Score: Raw -1123521.247085 + Penalty 4341.593886 = -1119179.653199 nChanged 9 SP:Iteration 17Q (13726.160000 sec): 3 clusters Score: Raw -1123524.544542 + Penalty 4341.593886 = -1119182.950656 nChanged 6 SP:Iteration 18Q (13726.330000 sec): 3 clusters Score: Raw -1123526.146930 + Penalty 4341.593886 = -1119184.553043 nChanged 2 SP:Iteration 19Q (13726.520000 sec): 3 clusters Score: Raw -1123526.513316 + Penalty 4341.593886 = -1119184.919430 nChanged 0 SP:Iteration 20F (13726.710000 sec): 3 clusters Score: Raw -1123526.513316 + Penalty 4341.593886 = -1119184.919430 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Deleting Class 34 (153 points): Lose 2437.375578 but Gain 3363.639958 Iteration 59Q (13762.960000 sec): 44 clusters Score: Raw -140136936.233344 + Penalty 144636.518192 = -139992299.715152 nChanged 5153 Iteration 60F (13828.950000 sec): 44 clusters Score: Raw -140143331.722741 + Penalty 144636.518192 = -139998695.204548 nChanged 4604 Iteration 61Q (13860.930000 sec): 44 clusters Score: Raw -140146129.202932 + Penalty 144636.518192 = -140001492.684740 nChanged 3426 Iteration 62Q (13897.340000 sec): 44 clusters Score: Raw -140147282.850254 + Penalty 144636.518192 = -140002646.332062 nChanged 2697 Iteration 63Q (13940.000000 sec): 44 clusters Score: Raw -140147982.046599 + Penalty 144636.518192 = -140003345.528407 nChanged 2107 Iteration 64Q (13979.400000 sec): 44 clusters Score: Raw -140148382.120844 + Penalty 144636.518192 = -140003745.602652 nChanged 1628 Iteration 65Q (14020.280000 sec): 44 clusters Score: Raw -140148669.512589 + Penalty 144636.518192 = -140004032.994396 nChanged 1338 Iteration 66Q (14054.460000 sec): 44 clusters Score: Raw -140148927.897756 + Penalty 144636.518192 = -140004291.379564 nChanged 1168 Iteration 67Q (14095.870000 sec): 44 clusters Score: Raw -140149100.180033 + Penalty 144636.518192 = -140004463.661840 nChanged 1062 Iteration 68Q (14130.080000 sec): 44 clusters Score: Raw -140149247.887269 + Penalty 144636.518192 = -140004611.369077 nChanged 992 Iteration 69Q (14166.230000 sec): 44 clusters Score: Raw -140149390.119088 + Penalty 144636.518192 = -140004753.600895 nChanged 854 Iteration 70Q (14200.260000 sec): 44 clusters Score: Raw -140149505.822967 + Penalty 144636.518192 = -140004869.304775 nChanged 739 Iteration 71Q (14234.870000 sec): 44 clusters Score: Raw -140149699.928926 + Penalty 144636.518192 = -140005063.410734 nChanged 683 Iteration 72Q (14270.840000 sec): 44 clusters Score: Raw -140150014.156234 + Penalty 144636.518192 = -140005377.638042 nChanged 619 Iteration 73Q (14301.820000 sec): 44 clusters Score: Raw -140150092.787082 + Penalty 144636.518192 = -140005456.268890 nChanged 519 Iteration 74Q (14332.050000 sec): 44 clusters Score: Raw -140150149.107809 + Penalty 144636.518192 = -140005512.589617 nChanged 488 Iteration 75Q (14364.290000 sec): 44 clusters Score: Raw -140150190.785336 + Penalty 144636.518192 = -140005554.267144 nChanged 409 Iteration 76Q (14396.730000 sec): 44 clusters Score: Raw -140150219.163581 + Penalty 144636.518192 = -140005582.645389 nChanged 381 Iteration 77Q (14431.760000 sec): 44 clusters Score: Raw -140150242.280866 + Penalty 144636.518192 = -140005605.762674 nChanged 363 Iteration 78Q (14463.270000 sec): 44 clusters Score: Raw -140150262.743844 + Penalty 144636.518192 = -140005626.225652 nChanged 334 Iteration 79Q (14496.410000 sec): 44 clusters Score: Raw -140150283.275578 + Penalty 144636.518192 = -140005646.757386 nChanged 319 Iteration 80F (14560.980000 sec): 44 clusters Score: Raw -140150706.760752 + Penalty 144636.518192 = -140006070.242560 nChanged 328 Iteration 81Q (14595.740000 sec): 44 clusters Score: Raw -140151453.480020 + Penalty 144636.518192 = -140006816.961828 nChanged 323 Iteration 82Q (14630.410000 sec): 44 clusters Score: Raw -140151524.970046 + Penalty 144636.518192 = -140006888.451854 nChanged 278 Iteration 83Q (14664.380000 sec): 44 clusters Score: Raw -140151602.818809 + Penalty 144636.518192 = -140006966.300617 nChanged 282 Iteration 84Q (14698.420000 sec): 44 clusters Score: Raw -140151642.132946 + Penalty 144636.518192 = -140007005.614754 nChanged 281 Iteration 85Q (14731.340000 sec): 44 clusters Score: Raw -140151664.111225 + Penalty 144636.518192 = -140007027.593033 nChanged 243 Iteration 86Q (14768.220000 sec): 44 clusters Score: Raw -140151678.801827 + Penalty 144636.518192 = -140007042.283635 nChanged 236 Iteration 87Q (14805.260000 sec): 44 clusters Score: Raw -140151693.626811 + Penalty 144636.518192 = -140007057.108619 nChanged 195 Iteration 88Q (14839.680000 sec): 44 clusters Score: Raw -140151706.098392 + Penalty 144636.518192 = -140007069.580199 nChanged 188 Iteration 89Q (14872.020000 sec): 44 clusters Score: Raw -140151717.051932 + Penalty 144636.518192 = -140007080.533740 nChanged 194 Iteration 90Q (14908.850000 sec): 44 clusters Score: Raw -140151725.580716 + Penalty 144636.518192 = -140007089.062524 nChanged 158 Iteration 91Q (14941.870000 sec): 44 clusters Score: Raw -140151731.656949 + Penalty 144636.518192 = -140007095.138757 nChanged 144 Iteration 92Q (14980.850000 sec): 44 clusters Score: Raw -140151737.941857 + Penalty 144636.518192 = -140007101.423665 nChanged 135 Iteration 93Q (15013.380000 sec): 44 clusters Score: Raw -140151743.634735 + Penalty 144636.518192 = -140007107.116543 nChanged 114 Iteration 94Q (15043.450000 sec): 44 clusters Score: Raw -140151748.793632 + Penalty 144636.518192 = -140007112.275440 nChanged 98 Iteration 95Q (15076.860000 sec): 44 clusters Score: Raw -140151752.850169 + Penalty 144636.518192 = -140007116.331977 nChanged 92 Iteration 96Q (15103.580000 sec): 44 clusters Score: Raw -140151756.424811 + Penalty 144636.518192 = -140007119.906618 nChanged 97 Iteration 97Q (15133.480000 sec): 44 clusters Score: Raw -140151759.595621 + Penalty 144636.518192 = -140007123.077429 nChanged 84 Iteration 98Q (15163.670000 sec): 44 clusters Score: Raw -140151763.310449 + Penalty 144636.518192 = -140007126.792257 nChanged 76 Writing temp clu file Because OldScore, -140007123.077429, is greater than current (better) Score,-140007126.792257 Compute initial score before splitting: Score: Raw -140151763.310449 + Penalty 144636.518192 = -140007126.792257 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15163.900000 sec): 2 clusters Score: Raw -42365.043583 + Penalty 1396.540522 = -40968.503061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15164.060000 sec): 3 clusters Score: Raw -42546.091184 + Penalty 2793.081044 = -39753.010140 nChanged 36 SP:Iteration 1F (15164.280000 sec): 3 clusters Score: Raw -42702.637674 + Penalty 2793.081044 = -39909.556631 nChanged 9 SP:Iteration 2Q (15164.450000 sec): 3 clusters Score: Raw -42751.454926 + Penalty 2793.081044 = -39958.373882 nChanged 3 SP:Iteration 3Q (15164.600000 sec): 3 clusters Score: Raw -42756.781965 + Penalty 2793.081044 = -39963.700921 nChanged 0 SP:Iteration 4F (15164.740000 sec): 3 clusters Score: Raw -42756.781965 + Penalty 2793.081044 = -39963.700921 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 2 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15164.820000 sec): 2 clusters Score: Raw -130839.278925 + Penalty 1668.996369 = -129170.282555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15165.010000 sec): 3 clusters Score: Raw -130839.756837 + Penalty 3337.992739 = -127501.764098 nChanged 231 SP:Iteration 1F (15165.130000 sec): 3 clusters Score: Raw -131388.863191 + Penalty 3337.992739 = -128050.870452 nChanged 95 SP:Iteration 2F (15165.360000 sec): 3 clusters Score: Raw -131846.243290 + Penalty 3337.992739 = -128508.250551 nChanged 79 SP:Iteration 3F (15165.550000 sec): 3 clusters Score: Raw -132146.196349 + Penalty 3337.992739 = -128808.203610 nChanged 46 SP:Iteration 4F (15165.740000 sec): 3 clusters Score: Raw -132307.816689 + Penalty 3337.992739 = -128969.823950 nChanged 31 SP:Iteration 5Q (15165.930000 sec): 3 clusters Score: Raw -132380.954963 + Penalty 3337.992739 = -129042.962224 nChanged 15 SP:Iteration 6Q (15166.110000 sec): 3 clusters Score: Raw -132425.926964 + Penalty 3337.992739 = -129087.934225 nChanged 11 SP:Iteration 7Q (15166.280000 sec): 3 clusters Score: Raw -132454.783806 + Penalty 3337.992739 = -129116.791067 nChanged 10 SP:Iteration 8Q (15166.460000 sec): 3 clusters Score: Raw -132482.131365 + Penalty 3337.992739 = -129144.138626 nChanged 3 SP:Iteration 9Q (15166.620000 sec): 3 clusters Score: Raw -132486.359417 + Penalty 3337.992739 = -129148.366678 nChanged 0 SP:Iteration 10F (15166.780000 sec): 3 clusters Score: Raw -132486.359417 + Penalty 3337.992739 = -129148.366678 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15166.850000 sec): 2 clusters Score: Raw -139887.328453 + Penalty 1655.916698 = -138231.411755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15167.040000 sec): 3 clusters Score: Raw -139786.998438 + Penalty 3311.833397 = -136475.165041 nChanged 199 SP:Iteration 1F (15167.220000 sec): 3 clusters Score: Raw -140071.897964 + Penalty 3311.833397 = -136760.064568 nChanged 39 SP:Iteration 2Q (15167.440000 sec): 3 clusters Score: Raw -140124.384680 + Penalty 3311.833397 = -136812.551283 nChanged 23 SP:Iteration 3Q (15167.590000 sec): 3 clusters Score: Raw -140157.503672 + Penalty 3311.833397 = -136845.670275 nChanged 13 SP:Iteration 4Q (15167.760000 sec): 3 clusters Score: Raw -140182.795287 + Penalty 3311.833397 = -136870.961890 nChanged 7 SP:Iteration 5Q (15167.920000 sec): 3 clusters Score: Raw -140194.371337 + Penalty 3311.833397 = -136882.537940 nChanged 3 SP:Iteration 6Q (15168.080000 sec): 3 clusters Score: Raw -140203.999227 + Penalty 3311.833397 = -136892.165830 nChanged 4 SP:Iteration 7Q (15168.260000 sec): 3 clusters Score: Raw -140208.589345 + Penalty 3311.833397 = -136896.755948 nChanged 2 SP:Iteration 8Q (15168.410000 sec): 3 clusters Score: Raw -140210.163713 + Penalty 3311.833397 = -136898.330317 nChanged 1 SP:Iteration 9Q (15168.620000 sec): 3 clusters Score: Raw -140211.041266 + Penalty 3311.833397 = -136899.207870 nChanged 0 SP:Iteration 10F (15168.800000 sec): 3 clusters Score: Raw -140211.041266 + Penalty 3311.833397 = -136899.207870 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (185164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15169.730000 sec): 2 clusters Score: Raw -35875642.334422 + Penalty 3007.991305 = -35872634.343117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15170.880000 sec): 3 clusters Score: Raw -35754059.026865 + Penalty 6015.982610 = -35748043.044254 nChanged 89213 SP:Iteration 1F (15172.030000 sec): 3 clusters Score: Raw -35806497.312733 + Penalty 6015.982610 = -35800481.330122 nChanged 5353 SP:Iteration 2Q (15173.340000 sec): 3 clusters Score: Raw -35807648.337120 + Penalty 6015.982610 = -35801632.354510 nChanged 5594 SP:Iteration 3Q (15174.720000 sec): 3 clusters Score: Raw -35808994.887126 + Penalty 6015.982610 = -35802978.904516 nChanged 6113 SP:Iteration 4Q (15175.970000 sec): 3 clusters Score: Raw -35810775.995752 + Penalty 6015.982610 = -35804760.013142 nChanged 7187 SP:Iteration 5Q (15177.250000 sec): 3 clusters Score: Raw -35813417.180184 + Penalty 6015.982610 = -35807401.197573 nChanged 8891 SP:Iteration 6Q (15178.490000 sec): 3 clusters Score: Raw -35817656.501689 + Penalty 6015.982610 = -35811640.519079 nChanged 11318 SP:Iteration 7F (15179.630000 sec): 3 clusters Score: Raw -35824710.698023 + Penalty 6015.982610 = -35818694.715413 nChanged 13845 SP:Iteration 8F (15180.810000 sec): 3 clusters Score: Raw -35835253.753291 + Penalty 6015.982610 = -35829237.770681 nChanged 14709 SP:Iteration 9F (15181.960000 sec): 3 clusters Score: Raw -35848029.598524 + Penalty 6015.982610 = -35842013.615914 nChanged 12758 SP:Iteration 10F (15183.220000 sec): 3 clusters Score: Raw -35859697.328047 + Penalty 6015.982610 = -35853681.345437 nChanged 8778 SP:Iteration 11Q (15184.540000 sec): 3 clusters Score: Raw -35867795.474135 + Penalty 6015.982610 = -35861779.491525 nChanged 4978 SP:Iteration 12Q (15185.700000 sec): 3 clusters Score: Raw -35872262.567822 + Penalty 6015.982610 = -35866246.585212 nChanged 2399 SP:Iteration 13Q (15186.830000 sec): 3 clusters Score: Raw -35874321.159602 + Penalty 6015.982610 = -35868305.176992 nChanged 1024 SP:Iteration 14Q (15187.800000 sec): 3 clusters Score: Raw -35875236.515086 + Penalty 6015.982610 = -35869220.532476 nChanged 374 SP:Iteration 15Q (15188.820000 sec): 3 clusters Score: Raw -35875603.710116 + Penalty 6015.982610 = -35869587.727506 nChanged 148 SP:Iteration 16Q (15189.850000 sec): 3 clusters Score: Raw -35875773.523912 + Penalty 6015.982610 = -35869757.541301 nChanged 80 SP:Iteration 17Q (15190.920000 sec): 3 clusters Score: Raw -35875858.504555 + Penalty 6015.982610 = -35869842.521945 nChanged 42 SP:Iteration 18Q (15192.030000 sec): 3 clusters Score: Raw -35875907.169935 + Penalty 6015.982610 = -35869891.187325 nChanged 25 SP:Iteration 19Q (15193.080000 sec): 3 clusters Score: Raw -35875930.139445 + Penalty 6015.982610 = -35869914.156835 nChanged 14 SP:Iteration 20F (15194.170000 sec): 3 clusters Score: Raw -35875945.811234 + Penalty 6015.982610 = -35869929.828624 nChanged 11 SP:Iteration 21Q (15195.130000 sec): 3 clusters Score: Raw -35875959.716092 + Penalty 6015.982610 = -35869943.733482 nChanged 6 SP:Iteration 22Q (15196.080000 sec): 3 clusters Score: Raw -35875967.517782 + Penalty 6015.982610 = -35869951.535172 nChanged 8 SP:Iteration 23Q (15197.170000 sec): 3 clusters Score: Raw -35875977.115944 + Penalty 6015.982610 = -35869961.133334 nChanged 8 SP:Iteration 24Q (15198.140000 sec): 3 clusters Score: Raw -35875986.310635 + Penalty 6015.982610 = -35869970.328025 nChanged 4 SP:Iteration 25Q (15199.100000 sec): 3 clusters Score: Raw -35875989.260030 + Penalty 6015.982610 = -35869973.277420 nChanged 1 SP:Iteration 26Q (15200.130000 sec): 3 clusters Score: Raw -35875990.292734 + Penalty 6015.982610 = -35869974.310124 nChanged 0 SP:Iteration 27F (15201.210000 sec): 3 clusters Score: Raw -35875990.292734 + Penalty 6015.982610 = -35869974.310124 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15201.420000 sec): 2 clusters Score: Raw -55592.776892 + Penalty 1446.306854 = -54146.470038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15201.530000 sec): 3 clusters Score: Raw -55696.561074 + Penalty 2892.613709 = -52803.947365 nChanged 51 SP:Iteration 1F (15201.730000 sec): 3 clusters Score: Raw -55846.629510 + Penalty 2892.613709 = -52954.015801 nChanged 22 SP:Iteration 2F (15201.870000 sec): 3 clusters Score: Raw -55903.804101 + Penalty 2892.613709 = -53011.190392 nChanged 9 SP:Iteration 3Q (15202.090000 sec): 3 clusters Score: Raw -55921.765430 + Penalty 2892.613709 = -53029.151721 nChanged 4 SP:Iteration 4Q (15202.250000 sec): 3 clusters Score: Raw -55932.445224 + Penalty 2892.613709 = -53039.831515 nChanged 3 SP:Iteration 5Q (15202.410000 sec): 3 clusters Score: Raw -55947.428618 + Penalty 2892.613709 = -53054.814910 nChanged 2 SP:Iteration 6Q (15202.580000 sec): 3 clusters Score: Raw -55951.957421 + Penalty 2892.613709 = -53059.343712 nChanged 4 SP:Iteration 7Q (15202.720000 sec): 3 clusters Score: Raw -55990.198058 + Penalty 2892.613709 = -53097.584349 nChanged 7 SP:Iteration 8Q (15202.880000 sec): 3 clusters Score: Raw -56030.182439 + Penalty 2892.613709 = -53137.568731 nChanged 10 SP:Iteration 9Q (15203.040000 sec): 3 clusters Score: Raw -56092.067517 + Penalty 2892.613709 = -53199.453808 nChanged 3 SP:Iteration 10Q (15203.250000 sec): 3 clusters Score: Raw -56098.081414 + Penalty 2892.613709 = -53205.467705 nChanged 5 SP:Iteration 11Q (15203.370000 sec): 3 clusters Score: Raw -56114.251052 + Penalty 2892.613709 = -53221.637343 nChanged 3 SP:Iteration 12Q (15203.560000 sec): 3 clusters Score: Raw -56125.686467 + Penalty 2892.613709 = -53233.072758 nChanged 0 SP:Iteration 13F (15203.730000 sec): 3 clusters Score: Raw -56125.686467 + Penalty 2892.613709 = -53233.072758 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15203.810000 sec): 2 clusters Score: Raw -126185.399704 + Penalty 1616.015883 = -124569.383821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15203.960000 sec): 3 clusters Score: Raw -126114.175751 + Penalty 3232.031766 = -122882.143985 nChanged 148 SP:Iteration 1F (15204.170000 sec): 3 clusters Score: Raw -126313.501031 + Penalty 3232.031766 = -123081.469265 nChanged 34 SP:Iteration 2F (15204.310000 sec): 3 clusters Score: Raw -126371.625408 + Penalty 3232.031766 = -123139.593642 nChanged 10 SP:Iteration 3Q (15204.500000 sec): 3 clusters Score: Raw -126392.386365 + Penalty 3232.031766 = -123160.354599 nChanged 14 SP:Iteration 4Q (15204.750000 sec): 3 clusters Score: Raw -126412.799450 + Penalty 3232.031766 = -123180.767685 nChanged 9 SP:Iteration 5Q (15204.910000 sec): 3 clusters Score: Raw -126430.214668 + Penalty 3232.031766 = -123198.182902 nChanged 5 SP:Iteration 6Q (15205.160000 sec): 3 clusters Score: Raw -126438.743344 + Penalty 3232.031766 = -123206.711578 nChanged 3 SP:Iteration 7Q (15205.330000 sec): 3 clusters Score: Raw -126442.365652 + Penalty 3232.031766 = -123210.333886 nChanged 0 SP:Iteration 8F (15205.540000 sec): 3 clusters Score: Raw -126442.365652 + Penalty 3232.031766 = -123210.333886 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (8280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15205.650000 sec): 2 clusters Score: Raw -1468762.985308 + Penalty 2237.356365 = -1466525.628943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15205.880000 sec): 3 clusters Score: Raw -1464407.635078 + Penalty 4474.712731 = -1459932.922348 nChanged 3378 SP:Iteration 1F (15206.130000 sec): 3 clusters Score: Raw -1466256.168544 + Penalty 4474.712731 = -1461781.455813 nChanged 598 SP:Iteration 2F (15206.360000 sec): 3 clusters Score: Raw -1466543.712192 + Penalty 4474.712731 = -1462068.999461 nChanged 398 SP:Iteration 3Q (15206.590000 sec): 3 clusters Score: Raw -1466730.471370 + Penalty 4474.712731 = -1462255.758639 nChanged 332 SP:Iteration 4Q (15206.790000 sec): 3 clusters Score: Raw -1466867.878380 + Penalty 4474.712731 = -1462393.165649 nChanged 267 SP:Iteration 5Q (15207.010000 sec): 3 clusters Score: Raw -1466966.142651 + Penalty 4474.712731 = -1462491.429920 nChanged 203 SP:Iteration 6Q (15207.210000 sec): 3 clusters Score: Raw -1467037.527778 + Penalty 4474.712731 = -1462562.815047 nChanged 164 SP:Iteration 7Q (15207.470000 sec): 3 clusters Score: Raw -1467089.563939 + Penalty 4474.712731 = -1462614.851208 nChanged 135 SP:Iteration 8Q (15207.660000 sec): 3 clusters Score: Raw -1467129.143976 + Penalty 4474.712731 = -1462654.431245 nChanged 111 SP:Iteration 9Q (15207.950000 sec): 3 clusters Score: Raw -1467164.335411 + Penalty 4474.712731 = -1462689.622680 nChanged 121 SP:Iteration 10Q (15208.130000 sec): 3 clusters Score: Raw -1467206.760260 + Penalty 4474.712731 = -1462732.047530 nChanged 119 SP:Iteration 11Q (15208.360000 sec): 3 clusters Score: Raw -1467247.636642 + Penalty 4474.712731 = -1462772.923911 nChanged 103 SP:Iteration 12Q (15208.610000 sec): 3 clusters Score: Raw -1467281.327156 + Penalty 4474.712731 = -1462806.614425 nChanged 115 SP:Iteration 13Q (15208.850000 sec): 3 clusters Score: Raw -1467316.751264 + Penalty 4474.712731 = -1462842.038533 nChanged 100 SP:Iteration 14Q (15209.100000 sec): 3 clusters Score: Raw -1467349.413795 + Penalty 4474.712731 = -1462874.701065 nChanged 104 SP:Iteration 15Q (15209.360000 sec): 3 clusters Score: Raw -1467385.057994 + Penalty 4474.712731 = -1462910.345263 nChanged 112 SP:Iteration 16Q (15209.590000 sec): 3 clusters Score: Raw -1467428.204461 + Penalty 4474.712731 = -1462953.491731 nChanged 123 SP:Iteration 17Q (15209.840000 sec): 3 clusters Score: Raw -1467473.739078 + Penalty 4474.712731 = -1462999.026348 nChanged 115 SP:Iteration 18Q (15210.070000 sec): 3 clusters Score: Raw -1467521.744307 + Penalty 4474.712731 = -1463047.031576 nChanged 143 SP:Iteration 19Q (15210.320000 sec): 3 clusters Score: Raw -1467582.629173 + Penalty 4474.712731 = -1463107.916442 nChanged 149 SP:Iteration 20F (15210.550000 sec): 3 clusters Score: Raw -1467642.521105 + Penalty 4474.712731 = -1463167.808374 nChanged 144 SP:Iteration 21Q (15210.790000 sec): 3 clusters Score: Raw -1467706.372524 + Penalty 4474.712731 = -1463231.659794 nChanged 160 SP:Iteration 22Q (15211.000000 sec): 3 clusters Score: Raw -1467769.269687 + Penalty 4474.712731 = -1463294.556956 nChanged 138 SP:Iteration 23Q (15211.270000 sec): 3 clusters Score: Raw -1467820.269934 + Penalty 4474.712731 = -1463345.557203 nChanged 142 SP:Iteration 24Q (15211.470000 sec): 3 clusters Score: Raw -1467880.266612 + Penalty 4474.712731 = -1463405.553882 nChanged 131 SP:Iteration 25Q (15211.700000 sec): 3 clusters Score: Raw -1467932.539558 + Penalty 4474.712731 = -1463457.826827 nChanged 145 SP:Iteration 26Q (15211.890000 sec): 3 clusters Score: Raw -1467985.614695 + Penalty 4474.712731 = -1463510.901965 nChanged 111 SP:Iteration 27Q (15212.140000 sec): 3 clusters Score: Raw -1468030.033766 + Penalty 4474.712731 = -1463555.321035 nChanged 89 SP:Iteration 28Q (15212.370000 sec): 3 clusters Score: Raw -1468058.714506 + Penalty 4474.712731 = -1463584.001776 nChanged 79 SP:Iteration 29Q (15212.600000 sec): 3 clusters Score: Raw -1468084.073004 + Penalty 4474.712731 = -1463609.360274 nChanged 77 SP:Iteration 30Q (15212.830000 sec): 3 clusters Score: Raw -1468108.100315 + Penalty 4474.712731 = -1463633.387584 nChanged 67 SP:Iteration 31Q (15213.080000 sec): 3 clusters Score: Raw -1468125.371140 + Penalty 4474.712731 = -1463650.658409 nChanged 51 SP:Iteration 32Q (15213.280000 sec): 3 clusters Score: Raw -1468136.204375 + Penalty 4474.712731 = -1463661.491644 nChanged 31 SP:Iteration 33Q (15213.540000 sec): 3 clusters Score: Raw -1468142.921236 + Penalty 4474.712731 = -1463668.208506 nChanged 29 SP:Iteration 34Q (15213.780000 sec): 3 clusters Score: Raw -1468149.326754 + Penalty 4474.712731 = -1463674.614023 nChanged 30 SP:Iteration 35Q (15213.970000 sec): 3 clusters Score: Raw -1468155.372778 + Penalty 4474.712731 = -1463680.660047 nChanged 17 SP:Iteration 36Q (15214.200000 sec): 3 clusters Score: Raw -1468159.220339 + Penalty 4474.712731 = -1463684.507608 nChanged 19 SP:Iteration 37Q (15214.440000 sec): 3 clusters Score: Raw -1468164.711394 + Penalty 4474.712731 = -1463689.998664 nChanged 26 SP:Iteration 38Q (15214.660000 sec): 3 clusters Score: Raw -1468171.094526 + Penalty 4474.712731 = -1463696.381795 nChanged 22 SP:Iteration 39Q (15214.880000 sec): 3 clusters Score: Raw -1468176.938132 + Penalty 4474.712731 = -1463702.225402 nChanged 24 SP:Iteration 40F (15215.090000 sec): 3 clusters Score: Raw -1468183.280851 + Penalty 4474.712731 = -1463708.568120 nChanged 29 SP:Iteration 41Q (15215.350000 sec): 3 clusters Score: Raw -1468190.728665 + Penalty 4474.712731 = -1463716.015934 nChanged 24 SP:Iteration 42Q (15215.530000 sec): 3 clusters Score: Raw -1468196.078827 + Penalty 4474.712731 = -1463721.366096 nChanged 20 SP:Iteration 43Q (15215.750000 sec): 3 clusters Score: Raw -1468200.890954 + Penalty 4474.712731 = -1463726.178224 nChanged 19 SP:Iteration 44Q (15215.960000 sec): 3 clusters Score: Raw -1468204.308769 + Penalty 4474.712731 = -1463729.596039 nChanged 17 SP:Iteration 45Q (15216.170000 sec): 3 clusters Score: Raw -1468207.934839 + Penalty 4474.712731 = -1463733.222108 nChanged 14 SP:Iteration 46Q (15216.340000 sec): 3 clusters Score: Raw -1468210.162107 + Penalty 4474.712731 = -1463735.449377 nChanged 10 SP:Iteration 47Q (15216.580000 sec): 3 clusters Score: Raw -1468212.207598 + Penalty 4474.712731 = -1463737.494867 nChanged 11 SP:Iteration 48Q (15216.780000 sec): 3 clusters Score: Raw -1468213.900885 + Penalty 4474.712731 = -1463739.188154 nChanged 11 SP:Iteration 49Q (15216.970000 sec): 3 clusters Score: Raw -1468215.886387 + Penalty 4474.712731 = -1463741.173656 nChanged 6 SP:Iteration 50Q (15217.220000 sec): 3 clusters Score: Raw -1468216.651127 + Penalty 4474.712731 = -1463741.938397 nChanged 5 SP:Iteration 51Q (15217.450000 sec): 3 clusters Score: Raw -1468217.510694 + Penalty 4474.712731 = -1463742.797963 nChanged 9 SP:Iteration 52Q (15217.680000 sec): 3 clusters Score: Raw -1468218.992217 + Penalty 4474.712731 = -1463744.279487 nChanged 10 SP:Iteration 53Q (15217.940000 sec): 3 clusters Score: Raw -1468220.522375 + Penalty 4474.712731 = -1463745.809644 nChanged 8 SP:Iteration 54Q (15218.110000 sec): 3 clusters Score: Raw -1468221.971997 + Penalty 4474.712731 = -1463747.259266 nChanged 3 SP:Iteration 55Q (15218.350000 sec): 3 clusters Score: Raw -1468222.283278 + Penalty 4474.712731 = -1463747.570547 nChanged 3 SP:Iteration 56Q (15218.610000 sec): 3 clusters Score: Raw -1468222.913529 + Penalty 4474.712731 = -1463748.200798 nChanged 4 SP:Iteration 57Q (15218.830000 sec): 3 clusters Score: Raw -1468223.564827 + Penalty 4474.712731 = -1463748.852096 nChanged 1 SP:Iteration 58Q (15219.030000 sec): 3 clusters Score: Raw -1468223.844813 + Penalty 4474.712731 = -1463749.132083 nChanged 3 SP:Iteration 59Q (15219.290000 sec): 3 clusters Score: Raw -1468224.306325 + Penalty 4474.712731 = -1463749.593594 nChanged 1 SP:Iteration 60F (15219.480000 sec): 3 clusters Score: Raw -1468224.395410 + Penalty 4474.712731 = -1463749.682680 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15219.560000 sec): 2 clusters Score: Raw -100624.848793 + Penalty 1594.970108 = -99029.878684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15219.730000 sec): 3 clusters Score: Raw -100610.349802 + Penalty 3189.940217 = -97420.409586 nChanged 113 SP:Iteration 1F (15219.880000 sec): 3 clusters Score: Raw -100794.375761 + Penalty 3189.940217 = -97604.435545 nChanged 31 SP:Iteration 2Q (15220.060000 sec): 3 clusters Score: Raw -100837.404099 + Penalty 3189.940217 = -97647.463882 nChanged 19 SP:Iteration 3Q (15220.270000 sec): 3 clusters Score: Raw -100879.004532 + Penalty 3189.940217 = -97689.064315 nChanged 19 SP:Iteration 4Q (15220.470000 sec): 3 clusters Score: Raw -100929.693342 + Penalty 3189.940217 = -97739.753126 nChanged 20 SP:Iteration 5Q (15220.640000 sec): 3 clusters Score: Raw -101015.947960 + Penalty 3189.940217 = -97826.007743 nChanged 26 SP:Iteration 6Q (15220.820000 sec): 3 clusters Score: Raw -101094.690037 + Penalty 3189.940217 = -97904.749821 nChanged 21 SP:Iteration 7Q (15221.020000 sec): 3 clusters Score: Raw -101144.556851 + Penalty 3189.940217 = -97954.616634 nChanged 17 SP:Iteration 8Q (15221.180000 sec): 3 clusters Score: Raw -101201.927298 + Penalty 3189.940217 = -98011.987082 nChanged 21 SP:Iteration 9Q (15221.350000 sec): 3 clusters Score: Raw -101268.671409 + Penalty 3189.940217 = -98078.731193 nChanged 23 SP:Iteration 10Q (15221.570000 sec): 3 clusters Score: Raw -101384.147121 + Penalty 3189.940217 = -98194.206904 nChanged 18 SP:Iteration 11Q (15221.710000 sec): 3 clusters Score: Raw -101433.252239 + Penalty 3189.940217 = -98243.312022 nChanged 7 SP:Iteration 12Q (15221.900000 sec): 3 clusters Score: Raw -101452.587659 + Penalty 3189.940217 = -98262.647442 nChanged 6 SP:Iteration 13Q (15222.040000 sec): 3 clusters Score: Raw -101468.432688 + Penalty 3189.940217 = -98278.492471 nChanged 5 SP:Iteration 14Q (15222.240000 sec): 3 clusters Score: Raw -101479.284232 + Penalty 3189.940217 = -98289.344015 nChanged 5 SP:Iteration 15Q (15222.410000 sec): 3 clusters Score: Raw -101493.990826 + Penalty 3189.940217 = -98304.050609 nChanged 1 SP:Iteration 16Q (15222.630000 sec): 3 clusters Score: Raw -101495.328498 + Penalty 3189.940217 = -98305.388281 nChanged 0 SP:Iteration 17F (15222.840000 sec): 3 clusters Score: Raw -101495.328498 + Penalty 3189.940217 = -98305.388281 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 9 (21232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15223.050000 sec): 2 clusters Score: Raw -3766045.096552 + Penalty 2470.889660 = -3763574.206893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15223.360000 sec): 3 clusters Score: Raw -3753458.715172 + Penalty 4941.779319 = -3748516.935853 nChanged 9450 SP:Iteration 1F (15223.670000 sec): 3 clusters Score: Raw -3758675.598753 + Penalty 4941.779319 = -3753733.819434 nChanged 1179 SP:Iteration 2F (15223.950000 sec): 3 clusters Score: Raw -3759152.260492 + Penalty 4941.779319 = -3754210.481172 nChanged 1077 SP:Iteration 3F (15224.230000 sec): 3 clusters Score: Raw -3759591.957708 + Penalty 4941.779319 = -3754650.178389 nChanged 1024 SP:Iteration 4Q (15224.530000 sec): 3 clusters Score: Raw -3760029.318606 + Penalty 4941.779319 = -3755087.539286 nChanged 994 SP:Iteration 5Q (15224.850000 sec): 3 clusters Score: Raw -3760473.387597 + Penalty 4941.779319 = -3755531.608278 nChanged 1023 SP:Iteration 6Q (15225.170000 sec): 3 clusters Score: Raw -3760995.943036 + Penalty 4941.779319 = -3756054.163716 nChanged 1098 SP:Iteration 7F (15225.510000 sec): 3 clusters Score: Raw -3761588.065472 + Penalty 4941.779319 = -3756646.286153 nChanged 1133 SP:Iteration 8F (15225.830000 sec): 3 clusters Score: Raw -3762257.423699 + Penalty 4941.779319 = -3757315.644380 nChanged 1093 SP:Iteration 9F (15226.160000 sec): 3 clusters Score: Raw -3762965.476249 + Penalty 4941.779319 = -3758023.696930 nChanged 994 SP:Iteration 10Q (15226.450000 sec): 3 clusters Score: Raw -3763629.269484 + Penalty 4941.779319 = -3758687.490165 nChanged 817 SP:Iteration 11Q (15226.740000 sec): 3 clusters Score: Raw -3764206.714361 + Penalty 4941.779319 = -3759264.935042 nChanged 654 SP:Iteration 12Q (15227.030000 sec): 3 clusters Score: Raw -3764662.244974 + Penalty 4941.779319 = -3759720.465655 nChanged 513 SP:Iteration 13Q (15227.390000 sec): 3 clusters Score: Raw -3765038.922711 + Penalty 4941.779319 = -3760097.143392 nChanged 418 SP:Iteration 14Q (15227.730000 sec): 3 clusters Score: Raw -3765359.874668 + Penalty 4941.779319 = -3760418.095349 nChanged 331 SP:Iteration 15Q (15228.060000 sec): 3 clusters Score: Raw -3765632.575870 + Penalty 4941.779319 = -3760690.796551 nChanged 266 SP:Iteration 16Q (15228.340000 sec): 3 clusters Score: Raw -3765843.065969 + Penalty 4941.779319 = -3760901.286650 nChanged 197 SP:Iteration 17Q (15228.650000 sec): 3 clusters Score: Raw -3766036.327955 + Penalty 4941.779319 = -3761094.548635 nChanged 159 SP:Iteration 18Q (15228.980000 sec): 3 clusters Score: Raw -3766195.999999 + Penalty 4941.779319 = -3761254.220680 nChanged 108 SP:Iteration 19Q (15229.270000 sec): 3 clusters Score: Raw -3766301.015333 + Penalty 4941.779319 = -3761359.236014 nChanged 89 SP:Iteration 20F (15229.580000 sec): 3 clusters Score: Raw -3766368.471802 + Penalty 4941.779319 = -3761426.692482 nChanged 61 SP:Iteration 21Q (15229.830000 sec): 3 clusters Score: Raw -3766413.904566 + Penalty 4941.779319 = -3761472.125247 nChanged 52 SP:Iteration 22Q (15230.110000 sec): 3 clusters Score: Raw -3766449.197036 + Penalty 4941.779319 = -3761507.417717 nChanged 36 SP:Iteration 23Q (15230.400000 sec): 3 clusters Score: Raw -3766471.260910 + Penalty 4941.779319 = -3761529.481591 nChanged 30 SP:Iteration 24Q (15230.680000 sec): 3 clusters Score: Raw -3766489.755770 + Penalty 4941.779319 = -3761547.976451 nChanged 29 SP:Iteration 25Q (15230.970000 sec): 3 clusters Score: Raw -3766505.824249 + Penalty 4941.779319 = -3761564.044929 nChanged 17 SP:Iteration 26Q (15231.280000 sec): 3 clusters Score: Raw -3766513.148234 + Penalty 4941.779319 = -3761571.368914 nChanged 14 SP:Iteration 27Q (15231.620000 sec): 3 clusters Score: Raw -3766518.730615 + Penalty 4941.779319 = -3761576.951296 nChanged 9 SP:Iteration 28Q (15231.920000 sec): 3 clusters Score: Raw -3766523.826868 + Penalty 4941.779319 = -3761582.047549 nChanged 7 SP:Iteration 29Q (15232.260000 sec): 3 clusters Score: Raw -3766527.126669 + Penalty 4941.779319 = -3761585.347349 nChanged 6 SP:Iteration 30Q (15232.550000 sec): 3 clusters Score: Raw -3766530.192007 + Penalty 4941.779319 = -3761588.412688 nChanged 3 SP:Iteration 31Q (15232.830000 sec): 3 clusters Score: Raw -3766531.612641 + Penalty 4941.779319 = -3761589.833322 nChanged 4 SP:Iteration 32Q (15233.090000 sec): 3 clusters Score: Raw -3766534.093669 + Penalty 4941.779319 = -3761592.314350 nChanged 2 SP:Iteration 33Q (15233.370000 sec): 3 clusters Score: Raw -3766534.662687 + Penalty 4941.779319 = -3761592.883368 nChanged 0 SP:Iteration 34F (15233.700000 sec): 3 clusters Score: Raw -3766534.662687 + Penalty 4941.779319 = -3761592.883368 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15233.760000 sec): 2 clusters Score: Raw -67465.490483 + Penalty 1507.823432 = -65957.667051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15233.940000 sec): 3 clusters Score: Raw -67776.817053 + Penalty 3015.646865 = -64761.170188 nChanged 85 SP:Iteration 1F (15234.180000 sec): 3 clusters Score: Raw -68149.487867 + Penalty 3015.646865 = -65133.841002 nChanged 32 SP:Iteration 2F (15234.360000 sec): 3 clusters Score: Raw -68271.623367 + Penalty 3015.646865 = -65255.976503 nChanged 16 SP:Iteration 3Q (15234.500000 sec): 3 clusters Score: Raw -68327.326374 + Penalty 3015.646865 = -65311.679509 nChanged 16 SP:Iteration 4Q (15234.660000 sec): 3 clusters Score: Raw -68391.529101 + Penalty 3015.646865 = -65375.882236 nChanged 12 SP:Iteration 5Q (15234.830000 sec): 3 clusters Score: Raw -68439.973956 + Penalty 3015.646865 = -65424.327091 nChanged 9 SP:Iteration 6Q (15234.990000 sec): 3 clusters Score: Raw -68472.481404 + Penalty 3015.646865 = -65456.834539 nChanged 10 SP:Iteration 7Q (15235.170000 sec): 3 clusters Score: Raw -68513.955064 + Penalty 3015.646865 = -65498.308200 nChanged 4 SP:Iteration 8Q (15235.330000 sec): 3 clusters Score: Raw -68532.370688 + Penalty 3015.646865 = -65516.723823 nChanged 3 SP:Iteration 9Q (15235.470000 sec): 3 clusters Score: Raw -68545.970993 + Penalty 3015.646865 = -65530.324128 nChanged 1 SP:Iteration 10Q (15235.650000 sec): 3 clusters Score: Raw -68550.749217 + Penalty 3015.646865 = -65535.102353 nChanged 1 SP:Iteration 11Q (15235.790000 sec): 3 clusters Score: Raw -68551.316479 + Penalty 3015.646865 = -65535.669615 nChanged 0 SP:Iteration 12F (15235.990000 sec): 3 clusters Score: Raw -68551.316479 + Penalty 3015.646865 = -65535.669615 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (7683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15236.090000 sec): 2 clusters Score: Raw -1459636.385288 + Penalty 2218.797813 = -1457417.587475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15236.350000 sec): 3 clusters Score: Raw -1455617.352628 + Penalty 4437.595626 = -1451179.757002 nChanged 3090 SP:Iteration 1F (15236.560000 sec): 3 clusters Score: Raw -1457347.748086 + Penalty 4437.595626 = -1452910.152460 nChanged 531 SP:Iteration 2F (15236.830000 sec): 3 clusters Score: Raw -1457649.460059 + Penalty 4437.595626 = -1453211.864433 nChanged 430 SP:Iteration 3F (15237.010000 sec): 3 clusters Score: Raw -1457923.026630 + Penalty 4437.595626 = -1453485.431004 nChanged 377 SP:Iteration 4Q (15237.220000 sec): 3 clusters Score: Raw -1458197.897442 + Penalty 4437.595626 = -1453760.301816 nChanged 389 SP:Iteration 5F (15237.470000 sec): 3 clusters Score: Raw -1458494.608334 + Penalty 4437.595626 = -1454057.012709 nChanged 452 SP:Iteration 6F (15237.680000 sec): 3 clusters Score: Raw -1458885.322094 + Penalty 4437.595626 = -1454447.726468 nChanged 475 SP:Iteration 7F (15237.860000 sec): 3 clusters Score: Raw -1459315.715240 + Penalty 4437.595626 = -1454878.119614 nChanged 511 SP:Iteration 8F (15238.110000 sec): 3 clusters Score: Raw -1459797.391306 + Penalty 4437.595626 = -1455359.795680 nChanged 471 SP:Iteration 9F (15238.290000 sec): 3 clusters Score: Raw -1460285.109480 + Penalty 4437.595626 = -1455847.513854 nChanged 360 SP:Iteration 10Q (15238.540000 sec): 3 clusters Score: Raw -1460620.536347 + Penalty 4437.595626 = -1456182.940721 nChanged 252 SP:Iteration 11Q (15238.780000 sec): 3 clusters Score: Raw -1460806.460924 + Penalty 4437.595626 = -1456368.865298 nChanged 130 SP:Iteration 12Q (15238.970000 sec): 3 clusters Score: Raw -1460877.744275 + Penalty 4437.595626 = -1456440.148649 nChanged 77 SP:Iteration 13Q (15239.210000 sec): 3 clusters Score: Raw -1460911.383638 + Penalty 4437.595626 = -1456473.788012 nChanged 55 SP:Iteration 14Q (15239.440000 sec): 3 clusters Score: Raw -1460935.673541 + Penalty 4437.595626 = -1456498.077915 nChanged 45 SP:Iteration 15Q (15239.660000 sec): 3 clusters Score: Raw -1460953.016503 + Penalty 4437.595626 = -1456515.420877 nChanged 32 SP:Iteration 16Q (15239.880000 sec): 3 clusters Score: Raw -1460963.754644 + Penalty 4437.595626 = -1456526.159018 nChanged 28 SP:Iteration 17Q (15240.120000 sec): 3 clusters Score: Raw -1460971.956849 + Penalty 4437.595626 = -1456534.361223 nChanged 26 SP:Iteration 18Q (15240.320000 sec): 3 clusters Score: Raw -1460980.668443 + Penalty 4437.595626 = -1456543.072817 nChanged 33 SP:Iteration 19Q (15240.530000 sec): 3 clusters Score: Raw -1460991.555711 + Penalty 4437.595626 = -1456553.960085 nChanged 36 SP:Iteration 20F (15240.790000 sec): 3 clusters Score: Raw -1461003.277798 + Penalty 4437.595626 = -1456565.682173 nChanged 35 SP:Iteration 21Q (15240.970000 sec): 3 clusters Score: Raw -1461013.439002 + Penalty 4437.595626 = -1456575.843376 nChanged 27 SP:Iteration 22Q (15241.200000 sec): 3 clusters Score: Raw -1461023.359019 + Penalty 4437.595626 = -1456585.763393 nChanged 28 SP:Iteration 23Q (15241.420000 sec): 3 clusters Score: Raw -1461033.296965 + Penalty 4437.595626 = -1456595.701339 nChanged 30 SP:Iteration 24Q (15241.630000 sec): 3 clusters Score: Raw -1461044.651893 + Penalty 4437.595626 = -1456607.056267 nChanged 42 SP:Iteration 25Q (15241.850000 sec): 3 clusters Score: Raw -1461059.783282 + Penalty 4437.595626 = -1456622.187656 nChanged 47 SP:Iteration 26Q (15242.040000 sec): 3 clusters Score: Raw -1461076.182370 + Penalty 4437.595626 = -1456638.586744 nChanged 43 SP:Iteration 27Q (15242.290000 sec): 3 clusters Score: Raw -1461089.974367 + Penalty 4437.595626 = -1456652.378741 nChanged 37 SP:Iteration 28Q (15242.510000 sec): 3 clusters Score: Raw -1461102.124810 + Penalty 4437.595626 = -1456664.529184 nChanged 35 SP:Iteration 29Q (15242.750000 sec): 3 clusters Score: Raw -1461110.926860 + Penalty 4437.595626 = -1456673.331234 nChanged 31 SP:Iteration 30Q (15242.970000 sec): 3 clusters Score: Raw -1461120.896088 + Penalty 4437.595626 = -1456683.300462 nChanged 33 SP:Iteration 31Q (15243.180000 sec): 3 clusters Score: Raw -1461130.351896 + Penalty 4437.595626 = -1456692.756270 nChanged 30 SP:Iteration 32Q (15243.440000 sec): 3 clusters Score: Raw -1461138.904481 + Penalty 4437.595626 = -1456701.308855 nChanged 28 SP:Iteration 33Q (15243.650000 sec): 3 clusters Score: Raw -1461146.373637 + Penalty 4437.595626 = -1456708.778011 nChanged 14 SP:Iteration 34Q (15243.840000 sec): 3 clusters Score: Raw -1461148.687492 + Penalty 4437.595626 = -1456711.091866 nChanged 9 SP:Iteration 35Q (15244.070000 sec): 3 clusters Score: Raw -1461150.790863 + Penalty 4437.595626 = -1456713.195237 nChanged 12 SP:Iteration 36Q (15244.280000 sec): 3 clusters Score: Raw -1461153.575220 + Penalty 4437.595626 = -1456715.979594 nChanged 13 SP:Iteration 37Q (15244.490000 sec): 3 clusters Score: Raw -1461157.547380 + Penalty 4437.595626 = -1456719.951754 nChanged 12 SP:Iteration 38Q (15244.700000 sec): 3 clusters Score: Raw -1461160.081429 + Penalty 4437.595626 = -1456722.485803 nChanged 9 SP:Iteration 39Q (15244.950000 sec): 3 clusters Score: Raw -1461161.569497 + Penalty 4437.595626 = -1456723.973871 nChanged 7 SP:Iteration 40F (15245.130000 sec): 3 clusters Score: Raw -1461162.578650 + Penalty 4437.595626 = -1456724.983024 nChanged 4 SP:Iteration 41Q (15245.420000 sec): 3 clusters Score: Raw -1461162.866632 + Penalty 4437.595626 = -1456725.271006 nChanged 3 SP:Iteration 42Q (15245.640000 sec): 3 clusters Score: Raw -1461163.234096 + Penalty 4437.595626 = -1456725.638470 nChanged 2 SP:Iteration 43Q (15245.850000 sec): 3 clusters Score: Raw -1461163.398148 + Penalty 4437.595626 = -1456725.802522 nChanged 2 SP:Iteration 44Q (15246.040000 sec): 3 clusters Score: Raw -1461163.625480 + Penalty 4437.595626 = -1456726.029854 nChanged 1 SP:Iteration 45Q (15246.280000 sec): 3 clusters Score: Raw -1461163.716077 + Penalty 4437.595626 = -1456726.120451 nChanged 1 SP:Iteration 46Q (15246.540000 sec): 3 clusters Score: Raw -1461163.881069 + Penalty 4437.595626 = -1456726.285443 nChanged 1 SP:Iteration 47Q (15246.760000 sec): 3 clusters Score: Raw -1461164.026812 + Penalty 4437.595626 = -1456726.431186 nChanged 1 SP:Iteration 48Q (15246.990000 sec): 3 clusters Score: Raw -1461164.265884 + Penalty 4437.595626 = -1456726.670258 nChanged 0 SP:Iteration 49F (15247.240000 sec): 3 clusters Score: Raw -1461164.265884 + Penalty 4437.595626 = -1456726.670258 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 12 (3019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15247.350000 sec): 2 clusters Score: Raw -527289.661540 + Penalty 1987.144871 = -525302.516670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15247.600000 sec): 3 clusters Score: Raw -526096.562105 + Penalty 3974.289741 = -522122.272364 nChanged 1009 SP:Iteration 1F (15247.800000 sec): 3 clusters Score: Raw -526729.714019 + Penalty 3974.289741 = -522755.424278 nChanged 239 SP:Iteration 2F (15247.990000 sec): 3 clusters Score: Raw -526932.275142 + Penalty 3974.289741 = -522957.985400 nChanged 156 SP:Iteration 3F (15248.210000 sec): 3 clusters Score: Raw -527063.084228 + Penalty 3974.289741 = -523088.794487 nChanged 104 SP:Iteration 4Q (15248.420000 sec): 3 clusters Score: Raw -527157.607630 + Penalty 3974.289741 = -523183.317889 nChanged 110 SP:Iteration 5Q (15248.640000 sec): 3 clusters Score: Raw -527254.559549 + Penalty 3974.289741 = -523280.269808 nChanged 104 SP:Iteration 6Q (15248.870000 sec): 3 clusters Score: Raw -527352.809541 + Penalty 3974.289741 = -523378.519800 nChanged 102 SP:Iteration 7Q (15249.060000 sec): 3 clusters Score: Raw -527446.107190 + Penalty 3974.289741 = -523471.817449 nChanged 108 SP:Iteration 8Q (15249.260000 sec): 3 clusters Score: Raw -527532.884615 + Penalty 3974.289741 = -523558.594874 nChanged 78 SP:Iteration 9Q (15249.500000 sec): 3 clusters Score: Raw -527588.532883 + Penalty 3974.289741 = -523614.243142 nChanged 63 SP:Iteration 10Q (15249.720000 sec): 3 clusters Score: Raw -527631.679855 + Penalty 3974.289741 = -523657.390114 nChanged 57 SP:Iteration 11Q (15249.970000 sec): 3 clusters Score: Raw -527679.899437 + Penalty 3974.289741 = -523705.609696 nChanged 59 SP:Iteration 12Q (15250.150000 sec): 3 clusters Score: Raw -527724.936936 + Penalty 3974.289741 = -523750.647195 nChanged 63 SP:Iteration 13Q (15250.360000 sec): 3 clusters Score: Raw -527775.467095 + Penalty 3974.289741 = -523801.177354 nChanged 64 SP:Iteration 14Q (15250.560000 sec): 3 clusters Score: Raw -527821.680797 + Penalty 3974.289741 = -523847.391056 nChanged 50 SP:Iteration 15Q (15250.800000 sec): 3 clusters Score: Raw -527861.136010 + Penalty 3974.289741 = -523886.846268 nChanged 45 SP:Iteration 16Q (15251.010000 sec): 3 clusters Score: Raw -527892.770032 + Penalty 3974.289741 = -523918.480291 nChanged 40 SP:Iteration 17Q (15251.230000 sec): 3 clusters Score: Raw -527916.302369 + Penalty 3974.289741 = -523942.012628 nChanged 24 SP:Iteration 18Q (15251.480000 sec): 3 clusters Score: Raw -527930.831859 + Penalty 3974.289741 = -523956.542117 nChanged 18 SP:Iteration 19Q (15251.650000 sec): 3 clusters Score: Raw -527945.437556 + Penalty 3974.289741 = -523971.147815 nChanged 31 SP:Iteration 20F (15251.860000 sec): 3 clusters Score: Raw -527969.449984 + Penalty 3974.289741 = -523995.160243 nChanged 25 SP:Iteration 21Q (15252.030000 sec): 3 clusters Score: Raw -527989.390958 + Penalty 3974.289741 = -524015.101217 nChanged 25 SP:Iteration 22Q (15252.230000 sec): 3 clusters Score: Raw -528006.268423 + Penalty 3974.289741 = -524031.978682 nChanged 28 SP:Iteration 23Q (15252.420000 sec): 3 clusters Score: Raw -528021.792352 + Penalty 3974.289741 = -524047.502611 nChanged 17 SP:Iteration 24Q (15252.600000 sec): 3 clusters Score: Raw -528033.112616 + Penalty 3974.289741 = -524058.822875 nChanged 15 SP:Iteration 25Q (15252.790000 sec): 3 clusters Score: Raw -528041.890123 + Penalty 3974.289741 = -524067.600382 nChanged 15 SP:Iteration 26Q (15252.990000 sec): 3 clusters Score: Raw -528051.228508 + Penalty 3974.289741 = -524076.938767 nChanged 12 SP:Iteration 27Q (15253.200000 sec): 3 clusters Score: Raw -528058.190575 + Penalty 3974.289741 = -524083.900834 nChanged 16 SP:Iteration 28Q (15253.420000 sec): 3 clusters Score: Raw -528068.840167 + Penalty 3974.289741 = -524094.550426 nChanged 9 SP:Iteration 29Q (15253.630000 sec): 3 clusters Score: Raw -528074.198012 + Penalty 3974.289741 = -524099.908271 nChanged 2 SP:Iteration 30Q (15253.860000 sec): 3 clusters Score: Raw -528075.794194 + Penalty 3974.289741 = -524101.504453 nChanged 5 SP:Iteration 31Q (15254.060000 sec): 3 clusters Score: Raw -528078.594807 + Penalty 3974.289741 = -524104.305066 nChanged 1 SP:Iteration 32Q (15254.290000 sec): 3 clusters Score: Raw -528079.265578 + Penalty 3974.289741 = -524104.975837 nChanged 3 SP:Iteration 33Q (15254.520000 sec): 3 clusters Score: Raw -528081.080242 + Penalty 3974.289741 = -524106.790501 nChanged 2 SP:Iteration 34Q (15254.730000 sec): 3 clusters Score: Raw -528082.047754 + Penalty 3974.289741 = -524107.758013 nChanged 3 SP:Iteration 35Q (15254.910000 sec): 3 clusters Score: Raw -528083.399111 + Penalty 3974.289741 = -524109.109370 nChanged 1 SP:Iteration 36Q (15255.130000 sec): 3 clusters Score: Raw -528084.198373 + Penalty 3974.289741 = -524109.908632 nChanged 1 SP:Iteration 37Q (15255.300000 sec): 3 clusters Score: Raw -528085.323132 + Penalty 3974.289741 = -524111.033391 nChanged 1 SP:Iteration 38Q (15255.500000 sec): 3 clusters Score: Raw -528085.969849 + Penalty 3974.289741 = -524111.680107 nChanged 1 SP:Iteration 39Q (15255.660000 sec): 3 clusters Score: Raw -528086.279968 + Penalty 3974.289741 = -524111.990227 nChanged 0 SP:Iteration 40F (15255.830000 sec): 3 clusters Score: Raw -528086.279968 + Penalty 3974.289741 = -524111.990227 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15255.930000 sec): 2 clusters Score: Raw -179212.716119 + Penalty 1731.979911 = -177480.736207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15256.130000 sec): 3 clusters Score: Raw -179053.909416 + Penalty 3463.959823 = -175589.949593 nChanged 313 SP:Iteration 1F (15256.310000 sec): 3 clusters Score: Raw -179474.707077 + Penalty 3463.959823 = -176010.747254 nChanged 84 SP:Iteration 2F (15256.470000 sec): 3 clusters Score: Raw -179608.865710 + Penalty 3463.959823 = -176144.905887 nChanged 50 SP:Iteration 3Q (15256.650000 sec): 3 clusters Score: Raw -179685.011490 + Penalty 3463.959823 = -176221.051668 nChanged 49 SP:Iteration 4Q (15256.810000 sec): 3 clusters Score: Raw -179767.607158 + Penalty 3463.959823 = -176303.647335 nChanged 38 SP:Iteration 5Q (15256.970000 sec): 3 clusters Score: Raw -179854.133119 + Penalty 3463.959823 = -176390.173296 nChanged 35 SP:Iteration 6Q (15257.180000 sec): 3 clusters Score: Raw -179919.456946 + Penalty 3463.959823 = -176455.497123 nChanged 21 SP:Iteration 7Q (15257.390000 sec): 3 clusters Score: Raw -179945.188388 + Penalty 3463.959823 = -176481.228565 nChanged 13 SP:Iteration 8Q (15257.580000 sec): 3 clusters Score: Raw -179960.441747 + Penalty 3463.959823 = -176496.481925 nChanged 16 SP:Iteration 9Q (15257.750000 sec): 3 clusters Score: Raw -179977.633349 + Penalty 3463.959823 = -176513.673526 nChanged 7 SP:Iteration 10Q (15257.950000 sec): 3 clusters Score: Raw -179987.983300 + Penalty 3463.959823 = -176524.023477 nChanged 4 SP:Iteration 11Q (15258.100000 sec): 3 clusters Score: Raw -179994.251744 + Penalty 3463.959823 = -176530.291921 nChanged 4 SP:Iteration 12Q (15258.310000 sec): 3 clusters Score: Raw -180000.965500 + Penalty 3463.959823 = -176537.005677 nChanged 1 SP:Iteration 13Q (15258.460000 sec): 3 clusters Score: Raw -180002.303446 + Penalty 3463.959823 = -176538.343623 nChanged 0 SP:Iteration 14F (15258.640000 sec): 3 clusters Score: Raw -180002.303446 + Penalty 3463.959823 = -176538.343623 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (196503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15259.640000 sec): 2 clusters Score: Raw -35705497.235207 + Penalty 3022.731378 = -35702474.503828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15260.870000 sec): 3 clusters Score: Raw -35576552.725768 + Penalty 6045.462757 = -35570507.263011 nChanged 94517 SP:Iteration 1F (15262.120000 sec): 3 clusters Score: Raw -35632459.905682 + Penalty 6045.462757 = -35626414.442925 nChanged 7099 SP:Iteration 2Q (15263.400000 sec): 3 clusters Score: Raw -35634694.357743 + Penalty 6045.462757 = -35628648.894986 nChanged 9410 SP:Iteration 3Q (15264.720000 sec): 3 clusters Score: Raw -35638829.942063 + Penalty 6045.462757 = -35632784.479306 nChanged 12987 SP:Iteration 4F (15265.900000 sec): 3 clusters Score: Raw -35646770.538671 + Penalty 6045.462757 = -35640725.075914 nChanged 17048 SP:Iteration 5F (15267.050000 sec): 3 clusters Score: Raw -35660584.160175 + Penalty 6045.462757 = -35654538.697418 nChanged 18579 SP:Iteration 6F (15268.210000 sec): 3 clusters Score: Raw -35678656.699386 + Penalty 6045.462757 = -35672611.236630 nChanged 14921 SP:Iteration 7F (15269.440000 sec): 3 clusters Score: Raw -35693932.063888 + Penalty 6045.462757 = -35687886.601131 nChanged 7999 SP:Iteration 8Q (15270.750000 sec): 3 clusters Score: Raw -35701806.165794 + Penalty 6045.462757 = -35695760.703037 nChanged 2960 SP:Iteration 9Q (15271.890000 sec): 3 clusters Score: Raw -35704479.266144 + Penalty 6045.462757 = -35698433.803387 nChanged 881 SP:Iteration 10Q (15272.930000 sec): 3 clusters Score: Raw -35705269.583970 + Penalty 6045.462757 = -35699224.121213 nChanged 259 SP:Iteration 11Q (15273.980000 sec): 3 clusters Score: Raw -35705558.245688 + Penalty 6045.462757 = -35699512.782931 nChanged 92 SP:Iteration 12Q (15274.950000 sec): 3 clusters Score: Raw -35705683.229275 + Penalty 6045.462757 = -35699637.766518 nChanged 44 SP:Iteration 13Q (15275.960000 sec): 3 clusters Score: Raw -35705745.488690 + Penalty 6045.462757 = -35699700.025933 nChanged 26 SP:Iteration 14Q (15276.940000 sec): 3 clusters Score: Raw -35705782.607545 + Penalty 6045.462757 = -35699737.144788 nChanged 14 SP:Iteration 15Q (15278.120000 sec): 3 clusters Score: Raw -35705803.977455 + Penalty 6045.462757 = -35699758.514699 nChanged 8 SP:Iteration 16Q (15279.210000 sec): 3 clusters Score: Raw -35705816.170420 + Penalty 6045.462757 = -35699770.707664 nChanged 2 SP:Iteration 17Q (15280.220000 sec): 3 clusters Score: Raw -35705823.840563 + Penalty 6045.462757 = -35699778.377806 nChanged 4 SP:Iteration 18Q (15281.310000 sec): 3 clusters Score: Raw -35705832.221280 + Penalty 6045.462757 = -35699786.758523 nChanged 6 SP:Iteration 19Q (15282.260000 sec): 3 clusters Score: Raw -35705842.296333 + Penalty 6045.462757 = -35699796.833576 nChanged 4 SP:Iteration 20F (15283.350000 sec): 3 clusters Score: Raw -35705847.529184 + Penalty 6045.462757 = -35699802.066427 nChanged 4 SP:Iteration 21Q (15284.250000 sec): 3 clusters Score: Raw -35705851.492960 + Penalty 6045.462757 = -35699806.030204 nChanged 1 SP:Iteration 22Q (15285.260000 sec): 3 clusters Score: Raw -35705853.472917 + Penalty 6045.462757 = -35699808.010161 nChanged 2 SP:Iteration 23Q (15286.230000 sec): 3 clusters Score: Raw -35705857.172446 + Penalty 6045.462757 = -35699811.709689 nChanged 0 SP:Iteration 24F (15287.340000 sec): 3 clusters Score: Raw -35705857.172446 + Penalty 6045.462757 = -35699811.709689 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (28494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15287.600000 sec): 2 clusters Score: Raw -5356133.189902 + Penalty 2543.847307 = -5353589.342595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15287.930000 sec): 3 clusters Score: Raw -5339109.990526 + Penalty 5087.694614 = -5334022.295912 nChanged 12872 SP:Iteration 1F (15288.270000 sec): 3 clusters Score: Raw -5346072.901434 + Penalty 5087.694614 = -5340985.206821 nChanged 1356 SP:Iteration 2Q (15288.660000 sec): 3 clusters Score: Raw -5346462.425181 + Penalty 5087.694614 = -5341374.730567 nChanged 1073 SP:Iteration 3Q (15288.990000 sec): 3 clusters Score: Raw -5346743.874339 + Penalty 5087.694614 = -5341656.179726 nChanged 963 SP:Iteration 4Q (15289.350000 sec): 3 clusters Score: Raw -5346992.317306 + Penalty 5087.694614 = -5341904.622692 nChanged 829 SP:Iteration 5Q (15289.700000 sec): 3 clusters Score: Raw -5347190.782139 + Penalty 5087.694614 = -5342103.087525 nChanged 696 SP:Iteration 6Q (15290.070000 sec): 3 clusters Score: Raw -5347347.170718 + Penalty 5087.694614 = -5342259.476105 nChanged 657 SP:Iteration 7Q (15290.390000 sec): 3 clusters Score: Raw -5347502.095261 + Penalty 5087.694614 = -5342414.400647 nChanged 629 SP:Iteration 8Q (15290.740000 sec): 3 clusters Score: Raw -5347649.718482 + Penalty 5087.694614 = -5342562.023869 nChanged 661 SP:Iteration 9Q (15291.090000 sec): 3 clusters Score: Raw -5347796.286175 + Penalty 5087.694614 = -5342708.591562 nChanged 637 SP:Iteration 10Q (15291.420000 sec): 3 clusters Score: Raw -5347947.748342 + Penalty 5087.694614 = -5342860.053728 nChanged 629 SP:Iteration 11Q (15291.820000 sec): 3 clusters Score: Raw -5348109.509169 + Penalty 5087.694614 = -5343021.814556 nChanged 631 SP:Iteration 12Q (15292.150000 sec): 3 clusters Score: Raw -5348276.897949 + Penalty 5087.694614 = -5343189.203336 nChanged 688 SP:Iteration 13Q (15292.520000 sec): 3 clusters Score: Raw -5348482.489402 + Penalty 5087.694614 = -5343394.794788 nChanged 731 SP:Iteration 14Q (15292.920000 sec): 3 clusters Score: Raw -5348729.075381 + Penalty 5087.694614 = -5343641.380767 nChanged 847 SP:Iteration 15Q (15293.300000 sec): 3 clusters Score: Raw -5349037.647938 + Penalty 5087.694614 = -5343949.953324 nChanged 921 SP:Iteration 16Q (15293.690000 sec): 3 clusters Score: Raw -5349448.462560 + Penalty 5087.694614 = -5344360.767946 nChanged 1007 SP:Iteration 17Q (15294.020000 sec): 3 clusters Score: Raw -5349960.361144 + Penalty 5087.694614 = -5344872.666530 nChanged 1064 SP:Iteration 18Q (15294.390000 sec): 3 clusters Score: Raw -5350530.342858 + Penalty 5087.694614 = -5345442.648245 nChanged 1125 SP:Iteration 19Q (15294.730000 sec): 3 clusters Score: Raw -5351211.886663 + Penalty 5087.694614 = -5346124.192049 nChanged 1149 SP:Iteration 20F (15295.100000 sec): 3 clusters Score: Raw -5351953.809980 + Penalty 5087.694614 = -5346866.115367 nChanged 1118 SP:Iteration 21Q (15295.500000 sec): 3 clusters Score: Raw -5352694.816446 + Penalty 5087.694614 = -5347607.121833 nChanged 990 SP:Iteration 22Q (15295.820000 sec): 3 clusters Score: Raw -5353294.826369 + Penalty 5087.694614 = -5348207.131755 nChanged 802 SP:Iteration 23Q (15296.180000 sec): 3 clusters Score: Raw -5353779.224489 + Penalty 5087.694614 = -5348691.529875 nChanged 677 SP:Iteration 24Q (15296.500000 sec): 3 clusters Score: Raw -5354122.771890 + Penalty 5087.694614 = -5349035.077277 nChanged 533 SP:Iteration 25Q (15296.840000 sec): 3 clusters Score: Raw -5354358.786859 + Penalty 5087.694614 = -5349271.092246 nChanged 436 SP:Iteration 26Q (15297.210000 sec): 3 clusters Score: Raw -5354545.750794 + Penalty 5087.694614 = -5349458.056180 nChanged 409 SP:Iteration 27Q (15297.520000 sec): 3 clusters Score: Raw -5354721.349328 + Penalty 5087.694614 = -5349633.654714 nChanged 363 SP:Iteration 28Q (15297.860000 sec): 3 clusters Score: Raw -5354874.845317 + Penalty 5087.694614 = -5349787.150703 nChanged 343 SP:Iteration 29Q (15298.170000 sec): 3 clusters Score: Raw -5355032.311463 + Penalty 5087.694614 = -5349944.616849 nChanged 335 SP:Iteration 30Q (15298.520000 sec): 3 clusters Score: Raw -5355192.355226 + Penalty 5087.694614 = -5350104.660612 nChanged 307 SP:Iteration 31Q (15298.820000 sec): 3 clusters Score: Raw -5355338.492688 + Penalty 5087.694614 = -5350250.798075 nChanged 275 SP:Iteration 32Q (15299.150000 sec): 3 clusters Score: Raw -5355472.064053 + Penalty 5087.694614 = -5350384.369439 nChanged 276 SP:Iteration 33Q (15299.430000 sec): 3 clusters Score: Raw -5355610.269568 + Penalty 5087.694614 = -5350522.574955 nChanged 234 SP:Iteration 34Q (15299.750000 sec): 3 clusters Score: Raw -5355726.524431 + Penalty 5087.694614 = -5350638.829817 nChanged 204 SP:Iteration 35Q (15300.060000 sec): 3 clusters Score: Raw -5355828.957919 + Penalty 5087.694614 = -5350741.263305 nChanged 166 SP:Iteration 36Q (15300.450000 sec): 3 clusters Score: Raw -5355913.344033 + Penalty 5087.694614 = -5350825.649420 nChanged 159 SP:Iteration 37Q (15300.730000 sec): 3 clusters Score: Raw -5355997.032666 + Penalty 5087.694614 = -5350909.338053 nChanged 138 SP:Iteration 38Q (15301.050000 sec): 3 clusters Score: Raw -5356075.681627 + Penalty 5087.694614 = -5350987.987013 nChanged 104 SP:Iteration 39Q (15301.320000 sec): 3 clusters Score: Raw -5356141.704998 + Penalty 5087.694614 = -5351054.010384 nChanged 122 SP:Iteration 40F (15301.620000 sec): 3 clusters Score: Raw -5356217.427161 + Penalty 5087.694614 = -5351129.732548 nChanged 94 SP:Iteration 41Q (15301.920000 sec): 3 clusters Score: Raw -5356268.083570 + Penalty 5087.694614 = -5351180.388956 nChanged 78 SP:Iteration 42Q (15302.230000 sec): 3 clusters Score: Raw -5356318.397437 + Penalty 5087.694614 = -5351230.702823 nChanged 68 SP:Iteration 43Q (15302.510000 sec): 3 clusters Score: Raw -5356360.500361 + Penalty 5087.694614 = -5351272.805748 nChanged 53 SP:Iteration 44Q (15302.830000 sec): 3 clusters Score: Raw -5356388.908431 + Penalty 5087.694614 = -5351301.213818 nChanged 39 SP:Iteration 45Q (15303.130000 sec): 3 clusters Score: Raw -5356411.697506 + Penalty 5087.694614 = -5351324.002893 nChanged 27 SP:Iteration 46Q (15303.410000 sec): 3 clusters Score: Raw -5356431.774921 + Penalty 5087.694614 = -5351344.080308 nChanged 26 SP:Iteration 47Q (15303.730000 sec): 3 clusters Score: Raw -5356445.861039 + Penalty 5087.694614 = -5351358.166425 nChanged 26 SP:Iteration 48Q (15304.090000 sec): 3 clusters Score: Raw -5356459.587224 + Penalty 5087.694614 = -5351371.892611 nChanged 19 SP:Iteration 49Q (15304.350000 sec): 3 clusters Score: Raw -5356470.326510 + Penalty 5087.694614 = -5351382.631896 nChanged 16 SP:Iteration 50Q (15304.650000 sec): 3 clusters Score: Raw -5356480.262699 + Penalty 5087.694614 = -5351392.568086 nChanged 13 SP:Iteration 51Q (15304.980000 sec): 3 clusters Score: Raw -5356487.096875 + Penalty 5087.694614 = -5351399.402262 nChanged 5 SP:Iteration 52Q (15305.340000 sec): 3 clusters Score: Raw -5356490.187029 + Penalty 5087.694614 = -5351402.492416 nChanged 4 SP:Iteration 53Q (15305.680000 sec): 3 clusters Score: Raw -5356492.389372 + Penalty 5087.694614 = -5351404.694758 nChanged 2 SP:Iteration 54Q (15306.090000 sec): 3 clusters Score: Raw -5356493.351551 + Penalty 5087.694614 = -5351405.656937 nChanged 4 SP:Iteration 55Q (15306.430000 sec): 3 clusters Score: Raw -5356495.787584 + Penalty 5087.694614 = -5351408.092970 nChanged 4 SP:Iteration 56Q (15306.820000 sec): 3 clusters Score: Raw -5356497.876720 + Penalty 5087.694614 = -5351410.182107 nChanged 6 SP:Iteration 57Q (15307.150000 sec): 3 clusters Score: Raw -5356501.264149 + Penalty 5087.694614 = -5351413.569535 nChanged 8 SP:Iteration 58Q (15307.440000 sec): 3 clusters Score: Raw -5356505.327842 + Penalty 5087.694614 = -5351417.633229 nChanged 8 SP:Iteration 59Q (15307.770000 sec): 3 clusters Score: Raw -5356511.233241 + Penalty 5087.694614 = -5351423.538627 nChanged 7 SP:Iteration 60F (15308.130000 sec): 3 clusters Score: Raw -5356515.848838 + Penalty 5087.694614 = -5351428.154224 nChanged 6 SP:Iteration 61Q (15308.490000 sec): 3 clusters Score: Raw -5356518.997131 + Penalty 5087.694614 = -5351431.302517 nChanged 4 SP:Iteration 62Q (15308.810000 sec): 3 clusters Score: Raw -5356520.778525 + Penalty 5087.694614 = -5351433.083911 nChanged 3 SP:Iteration 63Q (15309.130000 sec): 3 clusters Score: Raw -5356521.769593 + Penalty 5087.694614 = -5351434.074980 nChanged 0 SP:Iteration 64F (15309.470000 sec): 3 clusters Score: Raw -5356521.769593 + Penalty 5087.694614 = -5351434.074980 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15309.580000 sec): 2 clusters Score: Raw -335269.087757 + Penalty 1886.507364 = -333382.580393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15309.780000 sec): 3 clusters Score: Raw -334550.882073 + Penalty 3773.014727 = -330777.867345 nChanged 637 SP:Iteration 1F (15309.960000 sec): 3 clusters Score: Raw -335088.149093 + Penalty 3773.014727 = -331315.134366 nChanged 173 SP:Iteration 2F (15310.210000 sec): 3 clusters Score: Raw -335342.948367 + Penalty 3773.014727 = -331569.933639 nChanged 134 SP:Iteration 3F (15310.370000 sec): 3 clusters Score: Raw -335528.515910 + Penalty 3773.014727 = -331755.501183 nChanged 106 SP:Iteration 4F (15310.540000 sec): 3 clusters Score: Raw -335664.143697 + Penalty 3773.014727 = -331891.128970 nChanged 106 SP:Iteration 5F (15310.760000 sec): 3 clusters Score: Raw -335809.258305 + Penalty 3773.014727 = -332036.243578 nChanged 95 SP:Iteration 6Q (15310.920000 sec): 3 clusters Score: Raw -335934.084070 + Penalty 3773.014727 = -332161.069342 nChanged 92 SP:Iteration 7Q (15311.130000 sec): 3 clusters Score: Raw -336059.544499 + Penalty 3773.014727 = -332286.529772 nChanged 79 SP:Iteration 8Q (15311.370000 sec): 3 clusters Score: Raw -336167.727799 + Penalty 3773.014727 = -332394.713071 nChanged 69 SP:Iteration 9Q (15311.530000 sec): 3 clusters Score: Raw -336275.365262 + Penalty 3773.014727 = -332502.350535 nChanged 52 SP:Iteration 10Q (15311.700000 sec): 3 clusters Score: Raw -336364.492836 + Penalty 3773.014727 = -332591.478109 nChanged 44 SP:Iteration 11Q (15311.860000 sec): 3 clusters Score: Raw -336493.252263 + Penalty 3773.014727 = -332720.237535 nChanged 51 SP:Iteration 12Q (15312.060000 sec): 3 clusters Score: Raw -336651.009760 + Penalty 3773.014727 = -332877.995033 nChanged 34 SP:Iteration 13Q (15312.280000 sec): 3 clusters Score: Raw -336744.263532 + Penalty 3773.014727 = -332971.248804 nChanged 41 SP:Iteration 14Q (15312.480000 sec): 3 clusters Score: Raw -336822.921405 + Penalty 3773.014727 = -333049.906678 nChanged 25 SP:Iteration 15Q (15312.630000 sec): 3 clusters Score: Raw -336846.978887 + Penalty 3773.014727 = -333073.964159 nChanged 7 SP:Iteration 16Q (15312.850000 sec): 3 clusters Score: Raw -336854.481426 + Penalty 3773.014727 = -333081.466698 nChanged 6 SP:Iteration 17Q (15313.040000 sec): 3 clusters Score: Raw -336863.542322 + Penalty 3773.014727 = -333090.527595 nChanged 6 SP:Iteration 18Q (15313.280000 sec): 3 clusters Score: Raw -336871.053345 + Penalty 3773.014727 = -333098.038617 nChanged 5 SP:Iteration 19Q (15313.430000 sec): 3 clusters Score: Raw -336874.733531 + Penalty 3773.014727 = -333101.718804 nChanged 1 SP:Iteration 20F (15313.590000 sec): 3 clusters Score: Raw -336879.498520 + Penalty 3773.014727 = -333106.483792 nChanged 5 SP:Iteration 21Q (15313.820000 sec): 3 clusters Score: Raw -336891.402524 + Penalty 3773.014727 = -333118.387796 nChanged 9 SP:Iteration 22Q (15314.030000 sec): 3 clusters Score: Raw -336900.788809 + Penalty 3773.014727 = -333127.774082 nChanged 3 SP:Iteration 23Q (15314.230000 sec): 3 clusters Score: Raw -336906.122913 + Penalty 3773.014727 = -333133.108185 nChanged 3 SP:Iteration 24Q (15314.440000 sec): 3 clusters Score: Raw -336910.089091 + Penalty 3773.014727 = -333137.074364 nChanged 1 SP:Iteration 25Q (15314.590000 sec): 3 clusters Score: Raw -336911.989346 + Penalty 3773.014727 = -333138.974619 nChanged 3 SP:Iteration 26Q (15314.770000 sec): 3 clusters Score: Raw -336918.128850 + Penalty 3773.014727 = -333145.114122 nChanged 3 SP:Iteration 27Q (15314.950000 sec): 3 clusters Score: Raw -336922.641653 + Penalty 3773.014727 = -333149.626926 nChanged 3 SP:Iteration 28Q (15315.100000 sec): 3 clusters Score: Raw -336924.947604 + Penalty 3773.014727 = -333151.932877 nChanged 3 SP:Iteration 29Q (15315.290000 sec): 3 clusters Score: Raw -336927.697935 + Penalty 3773.014727 = -333154.683207 nChanged 1 SP:Iteration 30Q (15315.480000 sec): 3 clusters Score: Raw -336928.478811 + Penalty 3773.014727 = -333155.464083 nChanged 0 SP:Iteration 31F (15315.620000 sec): 3 clusters Score: Raw -336928.478811 + Penalty 3773.014727 = -333155.464083 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15315.720000 sec): 2 clusters Score: Raw -44130.270992 + Penalty 1457.678474 = -42672.592518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15315.910000 sec): 3 clusters Score: Raw -44501.460415 + Penalty 2915.356948 = -41586.103468 nChanged 81 SP:Iteration 1F (15316.080000 sec): 3 clusters Score: Raw -44891.752363 + Penalty 2915.356948 = -41976.395415 nChanged 27 SP:Iteration 2F (15316.240000 sec): 3 clusters Score: Raw -45052.570848 + Penalty 2915.356948 = -42137.213900 nChanged 19 SP:Iteration 3F (15316.430000 sec): 3 clusters Score: Raw -45145.861079 + Penalty 2915.356948 = -42230.504132 nChanged 5 SP:Iteration 4Q (15316.600000 sec): 3 clusters Score: Raw -45160.808249 + Penalty 2915.356948 = -42245.451301 nChanged 2 SP:Iteration 5Q (15316.790000 sec): 3 clusters Score: Raw -45165.594774 + Penalty 2915.356948 = -42250.237826 nChanged 0 SP:Iteration 6F (15316.950000 sec): 3 clusters Score: Raw -45165.594774 + Penalty 2915.356948 = -42250.237826 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 18 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15317.040000 sec): 2 clusters Score: Raw -41873.558732 + Penalty 1369.322308 = -40504.236425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15317.270000 sec): 3 clusters Score: Raw -42076.586803 + Penalty 2738.644615 = -39337.942188 nChanged 26 SP:Iteration 1F (15317.420000 sec): 3 clusters Score: Raw -42161.391012 + Penalty 2738.644615 = -39422.746397 nChanged 4 SP:Iteration 2Q (15317.600000 sec): 3 clusters Score: Raw -42179.435881 + Penalty 2738.644615 = -39440.791265 nChanged 1 SP:Iteration 3Q (15317.790000 sec): 3 clusters Score: Raw -42181.792124 + Penalty 2738.644615 = -39443.147509 nChanged 0 SP:Iteration 4F (15318.000000 sec): 3 clusters Score: Raw -42181.792124 + Penalty 2738.644615 = -39443.147509 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15318.080000 sec): 2 clusters Score: Raw -455216.017277 + Penalty 1956.399962 = -453259.617315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15318.280000 sec): 3 clusters Score: Raw -454166.711983 + Penalty 3912.799924 = -450253.912059 nChanged 952 SP:Iteration 1F (15318.440000 sec): 3 clusters Score: Raw -454961.876176 + Penalty 3912.799924 = -451049.076252 nChanged 252 SP:Iteration 2F (15318.600000 sec): 3 clusters Score: Raw -455245.564043 + Penalty 3912.799924 = -451332.764119 nChanged 174 SP:Iteration 3F (15318.820000 sec): 3 clusters Score: Raw -455475.296971 + Penalty 3912.799924 = -451562.497047 nChanged 142 SP:Iteration 4F (15318.960000 sec): 3 clusters Score: Raw -455636.340299 + Penalty 3912.799924 = -451723.540375 nChanged 108 SP:Iteration 5Q (15319.180000 sec): 3 clusters Score: Raw -455755.430264 + Penalty 3912.799924 = -451842.630340 nChanged 92 SP:Iteration 6Q (15319.330000 sec): 3 clusters Score: Raw -455845.782410 + Penalty 3912.799924 = -451932.982486 nChanged 79 SP:Iteration 7Q (15319.550000 sec): 3 clusters Score: Raw -455924.038621 + Penalty 3912.799924 = -452011.238697 nChanged 55 SP:Iteration 8Q (15319.770000 sec): 3 clusters Score: Raw -455973.105232 + Penalty 3912.799924 = -452060.305308 nChanged 40 SP:Iteration 9Q (15319.940000 sec): 3 clusters Score: Raw -456000.500803 + Penalty 3912.799924 = -452087.700879 nChanged 36 SP:Iteration 10Q (15320.170000 sec): 3 clusters Score: Raw -456029.561613 + Penalty 3912.799924 = -452116.761689 nChanged 24 SP:Iteration 11Q (15320.380000 sec): 3 clusters Score: Raw -456053.894665 + Penalty 3912.799924 = -452141.094741 nChanged 25 SP:Iteration 12Q (15320.550000 sec): 3 clusters Score: Raw -456075.925368 + Penalty 3912.799924 = -452163.125444 nChanged 21 SP:Iteration 13Q (15320.750000 sec): 3 clusters Score: Raw -456090.985507 + Penalty 3912.799924 = -452178.185583 nChanged 17 SP:Iteration 14Q (15320.940000 sec): 3 clusters Score: Raw -456100.023385 + Penalty 3912.799924 = -452187.223461 nChanged 6 SP:Iteration 15Q (15321.140000 sec): 3 clusters Score: Raw -456103.573793 + Penalty 3912.799924 = -452190.773869 nChanged 5 SP:Iteration 16Q (15321.340000 sec): 3 clusters Score: Raw -456105.264022 + Penalty 3912.799924 = -452192.464098 nChanged 2 SP:Iteration 17Q (15321.580000 sec): 3 clusters Score: Raw -456107.021846 + Penalty 3912.799924 = -452194.221922 nChanged 3 SP:Iteration 18Q (15321.770000 sec): 3 clusters Score: Raw -456109.004310 + Penalty 3912.799924 = -452196.204386 nChanged 1 SP:Iteration 19Q (15321.990000 sec): 3 clusters Score: Raw -456109.259295 + Penalty 3912.799924 = -452196.459371 nChanged 0 SP:Iteration 20F (15322.170000 sec): 3 clusters Score: Raw -456109.259295 + Penalty 3912.799924 = -452196.459371 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15322.230000 sec): 2 clusters Score: Raw -86862.256078 + Penalty 1543.690490 = -85318.565588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15322.400000 sec): 3 clusters Score: Raw -86896.536991 + Penalty 3087.380981 = -83809.156010 nChanged 96 SP:Iteration 1F (15322.590000 sec): 3 clusters Score: Raw -87087.918899 + Penalty 3087.380981 = -84000.537918 nChanged 25 SP:Iteration 2Q (15322.780000 sec): 3 clusters Score: Raw -87157.695617 + Penalty 3087.380981 = -84070.314636 nChanged 12 SP:Iteration 3Q (15322.980000 sec): 3 clusters Score: Raw -87183.930856 + Penalty 3087.380981 = -84096.549875 nChanged 7 SP:Iteration 4Q (15323.180000 sec): 3 clusters Score: Raw -87214.654491 + Penalty 3087.380981 = -84127.273510 nChanged 4 SP:Iteration 5Q (15323.360000 sec): 3 clusters Score: Raw -87237.326247 + Penalty 3087.380981 = -84149.945266 nChanged 6 SP:Iteration 6Q (15323.570000 sec): 3 clusters Score: Raw -87254.121688 + Penalty 3087.380981 = -84166.740707 nChanged 2 SP:Iteration 7Q (15323.790000 sec): 3 clusters Score: Raw -87256.454999 + Penalty 3087.380981 = -84169.074018 nChanged 0 SP:Iteration 8F (15323.970000 sec): 3 clusters Score: Raw -87256.454999 + Penalty 3087.380981 = -84169.074018 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15324.080000 sec): 2 clusters Score: Raw -86227.676326 + Penalty 1522.691369 = -84704.984957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15324.260000 sec): 3 clusters Score: Raw -86248.190263 + Penalty 3045.382738 = -83202.807525 nChanged 83 SP:Iteration 1F (15324.450000 sec): 3 clusters Score: Raw -86430.842371 + Penalty 3045.382738 = -83385.459633 nChanged 25 SP:Iteration 2F (15324.670000 sec): 3 clusters Score: Raw -86490.924142 + Penalty 3045.382738 = -83445.541404 nChanged 9 SP:Iteration 3Q (15324.820000 sec): 3 clusters Score: Raw -86510.484814 + Penalty 3045.382738 = -83465.102076 nChanged 3 SP:Iteration 4Q (15325.010000 sec): 3 clusters Score: Raw -86521.008779 + Penalty 3045.382738 = -83475.626041 nChanged 2 SP:Iteration 5Q (15325.230000 sec): 3 clusters Score: Raw -86525.887743 + Penalty 3045.382738 = -83480.505005 nChanged 0 SP:Iteration 6F (15325.380000 sec): 3 clusters Score: Raw -86525.887743 + Penalty 3045.382738 = -83480.505005 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (6174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15325.500000 sec): 2 clusters Score: Raw -1043195.403538 + Penalty 2164.569347 = -1041030.834191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15325.780000 sec): 3 clusters Score: Raw -1040160.982856 + Penalty 4329.138694 = -1035831.844162 nChanged 2390 SP:Iteration 1F (15325.990000 sec): 3 clusters Score: Raw -1041600.124388 + Penalty 4329.138694 = -1037270.985694 nChanged 484 SP:Iteration 2F (15326.270000 sec): 3 clusters Score: Raw -1041956.914255 + Penalty 4329.138694 = -1037627.775562 nChanged 406 SP:Iteration 3F (15326.510000 sec): 3 clusters Score: Raw -1042224.115752 + Penalty 4329.138694 = -1037894.977059 nChanged 303 SP:Iteration 4Q (15326.750000 sec): 3 clusters Score: Raw -1042414.601864 + Penalty 4329.138694 = -1038085.463170 nChanged 242 SP:Iteration 5Q (15326.940000 sec): 3 clusters Score: Raw -1042541.960842 + Penalty 4329.138694 = -1038212.822148 nChanged 190 SP:Iteration 6Q (15327.130000 sec): 3 clusters Score: Raw -1042635.748467 + Penalty 4329.138694 = -1038306.609773 nChanged 156 SP:Iteration 7Q (15327.400000 sec): 3 clusters Score: Raw -1042720.625587 + Penalty 4329.138694 = -1038391.486893 nChanged 157 SP:Iteration 8Q (15327.630000 sec): 3 clusters Score: Raw -1042797.989922 + Penalty 4329.138694 = -1038468.851228 nChanged 133 SP:Iteration 9Q (15327.870000 sec): 3 clusters Score: Raw -1042862.955006 + Penalty 4329.138694 = -1038533.816312 nChanged 119 SP:Iteration 10Q (15328.110000 sec): 3 clusters Score: Raw -1042921.494773 + Penalty 4329.138694 = -1038592.356080 nChanged 107 SP:Iteration 11Q (15328.320000 sec): 3 clusters Score: Raw -1042966.779931 + Penalty 4329.138694 = -1038637.641237 nChanged 99 SP:Iteration 12Q (15328.570000 sec): 3 clusters Score: Raw -1043001.736852 + Penalty 4329.138694 = -1038672.598158 nChanged 82 SP:Iteration 13Q (15328.780000 sec): 3 clusters Score: Raw -1043027.610902 + Penalty 4329.138694 = -1038698.472208 nChanged 64 SP:Iteration 14Q (15329.030000 sec): 3 clusters Score: Raw -1043053.079339 + Penalty 4329.138694 = -1038723.940645 nChanged 61 SP:Iteration 15Q (15329.230000 sec): 3 clusters Score: Raw -1043075.540334 + Penalty 4329.138694 = -1038746.401640 nChanged 66 SP:Iteration 16Q (15329.450000 sec): 3 clusters Score: Raw -1043101.276489 + Penalty 4329.138694 = -1038772.137796 nChanged 64 SP:Iteration 17Q (15329.680000 sec): 3 clusters Score: Raw -1043127.156508 + Penalty 4329.138694 = -1038798.017814 nChanged 63 SP:Iteration 18Q (15329.910000 sec): 3 clusters Score: Raw -1043147.452403 + Penalty 4329.138694 = -1038818.313709 nChanged 63 SP:Iteration 19Q (15330.140000 sec): 3 clusters Score: Raw -1043170.355719 + Penalty 4329.138694 = -1038841.217025 nChanged 67 SP:Iteration 20F (15330.320000 sec): 3 clusters Score: Raw -1043193.054476 + Penalty 4329.138694 = -1038863.915782 nChanged 58 SP:Iteration 21Q (15330.610000 sec): 3 clusters Score: Raw -1043212.444096 + Penalty 4329.138694 = -1038883.305402 nChanged 49 SP:Iteration 22Q (15330.800000 sec): 3 clusters Score: Raw -1043232.968179 + Penalty 4329.138694 = -1038903.829485 nChanged 58 SP:Iteration 23Q (15330.970000 sec): 3 clusters Score: Raw -1043256.726290 + Penalty 4329.138694 = -1038927.587596 nChanged 71 SP:Iteration 24Q (15331.210000 sec): 3 clusters Score: Raw -1043284.393717 + Penalty 4329.138694 = -1038955.255024 nChanged 74 SP:Iteration 25Q (15331.430000 sec): 3 clusters Score: Raw -1043306.774813 + Penalty 4329.138694 = -1038977.636119 nChanged 62 SP:Iteration 26Q (15331.660000 sec): 3 clusters Score: Raw -1043330.868978 + Penalty 4329.138694 = -1039001.730284 nChanged 64 SP:Iteration 27Q (15331.890000 sec): 3 clusters Score: Raw -1043357.183744 + Penalty 4329.138694 = -1039028.045051 nChanged 78 SP:Iteration 28Q (15332.120000 sec): 3 clusters Score: Raw -1043386.670775 + Penalty 4329.138694 = -1039057.532081 nChanged 63 SP:Iteration 29Q (15332.340000 sec): 3 clusters Score: Raw -1043408.561355 + Penalty 4329.138694 = -1039079.422662 nChanged 58 SP:Iteration 30Q (15332.560000 sec): 3 clusters Score: Raw -1043434.178579 + Penalty 4329.138694 = -1039105.039885 nChanged 55 SP:Iteration 31Q (15332.820000 sec): 3 clusters Score: Raw -1043455.577435 + Penalty 4329.138694 = -1039126.438741 nChanged 59 SP:Iteration 32Q (15333.060000 sec): 3 clusters Score: Raw -1043482.580163 + Penalty 4329.138694 = -1039153.441469 nChanged 51 SP:Iteration 33Q (15333.310000 sec): 3 clusters Score: Raw -1043504.650588 + Penalty 4329.138694 = -1039175.511894 nChanged 60 SP:Iteration 34Q (15333.540000 sec): 3 clusters Score: Raw -1043532.631403 + Penalty 4329.138694 = -1039203.492709 nChanged 64 SP:Iteration 35Q (15333.750000 sec): 3 clusters Score: Raw -1043564.164377 + Penalty 4329.138694 = -1039235.025683 nChanged 53 SP:Iteration 36Q (15333.960000 sec): 3 clusters Score: Raw -1043581.774704 + Penalty 4329.138694 = -1039252.636010 nChanged 38 SP:Iteration 37Q (15334.190000 sec): 3 clusters Score: Raw -1043593.204253 + Penalty 4329.138694 = -1039264.065559 nChanged 33 SP:Iteration 38Q (15334.380000 sec): 3 clusters Score: Raw -1043606.337968 + Penalty 4329.138694 = -1039277.199274 nChanged 33 SP:Iteration 39Q (15334.600000 sec): 3 clusters Score: Raw -1043619.687481 + Penalty 4329.138694 = -1039290.548788 nChanged 36 SP:Iteration 40F (15334.840000 sec): 3 clusters Score: Raw -1043633.737938 + Penalty 4329.138694 = -1039304.599244 nChanged 37 SP:Iteration 41Q (15335.070000 sec): 3 clusters Score: Raw -1043650.610815 + Penalty 4329.138694 = -1039321.472121 nChanged 38 SP:Iteration 42Q (15335.260000 sec): 3 clusters Score: Raw -1043665.236097 + Penalty 4329.138694 = -1039336.097403 nChanged 34 SP:Iteration 43Q (15335.480000 sec): 3 clusters Score: Raw -1043678.996676 + Penalty 4329.138694 = -1039349.857982 nChanged 37 SP:Iteration 44Q (15335.690000 sec): 3 clusters Score: Raw -1043693.488490 + Penalty 4329.138694 = -1039364.349797 nChanged 27 SP:Iteration 45Q (15335.890000 sec): 3 clusters Score: Raw -1043705.262063 + Penalty 4329.138694 = -1039376.123369 nChanged 33 SP:Iteration 46Q (15336.110000 sec): 3 clusters Score: Raw -1043722.988893 + Penalty 4329.138694 = -1039393.850200 nChanged 35 SP:Iteration 47Q (15336.330000 sec): 3 clusters Score: Raw -1043737.172531 + Penalty 4329.138694 = -1039408.033838 nChanged 24 SP:Iteration 48Q (15336.550000 sec): 3 clusters Score: Raw -1043746.924732 + Penalty 4329.138694 = -1039417.786038 nChanged 25 SP:Iteration 49Q (15336.760000 sec): 3 clusters Score: Raw -1043757.408223 + Penalty 4329.138694 = -1039428.269529 nChanged 24 SP:Iteration 50Q (15336.930000 sec): 3 clusters Score: Raw -1043768.910183 + Penalty 4329.138694 = -1039439.771489 nChanged 33 SP:Iteration 51Q (15337.170000 sec): 3 clusters Score: Raw -1043787.143722 + Penalty 4329.138694 = -1039458.005028 nChanged 30 SP:Iteration 52Q (15337.360000 sec): 3 clusters Score: Raw -1043800.507071 + Penalty 4329.138694 = -1039471.368377 nChanged 31 SP:Iteration 53Q (15337.580000 sec): 3 clusters Score: Raw -1043814.604268 + Penalty 4329.138694 = -1039485.465575 nChanged 29 SP:Iteration 54Q (15337.740000 sec): 3 clusters Score: Raw -1043828.662563 + Penalty 4329.138694 = -1039499.523870 nChanged 33 SP:Iteration 55Q (15337.980000 sec): 3 clusters Score: Raw -1043842.240361 + Penalty 4329.138694 = -1039513.101668 nChanged 30 SP:Iteration 56Q (15338.150000 sec): 3 clusters Score: Raw -1043853.133669 + Penalty 4329.138694 = -1039523.994975 nChanged 22 SP:Iteration 57Q (15338.440000 sec): 3 clusters Score: Raw -1043861.164319 + Penalty 4329.138694 = -1039532.025625 nChanged 19 SP:Iteration 58Q (15338.570000 sec): 3 clusters Score: Raw -1043868.131604 + Penalty 4329.138694 = -1039538.992911 nChanged 16 SP:Iteration 59Q (15338.830000 sec): 3 clusters Score: Raw -1043874.319981 + Penalty 4329.138694 = -1039545.181287 nChanged 15 SP:Iteration 60F (15339.120000 sec): 3 clusters Score: Raw -1043880.387189 + Penalty 4329.138694 = -1039551.248496 nChanged 23 SP:Iteration 61Q (15339.370000 sec): 3 clusters Score: Raw -1043890.546009 + Penalty 4329.138694 = -1039561.407315 nChanged 22 SP:Iteration 62Q (15339.590000 sec): 3 clusters Score: Raw -1043897.843121 + Penalty 4329.138694 = -1039568.704427 nChanged 17 SP:Iteration 63Q (15339.810000 sec): 3 clusters Score: Raw -1043902.410852 + Penalty 4329.138694 = -1039573.272159 nChanged 12 SP:Iteration 64Q (15340.020000 sec): 3 clusters Score: Raw -1043907.264931 + Penalty 4329.138694 = -1039578.126237 nChanged 14 SP:Iteration 65Q (15340.220000 sec): 3 clusters Score: Raw -1043911.418407 + Penalty 4329.138694 = -1039582.279713 nChanged 9 SP:Iteration 66Q (15340.420000 sec): 3 clusters Score: Raw -1043915.210843 + Penalty 4329.138694 = -1039586.072149 nChanged 17 SP:Iteration 67Q (15340.670000 sec): 3 clusters Score: Raw -1043920.536713 + Penalty 4329.138694 = -1039591.398019 nChanged 11 SP:Iteration 68Q (15340.850000 sec): 3 clusters Score: Raw -1043925.055793 + Penalty 4329.138694 = -1039595.917100 nChanged 11 SP:Iteration 69Q (15341.090000 sec): 3 clusters Score: Raw -1043928.085660 + Penalty 4329.138694 = -1039598.946966 nChanged 10 SP:Iteration 70Q (15341.290000 sec): 3 clusters Score: Raw -1043931.018163 + Penalty 4329.138694 = -1039601.879469 nChanged 8 SP:Iteration 71Q (15341.490000 sec): 3 clusters Score: Raw -1043933.799261 + Penalty 4329.138694 = -1039604.660568 nChanged 5 SP:Iteration 72Q (15341.690000 sec): 3 clusters Score: Raw -1043935.918019 + Penalty 4329.138694 = -1039606.779326 nChanged 6 SP:Iteration 73Q (15341.880000 sec): 3 clusters Score: Raw -1043938.741953 + Penalty 4329.138694 = -1039609.603259 nChanged 5 SP:Iteration 74Q (15342.100000 sec): 3 clusters Score: Raw -1043940.083841 + Penalty 4329.138694 = -1039610.945148 nChanged 3 SP:Iteration 75Q (15342.320000 sec): 3 clusters Score: Raw -1043941.334506 + Penalty 4329.138694 = -1039612.195812 nChanged 3 SP:Iteration 76Q (15342.560000 sec): 3 clusters Score: Raw -1043942.420463 + Penalty 4329.138694 = -1039613.281770 nChanged 3 SP:Iteration 77Q (15342.770000 sec): 3 clusters Score: Raw -1043942.970443 + Penalty 4329.138694 = -1039613.831749 nChanged 0 SP:Iteration 78F (15342.980000 sec): 3 clusters Score: Raw -1043942.970443 + Penalty 4329.138694 = -1039613.831749 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 23 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15343.070000 sec): 2 clusters Score: Raw -61085.795237 + Penalty 1449.916816 = -59635.878420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15343.250000 sec): 3 clusters Score: Raw -61149.909845 + Penalty 2899.833632 = -58250.076213 nChanged 51 SP:Iteration 1F (15343.430000 sec): 3 clusters Score: Raw -61316.936820 + Penalty 2899.833632 = -58417.103188 nChanged 10 SP:Iteration 2Q (15343.650000 sec): 3 clusters Score: Raw -61349.106160 + Penalty 2899.833632 = -58449.272527 nChanged 6 SP:Iteration 3Q (15343.840000 sec): 3 clusters Score: Raw -61371.518365 + Penalty 2899.833632 = -58471.684732 nChanged 2 SP:Iteration 4Q (15344.040000 sec): 3 clusters Score: Raw -61377.903067 + Penalty 2899.833632 = -58478.069435 nChanged 0 SP:Iteration 5F (15344.190000 sec): 3 clusters Score: Raw -61377.903067 + Penalty 2899.833632 = -58478.069435 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 24 (1942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15344.330000 sec): 2 clusters Score: Raw -351172.109616 + Penalty 1877.725465 = -349294.384151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15344.510000 sec): 3 clusters Score: Raw -350462.672143 + Penalty 3755.450930 = -346707.221213 nChanged 588 SP:Iteration 1F (15344.680000 sec): 3 clusters Score: Raw -350899.903335 + Penalty 3755.450930 = -347144.452405 nChanged 147 SP:Iteration 2F (15344.880000 sec): 3 clusters Score: Raw -351025.968975 + Penalty 3755.450930 = -347270.518046 nChanged 75 SP:Iteration 3Q (15345.060000 sec): 3 clusters Score: Raw -351099.472438 + Penalty 3755.450930 = -347344.021508 nChanged 54 SP:Iteration 4Q (15345.290000 sec): 3 clusters Score: Raw -351147.729046 + Penalty 3755.450930 = -347392.278116 nChanged 44 SP:Iteration 5Q (15345.450000 sec): 3 clusters Score: Raw -351185.587845 + Penalty 3755.450930 = -347430.136915 nChanged 31 SP:Iteration 6Q (15345.660000 sec): 3 clusters Score: Raw -351214.197373 + Penalty 3755.450930 = -347458.746443 nChanged 30 SP:Iteration 7Q (15345.860000 sec): 3 clusters Score: Raw -351238.147563 + Penalty 3755.450930 = -347482.696633 nChanged 22 SP:Iteration 8Q (15346.020000 sec): 3 clusters Score: Raw -351255.774113 + Penalty 3755.450930 = -347500.323183 nChanged 13 SP:Iteration 9Q (15346.270000 sec): 3 clusters Score: Raw -351264.564277 + Penalty 3755.450930 = -347509.113348 nChanged 12 SP:Iteration 10Q (15346.440000 sec): 3 clusters Score: Raw -351274.901306 + Penalty 3755.450930 = -347519.450376 nChanged 10 SP:Iteration 11Q (15346.660000 sec): 3 clusters Score: Raw -351282.846652 + Penalty 3755.450930 = -347527.395722 nChanged 8 SP:Iteration 12Q (15346.880000 sec): 3 clusters Score: Raw -351289.276265 + Penalty 3755.450930 = -347533.825335 nChanged 7 SP:Iteration 13Q (15347.090000 sec): 3 clusters Score: Raw -351292.068311 + Penalty 3755.450930 = -347536.617382 nChanged 6 SP:Iteration 14Q (15347.270000 sec): 3 clusters Score: Raw -351294.337454 + Penalty 3755.450930 = -347538.886524 nChanged 4 SP:Iteration 15Q (15347.480000 sec): 3 clusters Score: Raw -351297.068214 + Penalty 3755.450930 = -347541.617284 nChanged 9 SP:Iteration 16Q (15347.660000 sec): 3 clusters Score: Raw -351304.029442 + Penalty 3755.450930 = -347548.578512 nChanged 6 SP:Iteration 17Q (15347.830000 sec): 3 clusters Score: Raw -351309.612949 + Penalty 3755.450930 = -347554.162019 nChanged 6 SP:Iteration 18Q (15347.960000 sec): 3 clusters Score: Raw -351314.286482 + Penalty 3755.450930 = -347558.835553 nChanged 3 SP:Iteration 19Q (15348.140000 sec): 3 clusters Score: Raw -351316.835410 + Penalty 3755.450930 = -347561.384481 nChanged 5 SP:Iteration 20F (15348.300000 sec): 3 clusters Score: Raw -351321.080772 + Penalty 3755.450930 = -347565.629843 nChanged 3 SP:Iteration 21Q (15348.480000 sec): 3 clusters Score: Raw -351323.434364 + Penalty 3755.450930 = -347567.983434 nChanged 2 SP:Iteration 22Q (15348.660000 sec): 3 clusters Score: Raw -351324.100662 + Penalty 3755.450930 = -347568.649732 nChanged 2 SP:Iteration 23Q (15348.830000 sec): 3 clusters Score: Raw -351326.621531 + Penalty 3755.450930 = -347571.170601 nChanged 5 SP:Iteration 24Q (15348.990000 sec): 3 clusters Score: Raw -351331.481639 + Penalty 3755.450930 = -347576.030709 nChanged 5 SP:Iteration 25Q (15349.150000 sec): 3 clusters Score: Raw -351334.446807 + Penalty 3755.450930 = -347578.995877 nChanged 2 SP:Iteration 26Q (15349.360000 sec): 3 clusters Score: Raw -351335.106870 + Penalty 3755.450930 = -347579.655940 nChanged 0 SP:Iteration 27F (15349.490000 sec): 3 clusters Score: Raw -351335.106870 + Penalty 3755.450930 = -347579.655940 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15349.630000 sec): 2 clusters Score: Raw -62571.756405 + Penalty 1513.434531 = -61058.321874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15349.810000 sec): 3 clusters Score: Raw -62748.035202 + Penalty 3026.869063 = -59721.166139 nChanged 99 SP:Iteration 1F (15349.950000 sec): 3 clusters Score: Raw -63073.717395 + Penalty 3026.869063 = -60046.848332 nChanged 48 SP:Iteration 2F (15350.130000 sec): 3 clusters Score: Raw -63307.822859 + Penalty 3026.869063 = -60280.953796 nChanged 19 SP:Iteration 3Q (15350.310000 sec): 3 clusters Score: Raw -63537.577394 + Penalty 3026.869063 = -60510.708331 nChanged 18 SP:Iteration 4Q (15350.490000 sec): 3 clusters Score: Raw -63784.504194 + Penalty 3026.869063 = -60757.635131 nChanged 10 SP:Iteration 5Q (15350.640000 sec): 3 clusters Score: Raw -63885.540080 + Penalty 3026.869063 = -60858.671017 nChanged 12 SP:Iteration 6Q (15350.810000 sec): 3 clusters Score: Raw -63931.025970 + Penalty 3026.869063 = -60904.156907 nChanged 1 SP:Iteration 7Q (15351.000000 sec): 3 clusters Score: Raw -63936.076552 + Penalty 3026.869063 = -60909.207490 nChanged 0 SP:Iteration 8F (15351.170000 sec): 3 clusters Score: Raw -63936.468409 + Penalty 3026.869063 = -60909.599346 nChanged 1 SP:Iteration 9Q (15351.360000 sec): 3 clusters Score: Raw -63945.614328 + Penalty 3026.869063 = -60918.745265 nChanged 3 SP:Iteration 10Q (15351.550000 sec): 3 clusters Score: Raw -63957.038239 + Penalty 3026.869063 = -60930.169176 nChanged 1 SP:Iteration 11Q (15351.720000 sec): 3 clusters Score: Raw -63960.226528 + Penalty 3026.869063 = -60933.357465 nChanged 1 SP:Iteration 12Q (15351.910000 sec): 3 clusters Score: Raw -63964.684980 + Penalty 3026.869063 = -60937.815917 nChanged 1 SP:Iteration 13Q (15352.110000 sec): 3 clusters Score: Raw -63965.907178 + Penalty 3026.869063 = -60939.038115 nChanged 0 SP:Iteration 14F (15352.260000 sec): 3 clusters Score: Raw -63965.907178 + Penalty 3026.869063 = -60939.038115 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 26 (1930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15352.360000 sec): 2 clusters Score: Raw -329404.901537 + Penalty 1876.188270 = -327528.713267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15352.530000 sec): 3 clusters Score: Raw -328727.853861 + Penalty 3752.376540 = -324975.477321 nChanged 641 SP:Iteration 1F (15352.740000 sec): 3 clusters Score: Raw -329349.107539 + Penalty 3752.376540 = -325596.730999 nChanged 177 SP:Iteration 2F (15352.910000 sec): 3 clusters Score: Raw -329645.624675 + Penalty 3752.376540 = -325893.248135 nChanged 162 SP:Iteration 3F (15353.090000 sec): 3 clusters Score: Raw -329974.957237 + Penalty 3752.376540 = -326222.580697 nChanged 133 SP:Iteration 4F (15353.280000 sec): 3 clusters Score: Raw -330359.485228 + Penalty 3752.376540 = -326607.108688 nChanged 147 SP:Iteration 5F (15353.500000 sec): 3 clusters Score: Raw -330809.969825 + Penalty 3752.376540 = -327057.593285 nChanged 135 SP:Iteration 6F (15353.650000 sec): 3 clusters Score: Raw -331180.103222 + Penalty 3752.376540 = -327427.726682 nChanged 124 SP:Iteration 7F (15353.850000 sec): 3 clusters Score: Raw -331563.299503 + Penalty 3752.376540 = -327810.922963 nChanged 115 SP:Iteration 8F (15354.040000 sec): 3 clusters Score: Raw -331878.229483 + Penalty 3752.376540 = -328125.852943 nChanged 93 SP:Iteration 9Q (15354.240000 sec): 3 clusters Score: Raw -332092.437214 + Penalty 3752.376540 = -328340.060674 nChanged 80 SP:Iteration 10Q (15354.480000 sec): 3 clusters Score: Raw -332388.082230 + Penalty 3752.376540 = -328635.705691 nChanged 95 SP:Iteration 11Q (15354.680000 sec): 3 clusters Score: Raw -332886.020807 + Penalty 3752.376540 = -329133.644267 nChanged 102 SP:Iteration 12F (15354.880000 sec): 3 clusters Score: Raw -333380.477527 + Penalty 3752.376540 = -329628.100987 nChanged 36 SP:Iteration 13Q (15355.090000 sec): 3 clusters Score: Raw -333485.360425 + Penalty 3752.376540 = -329732.983885 nChanged 6 SP:Iteration 14Q (15355.290000 sec): 3 clusters Score: Raw -333490.789266 + Penalty 3752.376540 = -329738.412727 nChanged 0 SP:Iteration 15F (15355.430000 sec): 3 clusters Score: Raw -333490.789266 + Penalty 3752.376540 = -329738.412727 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 5.80 GB. Trying to split cluster 27 (22337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15355.690000 sec): 2 clusters Score: Raw -4010098.847981 + Penalty 2483.471944 = -4007615.376037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15356.040000 sec): 3 clusters Score: Raw -3997079.243031 + Penalty 4966.943889 = -3992112.299143 nChanged 9737 SP:Iteration 1F (15356.330000 sec): 3 clusters Score: Raw -4002286.109518 + Penalty 4966.943889 = -3997319.165629 nChanged 1175 SP:Iteration 2F (15356.650000 sec): 3 clusters Score: Raw -4002791.141784 + Penalty 4966.943889 = -3997824.197895 nChanged 1148 SP:Iteration 3F (15357.000000 sec): 3 clusters Score: Raw -4003321.520048 + Penalty 4966.943889 = -3998354.576159 nChanged 1160 SP:Iteration 4F (15357.300000 sec): 3 clusters Score: Raw -4003848.368572 + Penalty 4966.943889 = -3998881.424683 nChanged 1105 SP:Iteration 5Q (15357.650000 sec): 3 clusters Score: Raw -4004370.711580 + Penalty 4966.943889 = -3999403.767691 nChanged 1053 SP:Iteration 6Q (15358.020000 sec): 3 clusters Score: Raw -4004918.279735 + Penalty 4966.943889 = -3999951.335847 nChanged 1090 SP:Iteration 7Q (15358.390000 sec): 3 clusters Score: Raw -4005493.148295 + Penalty 4966.943889 = -4000526.204406 nChanged 1021 SP:Iteration 8Q (15358.780000 sec): 3 clusters Score: Raw -4006045.633509 + Penalty 4966.943889 = -4001078.689620 nChanged 948 SP:Iteration 9Q (15359.060000 sec): 3 clusters Score: Raw -4006574.034570 + Penalty 4966.943889 = -4001607.090682 nChanged 834 SP:Iteration 10Q (15359.470000 sec): 3 clusters Score: Raw -4007037.883610 + Penalty 4966.943889 = -4002070.939721 nChanged 696 SP:Iteration 11Q (15359.740000 sec): 3 clusters Score: Raw -4007438.950279 + Penalty 4966.943889 = -4002472.006391 nChanged 620 SP:Iteration 12Q (15360.040000 sec): 3 clusters Score: Raw -4007731.693172 + Penalty 4966.943889 = -4002764.749284 nChanged 499 SP:Iteration 13Q (15360.370000 sec): 3 clusters Score: Raw -4007935.073018 + Penalty 4966.943889 = -4002968.129130 nChanged 436 SP:Iteration 14Q (15360.680000 sec): 3 clusters Score: Raw -4008083.026295 + Penalty 4966.943889 = -4003116.082407 nChanged 360 SP:Iteration 15Q (15360.980000 sec): 3 clusters Score: Raw -4008196.762701 + Penalty 4966.943889 = -4003229.818813 nChanged 302 SP:Iteration 16Q (15361.320000 sec): 3 clusters Score: Raw -4008278.831161 + Penalty 4966.943889 = -4003311.887273 nChanged 242 SP:Iteration 17Q (15361.610000 sec): 3 clusters Score: Raw -4008337.823930 + Penalty 4966.943889 = -4003370.880042 nChanged 189 SP:Iteration 18Q (15361.930000 sec): 3 clusters Score: Raw -4008383.358024 + Penalty 4966.943889 = -4003416.414135 nChanged 159 SP:Iteration 19Q (15362.250000 sec): 3 clusters Score: Raw -4008426.236774 + Penalty 4966.943889 = -4003459.292886 nChanged 176 SP:Iteration 20F (15362.510000 sec): 3 clusters Score: Raw -4008480.121583 + Penalty 4966.943889 = -4003513.177694 nChanged 181 SP:Iteration 21Q (15362.830000 sec): 3 clusters Score: Raw -4008530.312826 + Penalty 4966.943889 = -4003563.368938 nChanged 169 SP:Iteration 22Q (15363.120000 sec): 3 clusters Score: Raw -4008579.919778 + Penalty 4966.943889 = -4003612.975889 nChanged 195 SP:Iteration 23Q (15363.460000 sec): 3 clusters Score: Raw -4008652.059029 + Penalty 4966.943889 = -4003685.115141 nChanged 218 SP:Iteration 24Q (15363.740000 sec): 3 clusters Score: Raw -4008735.225220 + Penalty 4966.943889 = -4003768.281332 nChanged 211 SP:Iteration 25Q (15364.040000 sec): 3 clusters Score: Raw -4008809.903324 + Penalty 4966.943889 = -4003842.959436 nChanged 220 SP:Iteration 26Q (15364.370000 sec): 3 clusters Score: Raw -4008895.049723 + Penalty 4966.943889 = -4003928.105835 nChanged 226 SP:Iteration 27Q (15364.680000 sec): 3 clusters Score: Raw -4008984.084224 + Penalty 4966.943889 = -4004017.140335 nChanged 247 SP:Iteration 28Q (15364.960000 sec): 3 clusters Score: Raw -4009095.459010 + Penalty 4966.943889 = -4004128.515121 nChanged 260 SP:Iteration 29Q (15365.220000 sec): 3 clusters Score: Raw -4009206.574633 + Penalty 4966.943889 = -4004239.630744 nChanged 270 SP:Iteration 30Q (15365.560000 sec): 3 clusters Score: Raw -4009333.140201 + Penalty 4966.943889 = -4004366.196313 nChanged 259 SP:Iteration 31Q (15365.850000 sec): 3 clusters Score: Raw -4009467.436990 + Penalty 4966.943889 = -4004500.493102 nChanged 269 SP:Iteration 32Q (15366.130000 sec): 3 clusters Score: Raw -4009604.773380 + Penalty 4966.943889 = -4004637.829491 nChanged 251 SP:Iteration 33Q (15366.490000 sec): 3 clusters Score: Raw -4009718.849913 + Penalty 4966.943889 = -4004751.906024 nChanged 190 SP:Iteration 34Q (15366.770000 sec): 3 clusters Score: Raw -4009806.081475 + Penalty 4966.943889 = -4004839.137586 nChanged 191 SP:Iteration 35Q (15367.100000 sec): 3 clusters Score: Raw -4009884.891411 + Penalty 4966.943889 = -4004917.947522 nChanged 167 SP:Iteration 36Q (15367.420000 sec): 3 clusters Score: Raw -4009946.766918 + Penalty 4966.943889 = -4004979.823029 nChanged 137 SP:Iteration 37Q (15367.750000 sec): 3 clusters Score: Raw -4010000.961236 + Penalty 4966.943889 = -4005034.017348 nChanged 136 SP:Iteration 38Q (15368.030000 sec): 3 clusters Score: Raw -4010055.922035 + Penalty 4966.943889 = -4005088.978146 nChanged 127 SP:Iteration 39Q (15368.350000 sec): 3 clusters Score: Raw -4010106.384567 + Penalty 4966.943889 = -4005139.440679 nChanged 124 SP:Iteration 40F (15368.660000 sec): 3 clusters Score: Raw -4010154.073485 + Penalty 4966.943889 = -4005187.129596 nChanged 113 SP:Iteration 41Q (15368.920000 sec): 3 clusters Score: Raw -4010190.682418 + Penalty 4966.943889 = -4005223.738530 nChanged 93 SP:Iteration 42Q (15369.260000 sec): 3 clusters Score: Raw -4010222.542067 + Penalty 4966.943889 = -4005255.598178 nChanged 95 SP:Iteration 43Q (15369.610000 sec): 3 clusters Score: Raw -4010254.469129 + Penalty 4966.943889 = -4005287.525241 nChanged 88 SP:Iteration 44Q (15369.880000 sec): 3 clusters Score: Raw -4010284.543848 + Penalty 4966.943889 = -4005317.599959 nChanged 85 SP:Iteration 45Q (15370.180000 sec): 3 clusters Score: Raw -4010320.695909 + Penalty 4966.943889 = -4005353.752021 nChanged 101 SP:Iteration 46Q (15370.480000 sec): 3 clusters Score: Raw -4010360.233772 + Penalty 4966.943889 = -4005393.289883 nChanged 89 SP:Iteration 47Q (15370.740000 sec): 3 clusters Score: Raw -4010392.203612 + Penalty 4966.943889 = -4005425.259724 nChanged 70 SP:Iteration 48Q (15371.050000 sec): 3 clusters Score: Raw -4010414.375228 + Penalty 4966.943889 = -4005447.431339 nChanged 63 SP:Iteration 49Q (15371.370000 sec): 3 clusters Score: Raw -4010435.751947 + Penalty 4966.943889 = -4005468.808059 nChanged 60 SP:Iteration 50Q (15371.670000 sec): 3 clusters Score: Raw -4010456.915308 + Penalty 4966.943889 = -4005489.971419 nChanged 59 SP:Iteration 51Q (15371.980000 sec): 3 clusters Score: Raw -4010476.122292 + Penalty 4966.943889 = -4005509.178404 nChanged 54 SP:Iteration 52Q (15372.300000 sec): 3 clusters Score: Raw -4010494.137411 + Penalty 4966.943889 = -4005527.193522 nChanged 54 SP:Iteration 53Q (15372.620000 sec): 3 clusters Score: Raw -4010511.195332 + Penalty 4966.943889 = -4005544.251443 nChanged 41 SP:Iteration 54Q (15372.930000 sec): 3 clusters Score: Raw -4010523.725211 + Penalty 4966.943889 = -4005556.781322 nChanged 42 SP:Iteration 55Q (15373.230000 sec): 3 clusters Score: Raw -4010534.767408 + Penalty 4966.943889 = -4005567.823519 nChanged 30 SP:Iteration 56Q (15373.580000 sec): 3 clusters Score: Raw -4010543.197600 + Penalty 4966.943889 = -4005576.253711 nChanged 30 SP:Iteration 57Q (15373.890000 sec): 3 clusters Score: Raw -4010552.168847 + Penalty 4966.943889 = -4005585.224958 nChanged 22 SP:Iteration 58Q (15374.210000 sec): 3 clusters Score: Raw -4010557.515094 + Penalty 4966.943889 = -4005590.571205 nChanged 19 SP:Iteration 59Q (15374.550000 sec): 3 clusters Score: Raw -4010562.806095 + Penalty 4966.943889 = -4005595.862206 nChanged 18 SP:Iteration 60F (15374.870000 sec): 3 clusters Score: Raw -4010568.509995 + Penalty 4966.943889 = -4005601.566107 nChanged 20 SP:Iteration 61Q (15375.230000 sec): 3 clusters Score: Raw -4010575.230028 + Penalty 4966.943889 = -4005608.286139 nChanged 12 SP:Iteration 62Q (15375.500000 sec): 3 clusters Score: Raw -4010578.585159 + Penalty 4966.943889 = -4005611.641270 nChanged 19 SP:Iteration 63Q (15375.740000 sec): 3 clusters Score: Raw -4010585.466182 + Penalty 4966.943889 = -4005618.522294 nChanged 27 SP:Iteration 64Q (15376.030000 sec): 3 clusters Score: Raw -4010593.497341 + Penalty 4966.943889 = -4005626.553452 nChanged 22 SP:Iteration 65Q (15376.320000 sec): 3 clusters Score: Raw -4010599.977311 + Penalty 4966.943889 = -4005633.033423 nChanged 17 SP:Iteration 66Q (15376.620000 sec): 3 clusters Score: Raw -4010604.792433 + Penalty 4966.943889 = -4005637.848544 nChanged 14 SP:Iteration 67Q (15376.890000 sec): 3 clusters Score: Raw -4010609.249906 + Penalty 4966.943889 = -4005642.306018 nChanged 12 SP:Iteration 68Q (15377.240000 sec): 3 clusters Score: Raw -4010614.735274 + Penalty 4966.943889 = -4005647.791385 nChanged 15 SP:Iteration 69Q (15377.490000 sec): 3 clusters Score: Raw -4010619.751656 + Penalty 4966.943889 = -4005652.807768 nChanged 13 SP:Iteration 70Q (15377.800000 sec): 3 clusters Score: Raw -4010622.855453 + Penalty 4966.943889 = -4005655.911565 nChanged 7 SP:Iteration 71Q (15378.150000 sec): 3 clusters Score: Raw -4010624.483913 + Penalty 4966.943889 = -4005657.540025 nChanged 5 SP:Iteration 72Q (15378.510000 sec): 3 clusters Score: Raw -4010625.566002 + Penalty 4966.943889 = -4005658.622113 nChanged 4 SP:Iteration 73Q (15378.780000 sec): 3 clusters Score: Raw -4010626.663092 + Penalty 4966.943889 = -4005659.719204 nChanged 4 SP:Iteration 74Q (15379.090000 sec): 3 clusters Score: Raw -4010628.027094 + Penalty 4966.943889 = -4005661.083206 nChanged 5 SP:Iteration 75Q (15379.400000 sec): 3 clusters Score: Raw -4010629.151603 + Penalty 4966.943889 = -4005662.207715 nChanged 4 SP:Iteration 76Q (15379.660000 sec): 3 clusters Score: Raw -4010630.164133 + Penalty 4966.943889 = -4005663.220244 nChanged 2 SP:Iteration 77Q (15379.910000 sec): 3 clusters Score: Raw -4010630.664470 + Penalty 4966.943889 = -4005663.720581 nChanged 2 SP:Iteration 78Q (15380.220000 sec): 3 clusters Score: Raw -4010631.250244 + Penalty 4966.943889 = -4005664.306355 nChanged 5 SP:Iteration 79Q (15380.530000 sec): 3 clusters Score: Raw -4010632.380489 + Penalty 4966.943889 = -4005665.436601 nChanged 5 SP:Iteration 80F (15380.840000 sec): 3 clusters Score: Raw -4010633.711663 + Penalty 4966.943889 = -4005666.767774 nChanged 9 SP:Iteration 81Q (15381.150000 sec): 3 clusters Score: Raw -4010635.828185 + Penalty 4966.943889 = -4005668.884296 nChanged 7 SP:Iteration 82Q (15381.450000 sec): 3 clusters Score: Raw -4010638.153165 + Penalty 4966.943889 = -4005671.209277 nChanged 11 SP:Iteration 83Q (15381.760000 sec): 3 clusters Score: Raw -4010640.973402 + Penalty 4966.943889 = -4005674.029513 nChanged 8 SP:Iteration 84Q (15382.130000 sec): 3 clusters Score: Raw -4010642.538453 + Penalty 4966.943889 = -4005675.594564 nChanged 5 SP:Iteration 85Q (15382.420000 sec): 3 clusters Score: Raw -4010643.758670 + Penalty 4966.943889 = -4005676.814781 nChanged 3 SP:Iteration 86Q (15382.720000 sec): 3 clusters Score: Raw -4010644.377953 + Penalty 4966.943889 = -4005677.434064 nChanged 2 SP:Iteration 87Q (15383.030000 sec): 3 clusters Score: Raw -4010644.691670 + Penalty 4966.943889 = -4005677.747781 nChanged 1 SP:Iteration 88Q (15383.310000 sec): 3 clusters Score: Raw -4010645.060236 + Penalty 4966.943889 = -4005678.116347 nChanged 5 SP:Iteration 89Q (15383.610000 sec): 3 clusters Score: Raw -4010645.939674 + Penalty 4966.943889 = -4005678.995786 nChanged 3 SP:Iteration 90Q (15383.910000 sec): 3 clusters Score: Raw -4010646.457056 + Penalty 4966.943889 = -4005679.513167 nChanged 3 SP:Iteration 91Q (15384.190000 sec): 3 clusters Score: Raw -4010646.921503 + Penalty 4966.943889 = -4005679.977614 nChanged 3 SP:Iteration 92Q (15384.470000 sec): 3 clusters Score: Raw -4010647.333176 + Penalty 4966.943889 = -4005680.389288 nChanged 2 SP:Iteration 93Q (15384.770000 sec): 3 clusters Score: Raw -4010647.557775 + Penalty 4966.943889 = -4005680.613887 nChanged 0 SP:Iteration 94F (15385.060000 sec): 3 clusters Score: Raw -4010647.557775 + Penalty 4966.943889 = -4005680.613887 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15385.200000 sec): 2 clusters Score: Raw -180154.847074 + Penalty 1750.998139 = -178403.848935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15385.380000 sec): 3 clusters Score: Raw -179934.964948 + Penalty 3501.996278 = -176432.968671 nChanged 337 SP:Iteration 1F (15385.590000 sec): 3 clusters Score: Raw -180503.157990 + Penalty 3501.996278 = -177001.161712 nChanged 117 SP:Iteration 2F (15385.750000 sec): 3 clusters Score: Raw -180785.129154 + Penalty 3501.996278 = -177283.132877 nChanged 83 SP:Iteration 3F (15385.940000 sec): 3 clusters Score: Raw -181059.775846 + Penalty 3501.996278 = -177557.779568 nChanged 88 SP:Iteration 4F (15386.190000 sec): 3 clusters Score: Raw -181441.155033 + Penalty 3501.996278 = -177939.158756 nChanged 79 SP:Iteration 5F (15386.410000 sec): 3 clusters Score: Raw -181896.948637 + Penalty 3501.996278 = -178394.952360 nChanged 56 SP:Iteration 6Q (15386.610000 sec): 3 clusters Score: Raw -182169.296348 + Penalty 3501.996278 = -178667.300071 nChanged 27 SP:Iteration 7Q (15386.810000 sec): 3 clusters Score: Raw -182223.263532 + Penalty 3501.996278 = -178721.267255 nChanged 15 SP:Iteration 8Q (15387.010000 sec): 3 clusters Score: Raw -182250.422415 + Penalty 3501.996278 = -178748.426137 nChanged 10 SP:Iteration 9Q (15387.190000 sec): 3 clusters Score: Raw -182270.382622 + Penalty 3501.996278 = -178768.386344 nChanged 9 SP:Iteration 10Q (15387.410000 sec): 3 clusters Score: Raw -182292.878946 + Penalty 3501.996278 = -178790.882669 nChanged 7 SP:Iteration 11Q (15387.610000 sec): 3 clusters Score: Raw -182311.759150 + Penalty 3501.996278 = -178809.762872 nChanged 8 SP:Iteration 12Q (15387.810000 sec): 3 clusters Score: Raw -182326.070213 + Penalty 3501.996278 = -178824.073935 nChanged 6 SP:Iteration 13Q (15388.000000 sec): 3 clusters Score: Raw -182333.709090 + Penalty 3501.996278 = -178831.712812 nChanged 4 SP:Iteration 14Q (15388.170000 sec): 3 clusters Score: Raw -182348.126440 + Penalty 3501.996278 = -178846.130162 nChanged 4 SP:Iteration 15Q (15388.330000 sec): 3 clusters Score: Raw -182357.237072 + Penalty 3501.996278 = -178855.240795 nChanged 4 SP:Iteration 16Q (15388.470000 sec): 3 clusters Score: Raw -182364.602800 + Penalty 3501.996278 = -178862.606522 nChanged 7 SP:Iteration 17Q (15388.640000 sec): 3 clusters Score: Raw -182373.724633 + Penalty 3501.996278 = -178871.728355 nChanged 7 SP:Iteration 18Q (15388.820000 sec): 3 clusters Score: Raw -182379.824045 + Penalty 3501.996278 = -178877.827767 nChanged 2 SP:Iteration 19Q (15389.000000 sec): 3 clusters Score: Raw -182383.209168 + Penalty 3501.996278 = -178881.212891 nChanged 0 SP:Iteration 20F (15389.210000 sec): 3 clusters Score: Raw -182383.728583 + Penalty 3501.996278 = -178881.732305 nChanged 1 SP:Iteration 21Q (15389.410000 sec): 3 clusters Score: Raw -182388.069684 + Penalty 3501.996278 = -178886.073406 nChanged 3 SP:Iteration 22Q (15389.640000 sec): 3 clusters Score: Raw -182391.912060 + Penalty 3501.996278 = -178889.915783 nChanged 1 SP:Iteration 23Q (15389.840000 sec): 3 clusters Score: Raw -182392.687488 + Penalty 3501.996278 = -178890.691210 nChanged 0 SP:Iteration 24F (15390.050000 sec): 3 clusters Score: Raw -182392.687488 + Penalty 3501.996278 = -178890.691210 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (174038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15390.990000 sec): 2 clusters Score: Raw -31417941.325306 + Penalty 2992.623178 = -31414948.702128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15392.230000 sec): 3 clusters Score: Raw -31304170.036040 + Penalty 5985.246357 = -31298184.789683 nChanged 83479 SP:Iteration 1F (15393.380000 sec): 3 clusters Score: Raw -31352608.812898 + Penalty 5985.246357 = -31346623.566541 nChanged 5521 SP:Iteration 2Q (15394.590000 sec): 3 clusters Score: Raw -31353871.550512 + Penalty 5985.246357 = -31347886.304155 nChanged 5939 SP:Iteration 3Q (15395.690000 sec): 3 clusters Score: Raw -31355438.722547 + Penalty 5985.246357 = -31349453.476190 nChanged 6437 SP:Iteration 4Q (15396.780000 sec): 3 clusters Score: Raw -31357330.629035 + Penalty 5985.246357 = -31351345.382678 nChanged 7169 SP:Iteration 5Q (15397.980000 sec): 3 clusters Score: Raw -31359573.933899 + Penalty 5985.246357 = -31353588.687542 nChanged 7557 SP:Iteration 6Q (15399.090000 sec): 3 clusters Score: Raw -31362105.616397 + Penalty 5985.246357 = -31356120.370040 nChanged 7721 SP:Iteration 7Q (15400.250000 sec): 3 clusters Score: Raw -31364719.167734 + Penalty 5985.246357 = -31358733.921377 nChanged 7654 SP:Iteration 8Q (15401.390000 sec): 3 clusters Score: Raw -31367301.908922 + Penalty 5985.246357 = -31361316.662565 nChanged 7417 SP:Iteration 9Q (15402.490000 sec): 3 clusters Score: Raw -31369870.495355 + Penalty 5985.246357 = -31363885.248998 nChanged 7395 SP:Iteration 10Q (15403.630000 sec): 3 clusters Score: Raw -31372635.354911 + Penalty 5985.246357 = -31366650.108554 nChanged 7531 SP:Iteration 11Q (15404.800000 sec): 3 clusters Score: Raw -31375838.890722 + Penalty 5985.246357 = -31369853.644365 nChanged 8188 SP:Iteration 12Q (15405.890000 sec): 3 clusters Score: Raw -31379890.321222 + Penalty 5985.246357 = -31373905.074865 nChanged 9175 SP:Iteration 13F (15406.950000 sec): 3 clusters Score: Raw -31385271.418483 + Penalty 5985.246357 = -31379286.172126 nChanged 10127 SP:Iteration 14F (15408.190000 sec): 3 clusters Score: Raw -31392292.435901 + Penalty 5985.246357 = -31386307.189544 nChanged 10285 SP:Iteration 15F (15409.300000 sec): 3 clusters Score: Raw -31400407.738939 + Penalty 5985.246357 = -31394422.492582 nChanged 8871 SP:Iteration 16F (15410.360000 sec): 3 clusters Score: Raw -31408044.499240 + Penalty 5985.246357 = -31402059.252883 nChanged 6264 SP:Iteration 17Q (15411.420000 sec): 3 clusters Score: Raw -31413505.099184 + Penalty 5985.246357 = -31407519.852827 nChanged 3436 SP:Iteration 18Q (15412.410000 sec): 3 clusters Score: Raw -31416334.599194 + Penalty 5985.246357 = -31410349.352838 nChanged 1573 SP:Iteration 19Q (15413.400000 sec): 3 clusters Score: Raw -31417473.643053 + Penalty 5985.246357 = -31411488.396696 nChanged 682 SP:Iteration 20F (15414.440000 sec): 3 clusters Score: Raw -31417922.027351 + Penalty 5985.246357 = -31411936.780994 nChanged 342 SP:Iteration 21Q (15415.390000 sec): 3 clusters Score: Raw -31418129.497527 + Penalty 5985.246357 = -31412144.251170 nChanged 184 SP:Iteration 22Q (15416.400000 sec): 3 clusters Score: Raw -31418245.820578 + Penalty 5985.246357 = -31412260.574221 nChanged 125 SP:Iteration 23Q (15417.430000 sec): 3 clusters Score: Raw -31418320.479861 + Penalty 5985.246357 = -31412335.233504 nChanged 78 SP:Iteration 24Q (15418.560000 sec): 3 clusters Score: Raw -31418362.571320 + Penalty 5985.246357 = -31412377.324963 nChanged 41 SP:Iteration 25Q (15419.450000 sec): 3 clusters Score: Raw -31418386.335049 + Penalty 5985.246357 = -31412401.088692 nChanged 42 SP:Iteration 26Q (15420.400000 sec): 3 clusters Score: Raw -31418413.309458 + Penalty 5985.246357 = -31412428.063102 nChanged 34 SP:Iteration 27Q (15421.290000 sec): 3 clusters Score: Raw -31418432.827151 + Penalty 5985.246357 = -31412447.580794 nChanged 14 SP:Iteration 28Q (15422.260000 sec): 3 clusters Score: Raw -31418439.067470 + Penalty 5985.246357 = -31412453.821113 nChanged 15 SP:Iteration 29Q (15423.110000 sec): 3 clusters Score: Raw -31418445.983152 + Penalty 5985.246357 = -31412460.736795 nChanged 9 SP:Iteration 30Q (15423.950000 sec): 3 clusters Score: Raw -31418451.245795 + Penalty 5985.246357 = -31412465.999438 nChanged 11 SP:Iteration 31Q (15424.870000 sec): 3 clusters Score: Raw -31418457.984652 + Penalty 5985.246357 = -31412472.738295 nChanged 10 SP:Iteration 32Q (15425.770000 sec): 3 clusters Score: Raw -31418463.369116 + Penalty 5985.246357 = -31412478.122759 nChanged 10 SP:Iteration 33Q (15426.670000 sec): 3 clusters Score: Raw -31418467.829347 + Penalty 5985.246357 = -31412482.582990 nChanged 5 SP:Iteration 34Q (15427.520000 sec): 3 clusters Score: Raw -31418470.107542 + Penalty 5985.246357 = -31412484.861185 nChanged 5 SP:Iteration 35Q (15428.320000 sec): 3 clusters Score: Raw -31418472.309003 + Penalty 5985.246357 = -31412487.062647 nChanged 1 SP:Iteration 36Q (15429.260000 sec): 3 clusters Score: Raw -31418473.391410 + Penalty 5985.246357 = -31412488.145053 nChanged 2 SP:Iteration 37Q (15430.220000 sec): 3 clusters Score: Raw -31418473.985333 + Penalty 5985.246357 = -31412488.738976 nChanged 3 SP:Iteration 38Q (15431.180000 sec): 3 clusters Score: Raw -31418475.437496 + Penalty 5985.246357 = -31412490.191140 nChanged 5 SP:Iteration 39Q (15432.180000 sec): 3 clusters Score: Raw -31418477.515429 + Penalty 5985.246357 = -31412492.269073 nChanged 2 SP:Iteration 40F (15433.280000 sec): 3 clusters Score: Raw -31418478.739185 + Penalty 5985.246357 = -31412493.492828 nChanged 3 SP:Iteration 41Q (15434.180000 sec): 3 clusters Score: Raw -31418480.394387 + Penalty 5985.246357 = -31412495.148030 nChanged 4 SP:Iteration 42Q (15435.120000 sec): 3 clusters Score: Raw -31418483.141429 + Penalty 5985.246357 = -31412497.895072 nChanged 5 SP:Iteration 43Q (15436.050000 sec): 3 clusters Score: Raw -31418486.060465 + Penalty 5985.246357 = -31412500.814109 nChanged 6 SP:Iteration 44Q (15437.010000 sec): 3 clusters Score: Raw -31418488.739562 + Penalty 5985.246357 = -31412503.493205 nChanged 5 SP:Iteration 45Q (15438.020000 sec): 3 clusters Score: Raw -31418491.760022 + Penalty 5985.246357 = -31412506.513665 nChanged 3 SP:Iteration 46Q (15439.120000 sec): 3 clusters Score: Raw -31418493.767262 + Penalty 5985.246357 = -31412508.520905 nChanged 2 SP:Iteration 47Q (15440.190000 sec): 3 clusters Score: Raw -31418494.824014 + Penalty 5985.246357 = -31412509.577657 nChanged 3 SP:Iteration 48Q (15441.300000 sec): 3 clusters Score: Raw -31418496.652256 + Penalty 5985.246357 = -31412511.405899 nChanged 4 SP:Iteration 49Q (15442.360000 sec): 3 clusters Score: Raw -31418500.164288 + Penalty 5985.246357 = -31412514.917931 nChanged 4 SP:Iteration 50Q (15443.420000 sec): 3 clusters Score: Raw -31418503.631204 + Penalty 5985.246357 = -31412518.384847 nChanged 4 SP:Iteration 51Q (15444.430000 sec): 3 clusters Score: Raw -31418506.405032 + Penalty 5985.246357 = -31412521.158675 nChanged 6 SP:Iteration 52Q (15445.420000 sec): 3 clusters Score: Raw -31418509.480144 + Penalty 5985.246357 = -31412524.233787 nChanged 3 SP:Iteration 53Q (15446.300000 sec): 3 clusters Score: Raw -31418511.402377 + Penalty 5985.246357 = -31412526.156020 nChanged 4 SP:Iteration 54Q (15447.240000 sec): 3 clusters Score: Raw -31418513.812193 + Penalty 5985.246357 = -31412528.565836 nChanged 4 SP:Iteration 55Q (15448.160000 sec): 3 clusters Score: Raw -31418515.752349 + Penalty 5985.246357 = -31412530.505992 nChanged 3 SP:Iteration 56Q (15449.100000 sec): 3 clusters Score: Raw -31418517.217886 + Penalty 5985.246357 = -31412531.971529 nChanged 0 SP:Iteration 57F (15450.140000 sec): 3 clusters Score: Raw -31418517.217886 + Penalty 5985.246357 = -31412531.971529 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (48429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15450.530000 sec): 2 clusters Score: Raw -8939378.369480 + Penalty 2675.387814 = -8936702.981666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15450.970000 sec): 3 clusters Score: Raw -8909379.353559 + Penalty 5350.775627 = -8904028.577932 nChanged 22433 SP:Iteration 1F (15451.430000 sec): 3 clusters Score: Raw -8921722.607538 + Penalty 5350.775627 = -8916371.831911 nChanged 1871 SP:Iteration 2Q (15451.840000 sec): 3 clusters Score: Raw -8922254.739356 + Penalty 5350.775627 = -8916903.963729 nChanged 1874 SP:Iteration 3Q (15452.300000 sec): 3 clusters Score: Raw -8922838.619119 + Penalty 5350.775627 = -8917487.843492 nChanged 1971 SP:Iteration 4Q (15452.760000 sec): 3 clusters Score: Raw -8923595.400643 + Penalty 5350.775627 = -8918244.625016 nChanged 2344 SP:Iteration 5Q (15453.230000 sec): 3 clusters Score: Raw -8924760.431920 + Penalty 5350.775627 = -8919409.656293 nChanged 3051 SP:Iteration 6F (15453.690000 sec): 3 clusters Score: Raw -8926669.100441 + Penalty 5350.775627 = -8921318.324814 nChanged 3771 SP:Iteration 7F (15454.140000 sec): 3 clusters Score: Raw -8929609.778492 + Penalty 5350.775627 = -8924259.002865 nChanged 4034 SP:Iteration 8F (15454.560000 sec): 3 clusters Score: Raw -8933284.708501 + Penalty 5350.775627 = -8927933.932874 nChanged 3334 SP:Iteration 9F (15455.000000 sec): 3 clusters Score: Raw -8936514.158953 + Penalty 5350.775627 = -8931163.383326 nChanged 1941 SP:Iteration 10Q (15455.420000 sec): 3 clusters Score: Raw -8938345.555254 + Penalty 5350.775627 = -8932994.779627 nChanged 797 SP:Iteration 11Q (15455.840000 sec): 3 clusters Score: Raw -8939095.845850 + Penalty 5350.775627 = -8933745.070223 nChanged 281 SP:Iteration 12Q (15456.300000 sec): 3 clusters Score: Raw -8939394.738439 + Penalty 5350.775627 = -8934043.962812 nChanged 99 SP:Iteration 13Q (15456.690000 sec): 3 clusters Score: Raw -8939522.946979 + Penalty 5350.775627 = -8934172.171352 nChanged 42 SP:Iteration 14Q (15457.100000 sec): 3 clusters Score: Raw -8939579.890344 + Penalty 5350.775627 = -8934229.114717 nChanged 25 SP:Iteration 15Q (15457.580000 sec): 3 clusters Score: Raw -8939624.810852 + Penalty 5350.775627 = -8934274.035225 nChanged 20 SP:Iteration 16Q (15457.990000 sec): 3 clusters Score: Raw -8939648.935952 + Penalty 5350.775627 = -8934298.160325 nChanged 12 SP:Iteration 17Q (15458.420000 sec): 3 clusters Score: Raw -8939665.798289 + Penalty 5350.775627 = -8934315.022662 nChanged 6 SP:Iteration 18Q (15458.860000 sec): 3 clusters Score: Raw -8939675.240067 + Penalty 5350.775627 = -8934324.464440 nChanged 4 SP:Iteration 19Q (15459.340000 sec): 3 clusters Score: Raw -8939681.959422 + Penalty 5350.775627 = -8934331.183795 nChanged 3 SP:Iteration 20F (15459.800000 sec): 3 clusters Score: Raw -8939685.476567 + Penalty 5350.775627 = -8934334.700940 nChanged 1 SP:Iteration 21Q (15460.230000 sec): 3 clusters Score: Raw -8939687.748424 + Penalty 5350.775627 = -8934336.972797 nChanged 4 SP:Iteration 22Q (15460.660000 sec): 3 clusters Score: Raw -8939696.196357 + Penalty 5350.775627 = -8934345.420730 nChanged 3 SP:Iteration 23Q (15461.060000 sec): 3 clusters Score: Raw -8939700.884032 + Penalty 5350.775627 = -8934350.108405 nChanged 2 SP:Iteration 24Q (15461.490000 sec): 3 clusters Score: Raw -8939704.915516 + Penalty 5350.775627 = -8934354.139889 nChanged 2 SP:Iteration 25Q (15461.840000 sec): 3 clusters Score: Raw -8939708.816805 + Penalty 5350.775627 = -8934358.041178 nChanged 3 SP:Iteration 26Q (15462.280000 sec): 3 clusters Score: Raw -8939710.703552 + Penalty 5350.775627 = -8934359.927925 nChanged 0 SP:Iteration 27F (15462.700000 sec): 3 clusters Score: Raw -8939710.703552 + Penalty 5350.775627 = -8934359.927925 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (29000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15462.970000 sec): 2 clusters Score: Raw -5013438.555294 + Penalty 2548.212675 = -5010890.342619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15463.260000 sec): 3 clusters Score: Raw -4996061.335959 + Penalty 5096.425350 = -4990964.910609 nChanged 12994 SP:Iteration 1F (15463.620000 sec): 3 clusters Score: Raw -5003202.063931 + Penalty 5096.425350 = -4998105.638580 nChanged 1292 SP:Iteration 2Q (15464.000000 sec): 3 clusters Score: Raw -5003647.811178 + Penalty 5096.425350 = -4998551.385828 nChanged 1207 SP:Iteration 3Q (15464.370000 sec): 3 clusters Score: Raw -5004120.471181 + Penalty 5096.425350 = -4999024.045831 nChanged 1230 SP:Iteration 4Q (15464.720000 sec): 3 clusters Score: Raw -5004718.543878 + Penalty 5096.425350 = -4999622.118528 nChanged 1276 SP:Iteration 5Q (15465.080000 sec): 3 clusters Score: Raw -5005451.508155 + Penalty 5096.425350 = -5000355.082805 nChanged 1363 SP:Iteration 6Q (15465.390000 sec): 3 clusters Score: Raw -5006287.947614 + Penalty 5096.425350 = -5001191.522264 nChanged 1458 SP:Iteration 7F (15465.710000 sec): 3 clusters Score: Raw -5007210.007078 + Penalty 5096.425350 = -5002113.581728 nChanged 1518 SP:Iteration 8F (15466.000000 sec): 3 clusters Score: Raw -5008183.538423 + Penalty 5096.425350 = -5003087.113073 nChanged 1494 SP:Iteration 9F (15466.380000 sec): 3 clusters Score: Raw -5009236.977949 + Penalty 5096.425350 = -5004140.552599 nChanged 1463 SP:Iteration 10F (15466.740000 sec): 3 clusters Score: Raw -5010306.290785 + Penalty 5096.425350 = -5005209.865435 nChanged 1305 SP:Iteration 11Q (15467.090000 sec): 3 clusters Score: Raw -5011235.242184 + Penalty 5096.425350 = -5006138.816834 nChanged 1046 SP:Iteration 12Q (15467.430000 sec): 3 clusters Score: Raw -5011994.019703 + Penalty 5096.425350 = -5006897.594353 nChanged 798 SP:Iteration 13Q (15467.780000 sec): 3 clusters Score: Raw -5012591.935753 + Penalty 5096.425350 = -5007495.510403 nChanged 560 SP:Iteration 14Q (15468.080000 sec): 3 clusters Score: Raw -5012995.223895 + Penalty 5096.425350 = -5007898.798544 nChanged 358 SP:Iteration 15Q (15468.370000 sec): 3 clusters Score: Raw -5013262.875465 + Penalty 5096.425350 = -5008166.450115 nChanged 233 SP:Iteration 16Q (15468.690000 sec): 3 clusters Score: Raw -5013462.744133 + Penalty 5096.425350 = -5008366.318783 nChanged 153 SP:Iteration 17Q (15468.970000 sec): 3 clusters Score: Raw -5013602.162075 + Penalty 5096.425350 = -5008505.736725 nChanged 86 SP:Iteration 18Q (15469.210000 sec): 3 clusters Score: Raw -5013689.741873 + Penalty 5096.425350 = -5008593.316523 nChanged 69 SP:Iteration 19Q (15469.510000 sec): 3 clusters Score: Raw -5013752.877928 + Penalty 5096.425350 = -5008656.452578 nChanged 35 SP:Iteration 20F (15469.820000 sec): 3 clusters Score: Raw -5013781.781219 + Penalty 5096.425350 = -5008685.355869 nChanged 21 SP:Iteration 21Q (15470.090000 sec): 3 clusters Score: Raw -5013802.461042 + Penalty 5096.425350 = -5008706.035692 nChanged 12 SP:Iteration 22Q (15470.390000 sec): 3 clusters Score: Raw -5013815.128921 + Penalty 5096.425350 = -5008718.703570 nChanged 11 SP:Iteration 23Q (15470.680000 sec): 3 clusters Score: Raw -5013823.195206 + Penalty 5096.425350 = -5008726.769856 nChanged 6 SP:Iteration 24Q (15470.990000 sec): 3 clusters Score: Raw -5013829.629813 + Penalty 5096.425350 = -5008733.204463 nChanged 5 SP:Iteration 25Q (15471.250000 sec): 3 clusters Score: Raw -5013833.668846 + Penalty 5096.425350 = -5008737.243496 nChanged 3 SP:Iteration 26Q (15471.550000 sec): 3 clusters Score: Raw -5013835.963665 + Penalty 5096.425350 = -5008739.538315 nChanged 1 SP:Iteration 27Q (15471.850000 sec): 3 clusters Score: Raw -5013836.290539 + Penalty 5096.425350 = -5008739.865189 nChanged 0 SP:Iteration 28F (15472.120000 sec): 3 clusters Score: Raw -5013836.290539 + Penalty 5096.425350 = -5008739.865189 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15472.240000 sec): 2 clusters Score: Raw -38234.560394 + Penalty 1435.150551 = -36799.409844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15472.390000 sec): 3 clusters Score: Raw -38490.597073 + Penalty 2870.301101 = -35620.295972 nChanged 68 SP:Iteration 1F (15472.610000 sec): 3 clusters Score: Raw -38746.442245 + Penalty 2870.301101 = -35876.141144 nChanged 21 SP:Iteration 2F (15472.830000 sec): 3 clusters Score: Raw -38999.962694 + Penalty 2870.301101 = -36129.661593 nChanged 16 SP:Iteration 3Q (15473.040000 sec): 3 clusters Score: Raw -39085.197800 + Penalty 2870.301101 = -36214.896699 nChanged 4 SP:Iteration 4Q (15473.230000 sec): 3 clusters Score: Raw -39100.092224 + Penalty 2870.301101 = -36229.791122 nChanged 7 SP:Iteration 5Q (15473.430000 sec): 3 clusters Score: Raw -39132.744854 + Penalty 2870.301101 = -36262.443753 nChanged 5 SP:Iteration 6Q (15473.610000 sec): 3 clusters Score: Raw -39161.186960 + Penalty 2870.301101 = -36290.885859 nChanged 3 SP:Iteration 7Q (15473.870000 sec): 3 clusters Score: Raw -39168.278352 + Penalty 2870.301101 = -36297.977251 nChanged 0 SP:Iteration 8F (15474.050000 sec): 3 clusters Score: Raw -39168.278352 + Penalty 2870.301101 = -36297.977251 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15474.190000 sec): 2 clusters Score: Raw -1170255.808013 + Penalty 2178.206239 = -1168077.601774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15474.440000 sec): 3 clusters Score: Raw -1166975.911924 + Penalty 4356.412477 = -1162619.499447 nChanged 2621 SP:Iteration 1F (15474.680000 sec): 3 clusters Score: Raw -1168519.463057 + Penalty 4356.412477 = -1164163.050580 nChanged 570 SP:Iteration 2F (15474.900000 sec): 3 clusters Score: Raw -1168991.168573 + Penalty 4356.412477 = -1164634.756096 nChanged 461 SP:Iteration 3F (15475.190000 sec): 3 clusters Score: Raw -1169431.742667 + Penalty 4356.412477 = -1165075.330189 nChanged 446 SP:Iteration 4F (15475.380000 sec): 3 clusters Score: Raw -1169859.959841 + Penalty 4356.412477 = -1165503.547364 nChanged 404 SP:Iteration 5F (15475.570000 sec): 3 clusters Score: Raw -1170225.051026 + Penalty 4356.412477 = -1165868.638549 nChanged 365 SP:Iteration 6F (15475.790000 sec): 3 clusters Score: Raw -1170521.633452 + Penalty 4356.412477 = -1166165.220975 nChanged 325 SP:Iteration 7Q (15476.030000 sec): 3 clusters Score: Raw -1170770.514694 + Penalty 4356.412477 = -1166414.102217 nChanged 259 SP:Iteration 8Q (15476.290000 sec): 3 clusters Score: Raw -1170962.723127 + Penalty 4356.412477 = -1166606.310650 nChanged 228 SP:Iteration 9Q (15476.510000 sec): 3 clusters Score: Raw -1171156.428684 + Penalty 4356.412477 = -1166800.016207 nChanged 183 SP:Iteration 10Q (15476.710000 sec): 3 clusters Score: Raw -1171308.676142 + Penalty 4356.412477 = -1166952.263665 nChanged 150 SP:Iteration 11Q (15476.910000 sec): 3 clusters Score: Raw -1171436.566287 + Penalty 4356.412477 = -1167080.153810 nChanged 112 SP:Iteration 12Q (15477.140000 sec): 3 clusters Score: Raw -1171526.000442 + Penalty 4356.412477 = -1167169.587965 nChanged 92 SP:Iteration 13Q (15477.350000 sec): 3 clusters Score: Raw -1171593.529544 + Penalty 4356.412477 = -1167237.117067 nChanged 83 SP:Iteration 14Q (15477.610000 sec): 3 clusters Score: Raw -1171645.858046 + Penalty 4356.412477 = -1167289.445569 nChanged 67 SP:Iteration 15Q (15477.810000 sec): 3 clusters Score: Raw -1171682.466998 + Penalty 4356.412477 = -1167326.054521 nChanged 41 SP:Iteration 16Q (15478.040000 sec): 3 clusters Score: Raw -1171708.103383 + Penalty 4356.412477 = -1167351.690906 nChanged 39 SP:Iteration 17Q (15478.230000 sec): 3 clusters Score: Raw -1171727.968148 + Penalty 4356.412477 = -1167371.555671 nChanged 30 SP:Iteration 18Q (15478.440000 sec): 3 clusters Score: Raw -1171742.754713 + Penalty 4356.412477 = -1167386.342235 nChanged 23 SP:Iteration 19Q (15478.680000 sec): 3 clusters Score: Raw -1171750.099097 + Penalty 4356.412477 = -1167393.686619 nChanged 13 SP:Iteration 20F (15478.860000 sec): 3 clusters Score: Raw -1171753.959406 + Penalty 4356.412477 = -1167397.546929 nChanged 11 SP:Iteration 21Q (15479.070000 sec): 3 clusters Score: Raw -1171756.822235 + Penalty 4356.412477 = -1167400.409758 nChanged 12 SP:Iteration 22Q (15479.310000 sec): 3 clusters Score: Raw -1171760.423283 + Penalty 4356.412477 = -1167404.010805 nChanged 11 SP:Iteration 23Q (15479.540000 sec): 3 clusters Score: Raw -1171763.610797 + Penalty 4356.412477 = -1167407.198320 nChanged 5 SP:Iteration 24Q (15479.770000 sec): 3 clusters Score: Raw -1171764.315805 + Penalty 4356.412477 = -1167407.903328 nChanged 2 SP:Iteration 25Q (15479.970000 sec): 3 clusters Score: Raw -1171765.010581 + Penalty 4356.412477 = -1167408.598104 nChanged 1 SP:Iteration 26Q (15480.160000 sec): 3 clusters Score: Raw -1171765.625703 + Penalty 4356.412477 = -1167409.213226 nChanged 3 SP:Iteration 27Q (15480.420000 sec): 3 clusters Score: Raw -1171766.230780 + Penalty 4356.412477 = -1167409.818302 nChanged 1 SP:Iteration 28Q (15480.630000 sec): 3 clusters Score: Raw -1171766.481242 + Penalty 4356.412477 = -1167410.068765 nChanged 2 SP:Iteration 29Q (15480.810000 sec): 3 clusters Score: Raw -1171767.319024 + Penalty 4356.412477 = -1167410.906547 nChanged 0 SP:Iteration 30F (15481.010000 sec): 3 clusters Score: Raw -1171767.319024 + Penalty 4356.412477 = -1167410.906547 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 35 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15481.110000 sec): 2 clusters Score: Raw -144045.261175 + Penalty 1699.093862 = -142346.167313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15481.310000 sec): 3 clusters Score: Raw -143917.386845 + Penalty 3398.187724 = -140519.199121 nChanged 267 SP:Iteration 1F (15481.490000 sec): 3 clusters Score: Raw -144844.303756 + Penalty 3398.187724 = -141446.116032 nChanged 135 SP:Iteration 2F (15481.710000 sec): 3 clusters Score: Raw -146016.579529 + Penalty 3398.187724 = -142618.391805 nChanged 129 SP:Iteration 3F (15481.850000 sec): 3 clusters Score: Raw -147144.514603 + Penalty 3398.187724 = -143746.326879 nChanged 67 SP:Iteration 4F (15482.080000 sec): 3 clusters Score: Raw -147824.385390 + Penalty 3398.187724 = -144426.197666 nChanged 13 SP:Iteration 5Q (15482.250000 sec): 3 clusters Score: Raw -147903.378068 + Penalty 3398.187724 = -144505.190344 nChanged 6 SP:Iteration 6Q (15482.390000 sec): 3 clusters Score: Raw -147997.979370 + Penalty 3398.187724 = -144599.791646 nChanged 3 SP:Iteration 7Q (15482.570000 sec): 3 clusters Score: Raw -148015.208844 + Penalty 3398.187724 = -144617.021120 nChanged 1 SP:Iteration 8Q (15482.750000 sec): 3 clusters Score: Raw -148016.361662 + Penalty 3398.187724 = -144618.173938 nChanged 0 SP:Iteration 9F (15482.940000 sec): 3 clusters Score: Raw -148016.361662 + Penalty 3398.187724 = -144618.173938 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 36 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15483.070000 sec): 2 clusters Score: Raw -127747.603214 + Penalty 1647.982560 = -126099.620654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15483.230000 sec): 3 clusters Score: Raw -127682.955301 + Penalty 3295.965121 = -124386.990180 nChanged 176 SP:Iteration 1F (15483.420000 sec): 3 clusters Score: Raw -127966.867596 + Penalty 3295.965121 = -124670.902475 nChanged 52 SP:Iteration 2F (15483.630000 sec): 3 clusters Score: Raw -128116.500005 + Penalty 3295.965121 = -124820.534884 nChanged 39 SP:Iteration 3F (15483.800000 sec): 3 clusters Score: Raw -128266.462518 + Penalty 3295.965121 = -124970.497397 nChanged 39 SP:Iteration 4F (15484.020000 sec): 3 clusters Score: Raw -128415.874511 + Penalty 3295.965121 = -125119.909390 nChanged 35 SP:Iteration 5Q (15484.200000 sec): 3 clusters Score: Raw -128501.228122 + Penalty 3295.965121 = -125205.263001 nChanged 23 SP:Iteration 6Q (15484.420000 sec): 3 clusters Score: Raw -128559.398643 + Penalty 3295.965121 = -125263.433522 nChanged 18 SP:Iteration 7Q (15484.590000 sec): 3 clusters Score: Raw -128603.012372 + Penalty 3295.965121 = -125307.047251 nChanged 10 SP:Iteration 8Q (15484.790000 sec): 3 clusters Score: Raw -128631.943403 + Penalty 3295.965121 = -125335.978283 nChanged 7 SP:Iteration 9Q (15484.950000 sec): 3 clusters Score: Raw -128647.830183 + Penalty 3295.965121 = -125351.865063 nChanged 6 SP:Iteration 10Q (15485.160000 sec): 3 clusters Score: Raw -128659.476206 + Penalty 3295.965121 = -125363.511085 nChanged 5 SP:Iteration 11Q (15485.390000 sec): 3 clusters Score: Raw -128674.885000 + Penalty 3295.965121 = -125378.919879 nChanged 9 SP:Iteration 12Q (15485.580000 sec): 3 clusters Score: Raw -128700.732938 + Penalty 3295.965121 = -125404.767817 nChanged 4 SP:Iteration 13Q (15485.750000 sec): 3 clusters Score: Raw -128707.900045 + Penalty 3295.965121 = -125411.934925 nChanged 0 SP:Iteration 14F (15485.980000 sec): 3 clusters Score: Raw -128707.900045 + Penalty 3295.965121 = -125411.934925 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 37 (8139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15486.140000 sec): 2 clusters Score: Raw -1444100.251751 + Penalty 2233.096805 = -1441867.154946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15486.410000 sec): 3 clusters Score: Raw -1440014.988115 + Penalty 4466.193610 = -1435548.794505 nChanged 3280 SP:Iteration 1F (15486.600000 sec): 3 clusters Score: Raw -1442599.216371 + Penalty 4466.193610 = -1438133.022761 nChanged 840 SP:Iteration 2F (15486.850000 sec): 3 clusters Score: Raw -1443397.280726 + Penalty 4466.193610 = -1438931.087116 nChanged 684 SP:Iteration 3F (15487.090000 sec): 3 clusters Score: Raw -1444091.207738 + Penalty 4466.193610 = -1439625.014128 nChanged 636 SP:Iteration 4F (15487.300000 sec): 3 clusters Score: Raw -1444863.296993 + Penalty 4466.193610 = -1440397.103383 nChanged 588 SP:Iteration 5F (15487.510000 sec): 3 clusters Score: Raw -1445660.293126 + Penalty 4466.193610 = -1441194.099515 nChanged 490 SP:Iteration 6F (15487.740000 sec): 3 clusters Score: Raw -1446239.667274 + Penalty 4466.193610 = -1441773.473664 nChanged 346 SP:Iteration 7Q (15487.970000 sec): 3 clusters Score: Raw -1446589.695521 + Penalty 4466.193610 = -1442123.501911 nChanged 237 SP:Iteration 8Q (15488.190000 sec): 3 clusters Score: Raw -1446747.492536 + Penalty 4466.193610 = -1442281.298926 nChanged 144 SP:Iteration 9Q (15488.410000 sec): 3 clusters Score: Raw -1446813.469971 + Penalty 4466.193610 = -1442347.276361 nChanged 76 SP:Iteration 10Q (15488.670000 sec): 3 clusters Score: Raw -1446848.181227 + Penalty 4466.193610 = -1442381.987617 nChanged 60 SP:Iteration 11Q (15488.850000 sec): 3 clusters Score: Raw -1446872.244491 + Penalty 4466.193610 = -1442406.050881 nChanged 39 SP:Iteration 12Q (15489.060000 sec): 3 clusters Score: Raw -1446886.806883 + Penalty 4466.193610 = -1442420.613273 nChanged 37 SP:Iteration 13Q (15489.290000 sec): 3 clusters Score: Raw -1446898.963359 + Penalty 4466.193610 = -1442432.769748 nChanged 29 SP:Iteration 14Q (15489.490000 sec): 3 clusters Score: Raw -1446908.648590 + Penalty 4466.193610 = -1442442.454979 nChanged 17 SP:Iteration 15Q (15489.710000 sec): 3 clusters Score: Raw -1446914.193250 + Penalty 4466.193610 = -1442447.999640 nChanged 11 SP:Iteration 16Q (15489.950000 sec): 3 clusters Score: Raw -1446918.155850 + Penalty 4466.193610 = -1442451.962240 nChanged 8 SP:Iteration 17Q (15490.190000 sec): 3 clusters Score: Raw -1446921.095254 + Penalty 4466.193610 = -1442454.901644 nChanged 9 SP:Iteration 18Q (15490.430000 sec): 3 clusters Score: Raw -1446923.655235 + Penalty 4466.193610 = -1442457.461625 nChanged 10 SP:Iteration 19Q (15490.660000 sec): 3 clusters Score: Raw -1446925.955428 + Penalty 4466.193610 = -1442459.761818 nChanged 3 SP:Iteration 20F (15490.870000 sec): 3 clusters Score: Raw -1446926.405945 + Penalty 4466.193610 = -1442460.212335 nChanged 3 SP:Iteration 21Q (15491.060000 sec): 3 clusters Score: Raw -1446926.930366 + Penalty 4466.193610 = -1442460.736756 nChanged 1 SP:Iteration 22Q (15491.280000 sec): 3 clusters Score: Raw -1446927.187781 + Penalty 4466.193610 = -1442460.994171 nChanged 3 SP:Iteration 23Q (15491.550000 sec): 3 clusters Score: Raw -1446927.775194 + Penalty 4466.193610 = -1442461.581584 nChanged 1 SP:Iteration 24Q (15491.770000 sec): 3 clusters Score: Raw -1446927.892971 + Penalty 4466.193610 = -1442461.699361 nChanged 0 SP:Iteration 25F (15491.990000 sec): 3 clusters Score: Raw -1446927.892971 + Penalty 4466.193610 = -1442461.699361 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 38 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15492.080000 sec): 2 clusters Score: Raw -10672.710535 + Penalty 1137.071935 = -9535.638600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15492.240000 sec): 3 clusters Score: Raw -11341.720101 + Penalty 2274.143869 = -9067.576232 nChanged 6 SP:Iteration 1F (15492.420000 sec): 3 clusters Score: Raw -11399.342581 + Penalty 2274.143869 = -9125.198711 nChanged 1 SP:Iteration 2Q (15492.610000 sec): 3 clusters Score: Raw -11445.636702 + Penalty 2274.143869 = -9171.492832 nChanged 0 SP:Iteration 3F (15492.820000 sec): 3 clusters Score: Raw -11445.636702 + Penalty 2274.143869 = -9171.492832 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 39 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15492.890000 sec): 2 clusters Score: Raw -302479.391460 + Penalty 1846.173665 = -300633.217795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15493.120000 sec): 3 clusters Score: Raw -301944.365691 + Penalty 3692.347330 = -298252.018361 nChanged 515 SP:Iteration 1F (15493.260000 sec): 3 clusters Score: Raw -302330.154071 + Penalty 3692.347330 = -298637.806741 nChanged 114 SP:Iteration 2F (15493.460000 sec): 3 clusters Score: Raw -302439.115249 + Penalty 3692.347330 = -298746.767919 nChanged 57 SP:Iteration 3Q (15493.670000 sec): 3 clusters Score: Raw -302491.670083 + Penalty 3692.347330 = -298799.322753 nChanged 49 SP:Iteration 4Q (15493.880000 sec): 3 clusters Score: Raw -302537.191231 + Penalty 3692.347330 = -298844.843901 nChanged 27 SP:Iteration 5Q (15494.030000 sec): 3 clusters Score: Raw -302560.556427 + Penalty 3692.347330 = -298868.209097 nChanged 15 SP:Iteration 6Q (15494.260000 sec): 3 clusters Score: Raw -302577.048686 + Penalty 3692.347330 = -298884.701356 nChanged 19 SP:Iteration 7Q (15494.460000 sec): 3 clusters Score: Raw -302596.987071 + Penalty 3692.347330 = -298904.639741 nChanged 11 SP:Iteration 8Q (15494.610000 sec): 3 clusters Score: Raw -302604.168681 + Penalty 3692.347330 = -298911.821351 nChanged 6 SP:Iteration 9Q (15494.800000 sec): 3 clusters Score: Raw -302607.348799 + Penalty 3692.347330 = -298915.001469 nChanged 3 SP:Iteration 10Q (15494.990000 sec): 3 clusters Score: Raw -302610.597172 + Penalty 3692.347330 = -298918.249842 nChanged 3 SP:Iteration 11Q (15495.200000 sec): 3 clusters Score: Raw -302614.461608 + Penalty 3692.347330 = -298922.114278 nChanged 4 SP:Iteration 12Q (15495.420000 sec): 3 clusters Score: Raw -302617.439037 + Penalty 3692.347330 = -298925.091707 nChanged 4 SP:Iteration 13Q (15495.600000 sec): 3 clusters Score: Raw -302621.044449 + Penalty 3692.347330 = -298928.697119 nChanged 4 SP:Iteration 14Q (15495.810000 sec): 3 clusters Score: Raw -302623.327885 + Penalty 3692.347330 = -298930.980555 nChanged 3 SP:Iteration 15Q (15495.990000 sec): 3 clusters Score: Raw -302624.878891 + Penalty 3692.347330 = -298932.531561 nChanged 2 SP:Iteration 16Q (15496.160000 sec): 3 clusters Score: Raw -302626.137868 + Penalty 3692.347330 = -298933.790538 nChanged 3 SP:Iteration 17Q (15496.320000 sec): 3 clusters Score: Raw -302629.362981 + Penalty 3692.347330 = -298937.015651 nChanged 2 SP:Iteration 18Q (15496.480000 sec): 3 clusters Score: Raw -302630.761477 + Penalty 3692.347330 = -298938.414147 nChanged 0 SP:Iteration 19F (15496.690000 sec): 3 clusters Score: Raw -302630.761477 + Penalty 3692.347330 = -298938.414147 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 40 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15496.780000 sec): 2 clusters Score: Raw -190190.266811 + Penalty 1724.986967 = -188465.279844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15496.980000 sec): 3 clusters Score: Raw -189974.824340 + Penalty 3449.973934 = -186524.850406 nChanged 269 SP:Iteration 1F (15497.160000 sec): 3 clusters Score: Raw -190344.095323 + Penalty 3449.973934 = -186894.121389 nChanged 78 SP:Iteration 2F (15497.320000 sec): 3 clusters Score: Raw -190460.012646 + Penalty 3449.973934 = -187010.038713 nChanged 48 SP:Iteration 3Q (15497.500000 sec): 3 clusters Score: Raw -190533.987832 + Penalty 3449.973934 = -187084.013898 nChanged 21 SP:Iteration 4Q (15497.660000 sec): 3 clusters Score: Raw -190577.815966 + Penalty 3449.973934 = -187127.842032 nChanged 23 SP:Iteration 5Q (15497.860000 sec): 3 clusters Score: Raw -190635.083076 + Penalty 3449.973934 = -187185.109143 nChanged 26 SP:Iteration 6Q (15498.070000 sec): 3 clusters Score: Raw -190696.255899 + Penalty 3449.973934 = -187246.281965 nChanged 33 SP:Iteration 7Q (15498.260000 sec): 3 clusters Score: Raw -190748.619597 + Penalty 3449.973934 = -187298.645664 nChanged 27 SP:Iteration 8Q (15498.410000 sec): 3 clusters Score: Raw -190787.207193 + Penalty 3449.973934 = -187337.233259 nChanged 29 SP:Iteration 9Q (15498.600000 sec): 3 clusters Score: Raw -190834.925661 + Penalty 3449.973934 = -187384.951727 nChanged 32 SP:Iteration 10Q (15498.810000 sec): 3 clusters Score: Raw -190888.379880 + Penalty 3449.973934 = -187438.405946 nChanged 27 SP:Iteration 11Q (15498.990000 sec): 3 clusters Score: Raw -190933.063639 + Penalty 3449.973934 = -187483.089705 nChanged 27 SP:Iteration 12Q (15499.230000 sec): 3 clusters Score: Raw -190976.832349 + Penalty 3449.973934 = -187526.858415 nChanged 16 SP:Iteration 13Q (15499.450000 sec): 3 clusters Score: Raw -191002.480646 + Penalty 3449.973934 = -187552.506712 nChanged 18 SP:Iteration 14Q (15499.590000 sec): 3 clusters Score: Raw -191031.134437 + Penalty 3449.973934 = -187581.160503 nChanged 14 SP:Iteration 15Q (15499.750000 sec): 3 clusters Score: Raw -191054.772719 + Penalty 3449.973934 = -187604.798785 nChanged 8 SP:Iteration 16Q (15499.950000 sec): 3 clusters Score: Raw -191065.952016 + Penalty 3449.973934 = -187615.978082 nChanged 5 SP:Iteration 17Q (15500.140000 sec): 3 clusters Score: Raw -191073.380811 + Penalty 3449.973934 = -187623.406877 nChanged 5 SP:Iteration 18Q (15500.300000 sec): 3 clusters Score: Raw -191081.548273 + Penalty 3449.973934 = -187631.574339 nChanged 6 SP:Iteration 19Q (15500.510000 sec): 3 clusters Score: Raw -191089.056394 + Penalty 3449.973934 = -187639.082460 nChanged 4 SP:Iteration 20F (15500.670000 sec): 3 clusters Score: Raw -191099.384967 + Penalty 3449.973934 = -187649.411033 nChanged 8 SP:Iteration 21Q (15500.870000 sec): 3 clusters Score: Raw -191123.679913 + Penalty 3449.973934 = -187673.705979 nChanged 10 SP:Iteration 22Q (15501.050000 sec): 3 clusters Score: Raw -191147.777981 + Penalty 3449.973934 = -187697.804047 nChanged 11 SP:Iteration 23Q (15501.220000 sec): 3 clusters Score: Raw -191172.320494 + Penalty 3449.973934 = -187722.346561 nChanged 12 SP:Iteration 24Q (15501.430000 sec): 3 clusters Score: Raw -191201.961138 + Penalty 3449.973934 = -187751.987204 nChanged 8 SP:Iteration 25Q (15501.610000 sec): 3 clusters Score: Raw -191213.672389 + Penalty 3449.973934 = -187763.698456 nChanged 3 SP:Iteration 26Q (15501.750000 sec): 3 clusters Score: Raw -191218.917891 + Penalty 3449.973934 = -187768.943957 nChanged 0 SP:Iteration 27F (15501.930000 sec): 3 clusters Score: Raw -191218.917891 + Penalty 3449.973934 = -187768.943957 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 41 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15502.030000 sec): 2 clusters Score: Raw -25983.974280 + Penalty 1363.297720 = -24620.676560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15502.190000 sec): 3 clusters Score: Raw -26351.904073 + Penalty 2726.595440 = -23625.308633 nChanged 52 SP:Iteration 1F (15502.410000 sec): 3 clusters Score: Raw -26603.970670 + Penalty 2726.595440 = -23877.375230 nChanged 16 SP:Iteration 2F (15502.560000 sec): 3 clusters Score: Raw -26683.514325 + Penalty 2726.595440 = -23956.918885 nChanged 5 SP:Iteration 3Q (15502.740000 sec): 3 clusters Score: Raw -26717.456247 + Penalty 2726.595440 = -23990.860807 nChanged 2 SP:Iteration 4Q (15502.890000 sec): 3 clusters Score: Raw -26727.043535 + Penalty 2726.595440 = -24000.448095 nChanged 1 SP:Iteration 5Q (15503.090000 sec): 3 clusters Score: Raw -26731.338049 + Penalty 2726.595440 = -24004.742609 nChanged 2 SP:Iteration 6Q (15503.270000 sec): 3 clusters Score: Raw -26738.007347 + Penalty 2726.595440 = -24011.411907 nChanged 1 SP:Iteration 7Q (15503.430000 sec): 3 clusters Score: Raw -26742.241646 + Penalty 2726.595440 = -24015.646206 nChanged 1 SP:Iteration 8Q (15503.640000 sec): 3 clusters Score: Raw -26744.885721 + Penalty 2726.595440 = -24018.290281 nChanged 0 SP:Iteration 9F (15503.810000 sec): 3 clusters Score: Raw -26744.885721 + Penalty 2726.595440 = -24018.290281 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 42 (1817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15503.900000 sec): 2 clusters Score: Raw -306710.054106 + Penalty 1861.225633 = -304848.828473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15504.090000 sec): 3 clusters Score: Raw -306087.539536 + Penalty 3722.451266 = -302365.088270 nChanged 558 SP:Iteration 1F (15504.290000 sec): 3 clusters Score: Raw -306581.311987 + Penalty 3722.451266 = -302858.860721 nChanged 142 SP:Iteration 2F (15504.480000 sec): 3 clusters Score: Raw -306780.892294 + Penalty 3722.451266 = -303058.441028 nChanged 103 SP:Iteration 3F (15504.640000 sec): 3 clusters Score: Raw -306924.615119 + Penalty 3722.451266 = -303202.163853 nChanged 84 SP:Iteration 4Q (15504.830000 sec): 3 clusters Score: Raw -307041.601364 + Penalty 3722.451266 = -303319.150098 nChanged 64 SP:Iteration 5Q (15504.970000 sec): 3 clusters Score: Raw -307119.047705 + Penalty 3722.451266 = -303396.596439 nChanged 56 SP:Iteration 6Q (15505.170000 sec): 3 clusters Score: Raw -307185.646030 + Penalty 3722.451266 = -303463.194764 nChanged 54 SP:Iteration 7Q (15505.310000 sec): 3 clusters Score: Raw -307246.273256 + Penalty 3722.451266 = -303523.821990 nChanged 45 SP:Iteration 8Q (15505.510000 sec): 3 clusters Score: Raw -307298.058773 + Penalty 3722.451266 = -303575.607508 nChanged 35 SP:Iteration 9Q (15505.700000 sec): 3 clusters Score: Raw -307335.469479 + Penalty 3722.451266 = -303613.018213 nChanged 27 SP:Iteration 10Q (15505.860000 sec): 3 clusters Score: Raw -307360.180801 + Penalty 3722.451266 = -303637.729535 nChanged 23 SP:Iteration 11Q (15506.080000 sec): 3 clusters Score: Raw -307382.483665 + Penalty 3722.451266 = -303660.032399 nChanged 21 SP:Iteration 12Q (15506.270000 sec): 3 clusters Score: Raw -307401.655939 + Penalty 3722.451266 = -303679.204673 nChanged 27 SP:Iteration 13Q (15506.440000 sec): 3 clusters Score: Raw -307433.728449 + Penalty 3722.451266 = -303711.277183 nChanged 30 SP:Iteration 14Q (15506.650000 sec): 3 clusters Score: Raw -307465.494182 + Penalty 3722.451266 = -303743.042916 nChanged 20 SP:Iteration 15Q (15506.870000 sec): 3 clusters Score: Raw -307485.411177 + Penalty 3722.451266 = -303762.959911 nChanged 17 SP:Iteration 16Q (15507.120000 sec): 3 clusters Score: Raw -307505.248267 + Penalty 3722.451266 = -303782.797001 nChanged 16 SP:Iteration 17Q (15507.320000 sec): 3 clusters Score: Raw -307525.127808 + Penalty 3722.451266 = -303802.676543 nChanged 22 SP:Iteration 18Q (15507.530000 sec): 3 clusters Score: Raw -307555.464725 + Penalty 3722.451266 = -303833.013459 nChanged 22 SP:Iteration 19Q (15507.710000 sec): 3 clusters Score: Raw -307585.295534 + Penalty 3722.451266 = -303862.844269 nChanged 21 SP:Iteration 20F (15507.930000 sec): 3 clusters Score: Raw -307656.229263 + Penalty 3722.451266 = -303933.777997 nChanged 41 SP:Iteration 21Q (15508.150000 sec): 3 clusters Score: Raw -307810.614011 + Penalty 3722.451266 = -304088.162745 nChanged 43 SP:Iteration 22Q (15508.330000 sec): 3 clusters Score: Raw -307926.334618 + Penalty 3722.451266 = -304203.883352 nChanged 30 SP:Iteration 23Q (15508.510000 sec): 3 clusters Score: Raw -307984.390126 + Penalty 3722.451266 = -304261.938860 nChanged 24 SP:Iteration 24Q (15508.710000 sec): 3 clusters Score: Raw -308017.256559 + Penalty 3722.451266 = -304294.805293 nChanged 23 SP:Iteration 25Q (15508.910000 sec): 3 clusters Score: Raw -308046.380453 + Penalty 3722.451266 = -304323.929187 nChanged 20 SP:Iteration 26Q (15509.090000 sec): 3 clusters Score: Raw -308075.168505 + Penalty 3722.451266 = -304352.717239 nChanged 33 SP:Iteration 27Q (15509.300000 sec): 3 clusters Score: Raw -308120.202574 + Penalty 3722.451266 = -304397.751308 nChanged 29 SP:Iteration 28Q (15509.460000 sec): 3 clusters Score: Raw -308150.252860 + Penalty 3722.451266 = -304427.801594 nChanged 19 SP:Iteration 29Q (15509.630000 sec): 3 clusters Score: Raw -308169.449723 + Penalty 3722.451266 = -304446.998457 nChanged 22 SP:Iteration 30Q (15509.840000 sec): 3 clusters Score: Raw -308193.183926 + Penalty 3722.451266 = -304470.732660 nChanged 19 SP:Iteration 31Q (15510.070000 sec): 3 clusters Score: Raw -308209.195105 + Penalty 3722.451266 = -304486.743839 nChanged 15 SP:Iteration 32Q (15510.250000 sec): 3 clusters Score: Raw -308225.156492 + Penalty 3722.451266 = -304502.705226 nChanged 10 SP:Iteration 33Q (15510.400000 sec): 3 clusters Score: Raw -308232.462789 + Penalty 3722.451266 = -304510.011523 nChanged 12 SP:Iteration 34Q (15510.600000 sec): 3 clusters Score: Raw -308240.584523 + Penalty 3722.451266 = -304518.133257 nChanged 7 SP:Iteration 35Q (15510.800000 sec): 3 clusters Score: Raw -308243.880521 + Penalty 3722.451266 = -304521.429255 nChanged 1 SP:Iteration 36Q (15510.960000 sec): 3 clusters Score: Raw -308244.201755 + Penalty 3722.451266 = -304521.750489 nChanged 2 SP:Iteration 37Q (15511.170000 sec): 3 clusters Score: Raw -308245.055736 + Penalty 3722.451266 = -304522.604470 nChanged 2 SP:Iteration 38Q (15511.380000 sec): 3 clusters Score: Raw -308246.250223 + Penalty 3722.451266 = -304523.798957 nChanged 1 SP:Iteration 39Q (15511.520000 sec): 3 clusters Score: Raw -308246.980805 + Penalty 3722.451266 = -304524.529539 nChanged 1 SP:Iteration 40F (15511.700000 sec): 3 clusters Score: Raw -308247.598171 + Penalty 3722.451266 = -304525.146905 nChanged 1 SP:Iteration 41Q (15511.940000 sec): 3 clusters Score: Raw -308248.562089 + Penalty 3722.451266 = -304526.110823 nChanged 2 SP:Iteration 42Q (15512.120000 sec): 3 clusters Score: Raw -308250.679635 + Penalty 3722.451266 = -304528.228369 nChanged 2 SP:Iteration 43Q (15512.310000 sec): 3 clusters Score: Raw -308252.813961 + Penalty 3722.451266 = -304530.362695 nChanged 2 SP:Iteration 44Q (15512.490000 sec): 3 clusters Score: Raw -308255.368854 + Penalty 3722.451266 = -304532.917588 nChanged 4 SP:Iteration 45Q (15512.730000 sec): 3 clusters Score: Raw -308259.117027 + Penalty 3722.451266 = -304536.665761 nChanged 5 SP:Iteration 46Q (15512.900000 sec): 3 clusters Score: Raw -308264.766576 + Penalty 3722.451266 = -304542.315310 nChanged 5 SP:Iteration 47Q (15513.100000 sec): 3 clusters Score: Raw -308268.276168 + Penalty 3722.451266 = -304545.824902 nChanged 4 SP:Iteration 48Q (15513.260000 sec): 3 clusters Score: Raw -308270.674698 + Penalty 3722.451266 = -304548.223432 nChanged 4 SP:Iteration 49Q (15513.450000 sec): 3 clusters Score: Raw -308273.302011 + Penalty 3722.451266 = -304550.850745 nChanged 5 SP:Iteration 50Q (15513.620000 sec): 3 clusters Score: Raw -308278.226700 + Penalty 3722.451266 = -304555.775434 nChanged 2 SP:Iteration 51Q (15513.840000 sec): 3 clusters Score: Raw -308280.333293 + Penalty 3722.451266 = -304557.882027 nChanged 2 SP:Iteration 52Q (15514.020000 sec): 3 clusters Score: Raw -308282.092492 + Penalty 3722.451266 = -304559.641226 nChanged 1 SP:Iteration 53Q (15514.220000 sec): 3 clusters Score: Raw -308282.792065 + Penalty 3722.451266 = -304560.340799 nChanged 2 SP:Iteration 54Q (15514.430000 sec): 3 clusters Score: Raw -308286.423460 + Penalty 3722.451266 = -304563.972194 nChanged 4 SP:Iteration 55Q (15514.630000 sec): 3 clusters Score: Raw -308291.154307 + Penalty 3722.451266 = -304568.703041 nChanged 5 SP:Iteration 56Q (15514.820000 sec): 3 clusters Score: Raw -308294.179898 + Penalty 3722.451266 = -304571.728632 nChanged 3 SP:Iteration 57Q (15515.020000 sec): 3 clusters Score: Raw -308296.527303 + Penalty 3722.451266 = -304574.076037 nChanged 3 SP:Iteration 58Q (15515.230000 sec): 3 clusters Score: Raw -308299.597675 + Penalty 3722.451266 = -304577.146409 nChanged 4 SP:Iteration 59Q (15515.430000 sec): 3 clusters Score: Raw -308303.357636 + Penalty 3722.451266 = -304580.906370 nChanged 2 SP:Iteration 60F (15515.650000 sec): 3 clusters Score: Raw -308304.777112 + Penalty 3722.451266 = -304582.325846 nChanged 3 SP:Iteration 61Q (15515.820000 sec): 3 clusters Score: Raw -308306.263084 + Penalty 3722.451266 = -304583.811818 nChanged 2 SP:Iteration 62Q (15516.100000 sec): 3 clusters Score: Raw -308307.531231 + Penalty 3722.451266 = -304585.079965 nChanged 1 SP:Iteration 63Q (15516.350000 sec): 3 clusters Score: Raw -308308.212236 + Penalty 3722.451266 = -304585.760970 nChanged 1 SP:Iteration 64Q (15516.580000 sec): 3 clusters Score: Raw -308308.865505 + Penalty 3722.451266 = -304586.414239 nChanged 0 SP:Iteration 65F (15516.760000 sec): 3 clusters Score: Raw -308308.865505 + Penalty 3722.451266 = -304586.414239 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 43 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15516.860000 sec): 2 clusters Score: Raw -14988.488488 + Penalty 1242.637553 = -13745.850935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15517.080000 sec): 3 clusters Score: Raw -15325.418964 + Penalty 2485.275106 = -12840.143858 nChanged 20 SP:Iteration 1F (15517.260000 sec): 3 clusters Score: Raw -15411.888343 + Penalty 2485.275106 = -12926.613237 nChanged 4 SP:Iteration 2Q (15517.430000 sec): 3 clusters Score: Raw -15439.017300 + Penalty 2485.275106 = -12953.742194 nChanged 0 SP:Iteration 3F (15517.660000 sec): 3 clusters Score: Raw -15439.017300 + Penalty 2485.275106 = -12953.742194 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 44 (3227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15517.750000 sec): 2 clusters Score: Raw -579345.869734 + Penalty 2003.668432 = -577342.201302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15517.950000 sec): 3 clusters Score: Raw -577935.291881 + Penalty 4007.336863 = -573927.955018 nChanged 1138 SP:Iteration 1F (15518.180000 sec): 3 clusters Score: Raw -578662.485967 + Penalty 4007.336863 = -574655.149103 nChanged 276 SP:Iteration 2F (15518.380000 sec): 3 clusters Score: Raw -578909.410702 + Penalty 4007.336863 = -574902.073839 nChanged 201 SP:Iteration 3F (15518.540000 sec): 3 clusters Score: Raw -579119.803775 + Penalty 4007.336863 = -575112.466912 nChanged 191 SP:Iteration 4F (15518.780000 sec): 3 clusters Score: Raw -579323.455583 + Penalty 4007.336863 = -575316.118720 nChanged 175 SP:Iteration 5F (15518.930000 sec): 3 clusters Score: Raw -579501.842935 + Penalty 4007.336863 = -575494.506071 nChanged 152 SP:Iteration 6Q (15519.140000 sec): 3 clusters Score: Raw -579640.987319 + Penalty 4007.336863 = -575633.650456 nChanged 143 SP:Iteration 7Q (15519.300000 sec): 3 clusters Score: Raw -579784.280402 + Penalty 4007.336863 = -575776.943539 nChanged 123 SP:Iteration 8Q (15519.480000 sec): 3 clusters Score: Raw -579887.426782 + Penalty 4007.336863 = -575880.089919 nChanged 93 SP:Iteration 9Q (15519.720000 sec): 3 clusters Score: Raw -579965.945341 + Penalty 4007.336863 = -575958.608477 nChanged 67 SP:Iteration 10Q (15519.900000 sec): 3 clusters Score: Raw -580023.877051 + Penalty 4007.336863 = -576016.540188 nChanged 44 SP:Iteration 11Q (15520.090000 sec): 3 clusters Score: Raw -580050.746977 + Penalty 4007.336863 = -576043.410114 nChanged 39 SP:Iteration 12Q (15520.280000 sec): 3 clusters Score: Raw -580076.495440 + Penalty 4007.336863 = -576069.158577 nChanged 31 SP:Iteration 13Q (15520.500000 sec): 3 clusters Score: Raw -580095.064677 + Penalty 4007.336863 = -576087.727814 nChanged 25 SP:Iteration 14Q (15520.710000 sec): 3 clusters Score: Raw -580105.389610 + Penalty 4007.336863 = -576098.052747 nChanged 17 SP:Iteration 15Q (15520.950000 sec): 3 clusters Score: Raw -580115.505808 + Penalty 4007.336863 = -576108.168944 nChanged 17 SP:Iteration 16Q (15521.160000 sec): 3 clusters Score: Raw -580124.828233 + Penalty 4007.336863 = -576117.491370 nChanged 7 SP:Iteration 17Q (15521.340000 sec): 3 clusters Score: Raw -580130.294733 + Penalty 4007.336863 = -576122.957870 nChanged 9 SP:Iteration 18Q (15521.610000 sec): 3 clusters Score: Raw -580134.048724 + Penalty 4007.336863 = -576126.711861 nChanged 5 SP:Iteration 19Q (15521.800000 sec): 3 clusters Score: Raw -580136.169067 + Penalty 4007.336863 = -576128.832204 nChanged 1 SP:Iteration 20F (15521.980000 sec): 3 clusters Score: Raw -580136.350177 + Penalty 4007.336863 = -576129.013314 nChanged 0 Iteration 99Q (15561.710000 sec): 48 clusters Score: Raw -140165642.547385 + Penalty 158091.078024 = -140007551.469361 nChanged 741 Iteration 100F (15633.190000 sec): 48 clusters Score: Raw -140167208.234759 + Penalty 158091.078024 = -140009117.156735 nChanged 795 Iteration 101Q (15667.920000 sec): 48 clusters Score: Raw -140168355.490543 + Penalty 158091.078024 = -140010264.412519 nChanged 475 Iteration 102Q (15702.650000 sec): 48 clusters Score: Raw -140168658.641661 + Penalty 158091.078024 = -140010567.563637 nChanged 347 Iteration 103Q (15739.870000 sec): 48 clusters Score: Raw -140168919.050622 + Penalty 158091.078024 = -140010827.972598 nChanged 274 Iteration 104Q (15773.920000 sec): 48 clusters Score: Raw -140169114.834504 + Penalty 158091.078024 = -140011023.756480 nChanged 204 Iteration 105Q (15810.000000 sec): 48 clusters Score: Raw -140169248.326385 + Penalty 158091.078024 = -140011157.248361 nChanged 167 Iteration 106Q (15845.160000 sec): 48 clusters Score: Raw -140169320.126219 + Penalty 158091.078024 = -140011229.048195 nChanged 145 Iteration 107Q (15882.860000 sec): 48 clusters Score: Raw -140169372.112974 + Penalty 158091.078024 = -140011281.034950 nChanged 133 Iteration 108Q (15920.640000 sec): 48 clusters Score: Raw -140169407.205056 + Penalty 158091.078024 = -140011316.127032 nChanged 139 Iteration 109Q (15956.550000 sec): 48 clusters Score: Raw -140169433.659435 + Penalty 158091.078024 = -140011342.581411 nChanged 143 Iteration 110Q (15996.270000 sec): 48 clusters Score: Raw -140169456.059109 + Penalty 158091.078024 = -140011364.981085 nChanged 134 Iteration 111Q (16037.450000 sec): 48 clusters Score: Raw -140169473.732186 + Penalty 158091.078024 = -140011382.654162 nChanged 113 Iteration 112Q (16080.220000 sec): 48 clusters Score: Raw -140169486.207024 + Penalty 158091.078024 = -140011395.129000 nChanged 108 Iteration 113Q (16117.560000 sec): 48 clusters Score: Raw -140169505.523120 + Penalty 158091.078024 = -140011414.445096 nChanged 101 Iteration 114Q (16159.390000 sec): 48 clusters Score: Raw -140169517.501001 + Penalty 158091.078024 = -140011426.422977 nChanged 101 Iteration 115Q (16197.390000 sec): 48 clusters Score: Raw -140169525.657748 + Penalty 158091.078024 = -140011434.579724 nChanged 99 Iteration 116Q (16234.600000 sec): 48 clusters Score: Raw -140169532.966236 + Penalty 158091.078024 = -140011441.888212 nChanged 100 Iteration 117Q (16271.280000 sec): 48 clusters Score: Raw -140169539.239331 + Penalty 158091.078024 = -140011448.161307 nChanged 84 Iteration 118Q (16307.960000 sec): 48 clusters Score: Raw -140169544.537435 + Penalty 158091.078024 = -140011453.459411 nChanged 88 Iteration 119Q (16345.420000 sec): 48 clusters Score: Raw -140169550.048742 + Penalty 158091.078024 = -140011458.970718 nChanged 71 Iteration 120F (16418.350000 sec): 48 clusters Score: Raw -140169809.288966 + Penalty 158091.078024 = -140011718.210942 nChanged 93 Iteration 121Q (16458.810000 sec): 48 clusters Score: Raw -140170154.526322 + Penalty 158091.078024 = -140012063.448298 nChanged 94 Iteration 122Q (16496.320000 sec): 48 clusters Score: Raw -140170188.054648 + Penalty 158091.078024 = -140012096.976624 nChanged 99 Iteration 123Q (16535.890000 sec): 48 clusters Score: Raw -140170212.857067 + Penalty 158091.078024 = -140012121.779043 nChanged 73 Iteration 124Q (16571.070000 sec): 48 clusters Score: Raw -140170225.080285 + Penalty 158091.078024 = -140012134.002261 nChanged 53 Iteration 125Q (16606.540000 sec): 48 clusters Score: Raw -140170237.029107 + Penalty 158091.078024 = -140012145.951083 nChanged 43 Iteration 126Q (16640.740000 sec): 48 clusters Score: Raw -140170252.284687 + Penalty 158091.078024 = -140012161.206663 nChanged 44 Iteration 127Q (16681.560000 sec): 48 clusters Score: Raw -140170268.692442 + Penalty 158091.078024 = -140012177.614418 nChanged 48 Iteration 128Q (16717.990000 sec): 48 clusters Score: Raw -140170281.369605 + Penalty 158091.078024 = -140012190.291581 nChanged 47 Iteration 129Q (16753.310000 sec): 48 clusters Score: Raw -140170288.097322 + Penalty 158091.078024 = -140012197.019298 nChanged 45 Iteration 130Q (16792.140000 sec): 48 clusters Score: Raw -140170293.211060 + Penalty 158091.078024 = -140012202.133036 nChanged 44 Iteration 131Q (16828.840000 sec): 48 clusters Score: Raw -140170296.237068 + Penalty 158091.078024 = -140012205.159044 nChanged 50 Iteration 132Q (16868.830000 sec): 48 clusters Score: Raw -140170301.158974 + Penalty 158091.078024 = -140012210.080950 nChanged 38 Iteration 133Q (16906.730000 sec): 48 clusters Score: Raw -140170303.650866 + Penalty 158091.078024 = -140012212.572842 nChanged 36 Iteration 134Q (16944.120000 sec): 48 clusters Score: Raw -140170305.202087 + Penalty 158091.078024 = -140012214.124063 nChanged 39 Iteration 135Q (16980.740000 sec): 48 clusters Score: Raw -140170306.789024 + Penalty 158091.078024 = -140012215.711000 nChanged 33 Iteration 136Q (17018.430000 sec): 48 clusters Score: Raw -140170308.399401 + Penalty 158091.078024 = -140012217.321377 nChanged 33 Iteration 137Q (17054.410000 sec): 48 clusters Score: Raw -140170309.952277 + Penalty 158091.078024 = -140012218.874253 nChanged 38 Iteration 138Q (17088.240000 sec): 48 clusters Score: Raw -140170311.930532 + Penalty 158091.078024 = -140012220.852508 nChanged 36 Writing temp clu file Because OldScore, -140012218.874253, is greater than current (better) Score,-140012220.852508 Compute initial score before splitting: Score: Raw -140170311.930532 + Penalty 158091.078024 = -140012220.852508 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17088.440000 sec): 2 clusters Score: Raw -42119.514091 + Penalty 1394.756342 = -40724.757749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17088.650000 sec): 3 clusters Score: Raw -42265.900093 + Penalty 2789.512683 = -39476.387410 nChanged 38 SP:Iteration 1F (17088.800000 sec): 3 clusters Score: Raw -42424.652008 + Penalty 2789.512683 = -39635.139325 nChanged 13 SP:Iteration 2Q (17088.990000 sec): 3 clusters Score: Raw -42519.872805 + Penalty 2789.512683 = -39730.360122 nChanged 11 SP:Iteration 3Q (17089.230000 sec): 3 clusters Score: Raw -42600.266203 + Penalty 2789.512683 = -39810.753520 nChanged 3 SP:Iteration 4Q (17089.390000 sec): 3 clusters Score: Raw -42617.447714 + Penalty 2789.512683 = -39827.935031 nChanged 2 SP:Iteration 5Q (17089.570000 sec): 3 clusters Score: Raw -42633.209366 + Penalty 2789.512683 = -39843.696683 nChanged 1 SP:Iteration 6Q (17089.720000 sec): 3 clusters Score: Raw -42636.606591 + Penalty 2789.512683 = -39847.093908 nChanged 0 SP:Iteration 7F (17089.950000 sec): 3 clusters Score: Raw -42636.606591 + Penalty 2789.512683 = -39847.093908 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 2 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17090.000000 sec): 2 clusters Score: Raw -117816.207961 + Penalty 1641.778155 = -116174.429806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17090.210000 sec): 3 clusters Score: Raw -117730.669600 + Penalty 3283.556310 = -114447.113290 nChanged 188 SP:Iteration 1F (17090.370000 sec): 3 clusters Score: Raw -118133.137270 + Penalty 3283.556310 = -114849.580960 nChanged 72 SP:Iteration 2F (17090.560000 sec): 3 clusters Score: Raw -118352.961874 + Penalty 3283.556310 = -115069.405563 nChanged 60 SP:Iteration 3F (17090.750000 sec): 3 clusters Score: Raw -118531.091161 + Penalty 3283.556310 = -115247.534851 nChanged 44 SP:Iteration 4F (17090.920000 sec): 3 clusters Score: Raw -118677.388580 + Penalty 3283.556310 = -115393.832269 nChanged 33 SP:Iteration 5Q (17091.050000 sec): 3 clusters Score: Raw -118776.717589 + Penalty 3283.556310 = -115493.161279 nChanged 20 SP:Iteration 6Q (17091.250000 sec): 3 clusters Score: Raw -118842.918064 + Penalty 3283.556310 = -115559.361753 nChanged 7 SP:Iteration 7Q (17091.450000 sec): 3 clusters Score: Raw -118859.936879 + Penalty 3283.556310 = -115576.380568 nChanged 7 SP:Iteration 8Q (17091.620000 sec): 3 clusters Score: Raw -118886.307684 + Penalty 3283.556310 = -115602.751373 nChanged 6 SP:Iteration 9Q (17091.790000 sec): 3 clusters Score: Raw -118895.472528 + Penalty 3283.556310 = -115611.916218 nChanged 1 SP:Iteration 10Q (17092.010000 sec): 3 clusters Score: Raw -118896.333634 + Penalty 3283.556310 = -115612.777323 nChanged 0 SP:Iteration 11F (17092.140000 sec): 3 clusters Score: Raw -118898.950569 + Penalty 3283.556310 = -115615.394259 nChanged 1 SP:Iteration 12Q (17092.270000 sec): 3 clusters Score: Raw -118906.835733 + Penalty 3283.556310 = -115623.279422 nChanged 2 SP:Iteration 13Q (17092.460000 sec): 3 clusters Score: Raw -118919.291869 + Penalty 3283.556310 = -115635.735559 nChanged 5 SP:Iteration 14Q (17092.620000 sec): 3 clusters Score: Raw -118971.945830 + Penalty 3283.556310 = -115688.389520 nChanged 7 SP:Iteration 15Q (17092.810000 sec): 3 clusters Score: Raw -119018.634573 + Penalty 3283.556310 = -115735.078262 nChanged 11 SP:Iteration 16Q (17092.970000 sec): 3 clusters Score: Raw -119059.590881 + Penalty 3283.556310 = -115776.034571 nChanged 3 SP:Iteration 17Q (17093.150000 sec): 3 clusters Score: Raw -119066.720022 + Penalty 3283.556310 = -115783.163712 nChanged 1 SP:Iteration 18Q (17093.310000 sec): 3 clusters Score: Raw -119068.311186 + Penalty 3283.556310 = -115784.754876 nChanged 0 SP:Iteration 19F (17093.480000 sec): 3 clusters Score: Raw -119068.311186 + Penalty 3283.556310 = -115784.754876 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17093.590000 sec): 2 clusters Score: Raw -139887.328453 + Penalty 1655.916698 = -138231.411755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17093.790000 sec): 3 clusters Score: Raw -139769.122845 + Penalty 3311.833397 = -136457.289448 nChanged 181 SP:Iteration 1F (17093.950000 sec): 3 clusters Score: Raw -140032.986890 + Penalty 3311.833397 = -136721.153493 nChanged 54 SP:Iteration 2F (17094.140000 sec): 3 clusters Score: Raw -140125.932933 + Penalty 3311.833397 = -136814.099536 nChanged 28 SP:Iteration 3Q (17094.330000 sec): 3 clusters Score: Raw -140170.339438 + Penalty 3311.833397 = -136858.506041 nChanged 10 SP:Iteration 4Q (17094.480000 sec): 3 clusters Score: Raw -140183.825560 + Penalty 3311.833397 = -136871.992163 nChanged 2 SP:Iteration 5Q (17094.630000 sec): 3 clusters Score: Raw -140187.260117 + Penalty 3311.833397 = -136875.426720 nChanged 3 SP:Iteration 6Q (17094.790000 sec): 3 clusters Score: Raw -140192.631094 + Penalty 3311.833397 = -136880.797697 nChanged 3 SP:Iteration 7Q (17095.020000 sec): 3 clusters Score: Raw -140197.414451 + Penalty 3311.833397 = -136885.581054 nChanged 3 SP:Iteration 8Q (17095.120000 sec): 3 clusters Score: Raw -140199.322654 + Penalty 3311.833397 = -136887.489257 nChanged 1 SP:Iteration 9Q (17095.290000 sec): 3 clusters Score: Raw -140200.301184 + Penalty 3311.833397 = -136888.467787 nChanged 2 SP:Iteration 10Q (17095.440000 sec): 3 clusters Score: Raw -140205.047575 + Penalty 3311.833397 = -136893.214178 nChanged 3 SP:Iteration 11Q (17095.540000 sec): 3 clusters Score: Raw -140211.179290 + Penalty 3311.833397 = -136899.345894 nChanged 3 SP:Iteration 12Q (17095.680000 sec): 3 clusters Score: Raw -140218.705632 + Penalty 3311.833397 = -136906.872235 nChanged 4 SP:Iteration 13Q (17095.860000 sec): 3 clusters Score: Raw -140223.893547 + Penalty 3311.833397 = -136912.060150 nChanged 0 SP:Iteration 14F (17096.050000 sec): 3 clusters Score: Raw -140223.893547 + Penalty 3311.833397 = -136912.060150 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (184928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17096.920000 sec): 2 clusters Score: Raw -35831145.046674 + Penalty 3007.675016 = -35828137.371658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17098.030000 sec): 3 clusters Score: Raw -35710084.366356 + Penalty 6015.350032 = -35704069.016324 nChanged 88885 SP:Iteration 1F (17099.280000 sec): 3 clusters Score: Raw -35762166.056841 + Penalty 6015.350032 = -35756150.706809 nChanged 5712 SP:Iteration 2Q (17100.590000 sec): 3 clusters Score: Raw -35763561.013598 + Penalty 6015.350032 = -35757545.663566 nChanged 6813 SP:Iteration 3Q (17101.970000 sec): 3 clusters Score: Raw -35765702.004741 + Penalty 6015.350032 = -35759686.654709 nChanged 8502 SP:Iteration 4Q (17103.270000 sec): 3 clusters Score: Raw -35769271.856369 + Penalty 6015.350032 = -35763256.506337 nChanged 10971 SP:Iteration 5F (17104.540000 sec): 3 clusters Score: Raw -35775274.674102 + Penalty 6015.350032 = -35769259.324070 nChanged 13075 SP:Iteration 6F (17105.680000 sec): 3 clusters Score: Raw -35783881.028441 + Penalty 6015.350032 = -35777865.678409 nChanged 13786 SP:Iteration 7F (17106.820000 sec): 3 clusters Score: Raw -35794263.910717 + Penalty 6015.350032 = -35788248.560685 nChanged 12525 SP:Iteration 8F (17107.990000 sec): 3 clusters Score: Raw -35804819.616705 + Penalty 6015.350032 = -35798804.266673 nChanged 9403 SP:Iteration 9F (17109.170000 sec): 3 clusters Score: Raw -35813491.015682 + Penalty 6015.350032 = -35807475.665649 nChanged 6411 SP:Iteration 10Q (17110.510000 sec): 3 clusters Score: Raw -35819331.787383 + Penalty 6015.350032 = -35813316.437351 nChanged 4549 SP:Iteration 11Q (17111.790000 sec): 3 clusters Score: Raw -35822763.178931 + Penalty 6015.350032 = -35816747.828899 nChanged 2993 SP:Iteration 12Q (17113.060000 sec): 3 clusters Score: Raw -35824544.346869 + Penalty 6015.350032 = -35818528.996837 nChanged 2118 SP:Iteration 13Q (17114.450000 sec): 3 clusters Score: Raw -35825603.166457 + Penalty 6015.350032 = -35819587.816425 nChanged 1649 SP:Iteration 14Q (17115.600000 sec): 3 clusters Score: Raw -35826344.459183 + Penalty 6015.350032 = -35820329.109151 nChanged 1462 SP:Iteration 15Q (17116.730000 sec): 3 clusters Score: Raw -35826933.991836 + Penalty 6015.350032 = -35820918.641803 nChanged 1303 SP:Iteration 16Q (17117.910000 sec): 3 clusters Score: Raw -35827415.523309 + Penalty 6015.350032 = -35821400.173277 nChanged 1103 SP:Iteration 17Q (17119.020000 sec): 3 clusters Score: Raw -35827810.174272 + Penalty 6015.350032 = -35821794.824240 nChanged 1008 SP:Iteration 18Q (17120.170000 sec): 3 clusters Score: Raw -35828175.608901 + Penalty 6015.350032 = -35822160.258869 nChanged 919 SP:Iteration 19Q (17121.260000 sec): 3 clusters Score: Raw -35828500.145793 + Penalty 6015.350032 = -35822484.795761 nChanged 865 SP:Iteration 20F (17122.460000 sec): 3 clusters Score: Raw -35828807.364840 + Penalty 6015.350032 = -35822792.014808 nChanged 805 SP:Iteration 21Q (17123.630000 sec): 3 clusters Score: Raw -35829082.803664 + Penalty 6015.350032 = -35823067.453632 nChanged 719 SP:Iteration 22Q (17124.590000 sec): 3 clusters Score: Raw -35829324.667187 + Penalty 6015.350032 = -35823309.317155 nChanged 627 SP:Iteration 23Q (17125.630000 sec): 3 clusters Score: Raw -35829543.914597 + Penalty 6015.350032 = -35823528.564565 nChanged 574 SP:Iteration 24Q (17126.690000 sec): 3 clusters Score: Raw -35829737.132919 + Penalty 6015.350032 = -35823721.782887 nChanged 504 SP:Iteration 25Q (17127.900000 sec): 3 clusters Score: Raw -35829896.826486 + Penalty 6015.350032 = -35823881.476453 nChanged 490 SP:Iteration 26Q (17129.030000 sec): 3 clusters Score: Raw -35830071.051344 + Penalty 6015.350032 = -35824055.701311 nChanged 475 SP:Iteration 27Q (17130.150000 sec): 3 clusters Score: Raw -35830239.649863 + Penalty 6015.350032 = -35824224.299831 nChanged 444 SP:Iteration 28Q (17131.380000 sec): 3 clusters Score: Raw -35830409.079748 + Penalty 6015.350032 = -35824393.729716 nChanged 408 SP:Iteration 29Q (17132.400000 sec): 3 clusters Score: Raw -35830572.964162 + Penalty 6015.350032 = -35824557.614130 nChanged 390 SP:Iteration 30Q (17133.150000 sec): 3 clusters Score: Raw -35830725.313164 + Penalty 6015.350032 = -35824709.963132 nChanged 317 SP:Iteration 31Q (17134.000000 sec): 3 clusters Score: Raw -35830839.166672 + Penalty 6015.350032 = -35824823.816640 nChanged 288 SP:Iteration 32Q (17134.940000 sec): 3 clusters Score: Raw -35830944.597730 + Penalty 6015.350032 = -35824929.247698 nChanged 235 SP:Iteration 33Q (17135.850000 sec): 3 clusters Score: Raw -35831027.100833 + Penalty 6015.350032 = -35825011.750801 nChanged 210 SP:Iteration 34Q (17136.750000 sec): 3 clusters Score: Raw -35831097.276759 + Penalty 6015.350032 = -35825081.926727 nChanged 193 SP:Iteration 35Q (17137.580000 sec): 3 clusters Score: Raw -35831162.483262 + Penalty 6015.350032 = -35825147.133230 nChanged 155 SP:Iteration 36Q (17138.520000 sec): 3 clusters Score: Raw -35831215.076983 + Penalty 6015.350032 = -35825199.726951 nChanged 136 SP:Iteration 37Q (17139.440000 sec): 3 clusters Score: Raw -35831259.650304 + Penalty 6015.350032 = -35825244.300272 nChanged 129 SP:Iteration 38Q (17140.280000 sec): 3 clusters Score: Raw -35831299.704235 + Penalty 6015.350032 = -35825284.354203 nChanged 116 SP:Iteration 39Q (17141.140000 sec): 3 clusters Score: Raw -35831336.874468 + Penalty 6015.350032 = -35825321.524436 nChanged 108 SP:Iteration 40F (17142.140000 sec): 3 clusters Score: Raw -35831371.403820 + Penalty 6015.350032 = -35825356.053788 nChanged 103 SP:Iteration 41Q (17143.010000 sec): 3 clusters Score: Raw -35831407.855061 + Penalty 6015.350032 = -35825392.505029 nChanged 102 SP:Iteration 42Q (17143.960000 sec): 3 clusters Score: Raw -35831444.847415 + Penalty 6015.350032 = -35825429.497383 nChanged 99 SP:Iteration 43Q (17144.920000 sec): 3 clusters Score: Raw -35831479.947702 + Penalty 6015.350032 = -35825464.597670 nChanged 90 SP:Iteration 44Q (17145.840000 sec): 3 clusters Score: Raw -35831510.824314 + Penalty 6015.350032 = -35825495.474282 nChanged 77 SP:Iteration 45Q (17146.770000 sec): 3 clusters Score: Raw -35831535.928645 + Penalty 6015.350032 = -35825520.578613 nChanged 64 SP:Iteration 46Q (17147.700000 sec): 3 clusters Score: Raw -35831554.498045 + Penalty 6015.350032 = -35825539.148012 nChanged 51 SP:Iteration 47Q (17148.630000 sec): 3 clusters Score: Raw -35831570.758248 + Penalty 6015.350032 = -35825555.408216 nChanged 51 SP:Iteration 48Q (17149.560000 sec): 3 clusters Score: Raw -35831585.091884 + Penalty 6015.350032 = -35825569.741851 nChanged 37 SP:Iteration 49Q (17150.580000 sec): 3 clusters Score: Raw -35831595.527697 + Penalty 6015.350032 = -35825580.177664 nChanged 37 SP:Iteration 50Q (17151.520000 sec): 3 clusters Score: Raw -35831607.770191 + Penalty 6015.350032 = -35825592.420159 nChanged 29 SP:Iteration 51Q (17152.440000 sec): 3 clusters Score: Raw -35831616.585800 + Penalty 6015.350032 = -35825601.235768 nChanged 25 SP:Iteration 52Q (17153.430000 sec): 3 clusters Score: Raw -35831624.109942 + Penalty 6015.350032 = -35825608.759910 nChanged 18 SP:Iteration 53Q (17154.400000 sec): 3 clusters Score: Raw -35831629.556771 + Penalty 6015.350032 = -35825614.206739 nChanged 19 SP:Iteration 54Q (17155.320000 sec): 3 clusters Score: Raw -35831635.288304 + Penalty 6015.350032 = -35825619.938272 nChanged 22 SP:Iteration 55Q (17156.330000 sec): 3 clusters Score: Raw -35831641.129566 + Penalty 6015.350032 = -35825625.779534 nChanged 19 SP:Iteration 56Q (17157.470000 sec): 3 clusters Score: Raw -35831646.831866 + Penalty 6015.350032 = -35825631.481834 nChanged 27 SP:Iteration 57Q (17158.470000 sec): 3 clusters Score: Raw -35831656.608211 + Penalty 6015.350032 = -35825641.258179 nChanged 29 SP:Iteration 58Q (17159.370000 sec): 3 clusters Score: Raw -35831666.076695 + Penalty 6015.350032 = -35825650.726663 nChanged 23 SP:Iteration 59Q (17160.280000 sec): 3 clusters Score: Raw -35831672.543145 + Penalty 6015.350032 = -35825657.193113 nChanged 19 SP:Iteration 60F (17161.350000 sec): 3 clusters Score: Raw -35831677.731725 + Penalty 6015.350032 = -35825662.381693 nChanged 18 SP:Iteration 61Q (17162.250000 sec): 3 clusters Score: Raw -35831683.323650 + Penalty 6015.350032 = -35825667.973618 nChanged 16 SP:Iteration 62Q (17163.190000 sec): 3 clusters Score: Raw -35831687.916050 + Penalty 6015.350032 = -35825672.566018 nChanged 18 SP:Iteration 63Q (17164.070000 sec): 3 clusters Score: Raw -35831692.559784 + Penalty 6015.350032 = -35825677.209752 nChanged 12 SP:Iteration 64Q (17165.050000 sec): 3 clusters Score: Raw -35831696.502366 + Penalty 6015.350032 = -35825681.152334 nChanged 15 SP:Iteration 65Q (17166.120000 sec): 3 clusters Score: Raw -35831700.554685 + Penalty 6015.350032 = -35825685.204653 nChanged 13 SP:Iteration 66Q (17167.120000 sec): 3 clusters Score: Raw -35831705.230360 + Penalty 6015.350032 = -35825689.880328 nChanged 16 SP:Iteration 67Q (17168.140000 sec): 3 clusters Score: Raw -35831709.910072 + Penalty 6015.350032 = -35825694.560040 nChanged 11 SP:Iteration 68Q (17169.220000 sec): 3 clusters Score: Raw -35831712.191950 + Penalty 6015.350032 = -35825696.841918 nChanged 5 SP:Iteration 69Q (17170.170000 sec): 3 clusters Score: Raw -35831714.186280 + Penalty 6015.350032 = -35825698.836248 nChanged 6 SP:Iteration 70Q (17171.260000 sec): 3 clusters Score: Raw -35831716.058270 + Penalty 6015.350032 = -35825700.708238 nChanged 9 SP:Iteration 71Q (17172.310000 sec): 3 clusters Score: Raw -35831718.302315 + Penalty 6015.350032 = -35825702.952282 nChanged 6 SP:Iteration 72Q (17173.270000 sec): 3 clusters Score: Raw -35831719.976689 + Penalty 6015.350032 = -35825704.626657 nChanged 6 SP:Iteration 73Q (17174.220000 sec): 3 clusters Score: Raw -35831721.894508 + Penalty 6015.350032 = -35825706.544476 nChanged 6 SP:Iteration 74Q (17175.200000 sec): 3 clusters Score: Raw -35831723.901184 + Penalty 6015.350032 = -35825708.551152 nChanged 3 SP:Iteration 75Q (17176.230000 sec): 3 clusters Score: Raw -35831724.776224 + Penalty 6015.350032 = -35825709.426192 nChanged 4 SP:Iteration 76Q (17177.290000 sec): 3 clusters Score: Raw -35831726.365255 + Penalty 6015.350032 = -35825711.015223 nChanged 6 SP:Iteration 77Q (17178.300000 sec): 3 clusters Score: Raw -35831728.074273 + Penalty 6015.350032 = -35825712.724241 nChanged 8 SP:Iteration 78Q (17179.240000 sec): 3 clusters Score: Raw -35831730.500011 + Penalty 6015.350032 = -35825715.149979 nChanged 5 SP:Iteration 79Q (17180.140000 sec): 3 clusters Score: Raw -35831732.284088 + Penalty 6015.350032 = -35825716.934056 nChanged 3 SP:Iteration 80F (17181.250000 sec): 3 clusters Score: Raw -35831733.181064 + Penalty 6015.350032 = -35825717.831032 nChanged 5 SP:Iteration 81Q (17182.180000 sec): 3 clusters Score: Raw -35831734.798521 + Penalty 6015.350032 = -35825719.448489 nChanged 4 SP:Iteration 82Q (17183.230000 sec): 3 clusters Score: Raw -35831735.692680 + Penalty 6015.350032 = -35825720.342648 nChanged 7 SP:Iteration 83Q (17184.270000 sec): 3 clusters Score: Raw -35831737.580098 + Penalty 6015.350032 = -35825722.230065 nChanged 5 SP:Iteration 84Q (17185.270000 sec): 3 clusters Score: Raw -35831739.173732 + Penalty 6015.350032 = -35825723.823699 nChanged 3 SP:Iteration 85Q (17186.370000 sec): 3 clusters Score: Raw -35831740.131595 + Penalty 6015.350032 = -35825724.781563 nChanged 2 SP:Iteration 86Q (17187.370000 sec): 3 clusters Score: Raw -35831740.768946 + Penalty 6015.350032 = -35825725.418914 nChanged 2 SP:Iteration 87Q (17188.340000 sec): 3 clusters Score: Raw -35831741.359720 + Penalty 6015.350032 = -35825726.009688 nChanged 1 SP:Iteration 88Q (17189.160000 sec): 3 clusters Score: Raw -35831741.498788 + Penalty 6015.350032 = -35825726.148756 nChanged 2 SP:Iteration 89Q (17189.950000 sec): 3 clusters Score: Raw -35831741.937190 + Penalty 6015.350032 = -35825726.587158 nChanged 1 SP:Iteration 90Q (17190.880000 sec): 3 clusters Score: Raw -35831742.148257 + Penalty 6015.350032 = -35825726.798225 nChanged 0 SP:Iteration 91F (17191.980000 sec): 3 clusters Score: Raw -35831742.148257 + Penalty 6015.350032 = -35825726.798225 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17192.130000 sec): 2 clusters Score: Raw -55528.554636 + Penalty 1446.306854 = -54082.247782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17192.290000 sec): 3 clusters Score: Raw -55647.028629 + Penalty 2892.613709 = -52754.414920 nChanged 46 SP:Iteration 1F (17192.510000 sec): 3 clusters Score: Raw -55742.505806 + Penalty 2892.613709 = -52849.892097 nChanged 13 SP:Iteration 2Q (17192.680000 sec): 3 clusters Score: Raw -55775.554355 + Penalty 2892.613709 = -52882.940647 nChanged 4 SP:Iteration 3Q (17192.880000 sec): 3 clusters Score: Raw -55786.002204 + Penalty 2892.613709 = -52893.388495 nChanged 5 SP:Iteration 4Q (17193.040000 sec): 3 clusters Score: Raw -55810.815003 + Penalty 2892.613709 = -52918.201294 nChanged 7 SP:Iteration 5Q (17193.190000 sec): 3 clusters Score: Raw -55823.266112 + Penalty 2892.613709 = -52930.652403 nChanged 5 SP:Iteration 6Q (17193.370000 sec): 3 clusters Score: Raw -55836.059645 + Penalty 2892.613709 = -52943.445936 nChanged 2 SP:Iteration 7Q (17193.500000 sec): 3 clusters Score: Raw -55839.840498 + Penalty 2892.613709 = -52947.226789 nChanged 1 SP:Iteration 8Q (17193.720000 sec): 3 clusters Score: Raw -55843.918058 + Penalty 2892.613709 = -52951.304349 nChanged 2 SP:Iteration 9Q (17193.860000 sec): 3 clusters Score: Raw -55850.052594 + Penalty 2892.613709 = -52957.438885 nChanged 2 SP:Iteration 10Q (17194.060000 sec): 3 clusters Score: Raw -55859.706098 + Penalty 2892.613709 = -52967.092389 nChanged 2 SP:Iteration 11Q (17194.220000 sec): 3 clusters Score: Raw -55869.961634 + Penalty 2892.613709 = -52977.347925 nChanged 2 SP:Iteration 12Q (17194.350000 sec): 3 clusters Score: Raw -55878.021356 + Penalty 2892.613709 = -52985.407647 nChanged 1 SP:Iteration 13Q (17194.540000 sec): 3 clusters Score: Raw -55882.502978 + Penalty 2892.613709 = -52989.889270 nChanged 1 SP:Iteration 14Q (17194.750000 sec): 3 clusters Score: Raw -55893.153948 + Penalty 2892.613709 = -53000.540239 nChanged 3 SP:Iteration 15Q (17194.930000 sec): 3 clusters Score: Raw -55908.275120 + Penalty 2892.613709 = -53015.661411 nChanged 5 SP:Iteration 16Q (17195.110000 sec): 3 clusters Score: Raw -55931.872139 + Penalty 2892.613709 = -53039.258430 nChanged 7 SP:Iteration 17Q (17195.290000 sec): 3 clusters Score: Raw -55945.184413 + Penalty 2892.613709 = -53052.570704 nChanged 5 SP:Iteration 18Q (17195.480000 sec): 3 clusters Score: Raw -55953.299443 + Penalty 2892.613709 = -53060.685734 nChanged 5 SP:Iteration 19Q (17195.670000 sec): 3 clusters Score: Raw -55963.381763 + Penalty 2892.613709 = -53070.768054 nChanged 3 SP:Iteration 20F (17195.840000 sec): 3 clusters Score: Raw -55972.395572 + Penalty 2892.613709 = -53079.781863 nChanged 4 SP:Iteration 21Q (17196.020000 sec): 3 clusters Score: Raw -55984.873323 + Penalty 2892.613709 = -53092.259615 nChanged 1 SP:Iteration 22Q (17196.220000 sec): 3 clusters Score: Raw -55989.390970 + Penalty 2892.613709 = -53096.777261 nChanged 0 SP:Iteration 23F (17196.410000 sec): 3 clusters Score: Raw -55989.390970 + Penalty 2892.613709 = -53096.777261 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17196.500000 sec): 2 clusters Score: Raw -126185.399704 + Penalty 1616.015883 = -124569.383821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17196.660000 sec): 3 clusters Score: Raw -126113.436033 + Penalty 3232.031766 = -122881.404268 nChanged 136 SP:Iteration 1F (17196.870000 sec): 3 clusters Score: Raw -126327.593349 + Penalty 3232.031766 = -123095.561583 nChanged 38 SP:Iteration 2F (17197.020000 sec): 3 clusters Score: Raw -126396.763201 + Penalty 3232.031766 = -123164.731435 nChanged 18 SP:Iteration 3Q (17197.210000 sec): 3 clusters Score: Raw -126433.842006 + Penalty 3232.031766 = -123201.810241 nChanged 10 SP:Iteration 4Q (17197.400000 sec): 3 clusters Score: Raw -126447.558055 + Penalty 3232.031766 = -123215.526289 nChanged 5 SP:Iteration 5Q (17197.620000 sec): 3 clusters Score: Raw -126455.295432 + Penalty 3232.031766 = -123223.263666 nChanged 4 SP:Iteration 6Q (17197.790000 sec): 3 clusters Score: Raw -126460.236106 + Penalty 3232.031766 = -123228.204340 nChanged 2 SP:Iteration 7Q (17197.930000 sec): 3 clusters Score: Raw -126461.589139 + Penalty 3232.031766 = -123229.557373 nChanged 2 SP:Iteration 8Q (17198.080000 sec): 3 clusters Score: Raw -126463.797952 + Penalty 3232.031766 = -123231.766187 nChanged 3 SP:Iteration 9Q (17198.270000 sec): 3 clusters Score: Raw -126467.769929 + Penalty 3232.031766 = -123235.738164 nChanged 2 SP:Iteration 10Q (17198.420000 sec): 3 clusters Score: Raw -126469.504856 + Penalty 3232.031766 = -123237.473090 nChanged 4 SP:Iteration 11Q (17198.630000 sec): 3 clusters Score: Raw -126473.785235 + Penalty 3232.031766 = -123241.753470 nChanged 4 SP:Iteration 12Q (17198.790000 sec): 3 clusters Score: Raw -126482.888910 + Penalty 3232.031766 = -123250.857144 nChanged 4 SP:Iteration 13Q (17198.990000 sec): 3 clusters Score: Raw -126492.501924 + Penalty 3232.031766 = -123260.470159 nChanged 7 SP:Iteration 14Q (17199.150000 sec): 3 clusters Score: Raw -126501.599396 + Penalty 3232.031766 = -123269.567631 nChanged 5 SP:Iteration 15Q (17199.330000 sec): 3 clusters Score: Raw -126509.781511 + Penalty 3232.031766 = -123277.749745 nChanged 8 SP:Iteration 16Q (17199.490000 sec): 3 clusters Score: Raw -126525.290005 + Penalty 3232.031766 = -123293.258239 nChanged 7 SP:Iteration 17Q (17199.690000 sec): 3 clusters Score: Raw -126535.520315 + Penalty 3232.031766 = -123303.488549 nChanged 3 SP:Iteration 18Q (17199.870000 sec): 3 clusters Score: Raw -126539.150453 + Penalty 3232.031766 = -123307.118688 nChanged 1 SP:Iteration 19Q (17200.080000 sec): 3 clusters Score: Raw -126540.419744 + Penalty 3232.031766 = -123308.387978 nChanged 2 SP:Iteration 20F (17200.240000 sec): 3 clusters Score: Raw -126544.348280 + Penalty 3232.031766 = -123312.316514 nChanged 1 SP:Iteration 21Q (17200.420000 sec): 3 clusters Score: Raw -126545.086103 + Penalty 3232.031766 = -123313.054337 nChanged 0 SP:Iteration 22F (17200.580000 sec): 3 clusters Score: Raw -126545.086103 + Penalty 3232.031766 = -123313.054337 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (8109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17200.700000 sec): 2 clusters Score: Raw -1439134.226376 + Penalty 2232.180999 = -1436902.045377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17200.970000 sec): 3 clusters Score: Raw -1434799.131149 + Penalty 4464.361998 = -1430334.769151 nChanged 3308 SP:Iteration 1F (17201.180000 sec): 3 clusters Score: Raw -1436601.945372 + Penalty 4464.361998 = -1432137.583373 nChanged 535 SP:Iteration 2F (17201.350000 sec): 3 clusters Score: Raw -1436862.373654 + Penalty 4464.361998 = -1432398.011656 nChanged 414 SP:Iteration 3F (17201.570000 sec): 3 clusters Score: Raw -1437043.488489 + Penalty 4464.361998 = -1432579.126491 nChanged 336 SP:Iteration 4Q (17201.770000 sec): 3 clusters Score: Raw -1437205.639847 + Penalty 4464.361998 = -1432741.277849 nChanged 331 SP:Iteration 5Q (17201.990000 sec): 3 clusters Score: Raw -1437352.585059 + Penalty 4464.361998 = -1432888.223061 nChanged 293 SP:Iteration 6Q (17202.220000 sec): 3 clusters Score: Raw -1437498.747700 + Penalty 4464.361998 = -1433034.385702 nChanged 287 SP:Iteration 7Q (17202.460000 sec): 3 clusters Score: Raw -1437641.153423 + Penalty 4464.361998 = -1433176.791425 nChanged 246 SP:Iteration 8Q (17202.630000 sec): 3 clusters Score: Raw -1437752.477400 + Penalty 4464.361998 = -1433288.115402 nChanged 224 SP:Iteration 9Q (17202.900000 sec): 3 clusters Score: Raw -1437856.086238 + Penalty 4464.361998 = -1433391.724240 nChanged 240 SP:Iteration 10Q (17203.120000 sec): 3 clusters Score: Raw -1437983.744971 + Penalty 4464.361998 = -1433519.382973 nChanged 255 SP:Iteration 11Q (17203.290000 sec): 3 clusters Score: Raw -1438136.308974 + Penalty 4464.361998 = -1433671.946976 nChanged 238 SP:Iteration 12Q (17203.510000 sec): 3 clusters Score: Raw -1438288.658698 + Penalty 4464.361998 = -1433824.296700 nChanged 235 SP:Iteration 13Q (17203.770000 sec): 3 clusters Score: Raw -1438449.983974 + Penalty 4464.361998 = -1433985.621975 nChanged 251 SP:Iteration 14Q (17203.950000 sec): 3 clusters Score: Raw -1438620.621869 + Penalty 4464.361998 = -1434156.259871 nChanged 219 SP:Iteration 15Q (17204.140000 sec): 3 clusters Score: Raw -1438784.410993 + Penalty 4464.361998 = -1434320.048995 nChanged 182 SP:Iteration 16Q (17204.360000 sec): 3 clusters Score: Raw -1438926.123708 + Penalty 4464.361998 = -1434461.761709 nChanged 147 SP:Iteration 17Q (17204.550000 sec): 3 clusters Score: Raw -1439037.467946 + Penalty 4464.361998 = -1434573.105947 nChanged 111 SP:Iteration 18Q (17204.770000 sec): 3 clusters Score: Raw -1439123.304099 + Penalty 4464.361998 = -1434658.942101 nChanged 91 SP:Iteration 19Q (17205.010000 sec): 3 clusters Score: Raw -1439192.430982 + Penalty 4464.361998 = -1434728.068984 nChanged 61 SP:Iteration 20F (17205.210000 sec): 3 clusters Score: Raw -1439236.209654 + Penalty 4464.361998 = -1434771.847656 nChanged 51 SP:Iteration 21Q (17205.430000 sec): 3 clusters Score: Raw -1439274.141334 + Penalty 4464.361998 = -1434809.779336 nChanged 37 SP:Iteration 22Q (17205.670000 sec): 3 clusters Score: Raw -1439297.933031 + Penalty 4464.361998 = -1434833.571033 nChanged 31 SP:Iteration 23Q (17205.890000 sec): 3 clusters Score: Raw -1439322.887422 + Penalty 4464.361998 = -1434858.525424 nChanged 25 SP:Iteration 24Q (17206.090000 sec): 3 clusters Score: Raw -1439342.347578 + Penalty 4464.361998 = -1434877.985580 nChanged 26 SP:Iteration 25Q (17206.290000 sec): 3 clusters Score: Raw -1439359.513382 + Penalty 4464.361998 = -1434895.151384 nChanged 9 SP:Iteration 26Q (17206.500000 sec): 3 clusters Score: Raw -1439364.338517 + Penalty 4464.361998 = -1434899.976519 nChanged 5 SP:Iteration 27Q (17206.690000 sec): 3 clusters Score: Raw -1439368.043883 + Penalty 4464.361998 = -1434903.681885 nChanged 9 SP:Iteration 28Q (17206.970000 sec): 3 clusters Score: Raw -1439377.721042 + Penalty 4464.361998 = -1434913.359044 nChanged 9 SP:Iteration 29Q (17207.150000 sec): 3 clusters Score: Raw -1439384.363270 + Penalty 4464.361998 = -1434920.001272 nChanged 6 SP:Iteration 30Q (17207.380000 sec): 3 clusters Score: Raw -1439388.097406 + Penalty 4464.361998 = -1434923.735408 nChanged 4 SP:Iteration 31Q (17207.650000 sec): 3 clusters Score: Raw -1439390.884409 + Penalty 4464.361998 = -1434926.522411 nChanged 3 SP:Iteration 32Q (17207.850000 sec): 3 clusters Score: Raw -1439393.012927 + Penalty 4464.361998 = -1434928.650929 nChanged 4 SP:Iteration 33Q (17208.070000 sec): 3 clusters Score: Raw -1439396.762502 + Penalty 4464.361998 = -1434932.400504 nChanged 6 SP:Iteration 34Q (17208.290000 sec): 3 clusters Score: Raw -1439400.821217 + Penalty 4464.361998 = -1434936.459219 nChanged 5 SP:Iteration 35Q (17208.510000 sec): 3 clusters Score: Raw -1439403.959405 + Penalty 4464.361998 = -1434939.597406 nChanged 4 SP:Iteration 36Q (17208.720000 sec): 3 clusters Score: Raw -1439407.788057 + Penalty 4464.361998 = -1434943.426059 nChanged 2 SP:Iteration 37Q (17208.950000 sec): 3 clusters Score: Raw -1439409.573898 + Penalty 4464.361998 = -1434945.211900 nChanged 2 SP:Iteration 38Q (17209.160000 sec): 3 clusters Score: Raw -1439412.915674 + Penalty 4464.361998 = -1434948.553676 nChanged 4 SP:Iteration 39Q (17209.330000 sec): 3 clusters Score: Raw -1439415.719970 + Penalty 4464.361998 = -1434951.357972 nChanged 3 SP:Iteration 40F (17209.590000 sec): 3 clusters Score: Raw -1439417.420146 + Penalty 4464.361998 = -1434953.058148 nChanged 2 SP:Iteration 41Q (17209.760000 sec): 3 clusters Score: Raw -1439418.673631 + Penalty 4464.361998 = -1434954.311632 nChanged 1 SP:Iteration 42Q (17209.970000 sec): 3 clusters Score: Raw -1439419.009545 + Penalty 4464.361998 = -1434954.647547 nChanged 2 SP:Iteration 43Q (17210.150000 sec): 3 clusters Score: Raw -1439419.640512 + Penalty 4464.361998 = -1434955.278514 nChanged 1 SP:Iteration 44Q (17210.370000 sec): 3 clusters Score: Raw -1439420.353861 + Penalty 4464.361998 = -1434955.991863 nChanged 3 SP:Iteration 45Q (17210.570000 sec): 3 clusters Score: Raw -1439422.461337 + Penalty 4464.361998 = -1434958.099339 nChanged 2 SP:Iteration 46Q (17210.770000 sec): 3 clusters Score: Raw -1439423.340318 + Penalty 4464.361998 = -1434958.978320 nChanged 1 SP:Iteration 47Q (17210.970000 sec): 3 clusters Score: Raw -1439424.103890 + Penalty 4464.361998 = -1434959.741892 nChanged 1 SP:Iteration 48Q (17211.170000 sec): 3 clusters Score: Raw -1439424.559388 + Penalty 4464.361998 = -1434960.197389 nChanged 0 SP:Iteration 49F (17211.390000 sec): 3 clusters Score: Raw -1439424.559388 + Penalty 4464.361998 = -1434960.197389 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17211.520000 sec): 2 clusters Score: Raw -100494.734332 + Penalty 1594.570431 = -98900.163902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17211.700000 sec): 3 clusters Score: Raw -100476.142127 + Penalty 3189.140861 = -97287.001266 nChanged 123 SP:Iteration 1F (17211.810000 sec): 3 clusters Score: Raw -100666.509645 + Penalty 3189.140861 = -97477.368784 nChanged 28 SP:Iteration 2Q (17212.000000 sec): 3 clusters Score: Raw -100723.839733 + Penalty 3189.140861 = -97534.698872 nChanged 15 SP:Iteration 3Q (17212.170000 sec): 3 clusters Score: Raw -100749.065271 + Penalty 3189.140861 = -97559.924410 nChanged 10 SP:Iteration 4Q (17212.360000 sec): 3 clusters Score: Raw -100767.862236 + Penalty 3189.140861 = -97578.721375 nChanged 4 SP:Iteration 5Q (17212.540000 sec): 3 clusters Score: Raw -100776.663433 + Penalty 3189.140861 = -97587.522572 nChanged 0 SP:Iteration 6F (17212.710000 sec): 3 clusters Score: Raw -100776.663433 + Penalty 3189.140861 = -97587.522572 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 9 (21459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17212.880000 sec): 2 clusters Score: Raw -3807478.128356 + Penalty 2473.527055 = -3805004.601301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17213.220000 sec): 3 clusters Score: Raw -3794926.823466 + Penalty 4947.054111 = -3789979.769355 nChanged 9512 SP:Iteration 1F (17213.530000 sec): 3 clusters Score: Raw -3800230.190885 + Penalty 4947.054111 = -3795283.136774 nChanged 1106 SP:Iteration 2F (17213.880000 sec): 3 clusters Score: Raw -3800657.839717 + Penalty 4947.054111 = -3795710.785606 nChanged 930 SP:Iteration 3Q (17214.150000 sec): 3 clusters Score: Raw -3800996.846922 + Penalty 4947.054111 = -3796049.792811 nChanged 822 SP:Iteration 4Q (17214.460000 sec): 3 clusters Score: Raw -3801287.848012 + Penalty 4947.054111 = -3796340.793901 nChanged 756 SP:Iteration 5Q (17214.760000 sec): 3 clusters Score: Raw -3801547.773894 + Penalty 4947.054111 = -3796600.719783 nChanged 700 SP:Iteration 6Q (17215.070000 sec): 3 clusters Score: Raw -3801794.321362 + Penalty 4947.054111 = -3796847.267251 nChanged 695 SP:Iteration 7Q (17215.440000 sec): 3 clusters Score: Raw -3802021.782026 + Penalty 4947.054111 = -3797074.727915 nChanged 649 SP:Iteration 8Q (17215.770000 sec): 3 clusters Score: Raw -3802235.323780 + Penalty 4947.054111 = -3797288.269669 nChanged 604 SP:Iteration 9Q (17216.040000 sec): 3 clusters Score: Raw -3802438.179158 + Penalty 4947.054111 = -3797491.125047 nChanged 565 SP:Iteration 10Q (17216.380000 sec): 3 clusters Score: Raw -3802611.629636 + Penalty 4947.054111 = -3797664.575525 nChanged 565 SP:Iteration 11Q (17216.700000 sec): 3 clusters Score: Raw -3802796.948087 + Penalty 4947.054111 = -3797849.893976 nChanged 586 SP:Iteration 12Q (17217.010000 sec): 3 clusters Score: Raw -3803003.834955 + Penalty 4947.054111 = -3798056.780844 nChanged 580 SP:Iteration 13Q (17217.330000 sec): 3 clusters Score: Raw -3803225.978248 + Penalty 4947.054111 = -3798278.924137 nChanged 596 SP:Iteration 14Q (17217.660000 sec): 3 clusters Score: Raw -3803472.900716 + Penalty 4947.054111 = -3798525.846605 nChanged 610 SP:Iteration 15Q (17217.970000 sec): 3 clusters Score: Raw -3803710.580095 + Penalty 4947.054111 = -3798763.525984 nChanged 567 SP:Iteration 16Q (17218.240000 sec): 3 clusters Score: Raw -3803943.075213 + Penalty 4947.054111 = -3798996.021103 nChanged 538 SP:Iteration 17Q (17218.530000 sec): 3 clusters Score: Raw -3804158.972194 + Penalty 4947.054111 = -3799211.918083 nChanged 510 SP:Iteration 18Q (17218.830000 sec): 3 clusters Score: Raw -3804333.415460 + Penalty 4947.054111 = -3799386.361350 nChanged 399 SP:Iteration 19Q (17219.120000 sec): 3 clusters Score: Raw -3804456.404872 + Penalty 4947.054111 = -3799509.350761 nChanged 341 SP:Iteration 20F (17219.420000 sec): 3 clusters Score: Raw -3804543.992702 + Penalty 4947.054111 = -3799596.938592 nChanged 248 SP:Iteration 21Q (17219.740000 sec): 3 clusters Score: Raw -3804602.285290 + Penalty 4947.054111 = -3799655.231179 nChanged 226 SP:Iteration 22Q (17220.060000 sec): 3 clusters Score: Raw -3804649.301379 + Penalty 4947.054111 = -3799702.247268 nChanged 200 SP:Iteration 23Q (17220.310000 sec): 3 clusters Score: Raw -3804692.703585 + Penalty 4947.054111 = -3799745.649474 nChanged 187 SP:Iteration 24Q (17220.630000 sec): 3 clusters Score: Raw -3804728.352650 + Penalty 4947.054111 = -3799781.298539 nChanged 173 SP:Iteration 25Q (17220.940000 sec): 3 clusters Score: Raw -3804762.884028 + Penalty 4947.054111 = -3799815.829917 nChanged 171 SP:Iteration 26Q (17221.220000 sec): 3 clusters Score: Raw -3804796.912545 + Penalty 4947.054111 = -3799849.858434 nChanged 167 SP:Iteration 27Q (17221.580000 sec): 3 clusters Score: Raw -3804831.369534 + Penalty 4947.054111 = -3799884.315423 nChanged 172 SP:Iteration 28Q (17221.900000 sec): 3 clusters Score: Raw -3804868.452861 + Penalty 4947.054111 = -3799921.398751 nChanged 187 SP:Iteration 29Q (17222.180000 sec): 3 clusters Score: Raw -3804904.320446 + Penalty 4947.054111 = -3799957.266335 nChanged 177 SP:Iteration 30Q (17222.500000 sec): 3 clusters Score: Raw -3804940.323356 + Penalty 4947.054111 = -3799993.269245 nChanged 189 SP:Iteration 31Q (17222.780000 sec): 3 clusters Score: Raw -3804976.187037 + Penalty 4947.054111 = -3800029.132927 nChanged 170 SP:Iteration 32Q (17223.040000 sec): 3 clusters Score: Raw -3805011.916439 + Penalty 4947.054111 = -3800064.862329 nChanged 166 SP:Iteration 33Q (17223.340000 sec): 3 clusters Score: Raw -3805046.058397 + Penalty 4947.054111 = -3800099.004286 nChanged 181 SP:Iteration 34Q (17223.610000 sec): 3 clusters Score: Raw -3805090.828415 + Penalty 4947.054111 = -3800143.774304 nChanged 228 SP:Iteration 35Q (17223.880000 sec): 3 clusters Score: Raw -3805152.465304 + Penalty 4947.054111 = -3800205.411193 nChanged 236 SP:Iteration 36Q (17224.260000 sec): 3 clusters Score: Raw -3805225.910776 + Penalty 4947.054111 = -3800278.856665 nChanged 251 SP:Iteration 37Q (17224.520000 sec): 3 clusters Score: Raw -3805305.658549 + Penalty 4947.054111 = -3800358.604439 nChanged 250 SP:Iteration 38Q (17224.840000 sec): 3 clusters Score: Raw -3805384.698081 + Penalty 4947.054111 = -3800437.643970 nChanged 250 SP:Iteration 39Q (17225.110000 sec): 3 clusters Score: Raw -3805458.053174 + Penalty 4947.054111 = -3800510.999064 nChanged 256 SP:Iteration 40F (17225.430000 sec): 3 clusters Score: Raw -3805535.580260 + Penalty 4947.054111 = -3800588.526150 nChanged 274 SP:Iteration 41Q (17225.730000 sec): 3 clusters Score: Raw -3805623.112825 + Penalty 4947.054111 = -3800676.058714 nChanged 289 SP:Iteration 42Q (17226.010000 sec): 3 clusters Score: Raw -3805730.202321 + Penalty 4947.054111 = -3800783.148211 nChanged 297 SP:Iteration 43Q (17226.290000 sec): 3 clusters Score: Raw -3805838.215076 + Penalty 4947.054111 = -3800891.160965 nChanged 290 SP:Iteration 44Q (17226.570000 sec): 3 clusters Score: Raw -3805947.338418 + Penalty 4947.054111 = -3801000.284308 nChanged 300 SP:Iteration 45Q (17226.830000 sec): 3 clusters Score: Raw -3806060.138901 + Penalty 4947.054111 = -3801113.084790 nChanged 293 SP:Iteration 46Q (17227.100000 sec): 3 clusters Score: Raw -3806166.819350 + Penalty 4947.054111 = -3801219.765240 nChanged 284 SP:Iteration 47Q (17227.400000 sec): 3 clusters Score: Raw -3806269.700277 + Penalty 4947.054111 = -3801322.646166 nChanged 261 SP:Iteration 48Q (17227.660000 sec): 3 clusters Score: Raw -3806363.820956 + Penalty 4947.054111 = -3801416.766846 nChanged 247 SP:Iteration 49Q (17227.950000 sec): 3 clusters Score: Raw -3806446.782071 + Penalty 4947.054111 = -3801499.727961 nChanged 234 SP:Iteration 50Q (17228.210000 sec): 3 clusters Score: Raw -3806528.003052 + Penalty 4947.054111 = -3801580.948941 nChanged 221 SP:Iteration 51Q (17228.510000 sec): 3 clusters Score: Raw -3806606.530082 + Penalty 4947.054111 = -3801659.475971 nChanged 204 SP:Iteration 52Q (17228.810000 sec): 3 clusters Score: Raw -3806676.556811 + Penalty 4947.054111 = -3801729.502700 nChanged 209 SP:Iteration 53Q (17229.070000 sec): 3 clusters Score: Raw -3806752.885808 + Penalty 4947.054111 = -3801805.831697 nChanged 191 SP:Iteration 54Q (17229.390000 sec): 3 clusters Score: Raw -3806820.395603 + Penalty 4947.054111 = -3801873.341493 nChanged 182 SP:Iteration 55Q (17229.690000 sec): 3 clusters Score: Raw -3806890.640888 + Penalty 4947.054111 = -3801943.586777 nChanged 190 SP:Iteration 56Q (17229.970000 sec): 3 clusters Score: Raw -3806962.126620 + Penalty 4947.054111 = -3802015.072509 nChanged 175 SP:Iteration 57Q (17230.230000 sec): 3 clusters Score: Raw -3807027.811429 + Penalty 4947.054111 = -3802080.757319 nChanged 161 SP:Iteration 58Q (17230.530000 sec): 3 clusters Score: Raw -3807081.370832 + Penalty 4947.054111 = -3802134.316721 nChanged 116 SP:Iteration 59Q (17230.790000 sec): 3 clusters Score: Raw -3807116.753480 + Penalty 4947.054111 = -3802169.699370 nChanged 105 SP:Iteration 60F (17231.020000 sec): 3 clusters Score: Raw -3807149.745971 + Penalty 4947.054111 = -3802202.691860 nChanged 106 SP:Iteration 61Q (17231.230000 sec): 3 clusters Score: Raw -3807183.702193 + Penalty 4947.054111 = -3802236.648083 nChanged 110 SP:Iteration 62Q (17231.520000 sec): 3 clusters Score: Raw -3807218.510557 + Penalty 4947.054111 = -3802271.456446 nChanged 107 SP:Iteration 63Q (17231.790000 sec): 3 clusters Score: Raw -3807252.527250 + Penalty 4947.054111 = -3802305.473139 nChanged 93 SP:Iteration 64Q (17232.080000 sec): 3 clusters Score: Raw -3807284.431377 + Penalty 4947.054111 = -3802337.377266 nChanged 90 SP:Iteration 65Q (17232.400000 sec): 3 clusters Score: Raw -3807322.138536 + Penalty 4947.054111 = -3802375.084425 nChanged 99 SP:Iteration 66Q (17232.710000 sec): 3 clusters Score: Raw -3807364.052042 + Penalty 4947.054111 = -3802416.997931 nChanged 98 SP:Iteration 67Q (17232.970000 sec): 3 clusters Score: Raw -3807403.370227 + Penalty 4947.054111 = -3802456.316116 nChanged 81 SP:Iteration 68Q (17233.310000 sec): 3 clusters Score: Raw -3807438.781360 + Penalty 4947.054111 = -3802491.727250 nChanged 91 SP:Iteration 69Q (17233.570000 sec): 3 clusters Score: Raw -3807476.016491 + Penalty 4947.054111 = -3802528.962380 nChanged 75 SP:Iteration 70Q (17233.920000 sec): 3 clusters Score: Raw -3807505.658788 + Penalty 4947.054111 = -3802558.604677 nChanged 78 SP:Iteration 71Q (17234.200000 sec): 3 clusters Score: Raw -3807533.545525 + Penalty 4947.054111 = -3802586.491415 nChanged 77 SP:Iteration 72Q (17234.500000 sec): 3 clusters Score: Raw -3807563.687868 + Penalty 4947.054111 = -3802616.633757 nChanged 62 SP:Iteration 73Q (17234.790000 sec): 3 clusters Score: Raw -3807590.950019 + Penalty 4947.054111 = -3802643.895908 nChanged 63 SP:Iteration 74Q (17235.090000 sec): 3 clusters Score: Raw -3807618.132781 + Penalty 4947.054111 = -3802671.078670 nChanged 57 SP:Iteration 75Q (17235.390000 sec): 3 clusters Score: Raw -3807637.768139 + Penalty 4947.054111 = -3802690.714029 nChanged 39 SP:Iteration 76Q (17235.630000 sec): 3 clusters Score: Raw -3807650.442500 + Penalty 4947.054111 = -3802703.388389 nChanged 36 SP:Iteration 77Q (17235.950000 sec): 3 clusters Score: Raw -3807663.003993 + Penalty 4947.054111 = -3802715.949882 nChanged 35 SP:Iteration 78Q (17236.250000 sec): 3 clusters Score: Raw -3807675.095907 + Penalty 4947.054111 = -3802728.041796 nChanged 35 SP:Iteration 79Q (17236.510000 sec): 3 clusters Score: Raw -3807687.727208 + Penalty 4947.054111 = -3802740.673097 nChanged 36 SP:Iteration 80F (17236.840000 sec): 3 clusters Score: Raw -3807703.277890 + Penalty 4947.054111 = -3802756.223779 nChanged 32 SP:Iteration 81Q (17237.110000 sec): 3 clusters Score: Raw -3807717.331203 + Penalty 4947.054111 = -3802770.277092 nChanged 28 SP:Iteration 82Q (17237.410000 sec): 3 clusters Score: Raw -3807729.022852 + Penalty 4947.054111 = -3802781.968741 nChanged 24 SP:Iteration 83Q (17237.740000 sec): 3 clusters Score: Raw -3807740.033752 + Penalty 4947.054111 = -3802792.979641 nChanged 30 SP:Iteration 84Q (17238.030000 sec): 3 clusters Score: Raw -3807752.465015 + Penalty 4947.054111 = -3802805.410904 nChanged 25 SP:Iteration 85Q (17238.380000 sec): 3 clusters Score: Raw -3807760.899847 + Penalty 4947.054111 = -3802813.845736 nChanged 9 SP:Iteration 86Q (17238.690000 sec): 3 clusters Score: Raw -3807764.312013 + Penalty 4947.054111 = -3802817.257902 nChanged 15 SP:Iteration 87Q (17238.960000 sec): 3 clusters Score: Raw -3807771.139550 + Penalty 4947.054111 = -3802824.085439 nChanged 13 SP:Iteration 88Q (17239.220000 sec): 3 clusters Score: Raw -3807776.083650 + Penalty 4947.054111 = -3802829.029540 nChanged 13 SP:Iteration 89Q (17239.520000 sec): 3 clusters Score: Raw -3807781.601014 + Penalty 4947.054111 = -3802834.546903 nChanged 13 SP:Iteration 90Q (17239.800000 sec): 3 clusters Score: Raw -3807785.877504 + Penalty 4947.054111 = -3802838.823394 nChanged 10 SP:Iteration 91Q (17240.130000 sec): 3 clusters Score: Raw -3807790.248571 + Penalty 4947.054111 = -3802843.194460 nChanged 8 SP:Iteration 92Q (17240.410000 sec): 3 clusters Score: Raw -3807792.640571 + Penalty 4947.054111 = -3802845.586460 nChanged 7 SP:Iteration 93Q (17240.670000 sec): 3 clusters Score: Raw -3807795.226350 + Penalty 4947.054111 = -3802848.172239 nChanged 12 SP:Iteration 94Q (17240.930000 sec): 3 clusters Score: Raw -3807799.591593 + Penalty 4947.054111 = -3802852.537482 nChanged 12 SP:Iteration 95Q (17241.290000 sec): 3 clusters Score: Raw -3807804.488451 + Penalty 4947.054111 = -3802857.434341 nChanged 10 SP:Iteration 96Q (17241.610000 sec): 3 clusters Score: Raw -3807807.271457 + Penalty 4947.054111 = -3802860.217347 nChanged 3 SP:Iteration 97Q (17241.880000 sec): 3 clusters Score: Raw -3807808.415566 + Penalty 4947.054111 = -3802861.361455 nChanged 6 SP:Iteration 98Q (17242.210000 sec): 3 clusters Score: Raw -3807811.155474 + Penalty 4947.054111 = -3802864.101363 nChanged 8 SP:Iteration 99Q (17242.450000 sec): 3 clusters Score: Raw -3807813.804460 + Penalty 4947.054111 = -3802866.750349 nChanged 4 SP:Iteration 100F (17242.750000 sec): 3 clusters Score: Raw -3807815.036262 + Penalty 4947.054111 = -3802867.982151 nChanged 6 SP:Iteration 101Q (17243.070000 sec): 3 clusters Score: Raw -3807818.388195 + Penalty 4947.054111 = -3802871.334085 nChanged 11 SP:Iteration 102Q (17243.410000 sec): 3 clusters Score: Raw -3807822.768893 + Penalty 4947.054111 = -3802875.714782 nChanged 5 SP:Iteration 103Q (17243.720000 sec): 3 clusters Score: Raw -3807824.888034 + Penalty 4947.054111 = -3802877.833923 nChanged 5 SP:Iteration 104Q (17244.000000 sec): 3 clusters Score: Raw -3807827.487830 + Penalty 4947.054111 = -3802880.433720 nChanged 4 SP:Iteration 105Q (17244.280000 sec): 3 clusters Score: Raw -3807829.215519 + Penalty 4947.054111 = -3802882.161408 nChanged 4 SP:Iteration 106Q (17244.580000 sec): 3 clusters Score: Raw -3807830.689709 + Penalty 4947.054111 = -3802883.635599 nChanged 3 SP:Iteration 107Q (17244.850000 sec): 3 clusters Score: Raw -3807831.821456 + Penalty 4947.054111 = -3802884.767345 nChanged 3 SP:Iteration 108Q (17245.150000 sec): 3 clusters Score: Raw -3807834.072609 + Penalty 4947.054111 = -3802887.018498 nChanged 3 SP:Iteration 109Q (17245.460000 sec): 3 clusters Score: Raw -3807835.567196 + Penalty 4947.054111 = -3802888.513086 nChanged 7 SP:Iteration 110Q (17245.700000 sec): 3 clusters Score: Raw -3807837.868572 + Penalty 4947.054111 = -3802890.814462 nChanged 4 SP:Iteration 111Q (17246.020000 sec): 3 clusters Score: Raw -3807839.821566 + Penalty 4947.054111 = -3802892.767455 nChanged 4 SP:Iteration 112Q (17246.340000 sec): 3 clusters Score: Raw -3807841.267907 + Penalty 4947.054111 = -3802894.213796 nChanged 2 SP:Iteration 113Q (17246.680000 sec): 3 clusters Score: Raw -3807841.895341 + Penalty 4947.054111 = -3802894.841231 nChanged 2 SP:Iteration 114Q (17246.980000 sec): 3 clusters Score: Raw -3807842.365344 + Penalty 4947.054111 = -3802895.311233 nChanged 0 SP:Iteration 115F (17247.270000 sec): 3 clusters Score: Raw -3807842.365344 + Penalty 4947.054111 = -3802895.311233 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17247.410000 sec): 2 clusters Score: Raw -67005.324064 + Penalty 1506.115044 = -65499.209019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17247.600000 sec): 3 clusters Score: Raw -67180.583500 + Penalty 3012.230089 = -64168.353412 nChanged 92 SP:Iteration 1F (17247.800000 sec): 3 clusters Score: Raw -67591.523836 + Penalty 3012.230089 = -64579.293747 nChanged 41 SP:Iteration 2F (17247.990000 sec): 3 clusters Score: Raw -67808.398854 + Penalty 3012.230089 = -64796.168765 nChanged 25 SP:Iteration 3F (17248.240000 sec): 3 clusters Score: Raw -67936.541883 + Penalty 3012.230089 = -64924.311794 nChanged 11 SP:Iteration 4Q (17248.510000 sec): 3 clusters Score: Raw -68014.172769 + Penalty 3012.230089 = -65001.942680 nChanged 11 SP:Iteration 5Q (17248.740000 sec): 3 clusters Score: Raw -68052.173061 + Penalty 3012.230089 = -65039.942972 nChanged 5 SP:Iteration 6Q (17248.920000 sec): 3 clusters Score: Raw -68073.727899 + Penalty 3012.230089 = -65061.497810 nChanged 3 SP:Iteration 7Q (17249.140000 sec): 3 clusters Score: Raw -68085.866281 + Penalty 3012.230089 = -65073.636192 nChanged 3 SP:Iteration 8Q (17249.380000 sec): 3 clusters Score: Raw -68097.555625 + Penalty 3012.230089 = -65085.325536 nChanged 2 SP:Iteration 9Q (17249.550000 sec): 3 clusters Score: Raw -68109.089357 + Penalty 3012.230089 = -65096.859268 nChanged 2 SP:Iteration 10Q (17249.720000 sec): 3 clusters Score: Raw -68114.747837 + Penalty 3012.230089 = -65102.517748 nChanged 1 SP:Iteration 11Q (17249.920000 sec): 3 clusters Score: Raw -68122.257788 + Penalty 3012.230089 = -65110.027699 nChanged 2 SP:Iteration 12Q (17250.120000 sec): 3 clusters Score: Raw -68131.312578 + Penalty 3012.230089 = -65119.082489 nChanged 3 SP:Iteration 13Q (17250.340000 sec): 3 clusters Score: Raw -68139.072434 + Penalty 3012.230089 = -65126.842345 nChanged 0 SP:Iteration 14F (17250.520000 sec): 3 clusters Score: Raw -68139.072434 + Penalty 3012.230089 = -65126.842345 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (7689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17250.650000 sec): 2 clusters Score: Raw -1460791.477800 + Penalty 2218.991412 = -1458572.486388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17250.910000 sec): 3 clusters Score: Raw -1456782.331280 + Penalty 4437.982823 = -1452344.348456 nChanged 3121 SP:Iteration 1F (17251.150000 sec): 3 clusters Score: Raw -1458542.776188 + Penalty 4437.982823 = -1454104.793365 nChanged 532 SP:Iteration 2F (17251.360000 sec): 3 clusters Score: Raw -1458870.443166 + Penalty 4437.982823 = -1454432.460342 nChanged 427 SP:Iteration 3F (17251.610000 sec): 3 clusters Score: Raw -1459104.735634 + Penalty 4437.982823 = -1454666.752811 nChanged 354 SP:Iteration 4Q (17251.840000 sec): 3 clusters Score: Raw -1459287.415511 + Penalty 4437.982823 = -1454849.432688 nChanged 325 SP:Iteration 5Q (17252.060000 sec): 3 clusters Score: Raw -1459462.970942 + Penalty 4437.982823 = -1455024.988119 nChanged 303 SP:Iteration 6Q (17252.340000 sec): 3 clusters Score: Raw -1459632.946515 + Penalty 4437.982823 = -1455194.963692 nChanged 317 SP:Iteration 7Q (17252.600000 sec): 3 clusters Score: Raw -1459852.215033 + Penalty 4437.982823 = -1455414.232210 nChanged 385 SP:Iteration 8F (17252.880000 sec): 3 clusters Score: Raw -1460158.388586 + Penalty 4437.982823 = -1455720.405763 nChanged 463 SP:Iteration 9F (17253.080000 sec): 3 clusters Score: Raw -1460610.303921 + Penalty 4437.982823 = -1456172.321097 nChanged 505 SP:Iteration 10F (17253.360000 sec): 3 clusters Score: Raw -1461113.249886 + Penalty 4437.982823 = -1456675.267062 nChanged 456 SP:Iteration 11F (17253.630000 sec): 3 clusters Score: Raw -1461548.725343 + Penalty 4437.982823 = -1457110.742520 nChanged 356 SP:Iteration 12Q (17253.880000 sec): 3 clusters Score: Raw -1461854.603820 + Penalty 4437.982823 = -1457416.620996 nChanged 258 SP:Iteration 13Q (17254.080000 sec): 3 clusters Score: Raw -1462011.646265 + Penalty 4437.982823 = -1457573.663442 nChanged 154 SP:Iteration 14Q (17254.320000 sec): 3 clusters Score: Raw -1462083.237703 + Penalty 4437.982823 = -1457645.254879 nChanged 82 SP:Iteration 15Q (17254.560000 sec): 3 clusters Score: Raw -1462112.976545 + Penalty 4437.982823 = -1457674.993721 nChanged 54 SP:Iteration 16Q (17254.800000 sec): 3 clusters Score: Raw -1462134.205659 + Penalty 4437.982823 = -1457696.222835 nChanged 51 SP:Iteration 17Q (17255.040000 sec): 3 clusters Score: Raw -1462153.070504 + Penalty 4437.982823 = -1457715.087680 nChanged 45 SP:Iteration 18Q (17255.260000 sec): 3 clusters Score: Raw -1462170.123739 + Penalty 4437.982823 = -1457732.140915 nChanged 38 SP:Iteration 19Q (17255.460000 sec): 3 clusters Score: Raw -1462183.910888 + Penalty 4437.982823 = -1457745.928064 nChanged 35 SP:Iteration 20F (17255.650000 sec): 3 clusters Score: Raw -1462196.653538 + Penalty 4437.982823 = -1457758.670715 nChanged 37 SP:Iteration 21Q (17255.840000 sec): 3 clusters Score: Raw -1462210.157993 + Penalty 4437.982823 = -1457772.175169 nChanged 40 SP:Iteration 22Q (17256.050000 sec): 3 clusters Score: Raw -1462224.678437 + Penalty 4437.982823 = -1457786.695614 nChanged 36 SP:Iteration 23Q (17256.260000 sec): 3 clusters Score: Raw -1462235.983641 + Penalty 4437.982823 = -1457798.000817 nChanged 35 SP:Iteration 24Q (17256.500000 sec): 3 clusters Score: Raw -1462247.031732 + Penalty 4437.982823 = -1457809.048908 nChanged 30 SP:Iteration 25Q (17256.660000 sec): 3 clusters Score: Raw -1462256.909822 + Penalty 4437.982823 = -1457818.926998 nChanged 22 SP:Iteration 26Q (17256.890000 sec): 3 clusters Score: Raw -1462262.991631 + Penalty 4437.982823 = -1457825.008808 nChanged 24 SP:Iteration 27Q (17257.180000 sec): 3 clusters Score: Raw -1462270.654803 + Penalty 4437.982823 = -1457832.671980 nChanged 24 SP:Iteration 28Q (17257.420000 sec): 3 clusters Score: Raw -1462277.197457 + Penalty 4437.982823 = -1457839.214633 nChanged 29 SP:Iteration 29Q (17257.620000 sec): 3 clusters Score: Raw -1462285.235876 + Penalty 4437.982823 = -1457847.253052 nChanged 27 SP:Iteration 30Q (17257.850000 sec): 3 clusters Score: Raw -1462292.126100 + Penalty 4437.982823 = -1457854.143276 nChanged 19 SP:Iteration 31Q (17258.090000 sec): 3 clusters Score: Raw -1462296.364586 + Penalty 4437.982823 = -1457858.381763 nChanged 11 SP:Iteration 32Q (17258.340000 sec): 3 clusters Score: Raw -1462299.588752 + Penalty 4437.982823 = -1457861.605929 nChanged 11 SP:Iteration 33Q (17258.590000 sec): 3 clusters Score: Raw -1462301.782431 + Penalty 4437.982823 = -1457863.799607 nChanged 12 SP:Iteration 34Q (17258.770000 sec): 3 clusters Score: Raw -1462304.712244 + Penalty 4437.982823 = -1457866.729420 nChanged 12 SP:Iteration 35Q (17259.010000 sec): 3 clusters Score: Raw -1462307.206510 + Penalty 4437.982823 = -1457869.223686 nChanged 9 SP:Iteration 36Q (17259.260000 sec): 3 clusters Score: Raw -1462309.112136 + Penalty 4437.982823 = -1457871.129313 nChanged 4 SP:Iteration 37Q (17259.500000 sec): 3 clusters Score: Raw -1462310.025117 + Penalty 4437.982823 = -1457872.042293 nChanged 6 SP:Iteration 38Q (17259.780000 sec): 3 clusters Score: Raw -1462311.082100 + Penalty 4437.982823 = -1457873.099277 nChanged 8 SP:Iteration 39Q (17260.030000 sec): 3 clusters Score: Raw -1462312.557800 + Penalty 4437.982823 = -1457874.574977 nChanged 6 SP:Iteration 40F (17260.250000 sec): 3 clusters Score: Raw -1462313.607773 + Penalty 4437.982823 = -1457875.624950 nChanged 6 SP:Iteration 41Q (17260.520000 sec): 3 clusters Score: Raw -1462314.499308 + Penalty 4437.982823 = -1457876.516484 nChanged 4 SP:Iteration 42Q (17260.720000 sec): 3 clusters Score: Raw -1462315.025911 + Penalty 4437.982823 = -1457877.043088 nChanged 4 SP:Iteration 43Q (17260.950000 sec): 3 clusters Score: Raw -1462315.719378 + Penalty 4437.982823 = -1457877.736554 nChanged 3 SP:Iteration 44Q (17261.180000 sec): 3 clusters Score: Raw -1462316.501986 + Penalty 4437.982823 = -1457878.519163 nChanged 2 SP:Iteration 45Q (17261.430000 sec): 3 clusters Score: Raw -1462317.029313 + Penalty 4437.982823 = -1457879.046489 nChanged 3 SP:Iteration 46Q (17261.660000 sec): 3 clusters Score: Raw -1462317.433412 + Penalty 4437.982823 = -1457879.450589 nChanged 0 SP:Iteration 47F (17261.890000 sec): 3 clusters Score: Raw -1462317.433412 + Penalty 4437.982823 = -1457879.450589 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 12 (2900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17262.010000 sec): 2 clusters Score: Raw -505545.933392 + Penalty 1977.171572 = -503568.761820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17262.190000 sec): 3 clusters Score: Raw -504316.447362 + Penalty 3954.343144 = -500362.104218 nChanged 1014 SP:Iteration 1F (17262.400000 sec): 3 clusters Score: Raw -504966.332915 + Penalty 3954.343144 = -501011.989771 nChanged 253 SP:Iteration 2F (17262.570000 sec): 3 clusters Score: Raw -505178.341316 + Penalty 3954.343144 = -501223.998172 nChanged 179 SP:Iteration 3F (17262.730000 sec): 3 clusters Score: Raw -505336.251658 + Penalty 3954.343144 = -501381.908514 nChanged 147 SP:Iteration 4F (17262.910000 sec): 3 clusters Score: Raw -505487.149518 + Penalty 3954.343144 = -501532.806374 nChanged 122 SP:Iteration 5Q (17263.110000 sec): 3 clusters Score: Raw -505615.942616 + Penalty 3954.343144 = -501661.599472 nChanged 112 SP:Iteration 6Q (17263.300000 sec): 3 clusters Score: Raw -505736.048887 + Penalty 3954.343144 = -501781.705743 nChanged 106 SP:Iteration 7Q (17263.480000 sec): 3 clusters Score: Raw -505828.585352 + Penalty 3954.343144 = -501874.242209 nChanged 87 SP:Iteration 8Q (17263.670000 sec): 3 clusters Score: Raw -505903.017224 + Penalty 3954.343144 = -501948.674080 nChanged 71 SP:Iteration 9Q (17263.860000 sec): 3 clusters Score: Raw -505956.085599 + Penalty 3954.343144 = -502001.742455 nChanged 66 SP:Iteration 10Q (17264.090000 sec): 3 clusters Score: Raw -506007.585811 + Penalty 3954.343144 = -502053.242667 nChanged 58 SP:Iteration 11Q (17264.280000 sec): 3 clusters Score: Raw -506048.721551 + Penalty 3954.343144 = -502094.378407 nChanged 41 SP:Iteration 12Q (17264.470000 sec): 3 clusters Score: Raw -506075.765934 + Penalty 3954.343144 = -502121.422790 nChanged 32 SP:Iteration 13Q (17264.640000 sec): 3 clusters Score: Raw -506096.395899 + Penalty 3954.343144 = -502142.052755 nChanged 29 SP:Iteration 14Q (17264.830000 sec): 3 clusters Score: Raw -506122.065298 + Penalty 3954.343144 = -502167.722154 nChanged 29 SP:Iteration 15Q (17265.030000 sec): 3 clusters Score: Raw -506141.704190 + Penalty 3954.343144 = -502187.361046 nChanged 26 SP:Iteration 16Q (17265.230000 sec): 3 clusters Score: Raw -506153.946458 + Penalty 3954.343144 = -502199.603315 nChanged 16 SP:Iteration 17Q (17265.470000 sec): 3 clusters Score: Raw -506160.939118 + Penalty 3954.343144 = -502206.595974 nChanged 10 SP:Iteration 18Q (17265.690000 sec): 3 clusters Score: Raw -506166.135680 + Penalty 3954.343144 = -502211.792536 nChanged 8 SP:Iteration 19Q (17265.880000 sec): 3 clusters Score: Raw -506170.834530 + Penalty 3954.343144 = -502216.491386 nChanged 9 SP:Iteration 20F (17266.050000 sec): 3 clusters Score: Raw -506175.243863 + Penalty 3954.343144 = -502220.900719 nChanged 7 SP:Iteration 21Q (17266.270000 sec): 3 clusters Score: Raw -506177.787150 + Penalty 3954.343144 = -502223.444006 nChanged 5 SP:Iteration 22Q (17266.490000 sec): 3 clusters Score: Raw -506179.384180 + Penalty 3954.343144 = -502225.041036 nChanged 1 SP:Iteration 23Q (17266.700000 sec): 3 clusters Score: Raw -506179.694978 + Penalty 3954.343144 = -502225.351834 nChanged 1 SP:Iteration 24Q (17266.910000 sec): 3 clusters Score: Raw -506179.918249 + Penalty 3954.343144 = -502225.575105 nChanged 1 SP:Iteration 25Q (17267.110000 sec): 3 clusters Score: Raw -506180.216595 + Penalty 3954.343144 = -502225.873451 nChanged 0 SP:Iteration 26F (17267.350000 sec): 3 clusters Score: Raw -506180.216595 + Penalty 3954.343144 = -502225.873451 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17267.460000 sec): 2 clusters Score: Raw -178564.335987 + Penalty 1731.058833 = -176833.277153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17267.610000 sec): 3 clusters Score: Raw -178367.630283 + Penalty 3462.117667 = -174905.512616 nChanged 289 SP:Iteration 1F (17267.790000 sec): 3 clusters Score: Raw -178745.895465 + Penalty 3462.117667 = -175283.777799 nChanged 83 SP:Iteration 2F (17267.990000 sec): 3 clusters Score: Raw -178849.464510 + Penalty 3462.117667 = -175387.346843 nChanged 40 SP:Iteration 3Q (17268.180000 sec): 3 clusters Score: Raw -178923.870166 + Penalty 3462.117667 = -175461.752499 nChanged 40 SP:Iteration 4Q (17268.400000 sec): 3 clusters Score: Raw -178979.262558 + Penalty 3462.117667 = -175517.144892 nChanged 35 SP:Iteration 5Q (17268.600000 sec): 3 clusters Score: Raw -179034.472303 + Penalty 3462.117667 = -175572.354637 nChanged 28 SP:Iteration 6Q (17268.780000 sec): 3 clusters Score: Raw -179079.845483 + Penalty 3462.117667 = -175617.727817 nChanged 31 SP:Iteration 7Q (17269.010000 sec): 3 clusters Score: Raw -179145.870674 + Penalty 3462.117667 = -175683.753008 nChanged 31 SP:Iteration 8Q (17269.210000 sec): 3 clusters Score: Raw -179202.964582 + Penalty 3462.117667 = -175740.846915 nChanged 37 SP:Iteration 9Q (17269.420000 sec): 3 clusters Score: Raw -179267.032587 + Penalty 3462.117667 = -175804.914920 nChanged 25 SP:Iteration 10Q (17269.640000 sec): 3 clusters Score: Raw -179299.380710 + Penalty 3462.117667 = -175837.263044 nChanged 8 SP:Iteration 11Q (17269.820000 sec): 3 clusters Score: Raw -179306.678099 + Penalty 3462.117667 = -175844.560433 nChanged 3 SP:Iteration 12Q (17270.010000 sec): 3 clusters Score: Raw -179309.492828 + Penalty 3462.117667 = -175847.375161 nChanged 2 SP:Iteration 13Q (17270.220000 sec): 3 clusters Score: Raw -179311.618763 + Penalty 3462.117667 = -175849.501097 nChanged 1 SP:Iteration 14Q (17270.470000 sec): 3 clusters Score: Raw -179312.565182 + Penalty 3462.117667 = -175850.447516 nChanged 0 SP:Iteration 15F (17270.680000 sec): 3 clusters Score: Raw -179312.565182 + Penalty 3462.117667 = -175850.447516 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (196554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17271.740000 sec): 2 clusters Score: Raw -35714720.315331 + Penalty 3022.795735 = -35711697.519595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17273.020000 sec): 3 clusters Score: Raw -35585626.599767 + Penalty 6045.591471 = -35579581.008296 nChanged 94487 SP:Iteration 1F (17274.320000 sec): 3 clusters Score: Raw -35641172.172274 + Penalty 6045.591471 = -35635126.580803 nChanged 4939 SP:Iteration 2Q (17275.720000 sec): 3 clusters Score: Raw -35642073.763867 + Penalty 6045.591471 = -35636028.172396 nChanged 5197 SP:Iteration 3Q (17277.090000 sec): 3 clusters Score: Raw -35643200.342618 + Penalty 6045.591471 = -35637154.751148 nChanged 5779 SP:Iteration 4Q (17278.360000 sec): 3 clusters Score: Raw -35644745.867599 + Penalty 6045.591471 = -35638700.276128 nChanged 6659 SP:Iteration 5Q (17279.620000 sec): 3 clusters Score: Raw -35646929.883888 + Penalty 6045.591471 = -35640884.292417 nChanged 7850 SP:Iteration 6Q (17280.870000 sec): 3 clusters Score: Raw -35650183.120198 + Penalty 6045.591471 = -35644137.528727 nChanged 9310 SP:Iteration 7Q (17282.200000 sec): 3 clusters Score: Raw -35654985.378887 + Penalty 6045.591471 = -35648939.787416 nChanged 10883 SP:Iteration 8F (17283.550000 sec): 3 clusters Score: Raw -35661418.909418 + Penalty 6045.591471 = -35655373.317947 nChanged 11767 SP:Iteration 9F (17284.790000 sec): 3 clusters Score: Raw -35668963.982670 + Penalty 6045.591471 = -35662918.391199 nChanged 11740 SP:Iteration 10F (17286.100000 sec): 3 clusters Score: Raw -35676361.499385 + Penalty 6045.591471 = -35670315.907915 nChanged 10273 SP:Iteration 11F (17287.300000 sec): 3 clusters Score: Raw -35682109.021338 + Penalty 6045.591471 = -35676063.429867 nChanged 8075 SP:Iteration 12Q (17288.550000 sec): 3 clusters Score: Raw -35685926.333525 + Penalty 6045.591471 = -35679880.742054 nChanged 6079 SP:Iteration 13Q (17289.740000 sec): 3 clusters Score: Raw -35688375.412010 + Penalty 6045.591471 = -35682329.820539 nChanged 4740 SP:Iteration 14Q (17290.950000 sec): 3 clusters Score: Raw -35690189.247988 + Penalty 6045.591471 = -35684143.656517 nChanged 4184 SP:Iteration 15Q (17292.210000 sec): 3 clusters Score: Raw -35691841.836870 + Penalty 6045.591471 = -35685796.245399 nChanged 4106 SP:Iteration 16Q (17293.530000 sec): 3 clusters Score: Raw -35693511.499902 + Penalty 6045.591471 = -35687465.908431 nChanged 4068 SP:Iteration 17Q (17294.840000 sec): 3 clusters Score: Raw -35695251.166200 + Penalty 6045.591471 = -35689205.574729 nChanged 4126 SP:Iteration 18Q (17296.000000 sec): 3 clusters Score: Raw -35697136.394044 + Penalty 6045.591471 = -35691090.802573 nChanged 4016 SP:Iteration 19Q (17297.160000 sec): 3 clusters Score: Raw -35699001.426970 + Penalty 6045.591471 = -35692955.835499 nChanged 3792 SP:Iteration 20F (17298.320000 sec): 3 clusters Score: Raw -35700813.568906 + Penalty 6045.591471 = -35694767.977435 nChanged 3529 SP:Iteration 21Q (17299.510000 sec): 3 clusters Score: Raw -35702523.987646 + Penalty 6045.591471 = -35696478.396175 nChanged 3203 SP:Iteration 22Q (17300.630000 sec): 3 clusters Score: Raw -35704094.285127 + Penalty 6045.591471 = -35698048.693656 nChanged 2885 SP:Iteration 23Q (17301.700000 sec): 3 clusters Score: Raw -35705500.533169 + Penalty 6045.591471 = -35699454.941698 nChanged 2692 SP:Iteration 24Q (17302.730000 sec): 3 clusters Score: Raw -35706881.927081 + Penalty 6045.591471 = -35700836.335610 nChanged 2490 SP:Iteration 25Q (17303.780000 sec): 3 clusters Score: Raw -35708171.672287 + Penalty 6045.591471 = -35702126.080816 nChanged 2145 SP:Iteration 26Q (17304.800000 sec): 3 clusters Score: Raw -35709299.129704 + Penalty 6045.591471 = -35703253.538233 nChanged 1862 SP:Iteration 27Q (17305.870000 sec): 3 clusters Score: Raw -35710321.626169 + Penalty 6045.591471 = -35704276.034698 nChanged 1699 SP:Iteration 28Q (17306.880000 sec): 3 clusters Score: Raw -35711320.126156 + Penalty 6045.591471 = -35705274.534685 nChanged 1473 SP:Iteration 29Q (17307.920000 sec): 3 clusters Score: Raw -35712227.080514 + Penalty 6045.591471 = -35706181.489043 nChanged 1195 SP:Iteration 30Q (17308.990000 sec): 3 clusters Score: Raw -35712975.794233 + Penalty 6045.591471 = -35706930.202762 nChanged 918 SP:Iteration 31Q (17309.950000 sec): 3 clusters Score: Raw -35713555.161754 + Penalty 6045.591471 = -35707509.570283 nChanged 663 SP:Iteration 32Q (17310.890000 sec): 3 clusters Score: Raw -35713971.314820 + Penalty 6045.591471 = -35707925.723349 nChanged 468 SP:Iteration 33Q (17311.790000 sec): 3 clusters Score: Raw -35714253.192893 + Penalty 6045.591471 = -35708207.601422 nChanged 361 SP:Iteration 34Q (17312.740000 sec): 3 clusters Score: Raw -35714474.334843 + Penalty 6045.591471 = -35708428.743372 nChanged 240 SP:Iteration 35Q (17313.660000 sec): 3 clusters Score: Raw -35714629.793321 + Penalty 6045.591471 = -35708584.201850 nChanged 189 SP:Iteration 36Q (17314.550000 sec): 3 clusters Score: Raw -35714756.208510 + Penalty 6045.591471 = -35708710.617039 nChanged 142 SP:Iteration 37Q (17315.480000 sec): 3 clusters Score: Raw -35714857.036081 + Penalty 6045.591471 = -35708811.444610 nChanged 116 SP:Iteration 38Q (17316.370000 sec): 3 clusters Score: Raw -35714931.897257 + Penalty 6045.591471 = -35708886.305786 nChanged 77 SP:Iteration 39Q (17317.330000 sec): 3 clusters Score: Raw -35714978.724979 + Penalty 6045.591471 = -35708933.133508 nChanged 48 SP:Iteration 40F (17318.470000 sec): 3 clusters Score: Raw -35715008.475682 + Penalty 6045.591471 = -35708962.884211 nChanged 31 SP:Iteration 41Q (17319.480000 sec): 3 clusters Score: Raw -35715025.365423 + Penalty 6045.591471 = -35708979.773952 nChanged 25 SP:Iteration 42Q (17320.470000 sec): 3 clusters Score: Raw -35715039.639983 + Penalty 6045.591471 = -35708994.048512 nChanged 27 SP:Iteration 43Q (17321.490000 sec): 3 clusters Score: Raw -35715054.505232 + Penalty 6045.591471 = -35709008.913761 nChanged 18 SP:Iteration 44Q (17322.560000 sec): 3 clusters Score: Raw -35715066.000250 + Penalty 6045.591471 = -35709020.408779 nChanged 15 SP:Iteration 45Q (17323.540000 sec): 3 clusters Score: Raw -35715075.165987 + Penalty 6045.591471 = -35709029.574516 nChanged 18 SP:Iteration 46Q (17324.530000 sec): 3 clusters Score: Raw -35715083.990292 + Penalty 6045.591471 = -35709038.398821 nChanged 6 SP:Iteration 47Q (17325.560000 sec): 3 clusters Score: Raw -35715086.688136 + Penalty 6045.591471 = -35709041.096665 nChanged 6 SP:Iteration 48Q (17326.560000 sec): 3 clusters Score: Raw -35715089.198151 + Penalty 6045.591471 = -35709043.606680 nChanged 4 SP:Iteration 49Q (17327.560000 sec): 3 clusters Score: Raw -35715091.376998 + Penalty 6045.591471 = -35709045.785527 nChanged 6 SP:Iteration 50Q (17328.540000 sec): 3 clusters Score: Raw -35715094.746284 + Penalty 6045.591471 = -35709049.154813 nChanged 5 SP:Iteration 51Q (17329.430000 sec): 3 clusters Score: Raw -35715097.034811 + Penalty 6045.591471 = -35709051.443340 nChanged 8 SP:Iteration 52Q (17330.300000 sec): 3 clusters Score: Raw -35715100.779433 + Penalty 6045.591471 = -35709055.187962 nChanged 3 SP:Iteration 53Q (17331.160000 sec): 3 clusters Score: Raw -35715102.053367 + Penalty 6045.591471 = -35709056.461896 nChanged 5 SP:Iteration 54Q (17332.040000 sec): 3 clusters Score: Raw -35715104.811687 + Penalty 6045.591471 = -35709059.220216 nChanged 2 SP:Iteration 55Q (17332.940000 sec): 3 clusters Score: Raw -35715106.147708 + Penalty 6045.591471 = -35709060.556237 nChanged 0 SP:Iteration 56F (17334.040000 sec): 3 clusters Score: Raw -35715106.147708 + Penalty 6045.591471 = -35709060.556237 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (28762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17334.340000 sec): 2 clusters Score: Raw -5407570.544863 + Penalty 2546.168967 = -5405024.375896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17334.620000 sec): 3 clusters Score: Raw -5390362.774640 + Penalty 5092.337934 = -5385270.436706 nChanged 12846 SP:Iteration 1F (17334.910000 sec): 3 clusters Score: Raw -5397370.969150 + Penalty 5092.337934 = -5392278.631216 nChanged 1304 SP:Iteration 2Q (17335.260000 sec): 3 clusters Score: Raw -5397798.601793 + Penalty 5092.337934 = -5392706.263859 nChanged 1167 SP:Iteration 3Q (17335.570000 sec): 3 clusters Score: Raw -5398192.481746 + Penalty 5092.337934 = -5393100.143812 nChanged 1050 SP:Iteration 4Q (17335.900000 sec): 3 clusters Score: Raw -5398606.388713 + Penalty 5092.337934 = -5393514.050779 nChanged 1095 SP:Iteration 5Q (17336.270000 sec): 3 clusters Score: Raw -5399064.703611 + Penalty 5092.337934 = -5393972.365677 nChanged 1180 SP:Iteration 6Q (17336.580000 sec): 3 clusters Score: Raw -5399645.512475 + Penalty 5092.337934 = -5394553.174541 nChanged 1362 SP:Iteration 7Q (17336.920000 sec): 3 clusters Score: Raw -5400425.631571 + Penalty 5092.337934 = -5395333.293638 nChanged 1483 SP:Iteration 8F (17337.210000 sec): 3 clusters Score: Raw -5401448.930150 + Penalty 5092.337934 = -5396356.592216 nChanged 1598 SP:Iteration 9F (17337.530000 sec): 3 clusters Score: Raw -5402666.979938 + Penalty 5092.337934 = -5397574.642005 nChanged 1670 SP:Iteration 10F (17337.820000 sec): 3 clusters Score: Raw -5403994.027793 + Penalty 5092.337934 = -5398901.689859 nChanged 1471 SP:Iteration 11F (17338.160000 sec): 3 clusters Score: Raw -5405179.706304 + Penalty 5092.337934 = -5400087.368370 nChanged 1195 SP:Iteration 12Q (17338.440000 sec): 3 clusters Score: Raw -5406146.509488 + Penalty 5092.337934 = -5401054.171554 nChanged 866 SP:Iteration 13Q (17338.720000 sec): 3 clusters Score: Raw -5406825.401388 + Penalty 5092.337934 = -5401733.063454 nChanged 506 SP:Iteration 14Q (17339.020000 sec): 3 clusters Score: Raw -5407223.546071 + Penalty 5092.337934 = -5402131.208137 nChanged 304 SP:Iteration 15Q (17339.350000 sec): 3 clusters Score: Raw -5407457.895859 + Penalty 5092.337934 = -5402365.557925 nChanged 197 SP:Iteration 16Q (17339.690000 sec): 3 clusters Score: Raw -5407615.649685 + Penalty 5092.337934 = -5402523.311751 nChanged 134 SP:Iteration 17Q (17339.980000 sec): 3 clusters Score: Raw -5407706.052764 + Penalty 5092.337934 = -5402613.714830 nChanged 85 SP:Iteration 18Q (17340.280000 sec): 3 clusters Score: Raw -5407767.427508 + Penalty 5092.337934 = -5402675.089574 nChanged 64 SP:Iteration 19Q (17340.600000 sec): 3 clusters Score: Raw -5407813.898846 + Penalty 5092.337934 = -5402721.560912 nChanged 49 SP:Iteration 20F (17340.900000 sec): 3 clusters Score: Raw -5407850.421367 + Penalty 5092.337934 = -5402758.083433 nChanged 39 SP:Iteration 21Q (17341.170000 sec): 3 clusters Score: Raw -5407882.704193 + Penalty 5092.337934 = -5402790.366260 nChanged 29 SP:Iteration 22Q (17341.470000 sec): 3 clusters Score: Raw -5407906.801196 + Penalty 5092.337934 = -5402814.463262 nChanged 26 SP:Iteration 23Q (17341.770000 sec): 3 clusters Score: Raw -5407926.559064 + Penalty 5092.337934 = -5402834.221131 nChanged 18 SP:Iteration 24Q (17342.060000 sec): 3 clusters Score: Raw -5407941.199683 + Penalty 5092.337934 = -5402848.861749 nChanged 16 SP:Iteration 25Q (17342.400000 sec): 3 clusters Score: Raw -5407952.779345 + Penalty 5092.337934 = -5402860.441411 nChanged 16 SP:Iteration 26Q (17342.740000 sec): 3 clusters Score: Raw -5407963.542519 + Penalty 5092.337934 = -5402871.204585 nChanged 10 SP:Iteration 27Q (17343.020000 sec): 3 clusters Score: Raw -5407968.903572 + Penalty 5092.337934 = -5402876.565638 nChanged 6 SP:Iteration 28Q (17343.350000 sec): 3 clusters Score: Raw -5407974.260712 + Penalty 5092.337934 = -5402881.922779 nChanged 4 SP:Iteration 29Q (17343.610000 sec): 3 clusters Score: Raw -5407979.964575 + Penalty 5092.337934 = -5402887.626641 nChanged 6 SP:Iteration 30Q (17343.960000 sec): 3 clusters Score: Raw -5407985.886141 + Penalty 5092.337934 = -5402893.548207 nChanged 10 SP:Iteration 31Q (17344.240000 sec): 3 clusters Score: Raw -5407995.861901 + Penalty 5092.337934 = -5402903.523967 nChanged 14 SP:Iteration 32Q (17344.600000 sec): 3 clusters Score: Raw -5408007.310241 + Penalty 5092.337934 = -5402914.972308 nChanged 10 SP:Iteration 33Q (17344.880000 sec): 3 clusters Score: Raw -5408015.175280 + Penalty 5092.337934 = -5402922.837346 nChanged 8 SP:Iteration 34Q (17345.190000 sec): 3 clusters Score: Raw -5408020.325623 + Penalty 5092.337934 = -5402927.987689 nChanged 3 SP:Iteration 35Q (17345.500000 sec): 3 clusters Score: Raw -5408022.944176 + Penalty 5092.337934 = -5402930.606242 nChanged 5 SP:Iteration 36Q (17345.800000 sec): 3 clusters Score: Raw -5408026.336161 + Penalty 5092.337934 = -5402933.998228 nChanged 4 SP:Iteration 37Q (17346.130000 sec): 3 clusters Score: Raw -5408030.160310 + Penalty 5092.337934 = -5402937.822376 nChanged 5 SP:Iteration 38Q (17346.460000 sec): 3 clusters Score: Raw -5408034.370318 + Penalty 5092.337934 = -5402942.032384 nChanged 2 SP:Iteration 39Q (17346.770000 sec): 3 clusters Score: Raw -5408035.077580 + Penalty 5092.337934 = -5402942.739646 nChanged 1 SP:Iteration 40F (17347.110000 sec): 3 clusters Score: Raw -5408035.612205 + Penalty 5092.337934 = -5402943.274271 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17347.220000 sec): 2 clusters Score: Raw -333521.227578 + Penalty 1885.147779 = -331636.079799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17347.400000 sec): 3 clusters Score: Raw -332804.747569 + Penalty 3770.295558 = -329034.452011 nChanged 657 SP:Iteration 1F (17347.590000 sec): 3 clusters Score: Raw -333452.191385 + Penalty 3770.295558 = -329681.895827 nChanged 187 SP:Iteration 2F (17347.740000 sec): 3 clusters Score: Raw -333770.698580 + Penalty 3770.295558 = -330000.403022 nChanged 154 SP:Iteration 3F (17347.970000 sec): 3 clusters Score: Raw -334022.165073 + Penalty 3770.295558 = -330251.869515 nChanged 135 SP:Iteration 4F (17348.180000 sec): 3 clusters Score: Raw -334255.466556 + Penalty 3770.295558 = -330485.170999 nChanged 114 SP:Iteration 5F (17348.370000 sec): 3 clusters Score: Raw -334483.681209 + Penalty 3770.295558 = -330713.385651 nChanged 95 SP:Iteration 6Q (17348.520000 sec): 3 clusters Score: Raw -334629.641943 + Penalty 3770.295558 = -330859.346385 nChanged 65 SP:Iteration 7Q (17348.710000 sec): 3 clusters Score: Raw -334732.016354 + Penalty 3770.295558 = -330961.720797 nChanged 46 SP:Iteration 8Q (17348.890000 sec): 3 clusters Score: Raw -334798.629821 + Penalty 3770.295558 = -331028.334263 nChanged 48 SP:Iteration 9Q (17349.100000 sec): 3 clusters Score: Raw -334867.786849 + Penalty 3770.295558 = -331097.491291 nChanged 33 SP:Iteration 10Q (17349.250000 sec): 3 clusters Score: Raw -334923.786335 + Penalty 3770.295558 = -331153.490777 nChanged 27 SP:Iteration 11Q (17349.410000 sec): 3 clusters Score: Raw -334964.439796 + Penalty 3770.295558 = -331194.144238 nChanged 23 SP:Iteration 12Q (17349.610000 sec): 3 clusters Score: Raw -334993.905024 + Penalty 3770.295558 = -331223.609466 nChanged 15 SP:Iteration 13Q (17349.760000 sec): 3 clusters Score: Raw -335008.831735 + Penalty 3770.295558 = -331238.536177 nChanged 8 SP:Iteration 14Q (17349.910000 sec): 3 clusters Score: Raw -335017.183497 + Penalty 3770.295558 = -331246.887939 nChanged 8 SP:Iteration 15Q (17350.100000 sec): 3 clusters Score: Raw -335027.014042 + Penalty 3770.295558 = -331256.718484 nChanged 8 SP:Iteration 16Q (17350.280000 sec): 3 clusters Score: Raw -335035.352539 + Penalty 3770.295558 = -331265.056981 nChanged 7 SP:Iteration 17Q (17350.440000 sec): 3 clusters Score: Raw -335045.592019 + Penalty 3770.295558 = -331275.296461 nChanged 8 SP:Iteration 18Q (17350.650000 sec): 3 clusters Score: Raw -335053.326992 + Penalty 3770.295558 = -331283.031434 nChanged 10 SP:Iteration 19Q (17350.810000 sec): 3 clusters Score: Raw -335063.096689 + Penalty 3770.295558 = -331292.801131 nChanged 7 SP:Iteration 20F (17351.000000 sec): 3 clusters Score: Raw -335071.765181 + Penalty 3770.295558 = -331301.469623 nChanged 12 SP:Iteration 21Q (17351.190000 sec): 3 clusters Score: Raw -335085.003201 + Penalty 3770.295558 = -331314.707643 nChanged 13 SP:Iteration 22Q (17351.390000 sec): 3 clusters Score: Raw -335100.170892 + Penalty 3770.295558 = -331329.875334 nChanged 10 SP:Iteration 23Q (17351.530000 sec): 3 clusters Score: Raw -335116.883950 + Penalty 3770.295558 = -331346.588392 nChanged 10 SP:Iteration 24Q (17351.730000 sec): 3 clusters Score: Raw -335135.560492 + Penalty 3770.295558 = -331365.264934 nChanged 3 SP:Iteration 25Q (17351.890000 sec): 3 clusters Score: Raw -335136.782789 + Penalty 3770.295558 = -331366.487231 nChanged 0 SP:Iteration 26F (17352.090000 sec): 3 clusters Score: Raw -335136.782789 + Penalty 3770.295558 = -331366.487231 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17352.190000 sec): 2 clusters Score: Raw -38908.446629 + Penalty 1428.207640 = -37480.238989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17352.350000 sec): 3 clusters Score: Raw -39220.987292 + Penalty 2856.415280 = -36364.572012 nChanged 77 SP:Iteration 1F (17352.550000 sec): 3 clusters Score: Raw -39679.461492 + Penalty 2856.415280 = -36823.046212 nChanged 29 SP:Iteration 2F (17352.710000 sec): 3 clusters Score: Raw -39827.101450 + Penalty 2856.415280 = -36970.686170 nChanged 12 SP:Iteration 3Q (17352.930000 sec): 3 clusters Score: Raw -39911.097523 + Penalty 2856.415280 = -37054.682243 nChanged 5 SP:Iteration 4Q (17353.110000 sec): 3 clusters Score: Raw -39961.159425 + Penalty 2856.415280 = -37104.744145 nChanged 4 SP:Iteration 5Q (17353.310000 sec): 3 clusters Score: Raw -39976.045591 + Penalty 2856.415280 = -37119.630311 nChanged 1 SP:Iteration 6Q (17353.490000 sec): 3 clusters Score: Raw -39982.610489 + Penalty 2856.415280 = -37126.195209 nChanged 1 SP:Iteration 7Q (17353.650000 sec): 3 clusters Score: Raw -39994.417966 + Penalty 2856.415280 = -37138.002686 nChanged 3 SP:Iteration 8Q (17353.830000 sec): 3 clusters Score: Raw -40006.331869 + Penalty 2856.415280 = -37149.916589 nChanged 2 SP:Iteration 9Q (17353.990000 sec): 3 clusters Score: Raw -40025.868450 + Penalty 2856.415280 = -37169.453170 nChanged 1 SP:Iteration 10Q (17354.210000 sec): 3 clusters Score: Raw -40032.455760 + Penalty 2856.415280 = -37176.040480 nChanged 0 SP:Iteration 11F (17354.350000 sec): 3 clusters Score: Raw -40032.455760 + Penalty 2856.415280 = -37176.040480 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 18 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17354.450000 sec): 2 clusters Score: Raw -41873.558732 + Penalty 1369.322308 = -40504.236425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17354.650000 sec): 3 clusters Score: Raw -42102.007912 + Penalty 2738.644615 = -39363.363297 nChanged 24 SP:Iteration 1F (17354.830000 sec): 3 clusters Score: Raw -42193.519991 + Penalty 2738.644615 = -39454.875375 nChanged 5 SP:Iteration 2Q (17354.990000 sec): 3 clusters Score: Raw -42213.709961 + Penalty 2738.644615 = -39475.065346 nChanged 3 SP:Iteration 3Q (17355.230000 sec): 3 clusters Score: Raw -42226.206488 + Penalty 2738.644615 = -39487.561873 nChanged 3 SP:Iteration 4Q (17355.390000 sec): 3 clusters Score: Raw -42237.386408 + Penalty 2738.644615 = -39498.741793 nChanged 1 SP:Iteration 5Q (17355.580000 sec): 3 clusters Score: Raw -42240.754367 + Penalty 2738.644615 = -39502.109751 nChanged 0 SP:Iteration 6F (17355.770000 sec): 3 clusters Score: Raw -42240.754367 + Penalty 2738.644615 = -39502.109751 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17355.850000 sec): 2 clusters Score: Raw -474213.352244 + Penalty 1965.528707 = -472247.823537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17356.050000 sec): 3 clusters Score: Raw -473081.774696 + Penalty 3931.057414 = -469150.717283 nChanged 951 SP:Iteration 1F (17356.250000 sec): 3 clusters Score: Raw -473784.881110 + Penalty 3931.057414 = -469853.823696 nChanged 265 SP:Iteration 2F (17356.460000 sec): 3 clusters Score: Raw -474049.352716 + Penalty 3931.057414 = -470118.295302 nChanged 176 SP:Iteration 3F (17356.600000 sec): 3 clusters Score: Raw -474251.834074 + Penalty 3931.057414 = -470320.776660 nChanged 132 SP:Iteration 4Q (17356.860000 sec): 3 clusters Score: Raw -474432.158755 + Penalty 3931.057414 = -470501.101341 nChanged 132 SP:Iteration 5Q (17357.020000 sec): 3 clusters Score: Raw -474583.630640 + Penalty 3931.057414 = -470652.573226 nChanged 126 SP:Iteration 6Q (17357.170000 sec): 3 clusters Score: Raw -474742.340700 + Penalty 3931.057414 = -470811.283286 nChanged 106 SP:Iteration 7Q (17357.340000 sec): 3 clusters Score: Raw -474870.673565 + Penalty 3931.057414 = -470939.616151 nChanged 89 SP:Iteration 8Q (17357.520000 sec): 3 clusters Score: Raw -474962.810328 + Penalty 3931.057414 = -471031.752914 nChanged 67 SP:Iteration 9Q (17357.690000 sec): 3 clusters Score: Raw -475014.267805 + Penalty 3931.057414 = -471083.210391 nChanged 58 SP:Iteration 10Q (17357.890000 sec): 3 clusters Score: Raw -475060.454780 + Penalty 3931.057414 = -471129.397366 nChanged 40 SP:Iteration 11Q (17358.050000 sec): 3 clusters Score: Raw -475090.655014 + Penalty 3931.057414 = -471159.597600 nChanged 42 SP:Iteration 12Q (17358.170000 sec): 3 clusters Score: Raw -475121.260891 + Penalty 3931.057414 = -471190.203477 nChanged 31 SP:Iteration 13Q (17358.330000 sec): 3 clusters Score: Raw -475141.064214 + Penalty 3931.057414 = -471210.006800 nChanged 25 SP:Iteration 14Q (17358.500000 sec): 3 clusters Score: Raw -475158.800462 + Penalty 3931.057414 = -471227.743048 nChanged 19 SP:Iteration 15Q (17358.710000 sec): 3 clusters Score: Raw -475172.801202 + Penalty 3931.057414 = -471241.743788 nChanged 19 SP:Iteration 16Q (17358.850000 sec): 3 clusters Score: Raw -475185.128888 + Penalty 3931.057414 = -471254.071474 nChanged 16 SP:Iteration 17Q (17359.050000 sec): 3 clusters Score: Raw -475193.318954 + Penalty 3931.057414 = -471262.261540 nChanged 14 SP:Iteration 18Q (17359.230000 sec): 3 clusters Score: Raw -475200.257257 + Penalty 3931.057414 = -471269.199843 nChanged 15 SP:Iteration 19Q (17359.430000 sec): 3 clusters Score: Raw -475208.974920 + Penalty 3931.057414 = -471277.917506 nChanged 14 SP:Iteration 20F (17359.600000 sec): 3 clusters Score: Raw -475220.064342 + Penalty 3931.057414 = -471289.006928 nChanged 19 SP:Iteration 21Q (17359.760000 sec): 3 clusters Score: Raw -475242.925778 + Penalty 3931.057414 = -471311.868364 nChanged 28 SP:Iteration 22Q (17359.950000 sec): 3 clusters Score: Raw -475264.337638 + Penalty 3931.057414 = -471333.280224 nChanged 23 SP:Iteration 23Q (17360.100000 sec): 3 clusters Score: Raw -475275.901821 + Penalty 3931.057414 = -471344.844407 nChanged 16 SP:Iteration 24Q (17360.300000 sec): 3 clusters Score: Raw -475285.645263 + Penalty 3931.057414 = -471354.587849 nChanged 14 SP:Iteration 25Q (17360.480000 sec): 3 clusters Score: Raw -475294.293444 + Penalty 3931.057414 = -471363.236030 nChanged 14 SP:Iteration 26Q (17360.680000 sec): 3 clusters Score: Raw -475301.269640 + Penalty 3931.057414 = -471370.212226 nChanged 13 SP:Iteration 27Q (17360.860000 sec): 3 clusters Score: Raw -475309.255185 + Penalty 3931.057414 = -471378.197771 nChanged 6 SP:Iteration 28Q (17361.080000 sec): 3 clusters Score: Raw -475312.910034 + Penalty 3931.057414 = -471381.852620 nChanged 2 SP:Iteration 29Q (17361.280000 sec): 3 clusters Score: Raw -475313.608701 + Penalty 3931.057414 = -471382.551287 nChanged 1 SP:Iteration 30Q (17361.460000 sec): 3 clusters Score: Raw -475313.916133 + Penalty 3931.057414 = -471382.858719 nChanged 0 SP:Iteration 31F (17361.650000 sec): 3 clusters Score: Raw -475313.916133 + Penalty 3931.057414 = -471382.858719 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17361.710000 sec): 2 clusters Score: Raw -86862.256078 + Penalty 1543.690490 = -85318.565588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17361.920000 sec): 3 clusters Score: Raw -86914.902999 + Penalty 3087.380981 = -83827.522018 nChanged 90 SP:Iteration 1F (17362.060000 sec): 3 clusters Score: Raw -87093.941245 + Penalty 3087.380981 = -84006.560264 nChanged 32 SP:Iteration 2F (17362.250000 sec): 3 clusters Score: Raw -87152.873512 + Penalty 3087.380981 = -84065.492531 nChanged 12 SP:Iteration 3Q (17362.440000 sec): 3 clusters Score: Raw -87178.877030 + Penalty 3087.380981 = -84091.496049 nChanged 9 SP:Iteration 4Q (17362.620000 sec): 3 clusters Score: Raw -87193.965618 + Penalty 3087.380981 = -84106.584637 nChanged 4 SP:Iteration 5Q (17362.800000 sec): 3 clusters Score: Raw -87207.177642 + Penalty 3087.380981 = -84119.796661 nChanged 3 SP:Iteration 6Q (17362.980000 sec): 3 clusters Score: Raw -87212.876815 + Penalty 3087.380981 = -84125.495834 nChanged 4 SP:Iteration 7Q (17363.120000 sec): 3 clusters Score: Raw -87220.006237 + Penalty 3087.380981 = -84132.625256 nChanged 2 SP:Iteration 8Q (17363.320000 sec): 3 clusters Score: Raw -87224.855501 + Penalty 3087.380981 = -84137.474520 nChanged 3 SP:Iteration 9Q (17363.480000 sec): 3 clusters Score: Raw -87234.832478 + Penalty 3087.380981 = -84147.451497 nChanged 4 SP:Iteration 10Q (17363.650000 sec): 3 clusters Score: Raw -87240.102914 + Penalty 3087.380981 = -84152.721933 nChanged 4 SP:Iteration 11Q (17363.830000 sec): 3 clusters Score: Raw -87250.589528 + Penalty 3087.380981 = -84163.208547 nChanged 1 SP:Iteration 12Q (17364.030000 sec): 3 clusters Score: Raw -87251.436614 + Penalty 3087.380981 = -84164.055633 nChanged 0 SP:Iteration 13F (17364.200000 sec): 3 clusters Score: Raw -87251.436614 + Penalty 3087.380981 = -84164.055633 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17364.320000 sec): 2 clusters Score: Raw -86395.297733 + Penalty 1523.225277 = -84872.072456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17364.530000 sec): 3 clusters Score: Raw -86434.964018 + Penalty 3046.450553 = -83388.513465 nChanged 75 SP:Iteration 1F (17364.670000 sec): 3 clusters Score: Raw -86587.351739 + Penalty 3046.450553 = -83540.901185 nChanged 16 SP:Iteration 2Q (17364.930000 sec): 3 clusters Score: Raw -86628.620601 + Penalty 3046.450553 = -83582.170048 nChanged 6 SP:Iteration 3Q (17365.060000 sec): 3 clusters Score: Raw -86644.019906 + Penalty 3046.450553 = -83597.569353 nChanged 2 SP:Iteration 4Q (17365.310000 sec): 3 clusters Score: Raw -86648.325922 + Penalty 3046.450553 = -83601.875369 nChanged 0 SP:Iteration 5F (17365.490000 sec): 3 clusters Score: Raw -86648.325922 + Penalty 3046.450553 = -83601.875369 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (6172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17365.600000 sec): 2 clusters Score: Raw -1042727.307050 + Penalty 2164.488997 = -1040562.818053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17365.850000 sec): 3 clusters Score: Raw -1039611.151683 + Penalty 4328.977994 = -1035282.173689 nChanged 2447 SP:Iteration 1F (17366.040000 sec): 3 clusters Score: Raw -1041055.609881 + Penalty 4328.977994 = -1036726.631887 nChanged 508 SP:Iteration 2F (17366.290000 sec): 3 clusters Score: Raw -1041385.365505 + Penalty 4328.977994 = -1037056.387511 nChanged 368 SP:Iteration 3F (17366.530000 sec): 3 clusters Score: Raw -1041631.429273 + Penalty 4328.977994 = -1037302.451279 nChanged 300 SP:Iteration 4Q (17366.720000 sec): 3 clusters Score: Raw -1041830.232306 + Penalty 4328.977994 = -1037501.254312 nChanged 292 SP:Iteration 5Q (17366.910000 sec): 3 clusters Score: Raw -1042017.316147 + Penalty 4328.977994 = -1037688.338153 nChanged 234 SP:Iteration 6Q (17367.140000 sec): 3 clusters Score: Raw -1042148.563821 + Penalty 4328.977994 = -1037819.585827 nChanged 180 SP:Iteration 7Q (17367.390000 sec): 3 clusters Score: Raw -1042242.518044 + Penalty 4328.977994 = -1037913.540050 nChanged 165 SP:Iteration 8Q (17367.570000 sec): 3 clusters Score: Raw -1042343.684702 + Penalty 4328.977994 = -1038014.706708 nChanged 152 SP:Iteration 9Q (17367.810000 sec): 3 clusters Score: Raw -1042421.588100 + Penalty 4328.977994 = -1038092.610106 nChanged 132 SP:Iteration 10Q (17368.000000 sec): 3 clusters Score: Raw -1042490.117410 + Penalty 4328.977994 = -1038161.139416 nChanged 111 SP:Iteration 11Q (17368.210000 sec): 3 clusters Score: Raw -1042548.128958 + Penalty 4328.977994 = -1038219.150965 nChanged 99 SP:Iteration 12Q (17368.420000 sec): 3 clusters Score: Raw -1042598.863806 + Penalty 4328.977994 = -1038269.885812 nChanged 100 SP:Iteration 13Q (17368.600000 sec): 3 clusters Score: Raw -1042647.776443 + Penalty 4328.977994 = -1038318.798449 nChanged 93 SP:Iteration 14Q (17368.860000 sec): 3 clusters Score: Raw -1042697.157928 + Penalty 4328.977994 = -1038368.179934 nChanged 90 SP:Iteration 15Q (17369.030000 sec): 3 clusters Score: Raw -1042739.031948 + Penalty 4328.977994 = -1038410.053954 nChanged 73 SP:Iteration 16Q (17369.250000 sec): 3 clusters Score: Raw -1042776.169747 + Penalty 4328.977994 = -1038447.191754 nChanged 71 SP:Iteration 17Q (17369.500000 sec): 3 clusters Score: Raw -1042807.742477 + Penalty 4328.977994 = -1038478.764483 nChanged 68 SP:Iteration 18Q (17369.660000 sec): 3 clusters Score: Raw -1042842.291960 + Penalty 4328.977994 = -1038513.313966 nChanged 70 SP:Iteration 19Q (17369.920000 sec): 3 clusters Score: Raw -1042870.685431 + Penalty 4328.977994 = -1038541.707437 nChanged 52 SP:Iteration 20F (17370.100000 sec): 3 clusters Score: Raw -1042892.130955 + Penalty 4328.977994 = -1038563.152961 nChanged 46 SP:Iteration 21Q (17370.340000 sec): 3 clusters Score: Raw -1042911.244542 + Penalty 4328.977994 = -1038582.266549 nChanged 44 SP:Iteration 22Q (17370.580000 sec): 3 clusters Score: Raw -1042930.539605 + Penalty 4328.977994 = -1038601.561611 nChanged 49 SP:Iteration 23Q (17370.760000 sec): 3 clusters Score: Raw -1042952.695817 + Penalty 4328.977994 = -1038623.717823 nChanged 50 SP:Iteration 24Q (17370.960000 sec): 3 clusters Score: Raw -1042975.083169 + Penalty 4328.977994 = -1038646.105175 nChanged 42 SP:Iteration 25Q (17371.180000 sec): 3 clusters Score: Raw -1042996.130800 + Penalty 4328.977994 = -1038667.152807 nChanged 45 SP:Iteration 26Q (17371.380000 sec): 3 clusters Score: Raw -1043018.326758 + Penalty 4328.977994 = -1038689.348764 nChanged 45 SP:Iteration 27Q (17371.610000 sec): 3 clusters Score: Raw -1043041.218695 + Penalty 4328.977994 = -1038712.240701 nChanged 32 SP:Iteration 28Q (17371.840000 sec): 3 clusters Score: Raw -1043054.560831 + Penalty 4328.977994 = -1038725.582837 nChanged 29 SP:Iteration 29Q (17372.080000 sec): 3 clusters Score: Raw -1043067.700593 + Penalty 4328.977994 = -1038738.722600 nChanged 32 SP:Iteration 30Q (17372.250000 sec): 3 clusters Score: Raw -1043084.472371 + Penalty 4328.977994 = -1038755.494377 nChanged 34 SP:Iteration 31Q (17372.460000 sec): 3 clusters Score: Raw -1043099.872779 + Penalty 4328.977994 = -1038770.894786 nChanged 30 SP:Iteration 32Q (17372.720000 sec): 3 clusters Score: Raw -1043116.218461 + Penalty 4328.977994 = -1038787.240467 nChanged 34 SP:Iteration 33Q (17372.910000 sec): 3 clusters Score: Raw -1043131.346075 + Penalty 4328.977994 = -1038802.368081 nChanged 20 SP:Iteration 34Q (17373.130000 sec): 3 clusters Score: Raw -1043138.014106 + Penalty 4328.977994 = -1038809.036112 nChanged 20 SP:Iteration 35Q (17373.330000 sec): 3 clusters Score: Raw -1043146.056087 + Penalty 4328.977994 = -1038817.078093 nChanged 13 SP:Iteration 36Q (17373.540000 sec): 3 clusters Score: Raw -1043152.802678 + Penalty 4328.977994 = -1038823.824684 nChanged 22 SP:Iteration 37Q (17373.800000 sec): 3 clusters Score: Raw -1043164.482618 + Penalty 4328.977994 = -1038835.504624 nChanged 24 SP:Iteration 38Q (17374.020000 sec): 3 clusters Score: Raw -1043177.388734 + Penalty 4328.977994 = -1038848.410740 nChanged 27 SP:Iteration 39Q (17374.260000 sec): 3 clusters Score: Raw -1043191.114698 + Penalty 4328.977994 = -1038862.136704 nChanged 17 SP:Iteration 40F (17374.450000 sec): 3 clusters Score: Raw -1043204.086794 + Penalty 4328.977994 = -1038875.108800 nChanged 17 SP:Iteration 41Q (17374.670000 sec): 3 clusters Score: Raw -1043218.215166 + Penalty 4328.977994 = -1038889.237172 nChanged 18 SP:Iteration 42Q (17374.860000 sec): 3 clusters Score: Raw -1043230.456090 + Penalty 4328.977994 = -1038901.478096 nChanged 16 SP:Iteration 43Q (17375.070000 sec): 3 clusters Score: Raw -1043241.142527 + Penalty 4328.977994 = -1038912.164533 nChanged 16 SP:Iteration 44Q (17375.260000 sec): 3 clusters Score: Raw -1043250.212139 + Penalty 4328.977994 = -1038921.234145 nChanged 15 SP:Iteration 45Q (17375.460000 sec): 3 clusters Score: Raw -1043258.182314 + Penalty 4328.977994 = -1038929.204320 nChanged 12 SP:Iteration 46Q (17375.670000 sec): 3 clusters Score: Raw -1043263.153426 + Penalty 4328.977994 = -1038934.175432 nChanged 9 SP:Iteration 47Q (17375.910000 sec): 3 clusters Score: Raw -1043268.291397 + Penalty 4328.977994 = -1038939.313403 nChanged 7 SP:Iteration 48Q (17376.100000 sec): 3 clusters Score: Raw -1043272.143829 + Penalty 4328.977994 = -1038943.165836 nChanged 8 SP:Iteration 49Q (17376.280000 sec): 3 clusters Score: Raw -1043276.316367 + Penalty 4328.977994 = -1038947.338373 nChanged 5 SP:Iteration 50Q (17376.500000 sec): 3 clusters Score: Raw -1043278.035449 + Penalty 4328.977994 = -1038949.057455 nChanged 5 SP:Iteration 51Q (17376.680000 sec): 3 clusters Score: Raw -1043280.587715 + Penalty 4328.977994 = -1038951.609721 nChanged 6 SP:Iteration 52Q (17376.890000 sec): 3 clusters Score: Raw -1043283.271855 + Penalty 4328.977994 = -1038954.293862 nChanged 4 SP:Iteration 53Q (17377.120000 sec): 3 clusters Score: Raw -1043284.693615 + Penalty 4328.977994 = -1038955.715621 nChanged 3 SP:Iteration 54Q (17377.320000 sec): 3 clusters Score: Raw -1043285.923390 + Penalty 4328.977994 = -1038956.945396 nChanged 2 SP:Iteration 55Q (17377.500000 sec): 3 clusters Score: Raw -1043286.898599 + Penalty 4328.977994 = -1038957.920605 nChanged 2 SP:Iteration 56Q (17377.720000 sec): 3 clusters Score: Raw -1043288.112139 + Penalty 4328.977994 = -1038959.134145 nChanged 1 SP:Iteration 57Q (17377.930000 sec): 3 clusters Score: Raw -1043288.433809 + Penalty 4328.977994 = -1038959.455816 nChanged 1 SP:Iteration 58Q (17378.090000 sec): 3 clusters Score: Raw -1043288.870396 + Penalty 4328.977994 = -1038959.892402 nChanged 2 SP:Iteration 59Q (17378.310000 sec): 3 clusters Score: Raw -1043289.458408 + Penalty 4328.977994 = -1038960.480414 nChanged 2 SP:Iteration 60F (17378.570000 sec): 3 clusters Score: Raw -1043290.463985 + Penalty 4328.977994 = -1038961.485991 nChanged 2 SP:Iteration 61Q (17378.780000 sec): 3 clusters Score: Raw -1043291.571437 + Penalty 4328.977994 = -1038962.593443 nChanged 0 SP:Iteration 62F (17378.960000 sec): 3 clusters Score: Raw -1043291.571437 + Penalty 4328.977994 = -1038962.593443 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 23 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17379.050000 sec): 2 clusters Score: Raw -58914.489059 + Penalty 1441.162966 = -57473.326093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17379.230000 sec): 3 clusters Score: Raw -59037.748610 + Penalty 2882.325933 = -56155.422678 nChanged 42 SP:Iteration 1F (17379.440000 sec): 3 clusters Score: Raw -59154.050088 + Penalty 2882.325933 = -56271.724156 nChanged 8 SP:Iteration 2Q (17379.630000 sec): 3 clusters Score: Raw -59193.290962 + Penalty 2882.325933 = -56310.965029 nChanged 4 SP:Iteration 3Q (17379.810000 sec): 3 clusters Score: Raw -59223.147643 + Penalty 2882.325933 = -56340.821710 nChanged 3 SP:Iteration 4Q (17380.010000 sec): 3 clusters Score: Raw -59237.863427 + Penalty 2882.325933 = -56355.537495 nChanged 5 SP:Iteration 5Q (17380.200000 sec): 3 clusters Score: Raw -59252.600035 + Penalty 2882.325933 = -56370.274103 nChanged 5 SP:Iteration 6Q (17380.360000 sec): 3 clusters Score: Raw -59266.354827 + Penalty 2882.325933 = -56384.028895 nChanged 2 SP:Iteration 7Q (17380.540000 sec): 3 clusters Score: Raw -59272.379311 + Penalty 2882.325933 = -56390.053379 nChanged 0 SP:Iteration 8F (17380.740000 sec): 3 clusters Score: Raw -59272.379311 + Penalty 2882.325933 = -56390.053379 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 24 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17380.840000 sec): 2 clusters Score: Raw -350463.926502 + Penalty 1877.342059 = -348586.584444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17381.060000 sec): 3 clusters Score: Raw -349796.360680 + Penalty 3754.684117 = -346041.676563 nChanged 585 SP:Iteration 1F (17381.240000 sec): 3 clusters Score: Raw -350228.536238 + Penalty 3754.684117 = -346473.852121 nChanged 141 SP:Iteration 2F (17381.440000 sec): 3 clusters Score: Raw -350358.644500 + Penalty 3754.684117 = -346603.960383 nChanged 88 SP:Iteration 3Q (17381.610000 sec): 3 clusters Score: Raw -350426.744588 + Penalty 3754.684117 = -346672.060471 nChanged 53 SP:Iteration 4Q (17381.790000 sec): 3 clusters Score: Raw -350464.539035 + Penalty 3754.684117 = -346709.854918 nChanged 27 SP:Iteration 5Q (17381.940000 sec): 3 clusters Score: Raw -350488.274998 + Penalty 3754.684117 = -346733.590881 nChanged 27 SP:Iteration 6Q (17382.160000 sec): 3 clusters Score: Raw -350506.875326 + Penalty 3754.684117 = -346752.191209 nChanged 24 SP:Iteration 7Q (17382.330000 sec): 3 clusters Score: Raw -350523.472000 + Penalty 3754.684117 = -346768.787883 nChanged 19 SP:Iteration 8Q (17382.480000 sec): 3 clusters Score: Raw -350537.994302 + Penalty 3754.684117 = -346783.310185 nChanged 17 SP:Iteration 9Q (17382.650000 sec): 3 clusters Score: Raw -350547.693615 + Penalty 3754.684117 = -346793.009498 nChanged 5 SP:Iteration 10Q (17382.830000 sec): 3 clusters Score: Raw -350549.212123 + Penalty 3754.684117 = -346794.528006 nChanged 2 SP:Iteration 11Q (17383.020000 sec): 3 clusters Score: Raw -350549.906545 + Penalty 3754.684117 = -346795.222428 nChanged 0 SP:Iteration 12F (17383.220000 sec): 3 clusters Score: Raw -350549.906545 + Penalty 3754.684117 = -346795.222428 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17383.340000 sec): 2 clusters Score: Raw -65211.620635 + Penalty 1525.877708 = -63685.742927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17383.530000 sec): 3 clusters Score: Raw -65340.065052 + Penalty 3051.755417 = -62288.309636 nChanged 90 SP:Iteration 1F (17383.700000 sec): 3 clusters Score: Raw -65660.716628 + Penalty 3051.755417 = -62608.961212 nChanged 40 SP:Iteration 2F (17383.860000 sec): 3 clusters Score: Raw -65831.021513 + Penalty 3051.755417 = -62779.266097 nChanged 34 SP:Iteration 3F (17384.070000 sec): 3 clusters Score: Raw -66055.838224 + Penalty 3051.755417 = -63004.082808 nChanged 33 SP:Iteration 4F (17384.230000 sec): 3 clusters Score: Raw -66346.523184 + Penalty 3051.755417 = -63294.767767 nChanged 23 SP:Iteration 5Q (17384.450000 sec): 3 clusters Score: Raw -66479.547871 + Penalty 3051.755417 = -63427.792454 nChanged 16 SP:Iteration 6Q (17384.600000 sec): 3 clusters Score: Raw -66631.960390 + Penalty 3051.755417 = -63580.204973 nChanged 14 SP:Iteration 7Q (17384.780000 sec): 3 clusters Score: Raw -66719.658089 + Penalty 3051.755417 = -63667.902673 nChanged 7 SP:Iteration 8Q (17384.980000 sec): 3 clusters Score: Raw -66769.420791 + Penalty 3051.755417 = -63717.665374 nChanged 3 SP:Iteration 9Q (17385.210000 sec): 3 clusters Score: Raw -66783.503843 + Penalty 3051.755417 = -63731.748427 nChanged 2 SP:Iteration 10Q (17385.350000 sec): 3 clusters Score: Raw -66793.974590 + Penalty 3051.755417 = -63742.219173 nChanged 1 SP:Iteration 11Q (17385.520000 sec): 3 clusters Score: Raw -66839.536670 + Penalty 3051.755417 = -63787.781254 nChanged 7 SP:Iteration 12Q (17385.680000 sec): 3 clusters Score: Raw -66999.812228 + Penalty 3051.755417 = -63948.056811 nChanged 11 SP:Iteration 13Q (17385.830000 sec): 3 clusters Score: Raw -67062.156157 + Penalty 3051.755417 = -64010.400740 nChanged 7 SP:Iteration 14Q (17386.030000 sec): 3 clusters Score: Raw -67070.070755 + Penalty 3051.755417 = -64018.315339 nChanged 0 SP:Iteration 15F (17386.180000 sec): 3 clusters Score: Raw -67070.070755 + Penalty 3051.755417 = -64018.315339 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 26 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17386.260000 sec): 2 clusters Score: Raw -182928.602501 + Penalty 1726.166237 = -181202.436264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17386.470000 sec): 3 clusters Score: Raw -182710.940650 + Penalty 3452.332474 = -179258.608177 nChanged 250 SP:Iteration 1F (17386.620000 sec): 3 clusters Score: Raw -183010.338124 + Penalty 3452.332474 = -179558.005651 nChanged 74 SP:Iteration 2F (17386.820000 sec): 3 clusters Score: Raw -183129.743248 + Penalty 3452.332474 = -179677.410774 nChanged 39 SP:Iteration 3Q (17387.010000 sec): 3 clusters Score: Raw -183187.173361 + Penalty 3452.332474 = -179734.840887 nChanged 28 SP:Iteration 4Q (17387.160000 sec): 3 clusters Score: Raw -183230.336887 + Penalty 3452.332474 = -179778.004414 nChanged 31 SP:Iteration 5Q (17387.360000 sec): 3 clusters Score: Raw -183278.338081 + Penalty 3452.332474 = -179826.005607 nChanged 26 SP:Iteration 6Q (17387.540000 sec): 3 clusters Score: Raw -183314.224622 + Penalty 3452.332474 = -179861.892148 nChanged 25 SP:Iteration 7Q (17387.730000 sec): 3 clusters Score: Raw -183356.242982 + Penalty 3452.332474 = -179903.910508 nChanged 30 SP:Iteration 8Q (17387.900000 sec): 3 clusters Score: Raw -183410.779269 + Penalty 3452.332474 = -179958.446795 nChanged 35 SP:Iteration 9Q (17388.090000 sec): 3 clusters Score: Raw -183475.788626 + Penalty 3452.332474 = -180023.456152 nChanged 36 SP:Iteration 10Q (17388.260000 sec): 3 clusters Score: Raw -183535.620046 + Penalty 3452.332474 = -180083.287573 nChanged 29 SP:Iteration 11Q (17388.430000 sec): 3 clusters Score: Raw -183595.739563 + Penalty 3452.332474 = -180143.407090 nChanged 27 SP:Iteration 12Q (17388.600000 sec): 3 clusters Score: Raw -183667.342776 + Penalty 3452.332474 = -180215.010302 nChanged 31 SP:Iteration 13Q (17388.790000 sec): 3 clusters Score: Raw -183731.246167 + Penalty 3452.332474 = -180278.913694 nChanged 17 SP:Iteration 14Q (17388.940000 sec): 3 clusters Score: Raw -183751.733037 + Penalty 3452.332474 = -180299.400563 nChanged 13 SP:Iteration 15Q (17389.090000 sec): 3 clusters Score: Raw -183767.121462 + Penalty 3452.332474 = -180314.788988 nChanged 11 SP:Iteration 16Q (17389.250000 sec): 3 clusters Score: Raw -183781.630918 + Penalty 3452.332474 = -180329.298444 nChanged 3 SP:Iteration 17Q (17389.450000 sec): 3 clusters Score: Raw -183788.206021 + Penalty 3452.332474 = -180335.873548 nChanged 6 SP:Iteration 18Q (17389.640000 sec): 3 clusters Score: Raw -183800.220754 + Penalty 3452.332474 = -180347.888281 nChanged 4 SP:Iteration 19Q (17389.840000 sec): 3 clusters Score: Raw -183805.927717 + Penalty 3452.332474 = -180353.595243 nChanged 5 SP:Iteration 20F (17389.990000 sec): 3 clusters Score: Raw -183812.146948 + Penalty 3452.332474 = -180359.814474 nChanged 6 SP:Iteration 21Q (17390.180000 sec): 3 clusters Score: Raw -183824.016101 + Penalty 3452.332474 = -180371.683627 nChanged 8 SP:Iteration 22Q (17390.330000 sec): 3 clusters Score: Raw -183836.383008 + Penalty 3452.332474 = -180384.050534 nChanged 10 SP:Iteration 23Q (17390.490000 sec): 3 clusters Score: Raw -183852.691102 + Penalty 3452.332474 = -180400.358628 nChanged 5 SP:Iteration 24Q (17390.670000 sec): 3 clusters Score: Raw -183859.934591 + Penalty 3452.332474 = -180407.602117 nChanged 1 SP:Iteration 25Q (17390.860000 sec): 3 clusters Score: Raw -183862.941906 + Penalty 3452.332474 = -180410.609432 nChanged 0 SP:Iteration 26F (17390.990000 sec): 3 clusters Score: Raw -183862.941906 + Penalty 3452.332474 = -180410.609432 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 27 (22215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17391.210000 sec): 2 clusters Score: Raw -3986904.651326 + Penalty 2482.113708 = -3984422.537619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17391.490000 sec): 3 clusters Score: Raw -3973983.867917 + Penalty 4964.227416 = -3969019.640501 nChanged 9771 SP:Iteration 1F (17391.770000 sec): 3 clusters Score: Raw -3979023.308736 + Penalty 4964.227416 = -3974059.081321 nChanged 1102 SP:Iteration 2Q (17392.030000 sec): 3 clusters Score: Raw -3979409.147384 + Penalty 4964.227416 = -3974444.919969 nChanged 950 SP:Iteration 3Q (17392.330000 sec): 3 clusters Score: Raw -3979734.242274 + Penalty 4964.227416 = -3974770.014858 nChanged 863 SP:Iteration 4Q (17392.610000 sec): 3 clusters Score: Raw -3980018.143960 + Penalty 4964.227416 = -3975053.916544 nChanged 785 SP:Iteration 5Q (17392.930000 sec): 3 clusters Score: Raw -3980291.615847 + Penalty 4964.227416 = -3975327.388432 nChanged 746 SP:Iteration 6Q (17393.220000 sec): 3 clusters Score: Raw -3980554.441232 + Penalty 4964.227416 = -3975590.213816 nChanged 773 SP:Iteration 7Q (17393.500000 sec): 3 clusters Score: Raw -3980854.617674 + Penalty 4964.227416 = -3975890.390258 nChanged 807 SP:Iteration 8Q (17393.820000 sec): 3 clusters Score: Raw -3981179.820680 + Penalty 4964.227416 = -3976215.593264 nChanged 828 SP:Iteration 9Q (17394.160000 sec): 3 clusters Score: Raw -3981565.965430 + Penalty 4964.227416 = -3976601.738015 nChanged 914 SP:Iteration 10Q (17394.460000 sec): 3 clusters Score: Raw -3982049.154478 + Penalty 4964.227416 = -3977084.927063 nChanged 999 SP:Iteration 11Q (17394.780000 sec): 3 clusters Score: Raw -3982641.917035 + Penalty 4964.227416 = -3977677.689619 nChanged 1045 SP:Iteration 12Q (17395.100000 sec): 3 clusters Score: Raw -3983342.509316 + Penalty 4964.227416 = -3978378.281901 nChanged 1042 SP:Iteration 13Q (17395.410000 sec): 3 clusters Score: Raw -3984127.326012 + Penalty 4964.227416 = -3979163.098597 nChanged 970 SP:Iteration 14Q (17395.750000 sec): 3 clusters Score: Raw -3984903.065428 + Penalty 4964.227416 = -3979938.838013 nChanged 801 SP:Iteration 15Q (17396.050000 sec): 3 clusters Score: Raw -3985557.323893 + Penalty 4964.227416 = -3980593.096477 nChanged 640 SP:Iteration 16Q (17396.320000 sec): 3 clusters Score: Raw -3986092.089633 + Penalty 4964.227416 = -3981127.862217 nChanged 427 SP:Iteration 17Q (17396.580000 sec): 3 clusters Score: Raw -3986418.631326 + Penalty 4964.227416 = -3981454.403911 nChanged 317 SP:Iteration 18Q (17396.870000 sec): 3 clusters Score: Raw -3986671.866903 + Penalty 4964.227416 = -3981707.639488 nChanged 222 SP:Iteration 19Q (17397.160000 sec): 3 clusters Score: Raw -3986848.592423 + Penalty 4964.227416 = -3981884.365007 nChanged 151 SP:Iteration 20F (17397.480000 sec): 3 clusters Score: Raw -3986989.031692 + Penalty 4964.227416 = -3982024.804276 nChanged 103 SP:Iteration 21Q (17397.760000 sec): 3 clusters Score: Raw -3987076.777686 + Penalty 4964.227416 = -3982112.550271 nChanged 68 SP:Iteration 22Q (17398.050000 sec): 3 clusters Score: Raw -3987134.830773 + Penalty 4964.227416 = -3982170.603357 nChanged 49 SP:Iteration 23Q (17398.310000 sec): 3 clusters Score: Raw -3987172.820314 + Penalty 4964.227416 = -3982208.592898 nChanged 33 SP:Iteration 24Q (17398.630000 sec): 3 clusters Score: Raw -3987193.631352 + Penalty 4964.227416 = -3982229.403937 nChanged 30 SP:Iteration 25Q (17398.900000 sec): 3 clusters Score: Raw -3987214.344430 + Penalty 4964.227416 = -3982250.117014 nChanged 21 SP:Iteration 26Q (17399.210000 sec): 3 clusters Score: Raw -3987230.657865 + Penalty 4964.227416 = -3982266.430449 nChanged 16 SP:Iteration 27Q (17399.500000 sec): 3 clusters Score: Raw -3987242.669700 + Penalty 4964.227416 = -3982278.442284 nChanged 13 SP:Iteration 28Q (17399.830000 sec): 3 clusters Score: Raw -3987252.328246 + Penalty 4964.227416 = -3982288.100830 nChanged 8 SP:Iteration 29Q (17400.090000 sec): 3 clusters Score: Raw -3987256.329803 + Penalty 4964.227416 = -3982292.102387 nChanged 3 SP:Iteration 30Q (17400.400000 sec): 3 clusters Score: Raw -3987258.799700 + Penalty 4964.227416 = -3982294.572285 nChanged 3 SP:Iteration 31Q (17400.640000 sec): 3 clusters Score: Raw -3987260.082200 + Penalty 4964.227416 = -3982295.854784 nChanged 0 SP:Iteration 32F (17400.980000 sec): 3 clusters Score: Raw -3987260.082200 + Penalty 4964.227416 = -3982295.854784 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17401.080000 sec): 2 clusters Score: Raw -96967.915823 + Penalty 1586.438554 = -95381.477269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17401.250000 sec): 3 clusters Score: Raw -96996.821538 + Penalty 3172.877109 = -93823.944429 nChanged 125 SP:Iteration 1F (17401.450000 sec): 3 clusters Score: Raw -97289.699840 + Penalty 3172.877109 = -94116.822732 nChanged 52 SP:Iteration 2F (17401.630000 sec): 3 clusters Score: Raw -97463.635305 + Penalty 3172.877109 = -94290.758196 nChanged 27 SP:Iteration 3Q (17401.820000 sec): 3 clusters Score: Raw -97591.470452 + Penalty 3172.877109 = -94418.593343 nChanged 33 SP:Iteration 4F (17402.000000 sec): 3 clusters Score: Raw -97726.188760 + Penalty 3172.877109 = -94553.311651 nChanged 20 SP:Iteration 5Q (17402.140000 sec): 3 clusters Score: Raw -97788.630380 + Penalty 3172.877109 = -94615.753271 nChanged 10 SP:Iteration 6Q (17402.330000 sec): 3 clusters Score: Raw -97817.483180 + Penalty 3172.877109 = -94644.606071 nChanged 6 SP:Iteration 7Q (17402.520000 sec): 3 clusters Score: Raw -97830.195592 + Penalty 3172.877109 = -94657.318483 nChanged 2 SP:Iteration 8Q (17402.740000 sec): 3 clusters Score: Raw -97833.853900 + Penalty 3172.877109 = -94660.976791 nChanged 4 SP:Iteration 9Q (17402.920000 sec): 3 clusters Score: Raw -97843.059020 + Penalty 3172.877109 = -94670.181911 nChanged 4 SP:Iteration 10Q (17403.090000 sec): 3 clusters Score: Raw -97848.992949 + Penalty 3172.877109 = -94676.115840 nChanged 2 SP:Iteration 11Q (17403.310000 sec): 3 clusters Score: Raw -97852.292451 + Penalty 3172.877109 = -94679.415342 nChanged 1 SP:Iteration 12Q (17403.490000 sec): 3 clusters Score: Raw -97853.821336 + Penalty 3172.877109 = -94680.944227 nChanged 1 SP:Iteration 13Q (17403.620000 sec): 3 clusters Score: Raw -97854.918974 + Penalty 3172.877109 = -94682.041865 nChanged 1 SP:Iteration 14Q (17403.830000 sec): 3 clusters Score: Raw -97855.140941 + Penalty 3172.877109 = -94682.263832 nChanged 0 SP:Iteration 15F (17404.040000 sec): 3 clusters Score: Raw -97855.140941 + Penalty 3172.877109 = -94682.263832 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (173799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17404.920000 sec): 2 clusters Score: Raw -31375935.525428 + Penalty 2992.282375 = -31372943.243053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17405.920000 sec): 3 clusters Score: Raw -31262454.288647 + Penalty 5984.564750 = -31256469.723897 nChanged 83199 SP:Iteration 1F (17406.930000 sec): 3 clusters Score: Raw -31310757.326315 + Penalty 5984.564750 = -31304772.761565 nChanged 5224 SP:Iteration 2Q (17407.960000 sec): 3 clusters Score: Raw -31311961.782496 + Penalty 5984.564750 = -31305977.217746 nChanged 5896 SP:Iteration 3Q (17409.070000 sec): 3 clusters Score: Raw -31313606.453182 + Penalty 5984.564750 = -31307621.888432 nChanged 6836 SP:Iteration 4Q (17410.180000 sec): 3 clusters Score: Raw -31315899.134865 + Penalty 5984.564750 = -31309914.570115 nChanged 7966 SP:Iteration 5Q (17411.310000 sec): 3 clusters Score: Raw -31319264.289993 + Penalty 5984.564750 = -31313279.725243 nChanged 9784 SP:Iteration 6F (17412.280000 sec): 3 clusters Score: Raw -31324349.743266 + Penalty 5984.564750 = -31318365.178515 nChanged 11401 SP:Iteration 7F (17413.310000 sec): 3 clusters Score: Raw -31331559.424436 + Penalty 5984.564750 = -31325574.859686 nChanged 12513 SP:Iteration 8F (17414.400000 sec): 3 clusters Score: Raw -31340652.472296 + Penalty 5984.564750 = -31334667.907546 nChanged 12560 SP:Iteration 9F (17415.460000 sec): 3 clusters Score: Raw -31350907.410766 + Penalty 5984.564750 = -31344922.846016 nChanged 11203 SP:Iteration 10F (17416.490000 sec): 3 clusters Score: Raw -31360718.862256 + Penalty 5984.564750 = -31354734.297506 nChanged 8374 SP:Iteration 11Q (17417.550000 sec): 3 clusters Score: Raw -31368205.862253 + Penalty 5984.564750 = -31362221.297503 nChanged 5158 SP:Iteration 12Q (17418.600000 sec): 3 clusters Score: Raw -31372809.915929 + Penalty 5984.564750 = -31366825.351178 nChanged 2490 SP:Iteration 13Q (17419.650000 sec): 3 clusters Score: Raw -31374907.177856 + Penalty 5984.564750 = -31368922.613106 nChanged 1013 SP:Iteration 14Q (17420.690000 sec): 3 clusters Score: Raw -31375709.938061 + Penalty 5984.564750 = -31369725.373311 nChanged 441 SP:Iteration 15Q (17421.740000 sec): 3 clusters Score: Raw -31376044.472761 + Penalty 5984.564750 = -31370059.908010 nChanged 220 SP:Iteration 16Q (17422.710000 sec): 3 clusters Score: Raw -31376216.570254 + Penalty 5984.564750 = -31370232.005504 nChanged 122 SP:Iteration 17Q (17423.690000 sec): 3 clusters Score: Raw -31376297.745731 + Penalty 5984.564750 = -31370313.180981 nChanged 69 SP:Iteration 18Q (17424.690000 sec): 3 clusters Score: Raw -31376341.310290 + Penalty 5984.564750 = -31370356.745540 nChanged 40 SP:Iteration 19Q (17425.650000 sec): 3 clusters Score: Raw -31376368.401073 + Penalty 5984.564750 = -31370383.836322 nChanged 27 SP:Iteration 20F (17426.720000 sec): 3 clusters Score: Raw -31376386.921388 + Penalty 5984.564750 = -31370402.356638 nChanged 24 SP:Iteration 21Q (17427.680000 sec): 3 clusters Score: Raw -31376403.108366 + Penalty 5984.564750 = -31370418.543616 nChanged 22 SP:Iteration 22Q (17428.600000 sec): 3 clusters Score: Raw -31376418.782150 + Penalty 5984.564750 = -31370434.217400 nChanged 23 SP:Iteration 23Q (17429.510000 sec): 3 clusters Score: Raw -31376436.239690 + Penalty 5984.564750 = -31370451.674940 nChanged 17 SP:Iteration 24Q (17430.400000 sec): 3 clusters Score: Raw -31376448.662342 + Penalty 5984.564750 = -31370464.097591 nChanged 9 SP:Iteration 25Q (17431.340000 sec): 3 clusters Score: Raw -31376456.953580 + Penalty 5984.564750 = -31370472.388830 nChanged 7 SP:Iteration 26Q (17432.290000 sec): 3 clusters Score: Raw -31376462.654982 + Penalty 5984.564750 = -31370478.090232 nChanged 7 SP:Iteration 27Q (17433.220000 sec): 3 clusters Score: Raw -31376466.400257 + Penalty 5984.564750 = -31370481.835507 nChanged 6 SP:Iteration 28Q (17434.260000 sec): 3 clusters Score: Raw -31376469.120658 + Penalty 5984.564750 = -31370484.555908 nChanged 4 SP:Iteration 29Q (17435.200000 sec): 3 clusters Score: Raw -31376472.020172 + Penalty 5984.564750 = -31370487.455422 nChanged 4 SP:Iteration 30Q (17436.250000 sec): 3 clusters Score: Raw -31376474.569900 + Penalty 5984.564750 = -31370490.005150 nChanged 4 SP:Iteration 31Q (17437.280000 sec): 3 clusters Score: Raw -31376476.382034 + Penalty 5984.564750 = -31370491.817284 nChanged 4 SP:Iteration 32Q (17438.220000 sec): 3 clusters Score: Raw -31376479.431401 + Penalty 5984.564750 = -31370494.866651 nChanged 4 SP:Iteration 33Q (17439.240000 sec): 3 clusters Score: Raw -31376481.287941 + Penalty 5984.564750 = -31370496.723191 nChanged 3 SP:Iteration 34Q (17440.170000 sec): 3 clusters Score: Raw -31376483.350446 + Penalty 5984.564750 = -31370498.785696 nChanged 2 SP:Iteration 35Q (17441.100000 sec): 3 clusters Score: Raw -31376484.283533 + Penalty 5984.564750 = -31370499.718783 nChanged 3 SP:Iteration 36Q (17442.070000 sec): 3 clusters Score: Raw -31376485.901423 + Penalty 5984.564750 = -31370501.336673 nChanged 2 SP:Iteration 37Q (17442.940000 sec): 3 clusters Score: Raw -31376487.056234 + Penalty 5984.564750 = -31370502.491484 nChanged 2 SP:Iteration 38Q (17443.820000 sec): 3 clusters Score: Raw -31376488.346473 + Penalty 5984.564750 = -31370503.781723 nChanged 1 SP:Iteration 39Q (17444.680000 sec): 3 clusters Score: Raw -31376489.050547 + Penalty 5984.564750 = -31370504.485797 nChanged 0 SP:Iteration 40F (17445.770000 sec): 3 clusters Score: Raw -31376489.050547 + Penalty 5984.564750 = -31370504.485797 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (48150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17446.120000 sec): 2 clusters Score: Raw -8889063.446210 + Penalty 2673.954951 = -8886389.491259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17446.550000 sec): 3 clusters Score: Raw -8858965.251312 + Penalty 5347.909903 = -8853617.341409 nChanged 22350 SP:Iteration 1F (17447.010000 sec): 3 clusters Score: Raw -8871541.417818 + Penalty 5347.909903 = -8866193.507915 nChanged 2036 SP:Iteration 2Q (17447.480000 sec): 3 clusters Score: Raw -8872198.664670 + Penalty 5347.909903 = -8866850.754767 nChanged 2158 SP:Iteration 3Q (17447.910000 sec): 3 clusters Score: Raw -8873081.091371 + Penalty 5347.909903 = -8867733.181468 nChanged 2606 SP:Iteration 4F (17448.350000 sec): 3 clusters Score: Raw -8874454.656592 + Penalty 5347.909903 = -8869106.746689 nChanged 3306 SP:Iteration 5F (17448.770000 sec): 3 clusters Score: Raw -8876651.916828 + Penalty 5347.909903 = -8871304.006925 nChanged 4072 SP:Iteration 6F (17449.230000 sec): 3 clusters Score: Raw -8880064.035469 + Penalty 5347.909903 = -8874716.125566 nChanged 4057 SP:Iteration 7F (17449.690000 sec): 3 clusters Score: Raw -8883938.894352 + Penalty 5347.909903 = -8878590.984449 nChanged 3001 SP:Iteration 8F (17450.140000 sec): 3 clusters Score: Raw -8886927.433848 + Penalty 5347.909903 = -8881579.523945 nChanged 1545 SP:Iteration 9Q (17450.630000 sec): 3 clusters Score: Raw -8888455.074443 + Penalty 5347.909903 = -8883107.164540 nChanged 535 SP:Iteration 10Q (17451.030000 sec): 3 clusters Score: Raw -8888999.204848 + Penalty 5347.909903 = -8883651.294945 nChanged 141 SP:Iteration 11Q (17451.470000 sec): 3 clusters Score: Raw -8889184.571355 + Penalty 5347.909903 = -8883836.661452 nChanged 54 SP:Iteration 12Q (17451.900000 sec): 3 clusters Score: Raw -8889267.094497 + Penalty 5347.909903 = -8883919.184594 nChanged 18 SP:Iteration 13Q (17452.340000 sec): 3 clusters Score: Raw -8889295.944708 + Penalty 5347.909903 = -8883948.034805 nChanged 12 SP:Iteration 14Q (17452.810000 sec): 3 clusters Score: Raw -8889314.145836 + Penalty 5347.909903 = -8883966.235933 nChanged 4 SP:Iteration 15Q (17453.260000 sec): 3 clusters Score: Raw -8889318.955405 + Penalty 5347.909903 = -8883971.045502 nChanged 3 SP:Iteration 16Q (17453.710000 sec): 3 clusters Score: Raw -8889322.194948 + Penalty 5347.909903 = -8883974.285045 nChanged 1 SP:Iteration 17Q (17454.130000 sec): 3 clusters Score: Raw -8889324.300397 + Penalty 5347.909903 = -8883976.390494 nChanged 1 SP:Iteration 18Q (17454.580000 sec): 3 clusters Score: Raw -8889324.803001 + Penalty 5347.909903 = -8883976.893098 nChanged 0 SP:Iteration 19F (17455.050000 sec): 3 clusters Score: Raw -8889324.803001 + Penalty 5347.909903 = -8883976.893098 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (29151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17455.300000 sec): 2 clusters Score: Raw -5040257.239658 + Penalty 2549.500635 = -5037707.739023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17455.650000 sec): 3 clusters Score: Raw -5022780.811927 + Penalty 5099.001270 = -5017681.810657 nChanged 13092 SP:Iteration 1F (17456.030000 sec): 3 clusters Score: Raw -5030084.255663 + Penalty 5099.001270 = -5024985.254392 nChanged 1579 SP:Iteration 2F (17456.370000 sec): 3 clusters Score: Raw -5030866.615478 + Penalty 5099.001270 = -5025767.614208 nChanged 1493 SP:Iteration 3F (17456.710000 sec): 3 clusters Score: Raw -5031662.019590 + Penalty 5099.001270 = -5026563.018320 nChanged 1468 SP:Iteration 4F (17457.060000 sec): 3 clusters Score: Raw -5032462.525832 + Penalty 5099.001270 = -5027363.524562 nChanged 1478 SP:Iteration 5F (17457.430000 sec): 3 clusters Score: Raw -5033318.613473 + Penalty 5099.001270 = -5028219.612203 nChanged 1425 SP:Iteration 6Q (17457.810000 sec): 3 clusters Score: Raw -5034148.954019 + Penalty 5099.001270 = -5029049.952749 nChanged 1497 SP:Iteration 7F (17458.150000 sec): 3 clusters Score: Raw -5035047.857798 + Penalty 5099.001270 = -5029948.856528 nChanged 1405 SP:Iteration 8Q (17458.550000 sec): 3 clusters Score: Raw -5035911.971909 + Penalty 5099.001270 = -5030812.970639 nChanged 1347 SP:Iteration 9Q (17458.910000 sec): 3 clusters Score: Raw -5036759.553122 + Penalty 5099.001270 = -5031660.551852 nChanged 1212 SP:Iteration 10Q (17459.310000 sec): 3 clusters Score: Raw -5037559.841346 + Penalty 5099.001270 = -5032460.840076 nChanged 1118 SP:Iteration 11Q (17459.690000 sec): 3 clusters Score: Raw -5038335.629659 + Penalty 5099.001270 = -5033236.628389 nChanged 975 SP:Iteration 12Q (17460.020000 sec): 3 clusters Score: Raw -5039042.035609 + Penalty 5099.001270 = -5033943.034339 nChanged 762 SP:Iteration 13Q (17460.330000 sec): 3 clusters Score: Raw -5039582.493054 + Penalty 5099.001270 = -5034483.491784 nChanged 519 SP:Iteration 14Q (17460.730000 sec): 3 clusters Score: Raw -5039952.233264 + Penalty 5099.001270 = -5034853.231994 nChanged 390 SP:Iteration 15Q (17461.050000 sec): 3 clusters Score: Raw -5040239.897533 + Penalty 5099.001270 = -5035140.896263 nChanged 267 SP:Iteration 16Q (17461.410000 sec): 3 clusters Score: Raw -5040431.285679 + Penalty 5099.001270 = -5035332.284409 nChanged 182 SP:Iteration 17Q (17461.750000 sec): 3 clusters Score: Raw -5040566.473712 + Penalty 5099.001270 = -5035467.472442 nChanged 136 SP:Iteration 18Q (17462.070000 sec): 3 clusters Score: Raw -5040661.956680 + Penalty 5099.001270 = -5035562.955410 nChanged 104 SP:Iteration 19Q (17462.380000 sec): 3 clusters Score: Raw -5040723.399785 + Penalty 5099.001270 = -5035624.398515 nChanged 73 SP:Iteration 20F (17462.720000 sec): 3 clusters Score: Raw -5040766.894689 + Penalty 5099.001270 = -5035667.893419 nChanged 50 SP:Iteration 21Q (17463.000000 sec): 3 clusters Score: Raw -5040795.631941 + Penalty 5099.001270 = -5035696.630670 nChanged 35 SP:Iteration 22Q (17463.310000 sec): 3 clusters Score: Raw -5040814.932301 + Penalty 5099.001270 = -5035715.931031 nChanged 18 SP:Iteration 23Q (17463.630000 sec): 3 clusters Score: Raw -5040822.993454 + Penalty 5099.001270 = -5035723.992184 nChanged 18 SP:Iteration 24Q (17463.950000 sec): 3 clusters Score: Raw -5040830.342032 + Penalty 5099.001270 = -5035731.340761 nChanged 20 SP:Iteration 25Q (17464.310000 sec): 3 clusters Score: Raw -5040841.438795 + Penalty 5099.001270 = -5035742.437525 nChanged 17 SP:Iteration 26Q (17464.650000 sec): 3 clusters Score: Raw -5040851.096113 + Penalty 5099.001270 = -5035752.094842 nChanged 18 SP:Iteration 27Q (17464.970000 sec): 3 clusters Score: Raw -5040861.634954 + Penalty 5099.001270 = -5035762.633683 nChanged 12 SP:Iteration 28Q (17465.280000 sec): 3 clusters Score: Raw -5040867.568356 + Penalty 5099.001270 = -5035768.567086 nChanged 9 SP:Iteration 29Q (17465.640000 sec): 3 clusters Score: Raw -5040872.574350 + Penalty 5099.001270 = -5035773.573080 nChanged 13 SP:Iteration 30Q (17465.910000 sec): 3 clusters Score: Raw -5040879.538841 + Penalty 5099.001270 = -5035780.537570 nChanged 12 SP:Iteration 31Q (17466.250000 sec): 3 clusters Score: Raw -5040885.236280 + Penalty 5099.001270 = -5035786.235010 nChanged 6 SP:Iteration 32Q (17466.640000 sec): 3 clusters Score: Raw -5040888.468471 + Penalty 5099.001270 = -5035789.467201 nChanged 5 SP:Iteration 33Q (17466.970000 sec): 3 clusters Score: Raw -5040890.928323 + Penalty 5099.001270 = -5035791.927053 nChanged 3 SP:Iteration 34Q (17467.290000 sec): 3 clusters Score: Raw -5040892.510937 + Penalty 5099.001270 = -5035793.509667 nChanged 2 SP:Iteration 35Q (17467.590000 sec): 3 clusters Score: Raw -5040893.579535 + Penalty 5099.001270 = -5035794.578265 nChanged 2 SP:Iteration 36Q (17467.910000 sec): 3 clusters Score: Raw -5040894.625428 + Penalty 5099.001270 = -5035795.624158 nChanged 2 SP:Iteration 37Q (17468.290000 sec): 3 clusters Score: Raw -5040895.631834 + Penalty 5099.001270 = -5035796.630564 nChanged 1 SP:Iteration 38Q (17468.610000 sec): 3 clusters Score: Raw -5040896.118277 + Penalty 5099.001270 = -5035797.117007 nChanged 2 SP:Iteration 39Q (17468.960000 sec): 3 clusters Score: Raw -5040896.948382 + Penalty 5099.001270 = -5035797.947111 nChanged 3 SP:Iteration 40F (17469.330000 sec): 3 clusters Score: Raw -5040898.454176 + Penalty 5099.001270 = -5035799.452906 nChanged 1 SP:Iteration 41Q (17469.700000 sec): 3 clusters Score: Raw -5040898.754990 + Penalty 5099.001270 = -5035799.753720 nChanged 2 SP:Iteration 42Q (17470.040000 sec): 3 clusters Score: Raw -5040899.457222 + Penalty 5099.001270 = -5035800.455952 nChanged 3 SP:Iteration 43Q (17470.410000 sec): 3 clusters Score: Raw -5040901.074684 + Penalty 5099.001270 = -5035802.073414 nChanged 2 SP:Iteration 44Q (17470.750000 sec): 3 clusters Score: Raw -5040901.681116 + Penalty 5099.001270 = -5035802.679846 nChanged 1 SP:Iteration 45Q (17471.070000 sec): 3 clusters Score: Raw -5040901.996985 + Penalty 5099.001270 = -5035802.995714 nChanged 0 SP:Iteration 46F (17471.430000 sec): 3 clusters Score: Raw -5040901.996985 + Penalty 5099.001270 = -5035802.995714 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17471.590000 sec): 2 clusters Score: Raw -38222.539573 + Penalty 1435.150551 = -36787.389023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17471.750000 sec): 3 clusters Score: Raw -38439.246698 + Penalty 2870.301101 = -35568.945596 nChanged 55 SP:Iteration 1F (17471.970000 sec): 3 clusters Score: Raw -38594.116269 + Penalty 2870.301101 = -35723.815168 nChanged 26 SP:Iteration 2F (17472.150000 sec): 3 clusters Score: Raw -38676.637156 + Penalty 2870.301101 = -35806.336055 nChanged 12 SP:Iteration 3Q (17472.330000 sec): 3 clusters Score: Raw -38730.561009 + Penalty 2870.301101 = -35860.259908 nChanged 11 SP:Iteration 4Q (17472.530000 sec): 3 clusters Score: Raw -38755.126123 + Penalty 2870.301101 = -35884.825022 nChanged 5 SP:Iteration 5Q (17472.700000 sec): 3 clusters Score: Raw -38806.285994 + Penalty 2870.301101 = -35935.984893 nChanged 4 SP:Iteration 6Q (17472.920000 sec): 3 clusters Score: Raw -38814.281787 + Penalty 2870.301101 = -35943.980685 nChanged 8 SP:Iteration 7Q (17473.100000 sec): 3 clusters Score: Raw -38846.008855 + Penalty 2870.301101 = -35975.707754 nChanged 6 SP:Iteration 8Q (17473.330000 sec): 3 clusters Score: Raw -38864.584556 + Penalty 2870.301101 = -35994.283454 nChanged 1 SP:Iteration 9Q (17473.570000 sec): 3 clusters Score: Raw -38869.315700 + Penalty 2870.301101 = -35999.014598 nChanged 2 SP:Iteration 10Q (17473.770000 sec): 3 clusters Score: Raw -38902.870668 + Penalty 2870.301101 = -36032.569566 nChanged 3 SP:Iteration 11Q (17473.950000 sec): 3 clusters Score: Raw -38914.435401 + Penalty 2870.301101 = -36044.134300 nChanged 4 SP:Iteration 12Q (17474.160000 sec): 3 clusters Score: Raw -38945.402807 + Penalty 2870.301101 = -36075.101705 nChanged 4 SP:Iteration 13Q (17474.340000 sec): 3 clusters Score: Raw -38980.783810 + Penalty 2870.301101 = -36110.482709 nChanged 2 SP:Iteration 14Q (17474.540000 sec): 3 clusters Score: Raw -38983.553985 + Penalty 2870.301101 = -36113.252884 nChanged 0 SP:Iteration 15F (17474.720000 sec): 3 clusters Score: Raw -38983.553985 + Penalty 2870.301101 = -36113.252884 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17474.860000 sec): 2 clusters Score: Raw -1184291.006515 + Penalty 2180.815794 = -1182110.190721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17475.120000 sec): 3 clusters Score: Raw -1180998.143280 + Penalty 4361.631588 = -1176636.511692 nChanged 2609 SP:Iteration 1F (17475.380000 sec): 3 clusters Score: Raw -1182645.557569 + Penalty 4361.631588 = -1178283.925981 nChanged 600 SP:Iteration 2F (17475.550000 sec): 3 clusters Score: Raw -1183263.475241 + Penalty 4361.631588 = -1178901.843653 nChanged 550 SP:Iteration 3F (17475.780000 sec): 3 clusters Score: Raw -1183810.669664 + Penalty 4361.631588 = -1179449.038077 nChanged 531 SP:Iteration 4F (17476.010000 sec): 3 clusters Score: Raw -1184318.761026 + Penalty 4361.631588 = -1179957.129439 nChanged 430 SP:Iteration 5F (17476.190000 sec): 3 clusters Score: Raw -1184707.491489 + Penalty 4361.631588 = -1180345.859902 nChanged 350 SP:Iteration 6F (17476.430000 sec): 3 clusters Score: Raw -1184987.064991 + Penalty 4361.631588 = -1180625.433404 nChanged 246 SP:Iteration 7Q (17476.690000 sec): 3 clusters Score: Raw -1185164.962516 + Penalty 4361.631588 = -1180803.330929 nChanged 186 SP:Iteration 8Q (17476.900000 sec): 3 clusters Score: Raw -1185286.316252 + Penalty 4361.631588 = -1180924.684665 nChanged 117 SP:Iteration 9Q (17477.170000 sec): 3 clusters Score: Raw -1185368.857540 + Penalty 4361.631588 = -1181007.225953 nChanged 94 SP:Iteration 10Q (17477.390000 sec): 3 clusters Score: Raw -1185443.146572 + Penalty 4361.631588 = -1181081.514984 nChanged 90 SP:Iteration 11Q (17477.640000 sec): 3 clusters Score: Raw -1185514.305106 + Penalty 4361.631588 = -1181152.673519 nChanged 88 SP:Iteration 12Q (17477.800000 sec): 3 clusters Score: Raw -1185578.618015 + Penalty 4361.631588 = -1181216.986428 nChanged 79 SP:Iteration 13Q (17477.990000 sec): 3 clusters Score: Raw -1185636.224984 + Penalty 4361.631588 = -1181274.593396 nChanged 59 SP:Iteration 14Q (17478.210000 sec): 3 clusters Score: Raw -1185691.805523 + Penalty 4361.631588 = -1181330.173935 nChanged 58 SP:Iteration 15Q (17478.420000 sec): 3 clusters Score: Raw -1185738.048828 + Penalty 4361.631588 = -1181376.417241 nChanged 65 SP:Iteration 16Q (17478.640000 sec): 3 clusters Score: Raw -1185782.306330 + Penalty 4361.631588 = -1181420.674742 nChanged 46 SP:Iteration 17Q (17478.880000 sec): 3 clusters Score: Raw -1185814.204412 + Penalty 4361.631588 = -1181452.572824 nChanged 40 SP:Iteration 18Q (17479.080000 sec): 3 clusters Score: Raw -1185835.763929 + Penalty 4361.631588 = -1181474.132342 nChanged 27 SP:Iteration 19Q (17479.320000 sec): 3 clusters Score: Raw -1185849.376150 + Penalty 4361.631588 = -1181487.744563 nChanged 15 SP:Iteration 20F (17479.520000 sec): 3 clusters Score: Raw -1185855.096768 + Penalty 4361.631588 = -1181493.465181 nChanged 11 SP:Iteration 21Q (17479.790000 sec): 3 clusters Score: Raw -1185862.650269 + Penalty 4361.631588 = -1181501.018682 nChanged 12 SP:Iteration 22Q (17480.000000 sec): 3 clusters Score: Raw -1185866.511058 + Penalty 4361.631588 = -1181504.879470 nChanged 2 SP:Iteration 23Q (17480.320000 sec): 3 clusters Score: Raw -1185868.597560 + Penalty 4361.631588 = -1181506.965972 nChanged 9 SP:Iteration 24Q (17480.590000 sec): 3 clusters Score: Raw -1185873.750927 + Penalty 4361.631588 = -1181512.119340 nChanged 9 SP:Iteration 25Q (17480.840000 sec): 3 clusters Score: Raw -1185877.373137 + Penalty 4361.631588 = -1181515.741550 nChanged 6 SP:Iteration 26Q (17481.040000 sec): 3 clusters Score: Raw -1185879.140572 + Penalty 4361.631588 = -1181517.508985 nChanged 2 SP:Iteration 27Q (17481.350000 sec): 3 clusters Score: Raw -1185879.890255 + Penalty 4361.631588 = -1181518.258667 nChanged 2 SP:Iteration 28Q (17481.540000 sec): 3 clusters Score: Raw -1185880.330658 + Penalty 4361.631588 = -1181518.699071 nChanged 3 SP:Iteration 29Q (17481.810000 sec): 3 clusters Score: Raw -1185880.832857 + Penalty 4361.631588 = -1181519.201270 nChanged 1 SP:Iteration 30Q (17482.060000 sec): 3 clusters Score: Raw -1185881.180072 + Penalty 4361.631588 = -1181519.548484 nChanged 2 SP:Iteration 31Q (17482.310000 sec): 3 clusters Score: Raw -1185882.051659 + Penalty 4361.631588 = -1181520.420071 nChanged 2 SP:Iteration 32Q (17482.540000 sec): 3 clusters Score: Raw -1185882.554452 + Penalty 4361.631588 = -1181520.922865 nChanged 1 SP:Iteration 33Q (17482.790000 sec): 3 clusters Score: Raw -1185882.769438 + Penalty 4361.631588 = -1181521.137851 nChanged 0 SP:Iteration 34F (17483.040000 sec): 3 clusters Score: Raw -1185882.769438 + Penalty 4361.631588 = -1181521.137851 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 34 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17483.160000 sec): 2 clusters Score: Raw -167051.608822 + Penalty 1702.740987 = -165348.867836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17483.350000 sec): 3 clusters Score: Raw -166880.638294 + Penalty 3405.481973 = -163475.156320 nChanged 234 SP:Iteration 1F (17483.520000 sec): 3 clusters Score: Raw -167126.427224 + Penalty 3405.481973 = -163720.945251 nChanged 46 SP:Iteration 2Q (17483.670000 sec): 3 clusters Score: Raw -167195.900233 + Penalty 3405.481973 = -163790.418260 nChanged 25 SP:Iteration 3Q (17483.890000 sec): 3 clusters Score: Raw -167224.383728 + Penalty 3405.481973 = -163818.901755 nChanged 14 SP:Iteration 4Q (17484.090000 sec): 3 clusters Score: Raw -167240.082294 + Penalty 3405.481973 = -163834.600320 nChanged 11 SP:Iteration 5Q (17484.320000 sec): 3 clusters Score: Raw -167248.335176 + Penalty 3405.481973 = -163842.853203 nChanged 6 SP:Iteration 6Q (17484.570000 sec): 3 clusters Score: Raw -167252.944241 + Penalty 3405.481973 = -163847.462268 nChanged 4 SP:Iteration 7Q (17484.740000 sec): 3 clusters Score: Raw -167256.082382 + Penalty 3405.481973 = -163850.600409 nChanged 2 SP:Iteration 8Q (17484.940000 sec): 3 clusters Score: Raw -167258.398033 + Penalty 3405.481973 = -163852.916060 nChanged 1 SP:Iteration 9Q (17485.110000 sec): 3 clusters Score: Raw -167259.611692 + Penalty 3405.481973 = -163854.129719 nChanged 4 SP:Iteration 10Q (17485.260000 sec): 3 clusters Score: Raw -167265.703600 + Penalty 3405.481973 = -163860.221627 nChanged 1 SP:Iteration 11Q (17485.440000 sec): 3 clusters Score: Raw -167267.027464 + Penalty 3405.481973 = -163861.545491 nChanged 1 SP:Iteration 12Q (17485.650000 sec): 3 clusters Score: Raw -167267.805164 + Penalty 3405.481973 = -163862.323190 nChanged 0 SP:Iteration 13F (17485.800000 sec): 3 clusters Score: Raw -167267.805164 + Penalty 3405.481973 = -163862.323190 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 35 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17485.890000 sec): 2 clusters Score: Raw -82671.522740 + Penalty 1553.794701 = -81117.728039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17486.110000 sec): 3 clusters Score: Raw -82722.618348 + Penalty 3107.589402 = -79615.028946 nChanged 104 SP:Iteration 1F (17486.290000 sec): 3 clusters Score: Raw -82944.606874 + Penalty 3107.589402 = -79837.017473 nChanged 42 SP:Iteration 2F (17486.470000 sec): 3 clusters Score: Raw -83117.871318 + Penalty 3107.589402 = -80010.281916 nChanged 33 SP:Iteration 3F (17486.660000 sec): 3 clusters Score: Raw -83276.020281 + Penalty 3107.589402 = -80168.430880 nChanged 22 SP:Iteration 4Q (17486.840000 sec): 3 clusters Score: Raw -83349.205750 + Penalty 3107.589402 = -80241.616349 nChanged 13 SP:Iteration 5Q (17486.990000 sec): 3 clusters Score: Raw -83388.941099 + Penalty 3107.589402 = -80281.351698 nChanged 10 SP:Iteration 6Q (17487.160000 sec): 3 clusters Score: Raw -83424.028673 + Penalty 3107.589402 = -80316.439272 nChanged 9 SP:Iteration 7Q (17487.360000 sec): 3 clusters Score: Raw -83465.101384 + Penalty 3107.589402 = -80357.511983 nChanged 12 SP:Iteration 8Q (17487.530000 sec): 3 clusters Score: Raw -83542.577696 + Penalty 3107.589402 = -80434.988295 nChanged 12 SP:Iteration 9Q (17487.750000 sec): 3 clusters Score: Raw -83586.049902 + Penalty 3107.589402 = -80478.460500 nChanged 1 SP:Iteration 10Q (17487.940000 sec): 3 clusters Score: Raw -83587.601318 + Penalty 3107.589402 = -80480.011916 nChanged 0 SP:Iteration 11F (17488.110000 sec): 3 clusters Score: Raw -83587.601318 + Penalty 3107.589402 = -80480.011916 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 36 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17488.160000 sec): 2 clusters Score: Raw -122585.094380 + Penalty 1637.778069 = -120947.316311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17488.370000 sec): 3 clusters Score: Raw -122464.724526 + Penalty 3275.556137 = -119189.168389 nChanged 171 SP:Iteration 1F (17488.500000 sec): 3 clusters Score: Raw -122749.258616 + Penalty 3275.556137 = -119473.702479 nChanged 55 SP:Iteration 2F (17488.700000 sec): 3 clusters Score: Raw -122894.773779 + Penalty 3275.556137 = -119619.217642 nChanged 38 SP:Iteration 3F (17488.820000 sec): 3 clusters Score: Raw -122997.861770 + Penalty 3275.556137 = -119722.305633 nChanged 35 SP:Iteration 4Q (17489.010000 sec): 3 clusters Score: Raw -123115.293014 + Penalty 3275.556137 = -119839.736877 nChanged 31 SP:Iteration 5Q (17489.210000 sec): 3 clusters Score: Raw -123278.152272 + Penalty 3275.556137 = -120002.596135 nChanged 24 SP:Iteration 6Q (17489.380000 sec): 3 clusters Score: Raw -123345.202304 + Penalty 3275.556137 = -120069.646167 nChanged 16 SP:Iteration 7Q (17489.600000 sec): 3 clusters Score: Raw -123383.180022 + Penalty 3275.556137 = -120107.623885 nChanged 10 SP:Iteration 8Q (17489.790000 sec): 3 clusters Score: Raw -123403.439040 + Penalty 3275.556137 = -120127.882903 nChanged 8 SP:Iteration 9Q (17489.950000 sec): 3 clusters Score: Raw -123422.452319 + Penalty 3275.556137 = -120146.896182 nChanged 9 SP:Iteration 10Q (17490.130000 sec): 3 clusters Score: Raw -123448.504915 + Penalty 3275.556137 = -120172.948778 nChanged 10 SP:Iteration 11Q (17490.280000 sec): 3 clusters Score: Raw -123479.409859 + Penalty 3275.556137 = -120203.853722 nChanged 13 SP:Iteration 12Q (17490.490000 sec): 3 clusters Score: Raw -123519.934496 + Penalty 3275.556137 = -120244.378359 nChanged 10 SP:Iteration 13Q (17490.670000 sec): 3 clusters Score: Raw -123548.847160 + Penalty 3275.556137 = -120273.291023 nChanged 9 SP:Iteration 14Q (17490.850000 sec): 3 clusters Score: Raw -123573.482893 + Penalty 3275.556137 = -120297.926756 nChanged 11 SP:Iteration 15Q (17491.010000 sec): 3 clusters Score: Raw -123607.476853 + Penalty 3275.556137 = -120331.920716 nChanged 7 SP:Iteration 16Q (17491.190000 sec): 3 clusters Score: Raw -123627.306655 + Penalty 3275.556137 = -120351.750518 nChanged 2 SP:Iteration 17Q (17491.380000 sec): 3 clusters Score: Raw -123631.764602 + Penalty 3275.556137 = -120356.208465 nChanged 0 SP:Iteration 18F (17491.550000 sec): 3 clusters Score: Raw -123631.764602 + Penalty 3275.556137 = -120356.208465 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 37 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17491.610000 sec): 2 clusters Score: Raw -353256.838876 + Penalty 1880.013539 = -351376.825338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17491.800000 sec): 3 clusters Score: Raw -352574.720596 + Penalty 3760.027077 = -348814.693519 nChanged 632 SP:Iteration 1F (17492.010000 sec): 3 clusters Score: Raw -353138.414181 + Penalty 3760.027077 = -349378.387104 nChanged 157 SP:Iteration 2F (17492.170000 sec): 3 clusters Score: Raw -353420.825815 + Penalty 3760.027077 = -349660.798738 nChanged 109 SP:Iteration 3F (17492.320000 sec): 3 clusters Score: Raw -353541.909684 + Penalty 3760.027077 = -349781.882607 nChanged 84 SP:Iteration 4Q (17492.470000 sec): 3 clusters Score: Raw -353630.846921 + Penalty 3760.027077 = -349870.819844 nChanged 71 SP:Iteration 5Q (17492.610000 sec): 3 clusters Score: Raw -353710.818153 + Penalty 3760.027077 = -349950.791076 nChanged 71 SP:Iteration 6Q (17492.820000 sec): 3 clusters Score: Raw -353798.760280 + Penalty 3760.027077 = -350038.733203 nChanged 57 SP:Iteration 7Q (17493.010000 sec): 3 clusters Score: Raw -353868.815781 + Penalty 3760.027077 = -350108.788704 nChanged 55 SP:Iteration 8Q (17493.190000 sec): 3 clusters Score: Raw -353930.223387 + Penalty 3760.027077 = -350170.196309 nChanged 44 SP:Iteration 9Q (17493.400000 sec): 3 clusters Score: Raw -353977.466241 + Penalty 3760.027077 = -350217.439163 nChanged 37 SP:Iteration 10Q (17493.610000 sec): 3 clusters Score: Raw -354024.134039 + Penalty 3760.027077 = -350264.106962 nChanged 37 SP:Iteration 11Q (17493.770000 sec): 3 clusters Score: Raw -354073.091111 + Penalty 3760.027077 = -350313.064034 nChanged 28 SP:Iteration 12Q (17493.920000 sec): 3 clusters Score: Raw -354109.364995 + Penalty 3760.027077 = -350349.337918 nChanged 31 SP:Iteration 13Q (17494.110000 sec): 3 clusters Score: Raw -354148.111572 + Penalty 3760.027077 = -350388.084495 nChanged 27 SP:Iteration 14Q (17494.360000 sec): 3 clusters Score: Raw -354185.591177 + Penalty 3760.027077 = -350425.564100 nChanged 23 SP:Iteration 15Q (17494.550000 sec): 3 clusters Score: Raw -354214.569226 + Penalty 3760.027077 = -350454.542149 nChanged 21 SP:Iteration 16Q (17494.720000 sec): 3 clusters Score: Raw -354243.858295 + Penalty 3760.027077 = -350483.831218 nChanged 14 SP:Iteration 17Q (17494.880000 sec): 3 clusters Score: Raw -354262.414097 + Penalty 3760.027077 = -350502.387019 nChanged 12 SP:Iteration 18Q (17495.050000 sec): 3 clusters Score: Raw -354286.533963 + Penalty 3760.027077 = -350526.506886 nChanged 19 SP:Iteration 19Q (17495.260000 sec): 3 clusters Score: Raw -354311.826983 + Penalty 3760.027077 = -350551.799906 nChanged 15 SP:Iteration 20F (17495.410000 sec): 3 clusters Score: Raw -354349.236945 + Penalty 3760.027077 = -350589.209868 nChanged 18 SP:Iteration 21Q (17495.590000 sec): 3 clusters Score: Raw -354386.092964 + Penalty 3760.027077 = -350626.065887 nChanged 19 SP:Iteration 22Q (17495.800000 sec): 3 clusters Score: Raw -354419.370380 + Penalty 3760.027077 = -350659.343303 nChanged 11 SP:Iteration 23Q (17495.980000 sec): 3 clusters Score: Raw -354444.193195 + Penalty 3760.027077 = -350684.166118 nChanged 13 SP:Iteration 24Q (17496.150000 sec): 3 clusters Score: Raw -354473.646868 + Penalty 3760.027077 = -350713.619791 nChanged 10 SP:Iteration 25Q (17496.380000 sec): 3 clusters Score: Raw -354491.391472 + Penalty 3760.027077 = -350731.364395 nChanged 7 SP:Iteration 26Q (17496.620000 sec): 3 clusters Score: Raw -354502.472219 + Penalty 3760.027077 = -350742.445142 nChanged 4 SP:Iteration 27Q (17496.820000 sec): 3 clusters Score: Raw -354510.898837 + Penalty 3760.027077 = -350750.871760 nChanged 3 SP:Iteration 28Q (17496.970000 sec): 3 clusters Score: Raw -354521.055435 + Penalty 3760.027077 = -350761.028358 nChanged 6 SP:Iteration 29Q (17497.150000 sec): 3 clusters Score: Raw -354538.243068 + Penalty 3760.027077 = -350778.215991 nChanged 2 SP:Iteration 30Q (17497.310000 sec): 3 clusters Score: Raw -354541.973516 + Penalty 3760.027077 = -350781.946439 nChanged 0 SP:Iteration 31F (17497.510000 sec): 3 clusters Score: Raw -354541.973516 + Penalty 3760.027077 = -350781.946439 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 38 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17497.560000 sec): 2 clusters Score: Raw -10448.802159 + Penalty 1131.958351 = -9316.843808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17497.710000 sec): 3 clusters Score: Raw -10998.931903 + Penalty 2263.916703 = -8735.015200 nChanged 7 SP:Iteration 1F (17497.880000 sec): 3 clusters Score: Raw -11195.538813 + Penalty 2263.916703 = -8931.622110 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 39 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17498.000000 sec): 2 clusters Score: Raw -306653.586213 + Penalty 1849.630167 = -304803.956046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17498.170000 sec): 3 clusters Score: Raw -306068.511102 + Penalty 3699.260334 = -302369.250768 nChanged 530 SP:Iteration 1F (17498.350000 sec): 3 clusters Score: Raw -306502.749096 + Penalty 3699.260334 = -302803.488762 nChanged 125 SP:Iteration 2F (17498.550000 sec): 3 clusters Score: Raw -306607.007591 + Penalty 3699.260334 = -302907.747257 nChanged 55 SP:Iteration 3Q (17498.770000 sec): 3 clusters Score: Raw -306649.652983 + Penalty 3699.260334 = -302950.392649 nChanged 40 SP:Iteration 4Q (17498.980000 sec): 3 clusters Score: Raw -306683.946332 + Penalty 3699.260334 = -302984.685998 nChanged 36 SP:Iteration 5Q (17499.170000 sec): 3 clusters Score: Raw -306716.878171 + Penalty 3699.260334 = -303017.617837 nChanged 26 SP:Iteration 6Q (17499.340000 sec): 3 clusters Score: Raw -306733.822928 + Penalty 3699.260334 = -303034.562594 nChanged 16 SP:Iteration 7Q (17499.500000 sec): 3 clusters Score: Raw -306746.521374 + Penalty 3699.260334 = -303047.261040 nChanged 14 SP:Iteration 8Q (17499.670000 sec): 3 clusters Score: Raw -306759.821823 + Penalty 3699.260334 = -303060.561489 nChanged 12 SP:Iteration 9Q (17499.860000 sec): 3 clusters Score: Raw -306770.724646 + Penalty 3699.260334 = -303071.464312 nChanged 12 SP:Iteration 10Q (17500.030000 sec): 3 clusters Score: Raw -306780.220910 + Penalty 3699.260334 = -303080.960576 nChanged 11 SP:Iteration 11Q (17500.220000 sec): 3 clusters Score: Raw -306786.100054 + Penalty 3699.260334 = -303086.839720 nChanged 11 SP:Iteration 12Q (17500.380000 sec): 3 clusters Score: Raw -306792.266177 + Penalty 3699.260334 = -303093.005843 nChanged 10 SP:Iteration 13Q (17500.630000 sec): 3 clusters Score: Raw -306797.641316 + Penalty 3699.260334 = -303098.380981 nChanged 5 SP:Iteration 14Q (17500.780000 sec): 3 clusters Score: Raw -306800.417322 + Penalty 3699.260334 = -303101.156988 nChanged 2 SP:Iteration 15Q (17501.010000 sec): 3 clusters Score: Raw -306801.341574 + Penalty 3699.260334 = -303102.081240 nChanged 2 SP:Iteration 16Q (17501.190000 sec): 3 clusters Score: Raw -306802.780572 + Penalty 3699.260334 = -303103.520238 nChanged 3 SP:Iteration 17Q (17501.350000 sec): 3 clusters Score: Raw -306804.471582 + Penalty 3699.260334 = -303105.211248 nChanged 2 SP:Iteration 18Q (17501.520000 sec): 3 clusters Score: Raw -306805.853793 + Penalty 3699.260334 = -303106.593458 nChanged 3 SP:Iteration 19Q (17501.730000 sec): 3 clusters Score: Raw -306807.486558 + Penalty 3699.260334 = -303108.226224 nChanged 6 SP:Iteration 20F (17501.920000 sec): 3 clusters Score: Raw -306811.940160 + Penalty 3699.260334 = -303112.679826 nChanged 7 SP:Iteration 21Q (17502.080000 sec): 3 clusters Score: Raw -306816.856216 + Penalty 3699.260334 = -303117.595882 nChanged 1 SP:Iteration 22Q (17502.280000 sec): 3 clusters Score: Raw -306817.993851 + Penalty 3699.260334 = -303118.733517 nChanged 2 SP:Iteration 23Q (17502.480000 sec): 3 clusters Score: Raw -306819.136900 + Penalty 3699.260334 = -303119.876566 nChanged 3 SP:Iteration 24Q (17502.630000 sec): 3 clusters Score: Raw -306821.082965 + Penalty 3699.260334 = -303121.822631 nChanged 6 SP:Iteration 25Q (17502.790000 sec): 3 clusters Score: Raw -306825.995139 + Penalty 3699.260334 = -303126.734805 nChanged 7 SP:Iteration 26Q (17503.000000 sec): 3 clusters Score: Raw -306831.622991 + Penalty 3699.260334 = -303132.362657 nChanged 5 SP:Iteration 27Q (17503.140000 sec): 3 clusters Score: Raw -306835.617024 + Penalty 3699.260334 = -303136.356690 nChanged 2 SP:Iteration 28Q (17503.370000 sec): 3 clusters Score: Raw -306836.249700 + Penalty 3699.260334 = -303136.989366 nChanged 1 SP:Iteration 29Q (17503.570000 sec): 3 clusters Score: Raw -306836.584869 + Penalty 3699.260334 = -303137.324534 nChanged 1 SP:Iteration 30Q (17503.710000 sec): 3 clusters Score: Raw -306837.479304 + Penalty 3699.260334 = -303138.218970 nChanged 0 SP:Iteration 31F (17503.910000 sec): 3 clusters Score: Raw -306837.479304 + Penalty 3699.260334 = -303138.218970 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 40 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17504.020000 sec): 2 clusters Score: Raw -190395.813648 + Penalty 1725.223270 = -188670.590378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17504.200000 sec): 3 clusters Score: Raw -190172.747456 + Penalty 3450.446540 = -186722.300916 nChanged 240 SP:Iteration 1F (17504.410000 sec): 3 clusters Score: Raw -190464.429429 + Penalty 3450.446540 = -187013.982889 nChanged 74 SP:Iteration 2F (17504.570000 sec): 3 clusters Score: Raw -190588.436232 + Penalty 3450.446540 = -187137.989692 nChanged 51 SP:Iteration 3Q (17504.780000 sec): 3 clusters Score: Raw -190682.803428 + Penalty 3450.446540 = -187232.356888 nChanged 41 SP:Iteration 4Q (17504.980000 sec): 3 clusters Score: Raw -190757.183279 + Penalty 3450.446540 = -187306.736739 nChanged 40 SP:Iteration 5Q (17505.160000 sec): 3 clusters Score: Raw -190831.781343 + Penalty 3450.446540 = -187381.334803 nChanged 37 SP:Iteration 6Q (17505.340000 sec): 3 clusters Score: Raw -190934.041752 + Penalty 3450.446540 = -187483.595212 nChanged 36 SP:Iteration 7Q (17505.540000 sec): 3 clusters Score: Raw -191051.464578 + Penalty 3450.446540 = -187601.018038 nChanged 41 SP:Iteration 8Q (17505.750000 sec): 3 clusters Score: Raw -191156.129475 + Penalty 3450.446540 = -187705.682935 nChanged 33 SP:Iteration 9Q (17505.950000 sec): 3 clusters Score: Raw -191233.489711 + Penalty 3450.446540 = -187783.043171 nChanged 34 SP:Iteration 10Q (17506.120000 sec): 3 clusters Score: Raw -191319.989771 + Penalty 3450.446540 = -187869.543231 nChanged 34 SP:Iteration 11Q (17506.260000 sec): 3 clusters Score: Raw -191401.452488 + Penalty 3450.446540 = -187951.005948 nChanged 16 SP:Iteration 12Q (17506.460000 sec): 3 clusters Score: Raw -191430.705514 + Penalty 3450.446540 = -187980.258974 nChanged 11 SP:Iteration 13Q (17506.650000 sec): 3 clusters Score: Raw -191451.197661 + Penalty 3450.446540 = -188000.751121 nChanged 7 SP:Iteration 14Q (17506.830000 sec): 3 clusters Score: Raw -191465.873954 + Penalty 3450.446540 = -188015.427414 nChanged 8 SP:Iteration 15Q (17507.050000 sec): 3 clusters Score: Raw -191483.978825 + Penalty 3450.446540 = -188033.532285 nChanged 7 SP:Iteration 16Q (17507.220000 sec): 3 clusters Score: Raw -191495.920316 + Penalty 3450.446540 = -188045.473776 nChanged 4 SP:Iteration 17Q (17507.440000 sec): 3 clusters Score: Raw -191504.076656 + Penalty 3450.446540 = -188053.630117 nChanged 3 SP:Iteration 18Q (17507.650000 sec): 3 clusters Score: Raw -191510.384061 + Penalty 3450.446540 = -188059.937521 nChanged 2 SP:Iteration 19Q (17507.860000 sec): 3 clusters Score: Raw -191514.459680 + Penalty 3450.446540 = -188064.013140 nChanged 2 SP:Iteration 20F (17508.080000 sec): 3 clusters Score: Raw -191527.746999 + Penalty 3450.446540 = -188077.300459 nChanged 3 SP:Iteration 21Q (17508.270000 sec): 3 clusters Score: Raw -191549.680247 + Penalty 3450.446540 = -188099.233707 nChanged 3 SP:Iteration 22Q (17508.530000 sec): 3 clusters Score: Raw -191559.153189 + Penalty 3450.446540 = -188108.706649 nChanged 4 SP:Iteration 23Q (17508.720000 sec): 3 clusters Score: Raw -191574.836621 + Penalty 3450.446540 = -188124.390081 nChanged 5 SP:Iteration 24Q (17508.920000 sec): 3 clusters Score: Raw -191596.575417 + Penalty 3450.446540 = -188146.128877 nChanged 3 SP:Iteration 25Q (17509.130000 sec): 3 clusters Score: Raw -191606.255792 + Penalty 3450.446540 = -188155.809252 nChanged 4 SP:Iteration 26Q (17509.360000 sec): 3 clusters Score: Raw -191617.952042 + Penalty 3450.446540 = -188167.505502 nChanged 1 SP:Iteration 27Q (17509.560000 sec): 3 clusters Score: Raw -191621.128182 + Penalty 3450.446540 = -188170.681642 nChanged 0 SP:Iteration 28F (17509.790000 sec): 3 clusters Score: Raw -191621.128182 + Penalty 3450.446540 = -188170.681642 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 41 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17509.900000 sec): 2 clusters Score: Raw -24480.699809 + Penalty 1361.256556 = -23119.443253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17510.130000 sec): 3 clusters Score: Raw -24790.011351 + Penalty 2722.513112 = -22067.498239 nChanged 45 SP:Iteration 1F (17510.320000 sec): 3 clusters Score: Raw -24971.536556 + Penalty 2722.513112 = -22249.023444 nChanged 19 SP:Iteration 2F (17510.550000 sec): 3 clusters Score: Raw -25085.711277 + Penalty 2722.513112 = -22363.198165 nChanged 9 SP:Iteration 3Q (17510.740000 sec): 3 clusters Score: Raw -25183.601128 + Penalty 2722.513112 = -22461.088016 nChanged 10 SP:Iteration 4Q (17510.960000 sec): 3 clusters Score: Raw -25301.405095 + Penalty 2722.513112 = -22578.891983 nChanged 8 SP:Iteration 5Q (17511.170000 sec): 3 clusters Score: Raw -25493.258443 + Penalty 2722.513112 = -22770.745330 nChanged 6 SP:Iteration 6Q (17511.350000 sec): 3 clusters Score: Raw -25555.159246 + Penalty 2722.513112 = -22832.646134 nChanged 2 SP:Iteration 7Q (17511.550000 sec): 3 clusters Score: Raw -25596.492535 + Penalty 2722.513112 = -22873.979423 nChanged 0 SP:Iteration 8F (17511.770000 sec): 3 clusters Score: Raw -25596.795526 + Penalty 2722.513112 = -22874.282414 nChanged 1 SP:Iteration 9Q (17511.950000 sec): 3 clusters Score: Raw -25612.257661 + Penalty 2722.513112 = -22889.744549 nChanged 1 SP:Iteration 10Q (17512.110000 sec): 3 clusters Score: Raw -25616.725657 + Penalty 2722.513112 = -22894.212545 nChanged 0 SP:Iteration 11F (17512.260000 sec): 3 clusters Score: Raw -25616.725657 + Penalty 2722.513112 = -22894.212545 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 42 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17512.390000 sec): 2 clusters Score: Raw -264813.124270 + Penalty 1825.147974 = -262987.976296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17512.570000 sec): 3 clusters Score: Raw -264290.771257 + Penalty 3650.295949 = -260640.475308 nChanged 475 SP:Iteration 1F (17512.740000 sec): 3 clusters Score: Raw -264689.004280 + Penalty 3650.295949 = -261038.708332 nChanged 121 SP:Iteration 2F (17512.900000 sec): 3 clusters Score: Raw -264810.477082 + Penalty 3650.295949 = -261160.181133 nChanged 59 SP:Iteration 3Q (17513.120000 sec): 3 clusters Score: Raw -264878.060694 + Penalty 3650.295949 = -261227.764745 nChanged 46 SP:Iteration 4Q (17513.350000 sec): 3 clusters Score: Raw -264951.394781 + Penalty 3650.295949 = -261301.098833 nChanged 43 SP:Iteration 5Q (17513.570000 sec): 3 clusters Score: Raw -265019.603820 + Penalty 3650.295949 = -261369.307871 nChanged 46 SP:Iteration 6Q (17513.770000 sec): 3 clusters Score: Raw -265078.855623 + Penalty 3650.295949 = -261428.559675 nChanged 29 SP:Iteration 7Q (17513.990000 sec): 3 clusters Score: Raw -265115.541474 + Penalty 3650.295949 = -261465.245526 nChanged 36 SP:Iteration 8Q (17514.240000 sec): 3 clusters Score: Raw -265167.062773 + Penalty 3650.295949 = -261516.766825 nChanged 26 SP:Iteration 9Q (17514.470000 sec): 3 clusters Score: Raw -265201.676167 + Penalty 3650.295949 = -261551.380218 nChanged 29 SP:Iteration 10Q (17514.660000 sec): 3 clusters Score: Raw -265250.253252 + Penalty 3650.295949 = -261599.957304 nChanged 31 SP:Iteration 11Q (17514.820000 sec): 3 clusters Score: Raw -265280.555412 + Penalty 3650.295949 = -261630.259464 nChanged 24 SP:Iteration 12Q (17515.010000 sec): 3 clusters Score: Raw -265313.203077 + Penalty 3650.295949 = -261662.907129 nChanged 33 SP:Iteration 13Q (17515.230000 sec): 3 clusters Score: Raw -265349.969420 + Penalty 3650.295949 = -261699.673472 nChanged 23 SP:Iteration 14Q (17515.410000 sec): 3 clusters Score: Raw -265370.971513 + Penalty 3650.295949 = -261720.675564 nChanged 21 SP:Iteration 15Q (17515.580000 sec): 3 clusters Score: Raw -265395.746462 + Penalty 3650.295949 = -261745.450514 nChanged 22 SP:Iteration 16Q (17515.780000 sec): 3 clusters Score: Raw -265425.984807 + Penalty 3650.295949 = -261775.688859 nChanged 30 SP:Iteration 17Q (17515.950000 sec): 3 clusters Score: Raw -265464.902583 + Penalty 3650.295949 = -261814.606634 nChanged 27 SP:Iteration 18Q (17516.130000 sec): 3 clusters Score: Raw -265509.221562 + Penalty 3650.295949 = -261858.925614 nChanged 36 SP:Iteration 19Q (17516.330000 sec): 3 clusters Score: Raw -265582.866704 + Penalty 3650.295949 = -261932.570755 nChanged 45 SP:Iteration 20F (17516.460000 sec): 3 clusters Score: Raw -265693.606695 + Penalty 3650.295949 = -262043.310747 nChanged 35 SP:Iteration 21Q (17516.620000 sec): 3 clusters Score: Raw -265772.710505 + Penalty 3650.295949 = -262122.414556 nChanged 40 SP:Iteration 22Q (17516.790000 sec): 3 clusters Score: Raw -265846.154120 + Penalty 3650.295949 = -262195.858172 nChanged 33 SP:Iteration 23Q (17516.970000 sec): 3 clusters Score: Raw -265894.051950 + Penalty 3650.295949 = -262243.756002 nChanged 23 SP:Iteration 24Q (17517.200000 sec): 3 clusters Score: Raw -265922.803502 + Penalty 3650.295949 = -262272.507554 nChanged 13 SP:Iteration 25Q (17517.360000 sec): 3 clusters Score: Raw -265935.443965 + Penalty 3650.295949 = -262285.148017 nChanged 5 SP:Iteration 26Q (17517.530000 sec): 3 clusters Score: Raw -265943.537003 + Penalty 3650.295949 = -262293.241055 nChanged 6 SP:Iteration 27Q (17517.720000 sec): 3 clusters Score: Raw -265950.011960 + Penalty 3650.295949 = -262299.716011 nChanged 4 SP:Iteration 28Q (17517.920000 sec): 3 clusters Score: Raw -265953.706533 + Penalty 3650.295949 = -262303.410584 nChanged 3 SP:Iteration 29Q (17518.100000 sec): 3 clusters Score: Raw -265956.602846 + Penalty 3650.295949 = -262306.306898 nChanged 3 SP:Iteration 30Q (17518.300000 sec): 3 clusters Score: Raw -265959.474882 + Penalty 3650.295949 = -262309.178933 nChanged 2 SP:Iteration 31Q (17518.480000 sec): 3 clusters Score: Raw -265962.663930 + Penalty 3650.295949 = -262312.367981 nChanged 4 SP:Iteration 32Q (17518.680000 sec): 3 clusters Score: Raw -265965.139111 + Penalty 3650.295949 = -262314.843163 nChanged 3 SP:Iteration 33Q (17518.880000 sec): 3 clusters Score: Raw -265967.417615 + Penalty 3650.295949 = -262317.121666 nChanged 1 SP:Iteration 34Q (17519.050000 sec): 3 clusters Score: Raw -265968.142208 + Penalty 3650.295949 = -262317.846260 nChanged 0 SP:Iteration 35F (17519.240000 sec): 3 clusters Score: Raw -265968.142208 + Penalty 3650.295949 = -262317.846260 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 43 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17519.330000 sec): 2 clusters Score: Raw -15404.925721 + Penalty 1247.548605 = -14157.377116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17519.540000 sec): 3 clusters Score: Raw -15823.668400 + Penalty 2495.097209 = -13328.571191 nChanged 15 SP:Iteration 1F (17519.700000 sec): 3 clusters Score: Raw -15886.058228 + Penalty 2495.097209 = -13390.961019 nChanged 1 SP:Iteration 2Q (17519.920000 sec): 3 clusters Score: Raw -15888.766743 + Penalty 2495.097209 = -13393.669534 nChanged 0 SP:Iteration 3F (17520.090000 sec): 3 clusters Score: Raw -15888.766743 + Penalty 2495.097209 = -13393.669534 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 44 (3249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17520.180000 sec): 2 clusters Score: Raw -583446.581876 + Penalty 2005.353429 = -581441.228447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17520.380000 sec): 3 clusters Score: Raw -582039.106976 + Penalty 4010.706858 = -578028.400118 nChanged 1178 SP:Iteration 1F (17520.580000 sec): 3 clusters Score: Raw -582842.784939 + Penalty 4010.706858 = -578832.078082 nChanged 284 SP:Iteration 2F (17520.760000 sec): 3 clusters Score: Raw -583075.782605 + Penalty 4010.706858 = -579065.075747 nChanged 190 SP:Iteration 3F (17520.940000 sec): 3 clusters Score: Raw -583248.053987 + Penalty 4010.706858 = -579237.347130 nChanged 159 SP:Iteration 4Q (17521.130000 sec): 3 clusters Score: Raw -583429.347068 + Penalty 4010.706858 = -579418.640210 nChanged 155 SP:Iteration 5Q (17521.320000 sec): 3 clusters Score: Raw -583629.420793 + Penalty 4010.706858 = -579618.713935 nChanged 165 SP:Iteration 6F (17521.520000 sec): 3 clusters Score: Raw -583803.469182 + Penalty 4010.706858 = -579792.762324 nChanged 150 SP:Iteration 7Q (17521.770000 sec): 3 clusters Score: Raw -583966.439755 + Penalty 4010.706858 = -579955.732898 nChanged 126 SP:Iteration 8Q (17521.990000 sec): 3 clusters Score: Raw -584094.080835 + Penalty 4010.706858 = -580083.373978 nChanged 111 SP:Iteration 9Q (17522.160000 sec): 3 clusters Score: Raw -584181.842986 + Penalty 4010.706858 = -580171.136128 nChanged 78 SP:Iteration 10Q (17522.300000 sec): 3 clusters Score: Raw -584248.679704 + Penalty 4010.706858 = -580237.972846 nChanged 66 SP:Iteration 11Q (17522.520000 sec): 3 clusters Score: Raw -584298.551398 + Penalty 4010.706858 = -580287.844540 nChanged 55 SP:Iteration 12Q (17522.690000 sec): 3 clusters Score: Raw -584328.992649 + Penalty 4010.706858 = -580318.285792 nChanged 37 SP:Iteration 13Q (17522.900000 sec): 3 clusters Score: Raw -584352.192419 + Penalty 4010.706858 = -580341.485561 nChanged 21 SP:Iteration 14Q (17523.080000 sec): 3 clusters Score: Raw -584364.368366 + Penalty 4010.706858 = -580353.661508 nChanged 20 SP:Iteration 15Q (17523.270000 sec): 3 clusters Score: Raw -584375.378075 + Penalty 4010.706858 = -580364.671218 nChanged 19 SP:Iteration 16Q (17523.450000 sec): 3 clusters Score: Raw -584386.458481 + Penalty 4010.706858 = -580375.751624 nChanged 17 SP:Iteration 17Q (17523.630000 sec): 3 clusters Score: Raw -584393.149451 + Penalty 4010.706858 = -580382.442594 nChanged 12 SP:Iteration 18Q (17523.860000 sec): 3 clusters Score: Raw -584399.539095 + Penalty 4010.706858 = -580388.832238 nChanged 10 SP:Iteration 19Q (17524.060000 sec): 3 clusters Score: Raw -584405.835601 + Penalty 4010.706858 = -580395.128743 nChanged 14 SP:Iteration 20F (17524.250000 sec): 3 clusters Score: Raw -584412.367381 + Penalty 4010.706858 = -580401.660523 nChanged 9 SP:Iteration 21Q (17524.410000 sec): 3 clusters Score: Raw -584415.839122 + Penalty 4010.706858 = -580405.132265 nChanged 6 SP:Iteration 22Q (17524.600000 sec): 3 clusters Score: Raw -584418.186071 + Penalty 4010.706858 = -580407.479213 nChanged 5 SP:Iteration 23Q (17524.800000 sec): 3 clusters Score: Raw -584420.835141 + Penalty 4010.706858 = -580410.128283 nChanged 5 SP:Iteration 24Q (17524.990000 sec): 3 clusters Score: Raw -584423.641030 + Penalty 4010.706858 = -580412.934172 nChanged 3 SP:Iteration 25Q (17525.190000 sec): 3 clusters Score: Raw -584424.893140 + Penalty 4010.706858 = -580414.186282 nChanged 1 SP:Iteration 26Q (17525.350000 sec): 3 clusters Score: Raw -584425.132158 + Penalty 4010.706858 = -580414.425300 nChanged 0 SP:Iteration 27F (17525.550000 sec): 3 clusters Score: Raw -584425.132158 + Penalty 4010.706858 = -580414.425300 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 45 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17525.610000 sec): 2 clusters Score: Raw -110886.453805 + Penalty 1631.654301 = -109254.799504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17525.810000 sec): 3 clusters Score: Raw -110823.696253 + Penalty 3263.308601 = -107560.387652 nChanged 184 SP:Iteration 1F (17525.980000 sec): 3 clusters Score: Raw -111171.915269 + Penalty 3263.308601 = -107908.606668 nChanged 62 SP:Iteration 2F (17526.140000 sec): 3 clusters Score: Raw -111370.333150 + Penalty 3263.308601 = -108107.024549 nChanged 43 SP:Iteration 3F (17526.350000 sec): 3 clusters Score: Raw -111485.421039 + Penalty 3263.308601 = -108222.112438 nChanged 29 SP:Iteration 4Q (17526.550000 sec): 3 clusters Score: Raw -111571.096156 + Penalty 3263.308601 = -108307.787554 nChanged 25 SP:Iteration 5Q (17526.710000 sec): 3 clusters Score: Raw -111644.204601 + Penalty 3263.308601 = -108380.896000 nChanged 20 SP:Iteration 6Q (17526.910000 sec): 3 clusters Score: Raw -111700.742503 + Penalty 3263.308601 = -108437.433902 nChanged 15 SP:Iteration 7Q (17527.100000 sec): 3 clusters Score: Raw -111748.391895 + Penalty 3263.308601 = -108485.083294 nChanged 15 SP:Iteration 8Q (17527.280000 sec): 3 clusters Score: Raw -111794.435570 + Penalty 3263.308601 = -108531.126969 nChanged 12 SP:Iteration 9Q (17527.460000 sec): 3 clusters Score: Raw -111816.403673 + Penalty 3263.308601 = -108553.095072 nChanged 8 SP:Iteration 10Q (17527.660000 sec): 3 clusters Score: Raw -111829.493024 + Penalty 3263.308601 = -108566.184422 nChanged 4 SP:Iteration 11Q (17527.820000 sec): 3 clusters Score: Raw -111836.038620 + Penalty 3263.308601 = -108572.730018 nChanged 4 SP:Iteration 12Q (17528.000000 sec): 3 clusters Score: Raw -111845.015930 + Penalty 3263.308601 = -108581.707329 nChanged 1 SP:Iteration 13Q (17528.160000 sec): 3 clusters Score: Raw -111846.070869 + Penalty 3263.308601 = -108582.762268 nChanged 2 SP:Iteration 14Q (17528.360000 sec): 3 clusters Score: Raw -111849.471247 + Penalty 3263.308601 = -108586.162646 nChanged 2 SP:Iteration 15Q (17528.510000 sec): 3 clusters Score: Raw -111856.539643 + Penalty 3263.308601 = -108593.231041 nChanged 4 SP:Iteration 16Q (17528.680000 sec): 3 clusters Score: Raw -111862.897576 + Penalty 3263.308601 = -108599.588975 nChanged 4 SP:Iteration 17Q (17528.880000 sec): 3 clusters Score: Raw -111874.254762 + Penalty 3263.308601 = -108610.946161 nChanged 2 SP:Iteration 18Q (17529.040000 sec): 3 clusters Score: Raw -111884.063407 + Penalty 3263.308601 = -108620.754806 nChanged 1 SP:Iteration 19Q (17529.220000 sec): 3 clusters Score: Raw -111893.759261 + Penalty 3263.308601 = -108630.450660 nChanged 4 SP:Iteration 20F (17529.440000 sec): 3 clusters Score: Raw -111915.911562 + Penalty 3263.308601 = -108652.602961 nChanged 5 SP:Iteration 21Q (17529.600000 sec): 3 clusters Score: Raw -111930.165482 + Penalty 3263.308601 = -108666.856880 nChanged 5 SP:Iteration 22Q (17529.770000 sec): 3 clusters Score: Raw -111941.308431 + Penalty 3263.308601 = -108677.999830 nChanged 4 SP:Iteration 23Q (17529.990000 sec): 3 clusters Score: Raw -111969.140274 + Penalty 3263.308601 = -108705.831672 nChanged 7 SP:Iteration 24Q (17530.140000 sec): 3 clusters Score: Raw -111987.873565 + Penalty 3263.308601 = -108724.564964 nChanged 4 SP:Iteration 25Q (17530.380000 sec): 3 clusters Score: Raw -111994.711187 + Penalty 3263.308601 = -108731.402586 nChanged 3 SP:Iteration 26Q (17530.530000 sec): 3 clusters Score: Raw -111999.469177 + Penalty 3263.308601 = -108736.160575 nChanged 0 SP:Iteration 27F (17530.740000 sec): 3 clusters Score: Raw -111999.469177 + Penalty 3263.308601 = -108736.160575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 46 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17530.840000 sec): 2 clusters Score: Raw -82607.796819 + Penalty 1553.794701 = -81054.002118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17531.000000 sec): 3 clusters Score: Raw -82663.756722 + Penalty 3107.589402 = -79556.167320 nChanged 100 SP:Iteration 1F (17531.200000 sec): 3 clusters Score: Raw -82872.784788 + Penalty 3107.589402 = -79765.195387 nChanged 36 SP:Iteration 2F (17531.390000 sec): 3 clusters Score: Raw -83055.503409 + Penalty 3107.589402 = -79947.914008 nChanged 22 SP:Iteration 3Q (17531.580000 sec): 3 clusters Score: Raw -83257.433695 + Penalty 3107.589402 = -80149.844294 nChanged 19 SP:Iteration 4Q (17531.790000 sec): 3 clusters Score: Raw -83369.259148 + Penalty 3107.589402 = -80261.669747 nChanged 19 SP:Iteration 5Q (17531.940000 sec): 3 clusters Score: Raw -83432.717164 + Penalty 3107.589402 = -80325.127763 nChanged 15 SP:Iteration 6Q (17532.150000 sec): 3 clusters Score: Raw -83501.402599 + Penalty 3107.589402 = -80393.813198 nChanged 9 SP:Iteration 7Q (17532.330000 sec): 3 clusters Score: Raw -83592.317915 + Penalty 3107.589402 = -80484.728514 nChanged 12 SP:Iteration 8Q (17532.510000 sec): 3 clusters Score: Raw -83635.144470 + Penalty 3107.589402 = -80527.555069 nChanged 4 SP:Iteration 9Q (17532.710000 sec): 3 clusters Score: Raw -83650.048382 + Penalty 3107.589402 = -80542.458980 nChanged 4 SP:Iteration 10Q (17532.920000 sec): 3 clusters Score: Raw -83660.761542 + Penalty 3107.589402 = -80553.172140 nChanged 1 SP:Iteration 11Q (17533.140000 sec): 3 clusters Score: Raw -83665.357905 + Penalty 3107.589402 = -80557.768503 nChanged 5 SP:Iteration 12Q (17533.300000 sec): 3 clusters Score: Raw -83675.242260 + Penalty 3107.589402 = -80567.652858 nChanged 4 SP:Iteration 13Q (17533.480000 sec): 3 clusters Score: Raw -83683.902996 + Penalty 3107.589402 = -80576.313595 nChanged 1 SP:Iteration 14Q (17533.660000 sec): 3 clusters Score: Raw -83689.813295 + Penalty 3107.589402 = -80582.223894 nChanged 0 SP:Iteration 15F (17533.820000 sec): 3 clusters Score: Raw -83689.813295 + Penalty 3107.589402 = -80582.223894 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 47 (6528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17533.980000 sec): 2 clusters Score: Raw -1158807.706367 + Penalty 2178.396262 = -1156629.310105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17534.200000 sec): 3 clusters Score: Raw -1155571.205918 + Penalty 4356.792525 = -1151214.413393 nChanged 2585 SP:Iteration 1F (17534.440000 sec): 3 clusters Score: Raw -1157092.063358 + Penalty 4356.792525 = -1152735.270834 nChanged 488 SP:Iteration 2F (17534.700000 sec): 3 clusters Score: Raw -1157444.055299 + Penalty 4356.792525 = -1153087.262774 nChanged 416 SP:Iteration 3F (17534.920000 sec): 3 clusters Score: Raw -1157729.184610 + Penalty 4356.792525 = -1153372.392085 nChanged 336 SP:Iteration 4F (17535.160000 sec): 3 clusters Score: Raw -1157929.539789 + Penalty 4356.792525 = -1153572.747264 nChanged 271 SP:Iteration 5Q (17535.360000 sec): 3 clusters Score: Raw -1158087.604912 + Penalty 4356.792525 = -1153730.812388 nChanged 233 SP:Iteration 6Q (17535.600000 sec): 3 clusters Score: Raw -1158228.363985 + Penalty 4356.792525 = -1153871.571460 nChanged 244 SP:Iteration 7Q (17535.810000 sec): 3 clusters Score: Raw -1158371.079335 + Penalty 4356.792525 = -1154014.286811 nChanged 233 SP:Iteration 8Q (17536.060000 sec): 3 clusters Score: Raw -1158515.357815 + Penalty 4356.792525 = -1154158.565290 nChanged 233 SP:Iteration 9Q (17536.330000 sec): 3 clusters Score: Raw -1158669.381227 + Penalty 4356.792525 = -1154312.588702 nChanged 201 SP:Iteration 10Q (17536.570000 sec): 3 clusters Score: Raw -1158801.664441 + Penalty 4356.792525 = -1154444.871916 nChanged 167 SP:Iteration 11Q (17536.800000 sec): 3 clusters Score: Raw -1158915.240063 + Penalty 4356.792525 = -1154558.447539 nChanged 153 SP:Iteration 12Q (17537.010000 sec): 3 clusters Score: Raw -1159019.042669 + Penalty 4356.792525 = -1154662.250144 nChanged 133 SP:Iteration 13Q (17537.240000 sec): 3 clusters Score: Raw -1159121.000553 + Penalty 4356.792525 = -1154764.208028 nChanged 115 SP:Iteration 14Q (17537.410000 sec): 3 clusters Score: Raw -1159212.563705 + Penalty 4356.792525 = -1154855.771180 nChanged 102 SP:Iteration 15Q (17537.700000 sec): 3 clusters Score: Raw -1159287.386398 + Penalty 4356.792525 = -1154930.593873 nChanged 74 SP:Iteration 16Q (17537.930000 sec): 3 clusters Score: Raw -1159340.705510 + Penalty 4356.792525 = -1154983.912986 nChanged 68 SP:Iteration 17Q (17538.200000 sec): 3 clusters Score: Raw -1159393.770732 + Penalty 4356.792525 = -1155036.978208 nChanged 61 SP:Iteration 18Q (17538.440000 sec): 3 clusters Score: Raw -1159436.314574 + Penalty 4356.792525 = -1155079.522049 nChanged 42 SP:Iteration 19Q (17538.730000 sec): 3 clusters Score: Raw -1159462.612854 + Penalty 4356.792525 = -1155105.820329 nChanged 31 SP:Iteration 20F (17538.980000 sec): 3 clusters Score: Raw -1159479.836580 + Penalty 4356.792525 = -1155123.044055 nChanged 21 SP:Iteration 21Q (17539.230000 sec): 3 clusters Score: Raw -1159488.821404 + Penalty 4356.792525 = -1155132.028879 nChanged 20 SP:Iteration 22Q (17539.480000 sec): 3 clusters Score: Raw -1159501.821918 + Penalty 4356.792525 = -1155145.029393 nChanged 15 SP:Iteration 23Q (17539.700000 sec): 3 clusters Score: Raw -1159514.240637 + Penalty 4356.792525 = -1155157.448113 nChanged 15 SP:Iteration 24Q (17539.960000 sec): 3 clusters Score: Raw -1159524.687672 + Penalty 4356.792525 = -1155167.895148 nChanged 11 SP:Iteration 25Q (17540.260000 sec): 3 clusters Score: Raw -1159530.958612 + Penalty 4356.792525 = -1155174.166087 nChanged 11 SP:Iteration 26Q (17540.460000 sec): 3 clusters Score: Raw -1159538.297892 + Penalty 4356.792525 = -1155181.505368 nChanged 10 SP:Iteration 27Q (17540.680000 sec): 3 clusters Score: Raw -1159544.421929 + Penalty 4356.792525 = -1155187.629405 nChanged 16 SP:Iteration 28Q (17540.930000 sec): 3 clusters Score: Raw -1159555.463308 + Penalty 4356.792525 = -1155198.670783 nChanged 14 SP:Iteration 29Q (17541.140000 sec): 3 clusters Score: Raw -1159564.775855 + Penalty 4356.792525 = -1155207.983330 nChanged 12 SP:Iteration 30Q (17541.370000 sec): 3 clusters Score: Raw -1159570.826317 + Penalty 4356.792525 = -1155214.033792 nChanged 9 SP:Iteration 31Q (17541.610000 sec): 3 clusters Score: Raw -1159577.472949 + Penalty 4356.792525 = -1155220.680424 nChanged 8 SP:Iteration 32Q (17541.780000 sec): 3 clusters Score: Raw -1159581.456284 + Penalty 4356.792525 = -1155224.663760 nChanged 7 SP:Iteration 33Q (17542.000000 sec): 3 clusters Score: Raw -1159584.135802 + Penalty 4356.792525 = -1155227.343277 nChanged 7 SP:Iteration 34Q (17542.190000 sec): 3 clusters Score: Raw -1159588.689504 + Penalty 4356.792525 = -1155231.896979 nChanged 5 SP:Iteration 35Q (17542.390000 sec): 3 clusters Score: Raw -1159590.597584 + Penalty 4356.792525 = -1155233.805060 nChanged 2 SP:Iteration 36Q (17542.570000 sec): 3 clusters Score: Raw -1159591.210987 + Penalty 4356.792525 = -1155234.418462 nChanged 2 SP:Iteration 37Q (17542.790000 sec): 3 clusters Score: Raw -1159591.797359 + Penalty 4356.792525 = -1155235.004834 nChanged 2 SP:Iteration 38Q (17543.040000 sec): 3 clusters Score: Raw -1159592.050211 + Penalty 4356.792525 = -1155235.257687 nChanged 0 SP:Iteration 39F (17543.230000 sec): 3 clusters Score: Raw -1159592.050211 + Penalty 4356.792525 = -1155235.257687 nChanged 0 Iteration 139Q (17580.490000 sec): 49 clusters Score: Raw -140172213.947435 + Penalty 161454.717982 = -140010759.229453 nChanged 56 Iteration 140F (17650.390000 sec): 49 clusters Score: Raw -140172662.331927 + Penalty 161454.717982 = -140011207.613945 nChanged 81 Iteration 141Q (17689.160000 sec): 49 clusters Score: Raw -140173258.702357 + Penalty 161454.717982 = -140011803.984375 nChanged 69 Iteration 142Q (17724.410000 sec): 49 clusters Score: Raw -140173350.326290 + Penalty 161454.717982 = -140011895.608308 nChanged 60 Iteration 143Q (17760.020000 sec): 49 clusters Score: Raw -140173372.174576 + Penalty 161454.717982 = -140011917.456594 nChanged 41 Iteration 144Q (17799.990000 sec): 49 clusters Score: Raw -140173378.513143 + Penalty 161454.717982 = -140011923.795161 nChanged 44 Iteration 145Q (17838.840000 sec): 49 clusters Score: Raw -140173381.930278 + Penalty 161454.717982 = -140011927.212296 nChanged 34 Iteration 146Q (17882.480000 sec): 49 clusters Score: Raw -140173385.595927 + Penalty 161454.717982 = -140011930.877945 nChanged 31 Iteration 147Q (17920.650000 sec): 49 clusters Score: Raw -140173387.594572 + Penalty 161454.717982 = -140011932.876590 nChanged 33 Iteration 148Q (17956.430000 sec): 49 clusters Score: Raw -140173389.854642 + Penalty 161454.717982 = -140011935.136660 nChanged 26 Iteration 149Q (17994.510000 sec): 49 clusters Score: Raw -140173390.945458 + Penalty 161454.717982 = -140011936.227476 nChanged 15 Iteration 150Q (18028.700000 sec): 49 clusters Score: Raw -140173391.567324 + Penalty 161454.717982 = -140011936.849343 nChanged 19 Iteration 151Q (18064.460000 sec): 49 clusters Score: Raw -140173392.441732 + Penalty 161454.717982 = -140011937.723750 nChanged 19 Iteration 152Q (18101.130000 sec): 49 clusters Score: Raw -140173393.321290 + Penalty 161454.717982 = -140011938.603308 nChanged 21 Iteration 153Q (18131.140000 sec): 49 clusters Score: Raw -140173394.204778 + Penalty 161454.717982 = -140011939.486796 nChanged 30 Iteration 154Q (18164.870000 sec): 49 clusters Score: Raw -140173395.487801 + Penalty 161454.717982 = -140011940.769819 nChanged 31 Iteration 155Q (18200.080000 sec): 49 clusters Score: Raw -140173397.258400 + Penalty 161454.717982 = -140011942.540419 nChanged 34 Iteration 156Q (18239.550000 sec): 49 clusters Score: Raw -140173398.432533 + Penalty 161454.717982 = -140011943.714551 nChanged 30 Iteration 157Q (18273.570000 sec): 49 clusters Score: Raw -140173399.715208 + Penalty 161454.717982 = -140011944.997226 nChanged 43 Iteration 158Q (18308.680000 sec): 49 clusters Score: Raw -140173401.660512 + Penalty 161454.717982 = -140011946.942530 nChanged 42 Iteration 159Q (18344.080000 sec): 49 clusters Score: Raw -140173403.757595 + Penalty 161454.717982 = -140011949.039613 nChanged 48 Iteration 160F (18414.900000 sec): 49 clusters Score: Raw -140173578.535606 + Penalty 161454.717982 = -140012123.817624 nChanged 61 Iteration 161Q (18451.160000 sec): 49 clusters Score: Raw -140174066.685954 + Penalty 161454.717982 = -140012611.967972 nChanged 67 Iteration 162Q (18486.980000 sec): 49 clusters Score: Raw -140174190.136496 + Penalty 161454.717982 = -140012735.418514 nChanged 50 Iteration 163Q (18519.940000 sec): 49 clusters Score: Raw -140174231.883137 + Penalty 161454.717982 = -140012777.165155 nChanged 50 Iteration 164Q (18554.880000 sec): 49 clusters Score: Raw -140174235.941015 + Penalty 161454.717982 = -140012781.223033 nChanged 44 Iteration 165Q (18590.700000 sec): 49 clusters Score: Raw -140174238.666816 + Penalty 161454.717982 = -140012783.948834 nChanged 46 Iteration 166Q (18621.770000 sec): 49 clusters Score: Raw -140174241.072935 + Penalty 161454.717982 = -140012786.354953 nChanged 47 Iteration 167Q (18655.570000 sec): 49 clusters Score: Raw -140174243.829850 + Penalty 161454.717982 = -140012789.111868 nChanged 52 Iteration 168Q (18686.410000 sec): 49 clusters Score: Raw -140174246.236418 + Penalty 161454.717982 = -140012791.518436 nChanged 43 Iteration 169Q (18719.900000 sec): 49 clusters Score: Raw -140174248.191066 + Penalty 161454.717982 = -140012793.473084 nChanged 47 Iteration 170Q (18757.420000 sec): 49 clusters Score: Raw -140174250.450217 + Penalty 161454.717982 = -140012795.732235 nChanged 45 Iteration 171Q (18790.100000 sec): 49 clusters Score: Raw -140174252.442126 + Penalty 161454.717982 = -140012797.724144 nChanged 31 Iteration 172Q (18826.090000 sec): 49 clusters Score: Raw -140174253.379133 + Penalty 161454.717982 = -140012798.661151 nChanged 32 Iteration 173Q (18861.710000 sec): 49 clusters Score: Raw -140174254.370023 + Penalty 161454.717982 = -140012799.652041 nChanged 34 Iteration 174Q (18896.860000 sec): 49 clusters Score: Raw -140174255.828673 + Penalty 161454.717982 = -140012801.110691 nChanged 25 Iteration 175Q (18932.960000 sec): 49 clusters Score: Raw -140174257.054130 + Penalty 161454.717982 = -140012802.336148 nChanged 27 Iteration 176Q (18965.910000 sec): 49 clusters Score: Raw -140174258.274173 + Penalty 161454.717982 = -140012803.556191 nChanged 29 Iteration 177Q (19002.610000 sec): 49 clusters Score: Raw -140174259.461670 + Penalty 161454.717982 = -140012804.743688 nChanged 33 Iteration 178Q (19039.380000 sec): 49 clusters Score: Raw -140174260.852154 + Penalty 161454.717982 = -140012806.134172 nChanged 29 Writing temp clu file Because OldScore, -140012804.743688, is greater than current (better) Score,-140012806.134172 Compute initial score before splitting: Score: Raw -140174260.852154 + Penalty 161454.717982 = -140012806.134172 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19039.720000 sec): 2 clusters Score: Raw -42119.514091 + Penalty 1394.756342 = -40724.757749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19039.860000 sec): 3 clusters Score: Raw -42285.713175 + Penalty 2789.512683 = -39496.200492 nChanged 44 SP:Iteration 1F (19040.030000 sec): 3 clusters Score: Raw -42549.784455 + Penalty 2789.512683 = -39760.271772 nChanged 22 SP:Iteration 2F (19040.240000 sec): 3 clusters Score: Raw -42734.328770 + Penalty 2789.512683 = -39944.816087 nChanged 16 SP:Iteration 3F (19040.420000 sec): 3 clusters Score: Raw -42905.113681 + Penalty 2789.512683 = -40115.600998 nChanged 15 SP:Iteration 4F (19040.630000 sec): 3 clusters Score: Raw -43104.900646 + Penalty 2789.512683 = -40315.387963 nChanged 9 SP:Iteration 5Q (19040.830000 sec): 3 clusters Score: Raw -43205.670212 + Penalty 2789.512683 = -40416.157529 nChanged 6 SP:Iteration 6Q (19041.010000 sec): 3 clusters Score: Raw -43351.309315 + Penalty 2789.512683 = -40561.796631 nChanged 8 SP:Iteration 7Q (19041.180000 sec): 3 clusters Score: Raw -43446.619780 + Penalty 2789.512683 = -40657.107097 nChanged 3 SP:Iteration 8Q (19041.380000 sec): 3 clusters Score: Raw -43505.121551 + Penalty 2789.512683 = -40715.608868 nChanged 3 SP:Iteration 9Q (19041.540000 sec): 3 clusters Score: Raw -43573.020187 + Penalty 2789.512683 = -40783.507504 nChanged 2 SP:Iteration 10Q (19041.750000 sec): 3 clusters Score: Raw -43617.993761 + Penalty 2789.512683 = -40828.481078 nChanged 0 SP:Iteration 11F (19041.910000 sec): 3 clusters Score: Raw -43623.880036 + Penalty 2789.512683 = -40834.367353 nChanged 1 SP:Iteration 12Q (19042.040000 sec): 3 clusters Score: Raw -43702.879958 + Penalty 2789.512683 = -40913.367275 nChanged 1 SP:Iteration 13Q (19042.230000 sec): 3 clusters Score: Raw -43742.349184 + Penalty 2789.512683 = -40952.836501 nChanged 0 SP:Iteration 14F (19042.420000 sec): 3 clusters Score: Raw -43742.349184 + Penalty 2789.512683 = -40952.836501 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 2 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19042.530000 sec): 2 clusters Score: Raw -117678.932282 + Penalty 1641.447268 = -116037.485014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19042.710000 sec): 3 clusters Score: Raw -117804.332019 + Penalty 3282.894536 = -114521.437483 nChanged 219 SP:Iteration 1F (19042.910000 sec): 3 clusters Score: Raw -118453.402423 + Penalty 3282.894536 = -115170.507888 nChanged 99 SP:Iteration 2F (19043.110000 sec): 3 clusters Score: Raw -118762.606855 + Penalty 3282.894536 = -115479.712319 nChanged 45 SP:Iteration 3F (19043.310000 sec): 3 clusters Score: Raw -118947.368330 + Penalty 3282.894536 = -115664.473794 nChanged 19 SP:Iteration 4Q (19043.520000 sec): 3 clusters Score: Raw -119026.879409 + Penalty 3282.894536 = -115743.984873 nChanged 11 SP:Iteration 5Q (19043.740000 sec): 3 clusters Score: Raw -119050.380847 + Penalty 3282.894536 = -115767.486312 nChanged 7 SP:Iteration 6Q (19043.920000 sec): 3 clusters Score: Raw -119064.346559 + Penalty 3282.894536 = -115781.452023 nChanged 1 SP:Iteration 7Q (19044.130000 sec): 3 clusters Score: Raw -119066.502298 + Penalty 3282.894536 = -115783.607762 nChanged 1 SP:Iteration 8Q (19044.290000 sec): 3 clusters Score: Raw -119068.930623 + Penalty 3282.894536 = -115786.036087 nChanged 1 SP:Iteration 9Q (19044.500000 sec): 3 clusters Score: Raw -119070.464989 + Penalty 3282.894536 = -115787.570453 nChanged 1 SP:Iteration 10Q (19044.750000 sec): 3 clusters Score: Raw -119072.420320 + Penalty 3282.894536 = -115789.525784 nChanged 0 SP:Iteration 11F (19044.910000 sec): 3 clusters Score: Raw -119072.420320 + Penalty 3282.894536 = -115789.525784 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19045.000000 sec): 2 clusters Score: Raw -140063.998021 + Penalty 1656.228844 = -138407.769177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19045.230000 sec): 3 clusters Score: Raw -139946.922926 + Penalty 3312.457689 = -136634.465237 nChanged 197 SP:Iteration 1F (19045.390000 sec): 3 clusters Score: Raw -140214.189820 + Penalty 3312.457689 = -136901.732131 nChanged 50 SP:Iteration 2F (19045.570000 sec): 3 clusters Score: Raw -140317.898192 + Penalty 3312.457689 = -137005.440503 nChanged 26 SP:Iteration 3Q (19045.750000 sec): 3 clusters Score: Raw -140367.832111 + Penalty 3312.457689 = -137055.374422 nChanged 22 SP:Iteration 4Q (19045.920000 sec): 3 clusters Score: Raw -140404.210157 + Penalty 3312.457689 = -137091.752468 nChanged 15 SP:Iteration 5Q (19046.110000 sec): 3 clusters Score: Raw -140418.731001 + Penalty 3312.457689 = -137106.273313 nChanged 5 SP:Iteration 6Q (19046.270000 sec): 3 clusters Score: Raw -140429.603257 + Penalty 3312.457689 = -137117.145568 nChanged 2 SP:Iteration 7Q (19046.480000 sec): 3 clusters Score: Raw -140433.031141 + Penalty 3312.457689 = -137120.573452 nChanged 3 SP:Iteration 8Q (19046.610000 sec): 3 clusters Score: Raw -140438.822987 + Penalty 3312.457689 = -137126.365298 nChanged 3 SP:Iteration 9Q (19046.790000 sec): 3 clusters Score: Raw -140443.982258 + Penalty 3312.457689 = -137131.524569 nChanged 4 SP:Iteration 10Q (19046.990000 sec): 3 clusters Score: Raw -140448.896696 + Penalty 3312.457689 = -137136.439007 nChanged 3 SP:Iteration 11Q (19047.160000 sec): 3 clusters Score: Raw -140452.291061 + Penalty 3312.457689 = -137139.833372 nChanged 3 SP:Iteration 12Q (19047.350000 sec): 3 clusters Score: Raw -140457.323679 + Penalty 3312.457689 = -137144.865990 nChanged 1 SP:Iteration 13Q (19047.570000 sec): 3 clusters Score: Raw -140458.036116 + Penalty 3312.457689 = -137145.578427 nChanged 2 SP:Iteration 14Q (19047.750000 sec): 3 clusters Score: Raw -140461.040842 + Penalty 3312.457689 = -137148.583153 nChanged 1 SP:Iteration 15Q (19047.940000 sec): 3 clusters Score: Raw -140462.506183 + Penalty 3312.457689 = -137150.048494 nChanged 0 SP:Iteration 16F (19048.150000 sec): 3 clusters Score: Raw -140462.506183 + Penalty 3312.457689 = -137150.048494 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (184868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19049.170000 sec): 2 clusters Score: Raw -35819798.709682 + Penalty 3007.594539 = -35816791.115142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19050.350000 sec): 3 clusters Score: Raw -35698769.075822 + Penalty 6015.189079 = -35692753.886743 nChanged 89070 SP:Iteration 1F (19051.510000 sec): 3 clusters Score: Raw -35750851.593836 + Penalty 6015.189079 = -35744836.404758 nChanged 5748 SP:Iteration 2Q (19052.830000 sec): 3 clusters Score: Raw -35752361.400204 + Penalty 6015.189079 = -35746346.211125 nChanged 6864 SP:Iteration 3Q (19054.100000 sec): 3 clusters Score: Raw -35754725.358152 + Penalty 6015.189079 = -35748710.169073 nChanged 8689 SP:Iteration 4Q (19055.300000 sec): 3 clusters Score: Raw -35758688.198933 + Penalty 6015.189079 = -35752673.009855 nChanged 10831 SP:Iteration 5F (19056.500000 sec): 3 clusters Score: Raw -35764660.489743 + Penalty 6015.189079 = -35758645.300665 nChanged 12340 SP:Iteration 6F (19057.680000 sec): 3 clusters Score: Raw -35772099.515762 + Penalty 6015.189079 = -35766084.326684 nChanged 12530 SP:Iteration 7F (19058.790000 sec): 3 clusters Score: Raw -35779627.170480 + Penalty 6015.189079 = -35773611.981402 nChanged 11252 SP:Iteration 8F (19059.940000 sec): 3 clusters Score: Raw -35785990.315168 + Penalty 6015.189079 = -35779975.126090 nChanged 9188 SP:Iteration 9Q (19061.100000 sec): 3 clusters Score: Raw -35790954.977862 + Penalty 6015.189079 = -35784939.788783 nChanged 7288 SP:Iteration 10Q (19062.280000 sec): 3 clusters Score: Raw -35794829.708019 + Penalty 6015.189079 = -35788814.518940 nChanged 5871 SP:Iteration 11Q (19063.440000 sec): 3 clusters Score: Raw -35797825.201769 + Penalty 6015.189079 = -35791810.012691 nChanged 4634 SP:Iteration 12Q (19064.610000 sec): 3 clusters Score: Raw -35799954.916032 + Penalty 6015.189079 = -35793939.726954 nChanged 3658 SP:Iteration 13Q (19065.950000 sec): 3 clusters Score: Raw -35801464.674176 + Penalty 6015.189079 = -35795449.485097 nChanged 3066 SP:Iteration 14Q (19067.150000 sec): 3 clusters Score: Raw -35802622.412107 + Penalty 6015.189079 = -35796607.223029 nChanged 3008 SP:Iteration 15Q (19068.360000 sec): 3 clusters Score: Raw -35803632.080885 + Penalty 6015.189079 = -35797616.891807 nChanged 2965 SP:Iteration 16Q (19069.590000 sec): 3 clusters Score: Raw -35804520.253951 + Penalty 6015.189079 = -35798505.064872 nChanged 2901 SP:Iteration 17Q (19070.730000 sec): 3 clusters Score: Raw -35805372.511708 + Penalty 6015.189079 = -35799357.322629 nChanged 2883 SP:Iteration 18Q (19071.860000 sec): 3 clusters Score: Raw -35806244.255700 + Penalty 6015.189079 = -35800229.066622 nChanged 2805 SP:Iteration 19Q (19073.020000 sec): 3 clusters Score: Raw -35807083.396852 + Penalty 6015.189079 = -35801068.207774 nChanged 2733 SP:Iteration 20F (19074.160000 sec): 3 clusters Score: Raw -35807908.922102 + Penalty 6015.189079 = -35801893.733023 nChanged 2665 SP:Iteration 21Q (19075.230000 sec): 3 clusters Score: Raw -35808728.511146 + Penalty 6015.189079 = -35802713.322067 nChanged 2584 SP:Iteration 22Q (19076.310000 sec): 3 clusters Score: Raw -35809521.523356 + Penalty 6015.189079 = -35803506.334277 nChanged 2433 SP:Iteration 23Q (19077.340000 sec): 3 clusters Score: Raw -35810262.813796 + Penalty 6015.189079 = -35804247.624718 nChanged 2264 SP:Iteration 24Q (19078.470000 sec): 3 clusters Score: Raw -35810953.201368 + Penalty 6015.189079 = -35804938.012289 nChanged 2155 SP:Iteration 25Q (19079.500000 sec): 3 clusters Score: Raw -35811619.510804 + Penalty 6015.189079 = -35805604.321726 nChanged 2012 SP:Iteration 26Q (19080.580000 sec): 3 clusters Score: Raw -35812249.298701 + Penalty 6015.189079 = -35806234.109623 nChanged 1903 SP:Iteration 27Q (19081.660000 sec): 3 clusters Score: Raw -35812838.780951 + Penalty 6015.189079 = -35806823.591873 nChanged 1749 SP:Iteration 28Q (19082.660000 sec): 3 clusters Score: Raw -35813375.401835 + Penalty 6015.189079 = -35807360.212756 nChanged 1624 SP:Iteration 29Q (19083.690000 sec): 3 clusters Score: Raw -35813870.091026 + Penalty 6015.189079 = -35807854.901947 nChanged 1568 SP:Iteration 30Q (19084.800000 sec): 3 clusters Score: Raw -35814340.905145 + Penalty 6015.189079 = -35808325.716067 nChanged 1422 SP:Iteration 31Q (19085.910000 sec): 3 clusters Score: Raw -35814767.682922 + Penalty 6015.189079 = -35808752.493843 nChanged 1334 SP:Iteration 32Q (19087.020000 sec): 3 clusters Score: Raw -35815156.704602 + Penalty 6015.189079 = -35809141.515523 nChanged 1167 SP:Iteration 33Q (19087.970000 sec): 3 clusters Score: Raw -35815483.754227 + Penalty 6015.189079 = -35809468.565148 nChanged 1093 SP:Iteration 34Q (19088.940000 sec): 3 clusters Score: Raw -35815795.146598 + Penalty 6015.189079 = -35809779.957519 nChanged 1042 SP:Iteration 35Q (19090.010000 sec): 3 clusters Score: Raw -35816111.235994 + Penalty 6015.189079 = -35810096.046916 nChanged 1004 SP:Iteration 36Q (19091.030000 sec): 3 clusters Score: Raw -35816438.414800 + Penalty 6015.189079 = -35810423.225721 nChanged 966 SP:Iteration 37Q (19092.020000 sec): 3 clusters Score: Raw -35816752.802009 + Penalty 6015.189079 = -35810737.612930 nChanged 895 SP:Iteration 38Q (19093.040000 sec): 3 clusters Score: Raw -35817032.716603 + Penalty 6015.189079 = -35811017.527525 nChanged 797 SP:Iteration 39Q (19094.140000 sec): 3 clusters Score: Raw -35817288.864187 + Penalty 6015.189079 = -35811273.675108 nChanged 739 SP:Iteration 40F (19095.290000 sec): 3 clusters Score: Raw -35817533.229892 + Penalty 6015.189079 = -35811518.040813 nChanged 682 SP:Iteration 41Q (19096.320000 sec): 3 clusters Score: Raw -35817770.944133 + Penalty 6015.189079 = -35811755.755054 nChanged 646 SP:Iteration 42Q (19097.280000 sec): 3 clusters Score: Raw -35818004.400373 + Penalty 6015.189079 = -35811989.211294 nChanged 591 SP:Iteration 43Q (19098.270000 sec): 3 clusters Score: Raw -35818215.742465 + Penalty 6015.189079 = -35812200.553386 nChanged 519 SP:Iteration 44Q (19099.210000 sec): 3 clusters Score: Raw -35818402.562553 + Penalty 6015.189079 = -35812387.373474 nChanged 517 SP:Iteration 45Q (19100.180000 sec): 3 clusters Score: Raw -35818601.692719 + Penalty 6015.189079 = -35812586.503641 nChanged 485 SP:Iteration 46Q (19101.070000 sec): 3 clusters Score: Raw -35818790.303458 + Penalty 6015.189079 = -35812775.114380 nChanged 475 SP:Iteration 47Q (19101.910000 sec): 3 clusters Score: Raw -35818989.357027 + Penalty 6015.189079 = -35812974.167949 nChanged 434 SP:Iteration 48Q (19102.700000 sec): 3 clusters Score: Raw -35819157.608561 + Penalty 6015.189079 = -35813142.419482 nChanged 379 SP:Iteration 49Q (19103.520000 sec): 3 clusters Score: Raw -35819314.816273 + Penalty 6015.189079 = -35813299.627194 nChanged 343 SP:Iteration 50Q (19104.400000 sec): 3 clusters Score: Raw -35819459.475466 + Penalty 6015.189079 = -35813444.286387 nChanged 312 SP:Iteration 51Q (19105.330000 sec): 3 clusters Score: Raw -35819595.360769 + Penalty 6015.189079 = -35813580.171690 nChanged 283 SP:Iteration 52Q (19106.330000 sec): 3 clusters Score: Raw -35819710.516290 + Penalty 6015.189079 = -35813695.327211 nChanged 254 SP:Iteration 53Q (19107.320000 sec): 3 clusters Score: Raw -35819805.806212 + Penalty 6015.189079 = -35813790.617134 nChanged 215 SP:Iteration 54Q (19108.380000 sec): 3 clusters Score: Raw -35819887.640037 + Penalty 6015.189079 = -35813872.450958 nChanged 199 SP:Iteration 55Q (19109.410000 sec): 3 clusters Score: Raw -35819961.215357 + Penalty 6015.189079 = -35813946.026278 nChanged 161 SP:Iteration 56Q (19110.330000 sec): 3 clusters Score: Raw -35820018.605677 + Penalty 6015.189079 = -35814003.416599 nChanged 134 SP:Iteration 57Q (19111.310000 sec): 3 clusters Score: Raw -35820068.955254 + Penalty 6015.189079 = -35814053.766176 nChanged 124 SP:Iteration 58Q (19112.290000 sec): 3 clusters Score: Raw -35820111.380961 + Penalty 6015.189079 = -35814096.191883 nChanged 107 SP:Iteration 59Q (19113.210000 sec): 3 clusters Score: Raw -35820145.459466 + Penalty 6015.189079 = -35814130.270387 nChanged 107 SP:Iteration 60F (19114.270000 sec): 3 clusters Score: Raw -35820182.463329 + Penalty 6015.189079 = -35814167.274250 nChanged 101 SP:Iteration 61Q (19115.190000 sec): 3 clusters Score: Raw -35820218.095697 + Penalty 6015.189079 = -35814202.906618 nChanged 83 SP:Iteration 62Q (19116.060000 sec): 3 clusters Score: Raw -35820243.345634 + Penalty 6015.189079 = -35814228.156556 nChanged 57 SP:Iteration 63Q (19116.920000 sec): 3 clusters Score: Raw -35820261.813231 + Penalty 6015.189079 = -35814246.624153 nChanged 60 SP:Iteration 64Q (19117.840000 sec): 3 clusters Score: Raw -35820282.645615 + Penalty 6015.189079 = -35814267.456536 nChanged 47 SP:Iteration 65Q (19118.850000 sec): 3 clusters Score: Raw -35820296.113308 + Penalty 6015.189079 = -35814280.924229 nChanged 35 SP:Iteration 66Q (19119.750000 sec): 3 clusters Score: Raw -35820305.785787 + Penalty 6015.189079 = -35814290.596708 nChanged 31 SP:Iteration 67Q (19120.660000 sec): 3 clusters Score: Raw -35820314.621230 + Penalty 6015.189079 = -35814299.432152 nChanged 31 SP:Iteration 68Q (19121.540000 sec): 3 clusters Score: Raw -35820322.371623 + Penalty 6015.189079 = -35814307.182544 nChanged 29 SP:Iteration 69Q (19122.460000 sec): 3 clusters Score: Raw -35820330.179852 + Penalty 6015.189079 = -35814314.990774 nChanged 26 SP:Iteration 70Q (19123.370000 sec): 3 clusters Score: Raw -35820337.364222 + Penalty 6015.189079 = -35814322.175144 nChanged 30 SP:Iteration 71Q (19124.270000 sec): 3 clusters Score: Raw -35820347.014361 + Penalty 6015.189079 = -35814331.825282 nChanged 27 SP:Iteration 72Q (19125.210000 sec): 3 clusters Score: Raw -35820355.445573 + Penalty 6015.189079 = -35814340.256495 nChanged 28 SP:Iteration 73Q (19126.170000 sec): 3 clusters Score: Raw -35820363.458574 + Penalty 6015.189079 = -35814348.269496 nChanged 21 SP:Iteration 74Q (19127.110000 sec): 3 clusters Score: Raw -35820369.195632 + Penalty 6015.189079 = -35814354.006553 nChanged 16 SP:Iteration 75Q (19128.070000 sec): 3 clusters Score: Raw -35820374.034067 + Penalty 6015.189079 = -35814358.844989 nChanged 15 SP:Iteration 76Q (19128.980000 sec): 3 clusters Score: Raw -35820377.743790 + Penalty 6015.189079 = -35814362.554712 nChanged 11 SP:Iteration 77Q (19129.920000 sec): 3 clusters Score: Raw -35820380.933323 + Penalty 6015.189079 = -35814365.744245 nChanged 10 SP:Iteration 78Q (19130.920000 sec): 3 clusters Score: Raw -35820383.487614 + Penalty 6015.189079 = -35814368.298535 nChanged 15 SP:Iteration 79Q (19131.830000 sec): 3 clusters Score: Raw -35820387.855095 + Penalty 6015.189079 = -35814372.666017 nChanged 13 SP:Iteration 80F (19132.880000 sec): 3 clusters Score: Raw -35820391.174676 + Penalty 6015.189079 = -35814375.985597 nChanged 13 SP:Iteration 81Q (19133.730000 sec): 3 clusters Score: Raw -35820394.707983 + Penalty 6015.189079 = -35814379.518905 nChanged 14 SP:Iteration 82Q (19134.560000 sec): 3 clusters Score: Raw -35820399.000781 + Penalty 6015.189079 = -35814383.811702 nChanged 14 SP:Iteration 83Q (19135.390000 sec): 3 clusters Score: Raw -35820403.486648 + Penalty 6015.189079 = -35814388.297570 nChanged 18 SP:Iteration 84Q (19136.250000 sec): 3 clusters Score: Raw -35820409.675918 + Penalty 6015.189079 = -35814394.486839 nChanged 19 SP:Iteration 85Q (19137.150000 sec): 3 clusters Score: Raw -35820415.248869 + Penalty 6015.189079 = -35814400.059791 nChanged 14 SP:Iteration 86Q (19137.990000 sec): 3 clusters Score: Raw -35820419.072552 + Penalty 6015.189079 = -35814403.883474 nChanged 15 SP:Iteration 87Q (19138.870000 sec): 3 clusters Score: Raw -35820422.354718 + Penalty 6015.189079 = -35814407.165640 nChanged 14 SP:Iteration 88Q (19139.780000 sec): 3 clusters Score: Raw -35820426.746908 + Penalty 6015.189079 = -35814411.557829 nChanged 17 SP:Iteration 89Q (19140.660000 sec): 3 clusters Score: Raw -35820431.394325 + Penalty 6015.189079 = -35814416.205246 nChanged 8 SP:Iteration 90Q (19141.510000 sec): 3 clusters Score: Raw -35820433.206010 + Penalty 6015.189079 = -35814418.016931 nChanged 8 SP:Iteration 91Q (19142.340000 sec): 3 clusters Score: Raw -35820435.801143 + Penalty 6015.189079 = -35814420.612065 nChanged 14 SP:Iteration 92Q (19143.290000 sec): 3 clusters Score: Raw -35820439.248458 + Penalty 6015.189079 = -35814424.059379 nChanged 9 SP:Iteration 93Q (19144.290000 sec): 3 clusters Score: Raw -35820442.099093 + Penalty 6015.189079 = -35814426.910015 nChanged 11 SP:Iteration 94Q (19145.250000 sec): 3 clusters Score: Raw -35820445.438562 + Penalty 6015.189079 = -35814430.249484 nChanged 6 SP:Iteration 95Q (19146.190000 sec): 3 clusters Score: Raw -35820446.773659 + Penalty 6015.189079 = -35814431.584580 nChanged 4 SP:Iteration 96Q (19147.080000 sec): 3 clusters Score: Raw -35820447.585953 + Penalty 6015.189079 = -35814432.396875 nChanged 5 SP:Iteration 97Q (19147.990000 sec): 3 clusters Score: Raw -35820449.180539 + Penalty 6015.189079 = -35814433.991461 nChanged 6 SP:Iteration 98Q (19148.910000 sec): 3 clusters Score: Raw -35820451.295999 + Penalty 6015.189079 = -35814436.106921 nChanged 8 SP:Iteration 99Q (19149.840000 sec): 3 clusters Score: Raw -35820453.422416 + Penalty 6015.189079 = -35814438.233338 nChanged 6 SP:Iteration 100F (19150.950000 sec): 3 clusters Score: Raw -35820456.094249 + Penalty 6015.189079 = -35814440.905170 nChanged 6 SP:Iteration 101Q (19151.840000 sec): 3 clusters Score: Raw -35820457.611588 + Penalty 6015.189079 = -35814442.422510 nChanged 3 SP:Iteration 102Q (19152.740000 sec): 3 clusters Score: Raw -35820458.482307 + Penalty 6015.189079 = -35814443.293229 nChanged 1 SP:Iteration 103Q (19153.600000 sec): 3 clusters Score: Raw -35820458.837591 + Penalty 6015.189079 = -35814443.648513 nChanged 2 SP:Iteration 104Q (19154.510000 sec): 3 clusters Score: Raw -35820459.212521 + Penalty 6015.189079 = -35814444.023442 nChanged 0 SP:Iteration 105F (19155.570000 sec): 3 clusters Score: Raw -35820459.212521 + Penalty 6015.189079 = -35814444.023442 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19155.740000 sec): 2 clusters Score: Raw -55382.938939 + Penalty 1445.578513 = -53937.360425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19155.920000 sec): 3 clusters Score: Raw -55542.236007 + Penalty 2891.157026 = -52651.078981 nChanged 52 SP:Iteration 1F (19156.140000 sec): 3 clusters Score: Raw -55672.206928 + Penalty 2891.157026 = -52781.049902 nChanged 15 SP:Iteration 2Q (19156.270000 sec): 3 clusters Score: Raw -55720.258537 + Penalty 2891.157026 = -52829.101511 nChanged 4 SP:Iteration 3Q (19156.460000 sec): 3 clusters Score: Raw -55726.008068 + Penalty 2891.157026 = -52834.851042 nChanged 3 SP:Iteration 4Q (19156.640000 sec): 3 clusters Score: Raw -55729.793398 + Penalty 2891.157026 = -52838.636371 nChanged 1 SP:Iteration 5Q (19156.810000 sec): 3 clusters Score: Raw -55732.214433 + Penalty 2891.157026 = -52841.057407 nChanged 0 SP:Iteration 6F (19157.020000 sec): 3 clusters Score: Raw -55732.214433 + Penalty 2891.157026 = -52841.057407 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19157.130000 sec): 2 clusters Score: Raw -126030.591809 + Penalty 1615.648747 = -124414.943062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19157.300000 sec): 3 clusters Score: Raw -125990.351530 + Penalty 3231.297495 = -122759.054035 nChanged 128 SP:Iteration 1F (19157.490000 sec): 3 clusters Score: Raw -126184.762591 + Penalty 3231.297495 = -122953.465097 nChanged 32 SP:Iteration 2Q (19157.660000 sec): 3 clusters Score: Raw -126240.877408 + Penalty 3231.297495 = -123009.579914 nChanged 14 SP:Iteration 3Q (19157.900000 sec): 3 clusters Score: Raw -126260.986252 + Penalty 3231.297495 = -123029.688757 nChanged 5 SP:Iteration 4Q (19158.070000 sec): 3 clusters Score: Raw -126271.492471 + Penalty 3231.297495 = -123040.194977 nChanged 5 SP:Iteration 5Q (19158.270000 sec): 3 clusters Score: Raw -126277.525940 + Penalty 3231.297495 = -123046.228446 nChanged 5 SP:Iteration 6Q (19158.440000 sec): 3 clusters Score: Raw -126283.984141 + Penalty 3231.297495 = -123052.686646 nChanged 2 SP:Iteration 7Q (19158.600000 sec): 3 clusters Score: Raw -126289.151595 + Penalty 3231.297495 = -123057.854101 nChanged 1 SP:Iteration 8Q (19158.830000 sec): 3 clusters Score: Raw -126292.199934 + Penalty 3231.297495 = -123060.902439 nChanged 2 SP:Iteration 9Q (19159.000000 sec): 3 clusters Score: Raw -126295.057813 + Penalty 3231.297495 = -123063.760318 nChanged 0 SP:Iteration 10F (19159.200000 sec): 3 clusters Score: Raw -126295.057813 + Penalty 3231.297495 = -123063.760318 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (8067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19159.300000 sec): 2 clusters Score: Raw -1432430.281665 + Penalty 2230.893162 = -1430199.388502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19159.530000 sec): 3 clusters Score: Raw -1428172.523278 + Penalty 4461.786325 = -1423710.736953 nChanged 3307 SP:Iteration 1F (19159.790000 sec): 3 clusters Score: Raw -1429953.652616 + Penalty 4461.786325 = -1425491.866292 nChanged 571 SP:Iteration 2F (19159.970000 sec): 3 clusters Score: Raw -1430260.873835 + Penalty 4461.786325 = -1425799.087511 nChanged 427 SP:Iteration 3F (19160.200000 sec): 3 clusters Score: Raw -1430444.050300 + Penalty 4461.786325 = -1425982.263975 nChanged 290 SP:Iteration 4Q (19160.400000 sec): 3 clusters Score: Raw -1430546.427659 + Penalty 4461.786325 = -1426084.641335 nChanged 205 SP:Iteration 5Q (19160.640000 sec): 3 clusters Score: Raw -1430612.424193 + Penalty 4461.786325 = -1426150.637868 nChanged 154 SP:Iteration 6Q (19160.840000 sec): 3 clusters Score: Raw -1430668.403462 + Penalty 4461.786325 = -1426206.617138 nChanged 140 SP:Iteration 7Q (19161.030000 sec): 3 clusters Score: Raw -1430725.048996 + Penalty 4461.786325 = -1426263.262671 nChanged 155 SP:Iteration 8Q (19161.230000 sec): 3 clusters Score: Raw -1430774.130322 + Penalty 4461.786325 = -1426312.343997 nChanged 151 SP:Iteration 9Q (19161.430000 sec): 3 clusters Score: Raw -1430827.915536 + Penalty 4461.786325 = -1426366.129211 nChanged 126 SP:Iteration 10Q (19161.650000 sec): 3 clusters Score: Raw -1430871.265031 + Penalty 4461.786325 = -1426409.478706 nChanged 130 SP:Iteration 11Q (19161.880000 sec): 3 clusters Score: Raw -1430913.465844 + Penalty 4461.786325 = -1426451.679519 nChanged 127 SP:Iteration 12Q (19162.060000 sec): 3 clusters Score: Raw -1430953.974217 + Penalty 4461.786325 = -1426492.187893 nChanged 118 SP:Iteration 13Q (19162.300000 sec): 3 clusters Score: Raw -1430992.116224 + Penalty 4461.786325 = -1426530.329899 nChanged 105 SP:Iteration 14Q (19162.520000 sec): 3 clusters Score: Raw -1431028.676374 + Penalty 4461.786325 = -1426566.890049 nChanged 115 SP:Iteration 15Q (19162.740000 sec): 3 clusters Score: Raw -1431068.211442 + Penalty 4461.786325 = -1426606.425118 nChanged 108 SP:Iteration 16Q (19162.960000 sec): 3 clusters Score: Raw -1431102.119972 + Penalty 4461.786325 = -1426640.333647 nChanged 95 SP:Iteration 17Q (19163.160000 sec): 3 clusters Score: Raw -1431127.408533 + Penalty 4461.786325 = -1426665.622208 nChanged 79 SP:Iteration 18Q (19163.380000 sec): 3 clusters Score: Raw -1431163.823787 + Penalty 4461.786325 = -1426702.037462 nChanged 129 SP:Iteration 19Q (19163.560000 sec): 3 clusters Score: Raw -1431212.993961 + Penalty 4461.786325 = -1426751.207637 nChanged 129 SP:Iteration 20F (19163.810000 sec): 3 clusters Score: Raw -1431264.914579 + Penalty 4461.786325 = -1426803.128254 nChanged 139 SP:Iteration 21Q (19164.020000 sec): 3 clusters Score: Raw -1431332.425949 + Penalty 4461.786325 = -1426870.639624 nChanged 165 SP:Iteration 22Q (19164.230000 sec): 3 clusters Score: Raw -1431406.097059 + Penalty 4461.786325 = -1426944.310734 nChanged 159 SP:Iteration 23Q (19164.440000 sec): 3 clusters Score: Raw -1431481.173291 + Penalty 4461.786325 = -1427019.386966 nChanged 165 SP:Iteration 24Q (19164.640000 sec): 3 clusters Score: Raw -1431563.483509 + Penalty 4461.786325 = -1427101.697184 nChanged 160 SP:Iteration 25Q (19164.840000 sec): 3 clusters Score: Raw -1431633.537415 + Penalty 4461.786325 = -1427171.751090 nChanged 150 SP:Iteration 26Q (19165.080000 sec): 3 clusters Score: Raw -1431705.296263 + Penalty 4461.786325 = -1427243.509939 nChanged 162 SP:Iteration 27Q (19165.300000 sec): 3 clusters Score: Raw -1431790.353009 + Penalty 4461.786325 = -1427328.566684 nChanged 153 SP:Iteration 28Q (19165.500000 sec): 3 clusters Score: Raw -1431870.882515 + Penalty 4461.786325 = -1427409.096191 nChanged 176 SP:Iteration 29Q (19165.690000 sec): 3 clusters Score: Raw -1431960.983490 + Penalty 4461.786325 = -1427499.197166 nChanged 159 SP:Iteration 30Q (19165.900000 sec): 3 clusters Score: Raw -1432047.122578 + Penalty 4461.786325 = -1427585.336253 nChanged 143 SP:Iteration 31Q (19166.130000 sec): 3 clusters Score: Raw -1432127.740085 + Penalty 4461.786325 = -1427665.953760 nChanged 135 SP:Iteration 32Q (19166.320000 sec): 3 clusters Score: Raw -1432202.209579 + Penalty 4461.786325 = -1427740.423255 nChanged 123 SP:Iteration 33Q (19166.560000 sec): 3 clusters Score: Raw -1432274.695514 + Penalty 4461.786325 = -1427812.909189 nChanged 106 SP:Iteration 34Q (19166.780000 sec): 3 clusters Score: Raw -1432336.200097 + Penalty 4461.786325 = -1427874.413773 nChanged 92 SP:Iteration 35Q (19167.020000 sec): 3 clusters Score: Raw -1432392.688030 + Penalty 4461.786325 = -1427930.901706 nChanged 87 SP:Iteration 36Q (19167.210000 sec): 3 clusters Score: Raw -1432448.212530 + Penalty 4461.786325 = -1427986.426205 nChanged 85 SP:Iteration 37Q (19167.450000 sec): 3 clusters Score: Raw -1432503.660346 + Penalty 4461.786325 = -1428041.874021 nChanged 77 SP:Iteration 38Q (19167.650000 sec): 3 clusters Score: Raw -1432553.405435 + Penalty 4461.786325 = -1428091.619110 nChanged 59 SP:Iteration 39Q (19167.860000 sec): 3 clusters Score: Raw -1432584.206055 + Penalty 4461.786325 = -1428122.419730 nChanged 41 SP:Iteration 40F (19168.060000 sec): 3 clusters Score: Raw -1432608.123223 + Penalty 4461.786325 = -1428146.336898 nChanged 41 SP:Iteration 41Q (19168.260000 sec): 3 clusters Score: Raw -1432630.306451 + Penalty 4461.786325 = -1428168.520126 nChanged 24 SP:Iteration 42Q (19168.470000 sec): 3 clusters Score: Raw -1432641.637035 + Penalty 4461.786325 = -1428179.850711 nChanged 16 SP:Iteration 43Q (19168.690000 sec): 3 clusters Score: Raw -1432648.666947 + Penalty 4461.786325 = -1428186.880623 nChanged 20 SP:Iteration 44Q (19168.940000 sec): 3 clusters Score: Raw -1432658.500315 + Penalty 4461.786325 = -1428196.713990 nChanged 14 SP:Iteration 45Q (19169.110000 sec): 3 clusters Score: Raw -1432664.808931 + Penalty 4461.786325 = -1428203.022607 nChanged 13 SP:Iteration 46Q (19169.350000 sec): 3 clusters Score: Raw -1432671.711353 + Penalty 4461.786325 = -1428209.925028 nChanged 11 SP:Iteration 47Q (19169.570000 sec): 3 clusters Score: Raw -1432679.575585 + Penalty 4461.786325 = -1428217.789260 nChanged 11 SP:Iteration 48Q (19169.750000 sec): 3 clusters Score: Raw -1432685.089838 + Penalty 4461.786325 = -1428223.303513 nChanged 8 SP:Iteration 49Q (19169.940000 sec): 3 clusters Score: Raw -1432689.369060 + Penalty 4461.786325 = -1428227.582735 nChanged 4 SP:Iteration 50Q (19170.150000 sec): 3 clusters Score: Raw -1432691.449553 + Penalty 4461.786325 = -1428229.663228 nChanged 3 SP:Iteration 51Q (19170.370000 sec): 3 clusters Score: Raw -1432692.777705 + Penalty 4461.786325 = -1428230.991380 nChanged 1 SP:Iteration 52Q (19170.570000 sec): 3 clusters Score: Raw -1432693.234310 + Penalty 4461.786325 = -1428231.447985 nChanged 2 SP:Iteration 53Q (19170.780000 sec): 3 clusters Score: Raw -1432693.790756 + Penalty 4461.786325 = -1428232.004431 nChanged 0 SP:Iteration 54F (19171.000000 sec): 3 clusters Score: Raw -1432693.790756 + Penalty 4461.786325 = -1428232.004431 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19171.070000 sec): 2 clusters Score: Raw -100494.734332 + Penalty 1594.570431 = -98900.163902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19171.260000 sec): 3 clusters Score: Raw -100468.546384 + Penalty 3189.140861 = -97279.405522 nChanged 141 SP:Iteration 1F (19171.450000 sec): 3 clusters Score: Raw -100707.534504 + Penalty 3189.140861 = -97518.393643 nChanged 32 SP:Iteration 2F (19171.630000 sec): 3 clusters Score: Raw -100768.718762 + Penalty 3189.140861 = -97579.577901 nChanged 12 SP:Iteration 3Q (19171.830000 sec): 3 clusters Score: Raw -100799.162757 + Penalty 3189.140861 = -97610.021896 nChanged 11 SP:Iteration 4Q (19171.990000 sec): 3 clusters Score: Raw -100822.904201 + Penalty 3189.140861 = -97633.763340 nChanged 7 SP:Iteration 5Q (19172.220000 sec): 3 clusters Score: Raw -100839.513914 + Penalty 3189.140861 = -97650.373053 nChanged 12 SP:Iteration 6Q (19172.330000 sec): 3 clusters Score: Raw -100882.503047 + Penalty 3189.140861 = -97693.362186 nChanged 9 SP:Iteration 7Q (19172.530000 sec): 3 clusters Score: Raw -100941.892085 + Penalty 3189.140861 = -97752.751224 nChanged 13 SP:Iteration 8Q (19172.690000 sec): 3 clusters Score: Raw -100963.082763 + Penalty 3189.140861 = -97773.941902 nChanged 7 SP:Iteration 9Q (19172.850000 sec): 3 clusters Score: Raw -100977.428891 + Penalty 3189.140861 = -97788.288030 nChanged 2 SP:Iteration 10Q (19173.040000 sec): 3 clusters Score: Raw -100980.505252 + Penalty 3189.140861 = -97791.364391 nChanged 2 SP:Iteration 11Q (19173.190000 sec): 3 clusters Score: Raw -100982.075467 + Penalty 3189.140861 = -97792.934606 nChanged 3 SP:Iteration 12Q (19173.410000 sec): 3 clusters Score: Raw -100987.439012 + Penalty 3189.140861 = -97798.298151 nChanged 2 SP:Iteration 13Q (19173.550000 sec): 3 clusters Score: Raw -100999.114336 + Penalty 3189.140861 = -97809.973475 nChanged 3 SP:Iteration 14Q (19173.690000 sec): 3 clusters Score: Raw -101005.563941 + Penalty 3189.140861 = -97816.423080 nChanged 0 SP:Iteration 15F (19173.880000 sec): 3 clusters Score: Raw -101009.773398 + Penalty 3189.140861 = -97820.632537 nChanged 1 SP:Iteration 16Q (19174.030000 sec): 3 clusters Score: Raw -101040.654748 + Penalty 3189.140861 = -97851.513886 nChanged 3 SP:Iteration 17Q (19174.170000 sec): 3 clusters Score: Raw -101058.649836 + Penalty 3189.140861 = -97869.508975 nChanged 3 SP:Iteration 18Q (19174.320000 sec): 3 clusters Score: Raw -101075.539856 + Penalty 3189.140861 = -97886.398995 nChanged 3 SP:Iteration 19Q (19174.460000 sec): 3 clusters Score: Raw -101098.356803 + Penalty 3189.140861 = -97909.215942 nChanged 5 SP:Iteration 20F (19174.650000 sec): 3 clusters Score: Raw -101112.292996 + Penalty 3189.140861 = -97923.152135 nChanged 6 SP:Iteration 21Q (19174.790000 sec): 3 clusters Score: Raw -101133.089494 + Penalty 3189.140861 = -97943.948633 nChanged 10 SP:Iteration 22Q (19174.930000 sec): 3 clusters Score: Raw -101160.228720 + Penalty 3189.140861 = -97971.087859 nChanged 5 SP:Iteration 23Q (19175.070000 sec): 3 clusters Score: Raw -101173.623685 + Penalty 3189.140861 = -97984.482824 nChanged 4 SP:Iteration 24Q (19175.210000 sec): 3 clusters Score: Raw -101182.534329 + Penalty 3189.140861 = -97993.393468 nChanged 3 SP:Iteration 25Q (19175.430000 sec): 3 clusters Score: Raw -101187.128702 + Penalty 3189.140861 = -97997.987840 nChanged 2 SP:Iteration 26Q (19175.560000 sec): 3 clusters Score: Raw -101189.384458 + Penalty 3189.140861 = -98000.243597 nChanged 1 SP:Iteration 27Q (19175.770000 sec): 3 clusters Score: Raw -101190.648477 + Penalty 3189.140861 = -98001.507616 nChanged 3 SP:Iteration 28Q (19175.930000 sec): 3 clusters Score: Raw -101196.136956 + Penalty 3189.140861 = -98006.996095 nChanged 0 SP:Iteration 29F (19176.130000 sec): 3 clusters Score: Raw -101196.136956 + Penalty 3189.140861 = -98006.996095 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 9 (21753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19176.320000 sec): 2 clusters Score: Raw -3859605.209655 + Penalty 2476.901726 = -3857128.307930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19176.620000 sec): 3 clusters Score: Raw -3846846.798260 + Penalty 4953.803451 = -3841892.994809 nChanged 9634 SP:Iteration 1F (19176.920000 sec): 3 clusters Score: Raw -3852010.225226 + Penalty 4953.803451 = -3847056.421775 nChanged 1209 SP:Iteration 2F (19177.210000 sec): 3 clusters Score: Raw -3852460.544776 + Penalty 4953.803451 = -3847506.741325 nChanged 1033 SP:Iteration 3Q (19177.500000 sec): 3 clusters Score: Raw -3852860.126952 + Penalty 4953.803451 = -3847906.323501 nChanged 1005 SP:Iteration 4Q (19177.770000 sec): 3 clusters Score: Raw -3853268.233286 + Penalty 4953.803451 = -3848314.429835 nChanged 984 SP:Iteration 5Q (19178.060000 sec): 3 clusters Score: Raw -3853696.445956 + Penalty 4953.803451 = -3848742.642504 nChanged 991 SP:Iteration 6Q (19178.350000 sec): 3 clusters Score: Raw -3854146.516660 + Penalty 4953.803451 = -3849192.713209 nChanged 1005 SP:Iteration 7Q (19178.630000 sec): 3 clusters Score: Raw -3854656.324015 + Penalty 4953.803451 = -3849702.520564 nChanged 1086 SP:Iteration 8Q (19178.890000 sec): 3 clusters Score: Raw -3855254.340549 + Penalty 4953.803451 = -3850300.537097 nChanged 998 SP:Iteration 9Q (19179.170000 sec): 3 clusters Score: Raw -3855845.957864 + Penalty 4953.803451 = -3850892.154413 nChanged 933 SP:Iteration 10Q (19179.460000 sec): 3 clusters Score: Raw -3856435.732189 + Penalty 4953.803451 = -3851481.928738 nChanged 866 SP:Iteration 11Q (19179.710000 sec): 3 clusters Score: Raw -3856981.359743 + Penalty 4953.803451 = -3852027.556291 nChanged 735 SP:Iteration 12Q (19180.010000 sec): 3 clusters Score: Raw -3857448.894417 + Penalty 4953.803451 = -3852495.090966 nChanged 624 SP:Iteration 13Q (19180.310000 sec): 3 clusters Score: Raw -3857860.964028 + Penalty 4953.803451 = -3852907.160577 nChanged 542 SP:Iteration 14Q (19180.580000 sec): 3 clusters Score: Raw -3858215.186104 + Penalty 4953.803451 = -3853261.382653 nChanged 454 SP:Iteration 15Q (19180.920000 sec): 3 clusters Score: Raw -3858509.695202 + Penalty 4953.803451 = -3853555.891751 nChanged 388 SP:Iteration 16Q (19181.180000 sec): 3 clusters Score: Raw -3858758.220376 + Penalty 4953.803451 = -3853804.416925 nChanged 321 SP:Iteration 17Q (19181.420000 sec): 3 clusters Score: Raw -3858953.632263 + Penalty 4953.803451 = -3853999.828811 nChanged 265 SP:Iteration 18Q (19181.720000 sec): 3 clusters Score: Raw -3859096.175210 + Penalty 4953.803451 = -3854142.371759 nChanged 233 SP:Iteration 19Q (19182.000000 sec): 3 clusters Score: Raw -3859215.142740 + Penalty 4953.803451 = -3854261.339289 nChanged 171 SP:Iteration 20F (19182.290000 sec): 3 clusters Score: Raw -3859292.378518 + Penalty 4953.803451 = -3854338.575067 nChanged 139 SP:Iteration 21Q (19182.550000 sec): 3 clusters Score: Raw -3859350.935184 + Penalty 4953.803451 = -3854397.131732 nChanged 121 SP:Iteration 22Q (19182.850000 sec): 3 clusters Score: Raw -3859407.292741 + Penalty 4953.803451 = -3854453.489290 nChanged 121 SP:Iteration 23Q (19183.170000 sec): 3 clusters Score: Raw -3859461.465836 + Penalty 4953.803451 = -3854507.662385 nChanged 104 SP:Iteration 24Q (19183.430000 sec): 3 clusters Score: Raw -3859514.905148 + Penalty 4953.803451 = -3854561.101697 nChanged 100 SP:Iteration 25Q (19183.690000 sec): 3 clusters Score: Raw -3859567.261272 + Penalty 4953.803451 = -3854613.457821 nChanged 86 SP:Iteration 26Q (19183.960000 sec): 3 clusters Score: Raw -3859611.876189 + Penalty 4953.803451 = -3854658.072738 nChanged 82 SP:Iteration 27Q (19184.210000 sec): 3 clusters Score: Raw -3859652.442502 + Penalty 4953.803451 = -3854698.639051 nChanged 70 SP:Iteration 28Q (19184.450000 sec): 3 clusters Score: Raw -3859685.428924 + Penalty 4953.803451 = -3854731.625473 nChanged 61 SP:Iteration 29Q (19184.720000 sec): 3 clusters Score: Raw -3859709.614143 + Penalty 4953.803451 = -3854755.810692 nChanged 46 SP:Iteration 30Q (19185.020000 sec): 3 clusters Score: Raw -3859725.297590 + Penalty 4953.803451 = -3854771.494138 nChanged 40 SP:Iteration 31Q (19185.280000 sec): 3 clusters Score: Raw -3859741.373334 + Penalty 4953.803451 = -3854787.569883 nChanged 38 SP:Iteration 32Q (19185.570000 sec): 3 clusters Score: Raw -3859760.080185 + Penalty 4953.803451 = -3854806.276733 nChanged 31 SP:Iteration 33Q (19185.840000 sec): 3 clusters Score: Raw -3859773.866853 + Penalty 4953.803451 = -3854820.063402 nChanged 33 SP:Iteration 34Q (19186.080000 sec): 3 clusters Score: Raw -3859791.005488 + Penalty 4953.803451 = -3854837.202037 nChanged 31 SP:Iteration 35Q (19186.390000 sec): 3 clusters Score: Raw -3859808.655968 + Penalty 4953.803451 = -3854854.852516 nChanged 28 SP:Iteration 36Q (19186.660000 sec): 3 clusters Score: Raw -3859820.989203 + Penalty 4953.803451 = -3854867.185752 nChanged 26 SP:Iteration 37Q (19186.920000 sec): 3 clusters Score: Raw -3859833.054346 + Penalty 4953.803451 = -3854879.250895 nChanged 28 SP:Iteration 38Q (19187.210000 sec): 3 clusters Score: Raw -3859844.267915 + Penalty 4953.803451 = -3854890.464464 nChanged 27 SP:Iteration 39Q (19187.450000 sec): 3 clusters Score: Raw -3859855.463870 + Penalty 4953.803451 = -3854901.660419 nChanged 18 SP:Iteration 40F (19187.740000 sec): 3 clusters Score: Raw -3859863.702800 + Penalty 4953.803451 = -3854909.899348 nChanged 13 SP:Iteration 41Q (19188.000000 sec): 3 clusters Score: Raw -3859870.376642 + Penalty 4953.803451 = -3854916.573191 nChanged 13 SP:Iteration 42Q (19188.270000 sec): 3 clusters Score: Raw -3859876.234718 + Penalty 4953.803451 = -3854922.431267 nChanged 11 SP:Iteration 43Q (19188.530000 sec): 3 clusters Score: Raw -3859879.963644 + Penalty 4953.803451 = -3854926.160193 nChanged 8 SP:Iteration 44Q (19188.760000 sec): 3 clusters Score: Raw -3859882.895169 + Penalty 4953.803451 = -3854929.091717 nChanged 6 SP:Iteration 45Q (19189.060000 sec): 3 clusters Score: Raw -3859885.196512 + Penalty 4953.803451 = -3854931.393061 nChanged 3 SP:Iteration 46Q (19189.320000 sec): 3 clusters Score: Raw -3859887.216289 + Penalty 4953.803451 = -3854933.412838 nChanged 5 SP:Iteration 47Q (19189.580000 sec): 3 clusters Score: Raw -3859889.990451 + Penalty 4953.803451 = -3854936.187000 nChanged 8 SP:Iteration 48Q (19189.850000 sec): 3 clusters Score: Raw -3859893.634636 + Penalty 4953.803451 = -3854939.831184 nChanged 9 SP:Iteration 49Q (19190.110000 sec): 3 clusters Score: Raw -3859896.649739 + Penalty 4953.803451 = -3854942.846288 nChanged 4 SP:Iteration 50Q (19190.350000 sec): 3 clusters Score: Raw -3859898.052376 + Penalty 4953.803451 = -3854944.248925 nChanged 2 SP:Iteration 51Q (19190.640000 sec): 3 clusters Score: Raw -3859898.479984 + Penalty 4953.803451 = -3854944.676533 nChanged 3 SP:Iteration 52Q (19190.910000 sec): 3 clusters Score: Raw -3859899.580137 + Penalty 4953.803451 = -3854945.776685 nChanged 4 SP:Iteration 53Q (19191.150000 sec): 3 clusters Score: Raw -3859901.172343 + Penalty 4953.803451 = -3854947.368892 nChanged 3 SP:Iteration 54Q (19191.410000 sec): 3 clusters Score: Raw -3859902.338141 + Penalty 4953.803451 = -3854948.534689 nChanged 5 SP:Iteration 55Q (19191.710000 sec): 3 clusters Score: Raw -3859904.739109 + Penalty 4953.803451 = -3854950.935658 nChanged 4 SP:Iteration 56Q (19192.000000 sec): 3 clusters Score: Raw -3859907.803190 + Penalty 4953.803451 = -3854953.999738 nChanged 10 SP:Iteration 57Q (19192.290000 sec): 3 clusters Score: Raw -3859912.917461 + Penalty 4953.803451 = -3854959.114010 nChanged 3 SP:Iteration 58Q (19192.580000 sec): 3 clusters Score: Raw -3859915.009668 + Penalty 4953.803451 = -3854961.206217 nChanged 3 SP:Iteration 59Q (19192.860000 sec): 3 clusters Score: Raw -3859916.344691 + Penalty 4953.803451 = -3854962.541239 nChanged 4 SP:Iteration 60F (19193.120000 sec): 3 clusters Score: Raw -3859918.470454 + Penalty 4953.803451 = -3854964.667003 nChanged 4 SP:Iteration 61Q (19193.430000 sec): 3 clusters Score: Raw -3859920.335573 + Penalty 4953.803451 = -3854966.532121 nChanged 5 SP:Iteration 62Q (19193.660000 sec): 3 clusters Score: Raw -3859923.355244 + Penalty 4953.803451 = -3854969.551793 nChanged 4 SP:Iteration 63Q (19193.960000 sec): 3 clusters Score: Raw -3859925.072991 + Penalty 4953.803451 = -3854971.269539 nChanged 5 SP:Iteration 64Q (19194.270000 sec): 3 clusters Score: Raw -3859927.196615 + Penalty 4953.803451 = -3854973.393163 nChanged 1 SP:Iteration 65Q (19194.540000 sec): 3 clusters Score: Raw -3859927.392111 + Penalty 4953.803451 = -3854973.588660 nChanged 1 SP:Iteration 66Q (19194.800000 sec): 3 clusters Score: Raw -3859927.657273 + Penalty 4953.803451 = -3854973.853822 nChanged 1 SP:Iteration 67Q (19195.120000 sec): 3 clusters Score: Raw -3859928.313629 + Penalty 4953.803451 = -3854974.510177 nChanged 1 SP:Iteration 68Q (19195.370000 sec): 3 clusters Score: Raw -3859928.549337 + Penalty 4953.803451 = -3854974.745886 nChanged 0 SP:Iteration 69F (19195.650000 sec): 3 clusters Score: Raw -3859928.549337 + Penalty 4953.803451 = -3854974.745886 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19195.750000 sec): 2 clusters Score: Raw -67005.324064 + Penalty 1506.115044 = -65499.209019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19195.940000 sec): 3 clusters Score: Raw -67081.459295 + Penalty 3012.230089 = -64069.229206 nChanged 87 SP:Iteration 1F (19196.140000 sec): 3 clusters Score: Raw -67292.730719 + Penalty 3012.230089 = -64280.500630 nChanged 26 SP:Iteration 2F (19196.290000 sec): 3 clusters Score: Raw -67396.425159 + Penalty 3012.230089 = -64384.195070 nChanged 19 SP:Iteration 3Q (19196.400000 sec): 3 clusters Score: Raw -67468.964974 + Penalty 3012.230089 = -64456.734885 nChanged 18 SP:Iteration 4Q (19196.510000 sec): 3 clusters Score: Raw -67541.609429 + Penalty 3012.230089 = -64529.379340 nChanged 15 SP:Iteration 5Q (19196.620000 sec): 3 clusters Score: Raw -67597.526329 + Penalty 3012.230089 = -64585.296240 nChanged 14 SP:Iteration 6Q (19196.740000 sec): 3 clusters Score: Raw -67653.983603 + Penalty 3012.230089 = -64641.753514 nChanged 13 SP:Iteration 7Q (19196.900000 sec): 3 clusters Score: Raw -67697.626816 + Penalty 3012.230089 = -64685.396727 nChanged 8 SP:Iteration 8Q (19197.080000 sec): 3 clusters Score: Raw -67763.145843 + Penalty 3012.230089 = -64750.915754 nChanged 12 SP:Iteration 9Q (19197.220000 sec): 3 clusters Score: Raw -67835.833151 + Penalty 3012.230089 = -64823.603062 nChanged 7 SP:Iteration 10Q (19197.350000 sec): 3 clusters Score: Raw -67857.624287 + Penalty 3012.230089 = -64845.394198 nChanged 6 SP:Iteration 11Q (19197.480000 sec): 3 clusters Score: Raw -67875.540831 + Penalty 3012.230089 = -64863.310742 nChanged 8 SP:Iteration 12Q (19197.600000 sec): 3 clusters Score: Raw -67896.206486 + Penalty 3012.230089 = -64883.976397 nChanged 5 SP:Iteration 13Q (19197.730000 sec): 3 clusters Score: Raw -67909.177335 + Penalty 3012.230089 = -64896.947246 nChanged 5 SP:Iteration 14Q (19197.910000 sec): 3 clusters Score: Raw -67930.178449 + Penalty 3012.230089 = -64917.948360 nChanged 5 SP:Iteration 15Q (19198.090000 sec): 3 clusters Score: Raw -67973.357892 + Penalty 3012.230089 = -64961.127803 nChanged 2 SP:Iteration 16Q (19198.220000 sec): 3 clusters Score: Raw -67990.657883 + Penalty 3012.230089 = -64978.427794 nChanged 0 SP:Iteration 17F (19198.390000 sec): 3 clusters Score: Raw -67992.116289 + Penalty 3012.230089 = -64979.886200 nChanged 1 SP:Iteration 18Q (19198.520000 sec): 3 clusters Score: Raw -67997.517351 + Penalty 3012.230089 = -64985.287263 nChanged 0 SP:Iteration 19F (19198.640000 sec): 3 clusters Score: Raw -67997.517351 + Penalty 3012.230089 = -64985.287263 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (7689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19198.730000 sec): 2 clusters Score: Raw -1460794.313740 + Penalty 2218.991412 = -1458575.322328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19198.910000 sec): 3 clusters Score: Raw -1456851.297137 + Penalty 4437.982823 = -1452413.314314 nChanged 3078 SP:Iteration 1F (19199.080000 sec): 3 clusters Score: Raw -1458586.782863 + Penalty 4437.982823 = -1454148.800039 nChanged 525 SP:Iteration 2F (19199.240000 sec): 3 clusters Score: Raw -1458855.437595 + Penalty 4437.982823 = -1454417.454771 nChanged 354 SP:Iteration 3Q (19199.500000 sec): 3 clusters Score: Raw -1459039.372215 + Penalty 4437.982823 = -1454601.389392 nChanged 288 SP:Iteration 4Q (19199.680000 sec): 3 clusters Score: Raw -1459184.720848 + Penalty 4437.982823 = -1454746.738024 nChanged 266 SP:Iteration 5Q (19199.860000 sec): 3 clusters Score: Raw -1459307.172279 + Penalty 4437.982823 = -1454869.189456 nChanged 191 SP:Iteration 6Q (19200.080000 sec): 3 clusters Score: Raw -1459384.684696 + Penalty 4437.982823 = -1454946.701872 nChanged 140 SP:Iteration 7Q (19200.300000 sec): 3 clusters Score: Raw -1459432.324808 + Penalty 4437.982823 = -1454994.341985 nChanged 134 SP:Iteration 8Q (19200.480000 sec): 3 clusters Score: Raw -1459474.358976 + Penalty 4437.982823 = -1455036.376152 nChanged 113 SP:Iteration 9Q (19200.680000 sec): 3 clusters Score: Raw -1459507.998249 + Penalty 4437.982823 = -1455070.015426 nChanged 101 SP:Iteration 10Q (19200.890000 sec): 3 clusters Score: Raw -1459536.448346 + Penalty 4437.982823 = -1455098.465522 nChanged 81 SP:Iteration 11Q (19201.110000 sec): 3 clusters Score: Raw -1459565.456965 + Penalty 4437.982823 = -1455127.474142 nChanged 107 SP:Iteration 12Q (19201.300000 sec): 3 clusters Score: Raw -1459601.139732 + Penalty 4437.982823 = -1455163.156908 nChanged 116 SP:Iteration 13Q (19201.580000 sec): 3 clusters Score: Raw -1459641.129738 + Penalty 4437.982823 = -1455203.146914 nChanged 129 SP:Iteration 14Q (19201.790000 sec): 3 clusters Score: Raw -1459694.500818 + Penalty 4437.982823 = -1455256.517995 nChanged 163 SP:Iteration 15Q (19202.040000 sec): 3 clusters Score: Raw -1459766.065107 + Penalty 4437.982823 = -1455328.082283 nChanged 200 SP:Iteration 16Q (19202.290000 sec): 3 clusters Score: Raw -1459876.862332 + Penalty 4437.982823 = -1455438.879509 nChanged 227 SP:Iteration 17Q (19202.520000 sec): 3 clusters Score: Raw -1460033.285225 + Penalty 4437.982823 = -1455595.302402 nChanged 271 SP:Iteration 18Q (19202.740000 sec): 3 clusters Score: Raw -1460217.807639 + Penalty 4437.982823 = -1455779.824816 nChanged 300 SP:Iteration 19Q (19203.020000 sec): 3 clusters Score: Raw -1460466.029039 + Penalty 4437.982823 = -1456028.046215 nChanged 365 SP:Iteration 20F (19203.240000 sec): 3 clusters Score: Raw -1460736.261075 + Penalty 4437.982823 = -1456298.278251 nChanged 353 SP:Iteration 21Q (19203.500000 sec): 3 clusters Score: Raw -1461012.456400 + Penalty 4437.982823 = -1456574.473576 nChanged 346 SP:Iteration 22Q (19203.740000 sec): 3 clusters Score: Raw -1461288.744780 + Penalty 4437.982823 = -1456850.761957 nChanged 293 SP:Iteration 23Q (19203.950000 sec): 3 clusters Score: Raw -1461514.629319 + Penalty 4437.982823 = -1457076.646496 nChanged 254 SP:Iteration 24Q (19204.180000 sec): 3 clusters Score: Raw -1461714.350520 + Penalty 4437.982823 = -1457276.367697 nChanged 203 SP:Iteration 25Q (19204.450000 sec): 3 clusters Score: Raw -1461859.984791 + Penalty 4437.982823 = -1457422.001968 nChanged 138 SP:Iteration 26Q (19204.680000 sec): 3 clusters Score: Raw -1461942.733544 + Penalty 4437.982823 = -1457504.750720 nChanged 100 SP:Iteration 27Q (19204.910000 sec): 3 clusters Score: Raw -1462004.724378 + Penalty 4437.982823 = -1457566.741555 nChanged 84 SP:Iteration 28Q (19205.140000 sec): 3 clusters Score: Raw -1462047.153202 + Penalty 4437.982823 = -1457609.170378 nChanged 63 SP:Iteration 29Q (19205.390000 sec): 3 clusters Score: Raw -1462075.022881 + Penalty 4437.982823 = -1457637.040057 nChanged 48 SP:Iteration 30Q (19205.580000 sec): 3 clusters Score: Raw -1462091.729042 + Penalty 4437.982823 = -1457653.746218 nChanged 39 SP:Iteration 31Q (19205.760000 sec): 3 clusters Score: Raw -1462106.688759 + Penalty 4437.982823 = -1457668.705936 nChanged 37 SP:Iteration 32Q (19205.990000 sec): 3 clusters Score: Raw -1462118.229419 + Penalty 4437.982823 = -1457680.246596 nChanged 27 SP:Iteration 33Q (19206.250000 sec): 3 clusters Score: Raw -1462127.400354 + Penalty 4437.982823 = -1457689.417531 nChanged 18 SP:Iteration 34Q (19206.400000 sec): 3 clusters Score: Raw -1462133.522849 + Penalty 4437.982823 = -1457695.540026 nChanged 27 SP:Iteration 35Q (19206.600000 sec): 3 clusters Score: Raw -1462142.926242 + Penalty 4437.982823 = -1457704.943419 nChanged 29 SP:Iteration 36Q (19206.890000 sec): 3 clusters Score: Raw -1462152.195769 + Penalty 4437.982823 = -1457714.212945 nChanged 29 SP:Iteration 37Q (19207.100000 sec): 3 clusters Score: Raw -1462163.001548 + Penalty 4437.982823 = -1457725.018725 nChanged 40 SP:Iteration 38Q (19207.290000 sec): 3 clusters Score: Raw -1462175.234511 + Penalty 4437.982823 = -1457737.251688 nChanged 33 SP:Iteration 39Q (19207.560000 sec): 3 clusters Score: Raw -1462186.630886 + Penalty 4437.982823 = -1457748.648062 nChanged 41 SP:Iteration 40F (19207.770000 sec): 3 clusters Score: Raw -1462203.007114 + Penalty 4437.982823 = -1457765.024291 nChanged 42 SP:Iteration 41Q (19207.980000 sec): 3 clusters Score: Raw -1462216.864114 + Penalty 4437.982823 = -1457778.881291 nChanged 33 SP:Iteration 42Q (19208.220000 sec): 3 clusters Score: Raw -1462227.243698 + Penalty 4437.982823 = -1457789.260874 nChanged 31 SP:Iteration 43Q (19208.440000 sec): 3 clusters Score: Raw -1462236.803115 + Penalty 4437.982823 = -1457798.820292 nChanged 27 SP:Iteration 44Q (19208.700000 sec): 3 clusters Score: Raw -1462246.899929 + Penalty 4437.982823 = -1457808.917105 nChanged 32 SP:Iteration 45Q (19208.960000 sec): 3 clusters Score: Raw -1462256.931992 + Penalty 4437.982823 = -1457818.949169 nChanged 29 SP:Iteration 46Q (19209.220000 sec): 3 clusters Score: Raw -1462264.864346 + Penalty 4437.982823 = -1457826.881522 nChanged 25 SP:Iteration 47Q (19209.400000 sec): 3 clusters Score: Raw -1462272.684102 + Penalty 4437.982823 = -1457834.701278 nChanged 29 SP:Iteration 48Q (19209.630000 sec): 3 clusters Score: Raw -1462281.336355 + Penalty 4437.982823 = -1457843.353531 nChanged 20 SP:Iteration 49Q (19209.810000 sec): 3 clusters Score: Raw -1462286.529834 + Penalty 4437.982823 = -1457848.547010 nChanged 15 SP:Iteration 50Q (19210.000000 sec): 3 clusters Score: Raw -1462289.678320 + Penalty 4437.982823 = -1457851.695497 nChanged 19 SP:Iteration 51Q (19210.160000 sec): 3 clusters Score: Raw -1462294.318258 + Penalty 4437.982823 = -1457856.335434 nChanged 14 SP:Iteration 52Q (19210.440000 sec): 3 clusters Score: Raw -1462297.012746 + Penalty 4437.982823 = -1457859.029922 nChanged 12 SP:Iteration 53Q (19210.640000 sec): 3 clusters Score: Raw -1462300.262183 + Penalty 4437.982823 = -1457862.279360 nChanged 13 SP:Iteration 54Q (19210.880000 sec): 3 clusters Score: Raw -1462303.819769 + Penalty 4437.982823 = -1457865.836945 nChanged 13 SP:Iteration 55Q (19211.110000 sec): 3 clusters Score: Raw -1462306.746300 + Penalty 4437.982823 = -1457868.763476 nChanged 8 SP:Iteration 56Q (19211.300000 sec): 3 clusters Score: Raw -1462307.991717 + Penalty 4437.982823 = -1457870.008894 nChanged 6 SP:Iteration 57Q (19211.580000 sec): 3 clusters Score: Raw -1462308.785737 + Penalty 4437.982823 = -1457870.802914 nChanged 4 SP:Iteration 58Q (19211.800000 sec): 3 clusters Score: Raw -1462309.309104 + Penalty 4437.982823 = -1457871.326280 nChanged 4 SP:Iteration 59Q (19212.050000 sec): 3 clusters Score: Raw -1462309.975683 + Penalty 4437.982823 = -1457871.992859 nChanged 4 SP:Iteration 60F (19212.300000 sec): 3 clusters Score: Raw -1462310.570396 + Penalty 4437.982823 = -1457872.587572 nChanged 3 SP:Iteration 61Q (19212.570000 sec): 3 clusters Score: Raw -1462311.063954 + Penalty 4437.982823 = -1457873.081130 nChanged 2 SP:Iteration 62Q (19212.770000 sec): 3 clusters Score: Raw -1462311.342214 + Penalty 4437.982823 = -1457873.359391 nChanged 1 SP:Iteration 63Q (19213.080000 sec): 3 clusters Score: Raw -1462311.498828 + Penalty 4437.982823 = -1457873.516005 nChanged 2 SP:Iteration 64Q (19213.270000 sec): 3 clusters Score: Raw -1462311.954293 + Penalty 4437.982823 = -1457873.971469 nChanged 3 SP:Iteration 65Q (19213.470000 sec): 3 clusters Score: Raw -1462312.481055 + Penalty 4437.982823 = -1457874.498232 nChanged 3 SP:Iteration 66Q (19213.700000 sec): 3 clusters Score: Raw -1462312.901800 + Penalty 4437.982823 = -1457874.918977 nChanged 3 SP:Iteration 67Q (19213.960000 sec): 3 clusters Score: Raw -1462313.614367 + Penalty 4437.982823 = -1457875.631543 nChanged 2 SP:Iteration 68Q (19214.180000 sec): 3 clusters Score: Raw -1462314.031081 + Penalty 4437.982823 = -1457876.048258 nChanged 0 SP:Iteration 69F (19214.400000 sec): 3 clusters Score: Raw -1462314.031081 + Penalty 4437.982823 = -1457876.048258 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 12 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19214.510000 sec): 2 clusters Score: Raw -502195.697307 + Penalty 1975.541398 = -500220.155909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19214.720000 sec): 3 clusters Score: Raw -501007.706897 + Penalty 3951.082797 = -497056.624100 nChanged 1024 SP:Iteration 1F (19214.900000 sec): 3 clusters Score: Raw -501752.039983 + Penalty 3951.082797 = -497800.957187 nChanged 246 SP:Iteration 2F (19215.150000 sec): 3 clusters Score: Raw -501960.781079 + Penalty 3951.082797 = -498009.698282 nChanged 156 SP:Iteration 3F (19215.360000 sec): 3 clusters Score: Raw -502109.788931 + Penalty 3951.082797 = -498158.706135 nChanged 136 SP:Iteration 4Q (19215.600000 sec): 3 clusters Score: Raw -502227.069693 + Penalty 3951.082797 = -498275.986897 nChanged 125 SP:Iteration 5Q (19215.780000 sec): 3 clusters Score: Raw -502347.769122 + Penalty 3951.082797 = -498396.686325 nChanged 116 SP:Iteration 6Q (19215.950000 sec): 3 clusters Score: Raw -502471.697805 + Penalty 3951.082797 = -498520.615008 nChanged 108 SP:Iteration 7Q (19216.150000 sec): 3 clusters Score: Raw -502580.966411 + Penalty 3951.082797 = -498629.883614 nChanged 112 SP:Iteration 8Q (19216.400000 sec): 3 clusters Score: Raw -502691.315479 + Penalty 3951.082797 = -498740.232682 nChanged 92 SP:Iteration 9Q (19216.570000 sec): 3 clusters Score: Raw -502764.424727 + Penalty 3951.082797 = -498813.341930 nChanged 72 SP:Iteration 10Q (19216.790000 sec): 3 clusters Score: Raw -502825.910825 + Penalty 3951.082797 = -498874.828029 nChanged 56 SP:Iteration 11Q (19217.000000 sec): 3 clusters Score: Raw -502875.789159 + Penalty 3951.082797 = -498924.706362 nChanged 46 SP:Iteration 12Q (19217.170000 sec): 3 clusters Score: Raw -502917.234395 + Penalty 3951.082797 = -498966.151599 nChanged 43 SP:Iteration 13Q (19217.370000 sec): 3 clusters Score: Raw -502948.355984 + Penalty 3951.082797 = -498997.273187 nChanged 29 SP:Iteration 14Q (19217.600000 sec): 3 clusters Score: Raw -502970.819669 + Penalty 3951.082797 = -499019.736872 nChanged 26 SP:Iteration 15Q (19217.830000 sec): 3 clusters Score: Raw -502989.214336 + Penalty 3951.082797 = -499038.131540 nChanged 22 SP:Iteration 16Q (19218.030000 sec): 3 clusters Score: Raw -503002.382138 + Penalty 3951.082797 = -499051.299341 nChanged 23 SP:Iteration 17Q (19218.240000 sec): 3 clusters Score: Raw -503017.774518 + Penalty 3951.082797 = -499066.691722 nChanged 14 SP:Iteration 18Q (19218.390000 sec): 3 clusters Score: Raw -503027.872842 + Penalty 3951.082797 = -499076.790046 nChanged 9 SP:Iteration 19Q (19218.620000 sec): 3 clusters Score: Raw -503032.493528 + Penalty 3951.082797 = -499081.410731 nChanged 4 SP:Iteration 20F (19218.780000 sec): 3 clusters Score: Raw -503034.251844 + Penalty 3951.082797 = -499083.169048 nChanged 2 SP:Iteration 21Q (19219.030000 sec): 3 clusters Score: Raw -503035.929458 + Penalty 3951.082797 = -499084.846661 nChanged 3 SP:Iteration 22Q (19219.230000 sec): 3 clusters Score: Raw -503037.853481 + Penalty 3951.082797 = -499086.770684 nChanged 5 SP:Iteration 23Q (19219.440000 sec): 3 clusters Score: Raw -503041.675126 + Penalty 3951.082797 = -499090.592330 nChanged 4 SP:Iteration 24Q (19219.670000 sec): 3 clusters Score: Raw -503047.051959 + Penalty 3951.082797 = -499095.969163 nChanged 7 SP:Iteration 25Q (19219.840000 sec): 3 clusters Score: Raw -503049.988861 + Penalty 3951.082797 = -499098.906065 nChanged 2 SP:Iteration 26Q (19220.040000 sec): 3 clusters Score: Raw -503050.804442 + Penalty 3951.082797 = -499099.721645 nChanged 2 SP:Iteration 27Q (19220.230000 sec): 3 clusters Score: Raw -503052.878723 + Penalty 3951.082797 = -499101.795926 nChanged 1 SP:Iteration 28Q (19220.440000 sec): 3 clusters Score: Raw -503053.377559 + Penalty 3951.082797 = -499102.294762 nChanged 0 SP:Iteration 29F (19220.610000 sec): 3 clusters Score: Raw -503053.377559 + Penalty 3951.082797 = -499102.294762 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19220.700000 sec): 2 clusters Score: Raw -178410.700392 + Penalty 1730.828028 = -176679.872364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19220.880000 sec): 3 clusters Score: Raw -178250.651471 + Penalty 3461.656056 = -174788.995414 nChanged 300 SP:Iteration 1F (19221.030000 sec): 3 clusters Score: Raw -178647.616123 + Penalty 3461.656056 = -175185.960067 nChanged 91 SP:Iteration 2F (19221.240000 sec): 3 clusters Score: Raw -178780.906947 + Penalty 3461.656056 = -175319.250890 nChanged 49 SP:Iteration 3Q (19221.390000 sec): 3 clusters Score: Raw -178854.319775 + Penalty 3461.656056 = -175392.663719 nChanged 39 SP:Iteration 4Q (19221.580000 sec): 3 clusters Score: Raw -178928.354287 + Penalty 3461.656056 = -175466.698230 nChanged 23 SP:Iteration 5Q (19221.760000 sec): 3 clusters Score: Raw -178962.932640 + Penalty 3461.656056 = -175501.276584 nChanged 19 SP:Iteration 6Q (19221.950000 sec): 3 clusters Score: Raw -179000.974272 + Penalty 3461.656056 = -175539.318216 nChanged 25 SP:Iteration 7Q (19222.120000 sec): 3 clusters Score: Raw -179033.811674 + Penalty 3461.656056 = -175572.155618 nChanged 21 SP:Iteration 8Q (19222.280000 sec): 3 clusters Score: Raw -179092.720019 + Penalty 3461.656056 = -175631.063962 nChanged 23 SP:Iteration 9Q (19222.430000 sec): 3 clusters Score: Raw -179131.244753 + Penalty 3461.656056 = -175669.588696 nChanged 18 SP:Iteration 10Q (19222.660000 sec): 3 clusters Score: Raw -179153.185967 + Penalty 3461.656056 = -175691.529910 nChanged 10 SP:Iteration 11Q (19222.820000 sec): 3 clusters Score: Raw -179168.266273 + Penalty 3461.656056 = -175706.610216 nChanged 6 SP:Iteration 12Q (19223.010000 sec): 3 clusters Score: Raw -179173.659899 + Penalty 3461.656056 = -175712.003843 nChanged 2 SP:Iteration 13Q (19223.160000 sec): 3 clusters Score: Raw -179175.861064 + Penalty 3461.656056 = -175714.205008 nChanged 3 SP:Iteration 14Q (19223.340000 sec): 3 clusters Score: Raw -179181.047852 + Penalty 3461.656056 = -175719.391796 nChanged 6 SP:Iteration 15Q (19223.530000 sec): 3 clusters Score: Raw -179187.831346 + Penalty 3461.656056 = -175726.175289 nChanged 6 SP:Iteration 16Q (19223.730000 sec): 3 clusters Score: Raw -179197.743113 + Penalty 3461.656056 = -175736.087057 nChanged 3 SP:Iteration 17Q (19223.910000 sec): 3 clusters Score: Raw -179200.455459 + Penalty 3461.656056 = -175738.799403 nChanged 0 SP:Iteration 18F (19224.110000 sec): 3 clusters Score: Raw -179200.455459 + Penalty 3461.656056 = -175738.799403 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (196439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19225.400000 sec): 2 clusters Score: Raw -35694337.483648 + Penalty 3022.650593 = -35691314.833055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19226.830000 sec): 3 clusters Score: Raw -35565720.145024 + Penalty 6045.301186 = -35559674.843838 nChanged 94302 SP:Iteration 1F (19228.130000 sec): 3 clusters Score: Raw -35621479.633614 + Penalty 6045.301186 = -35615434.332428 nChanged 6333 SP:Iteration 2Q (19229.410000 sec): 3 clusters Score: Raw -35623041.819535 + Penalty 6045.301186 = -35616996.518349 nChanged 7401 SP:Iteration 3Q (19230.820000 sec): 3 clusters Score: Raw -35625275.664119 + Penalty 6045.301186 = -35619230.362933 nChanged 8838 SP:Iteration 4Q (19232.230000 sec): 3 clusters Score: Raw -35628684.184722 + Penalty 6045.301186 = -35622638.883536 nChanged 10740 SP:Iteration 5F (19233.490000 sec): 3 clusters Score: Raw -35634132.797903 + Penalty 6045.301186 = -35628087.496718 nChanged 13368 SP:Iteration 6F (19234.610000 sec): 3 clusters Score: Raw -35642958.700240 + Penalty 6045.301186 = -35636913.399054 nChanged 15698 SP:Iteration 7F (19235.820000 sec): 3 clusters Score: Raw -35656013.296576 + Penalty 6045.301186 = -35649967.995390 nChanged 16071 SP:Iteration 8F (19237.100000 sec): 3 clusters Score: Raw -35671543.757728 + Penalty 6045.301186 = -35665498.456543 nChanged 12576 SP:Iteration 9F (19238.370000 sec): 3 clusters Score: Raw -35684221.345007 + Penalty 6045.301186 = -35678176.043821 nChanged 6851 SP:Iteration 10Q (19239.710000 sec): 3 clusters Score: Raw -35690898.203594 + Penalty 6045.301186 = -35684852.902408 nChanged 2723 SP:Iteration 11Q (19240.860000 sec): 3 clusters Score: Raw -35693385.952169 + Penalty 6045.301186 = -35687340.650983 nChanged 840 SP:Iteration 12Q (19241.970000 sec): 3 clusters Score: Raw -35694164.452008 + Penalty 6045.301186 = -35688119.150822 nChanged 242 SP:Iteration 13Q (19243.110000 sec): 3 clusters Score: Raw -35694425.420151 + Penalty 6045.301186 = -35688380.118965 nChanged 86 SP:Iteration 14Q (19244.120000 sec): 3 clusters Score: Raw -35694529.867432 + Penalty 6045.301186 = -35688484.566246 nChanged 34 SP:Iteration 15Q (19245.170000 sec): 3 clusters Score: Raw -35694563.106271 + Penalty 6045.301186 = -35688517.805085 nChanged 16 SP:Iteration 16Q (19246.200000 sec): 3 clusters Score: Raw -35694587.119716 + Penalty 6045.301186 = -35688541.818530 nChanged 19 SP:Iteration 17Q (19247.230000 sec): 3 clusters Score: Raw -35694608.378217 + Penalty 6045.301186 = -35688563.077031 nChanged 11 SP:Iteration 18Q (19248.400000 sec): 3 clusters Score: Raw -35694628.992179 + Penalty 6045.301186 = -35688583.690993 nChanged 12 SP:Iteration 19Q (19249.490000 sec): 3 clusters Score: Raw -35694644.308310 + Penalty 6045.301186 = -35688599.007124 nChanged 4 SP:Iteration 20F (19250.690000 sec): 3 clusters Score: Raw -35694653.084269 + Penalty 6045.301186 = -35688607.783083 nChanged 7 SP:Iteration 21Q (19251.770000 sec): 3 clusters Score: Raw -35694658.303058 + Penalty 6045.301186 = -35688613.001873 nChanged 1 SP:Iteration 22Q (19252.720000 sec): 3 clusters Score: Raw -35694659.948014 + Penalty 6045.301186 = -35688614.646828 nChanged 0 SP:Iteration 23F (19253.850000 sec): 3 clusters Score: Raw -35694659.948014 + Penalty 6045.301186 = -35688614.646828 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (28855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19254.140000 sec): 2 clusters Score: Raw -5425257.815647 + Penalty 2546.969565 = -5422710.846083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19254.430000 sec): 3 clusters Score: Raw -5407844.020974 + Penalty 5093.939129 = -5402750.081845 nChanged 13105 SP:Iteration 1F (19254.790000 sec): 3 clusters Score: Raw -5414997.043027 + Penalty 5093.939129 = -5409903.103897 nChanged 1370 SP:Iteration 2Q (19255.160000 sec): 3 clusters Score: Raw -5415437.471860 + Penalty 5093.939129 = -5410343.532731 nChanged 1249 SP:Iteration 3Q (19255.530000 sec): 3 clusters Score: Raw -5415833.681035 + Penalty 5093.939129 = -5410739.741906 nChanged 1232 SP:Iteration 4Q (19255.830000 sec): 3 clusters Score: Raw -5416292.366555 + Penalty 5093.939129 = -5411198.427425 nChanged 1306 SP:Iteration 5Q (19256.210000 sec): 3 clusters Score: Raw -5416854.524272 + Penalty 5093.939129 = -5411760.585143 nChanged 1413 SP:Iteration 6Q (19256.550000 sec): 3 clusters Score: Raw -5417540.960348 + Penalty 5093.939129 = -5412447.021219 nChanged 1592 SP:Iteration 7F (19256.860000 sec): 3 clusters Score: Raw -5418436.165752 + Penalty 5093.939129 = -5413342.226623 nChanged 1755 SP:Iteration 8F (19257.210000 sec): 3 clusters Score: Raw -5419578.345542 + Penalty 5093.939129 = -5414484.406413 nChanged 1771 SP:Iteration 9F (19257.510000 sec): 3 clusters Score: Raw -5420848.263906 + Penalty 5093.939129 = -5415754.324777 nChanged 1631 SP:Iteration 10F (19257.800000 sec): 3 clusters Score: Raw -5422134.685311 + Penalty 5093.939129 = -5417040.746182 nChanged 1308 SP:Iteration 11Q (19258.180000 sec): 3 clusters Score: Raw -5423244.095412 + Penalty 5093.939129 = -5418150.156283 nChanged 949 SP:Iteration 12Q (19258.490000 sec): 3 clusters Score: Raw -5424101.879588 + Penalty 5093.939129 = -5419007.940459 nChanged 558 SP:Iteration 13Q (19258.850000 sec): 3 clusters Score: Raw -5424608.613354 + Penalty 5093.939129 = -5419514.674224 nChanged 364 SP:Iteration 14Q (19259.180000 sec): 3 clusters Score: Raw -5424932.480769 + Penalty 5093.939129 = -5419838.541639 nChanged 270 SP:Iteration 15Q (19259.490000 sec): 3 clusters Score: Raw -5425154.725321 + Penalty 5093.939129 = -5420060.786191 nChanged 173 SP:Iteration 16Q (19259.840000 sec): 3 clusters Score: Raw -5425274.560777 + Penalty 5093.939129 = -5420180.621648 nChanged 128 SP:Iteration 17Q (19260.120000 sec): 3 clusters Score: Raw -5425363.043408 + Penalty 5093.939129 = -5420269.104279 nChanged 101 SP:Iteration 18Q (19260.420000 sec): 3 clusters Score: Raw -5425425.048389 + Penalty 5093.939129 = -5420331.109260 nChanged 76 SP:Iteration 19Q (19260.740000 sec): 3 clusters Score: Raw -5425469.869552 + Penalty 5093.939129 = -5420375.930423 nChanged 66 SP:Iteration 20F (19261.130000 sec): 3 clusters Score: Raw -5425500.747511 + Penalty 5093.939129 = -5420406.808381 nChanged 42 SP:Iteration 21Q (19261.480000 sec): 3 clusters Score: Raw -5425521.546046 + Penalty 5093.939129 = -5420427.606917 nChanged 32 SP:Iteration 22Q (19261.830000 sec): 3 clusters Score: Raw -5425535.403977 + Penalty 5093.939129 = -5420441.464847 nChanged 20 SP:Iteration 23Q (19262.190000 sec): 3 clusters Score: Raw -5425544.385563 + Penalty 5093.939129 = -5420450.446434 nChanged 21 SP:Iteration 24Q (19262.580000 sec): 3 clusters Score: Raw -5425553.676039 + Penalty 5093.939129 = -5420459.736909 nChanged 16 SP:Iteration 25Q (19262.920000 sec): 3 clusters Score: Raw -5425561.847383 + Penalty 5093.939129 = -5420467.908254 nChanged 14 SP:Iteration 26Q (19263.260000 sec): 3 clusters Score: Raw -5425569.188709 + Penalty 5093.939129 = -5420475.249580 nChanged 12 SP:Iteration 27Q (19263.560000 sec): 3 clusters Score: Raw -5425574.816549 + Penalty 5093.939129 = -5420480.877420 nChanged 13 SP:Iteration 28Q (19263.930000 sec): 3 clusters Score: Raw -5425582.463207 + Penalty 5093.939129 = -5420488.524078 nChanged 16 SP:Iteration 29Q (19264.300000 sec): 3 clusters Score: Raw -5425588.987677 + Penalty 5093.939129 = -5420495.048548 nChanged 9 SP:Iteration 30Q (19264.640000 sec): 3 clusters Score: Raw -5425592.763492 + Penalty 5093.939129 = -5420498.824362 nChanged 6 SP:Iteration 31Q (19264.950000 sec): 3 clusters Score: Raw -5425595.198821 + Penalty 5093.939129 = -5420501.259692 nChanged 4 SP:Iteration 32Q (19265.320000 sec): 3 clusters Score: Raw -5425597.133923 + Penalty 5093.939129 = -5420503.194793 nChanged 3 SP:Iteration 33Q (19265.640000 sec): 3 clusters Score: Raw -5425597.946010 + Penalty 5093.939129 = -5420504.006881 nChanged 0 SP:Iteration 34F (19266.020000 sec): 3 clusters Score: Raw -5425597.946010 + Penalty 5093.939129 = -5420504.006881 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19266.110000 sec): 2 clusters Score: Raw -333189.594438 + Penalty 1884.899779 = -331304.694659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19266.290000 sec): 3 clusters Score: Raw -332513.629606 + Penalty 3769.799558 = -328743.830048 nChanged 634 SP:Iteration 1F (19266.470000 sec): 3 clusters Score: Raw -333245.013111 + Penalty 3769.799558 = -329475.213553 nChanged 241 SP:Iteration 2F (19266.690000 sec): 3 clusters Score: Raw -333834.122006 + Penalty 3769.799558 = -330064.322448 nChanged 175 SP:Iteration 3F (19266.850000 sec): 3 clusters Score: Raw -334287.262181 + Penalty 3769.799558 = -330517.462623 nChanged 144 SP:Iteration 4F (19267.010000 sec): 3 clusters Score: Raw -334577.679545 + Penalty 3769.799558 = -330807.879987 nChanged 99 SP:Iteration 5Q (19267.190000 sec): 3 clusters Score: Raw -334709.638428 + Penalty 3769.799558 = -330939.838870 nChanged 53 SP:Iteration 6Q (19267.370000 sec): 3 clusters Score: Raw -334768.843885 + Penalty 3769.799558 = -330999.044327 nChanged 28 SP:Iteration 7Q (19267.540000 sec): 3 clusters Score: Raw -334791.951940 + Penalty 3769.799558 = -331022.152382 nChanged 15 SP:Iteration 8Q (19267.730000 sec): 3 clusters Score: Raw -334802.352473 + Penalty 3769.799558 = -331032.552915 nChanged 4 SP:Iteration 9Q (19267.930000 sec): 3 clusters Score: Raw -334804.820289 + Penalty 3769.799558 = -331035.020731 nChanged 8 SP:Iteration 10Q (19268.070000 sec): 3 clusters Score: Raw -334809.609145 + Penalty 3769.799558 = -331039.809587 nChanged 3 SP:Iteration 11Q (19268.200000 sec): 3 clusters Score: Raw -334810.590866 + Penalty 3769.799558 = -331040.791309 nChanged 2 SP:Iteration 12Q (19268.350000 sec): 3 clusters Score: Raw -334811.515548 + Penalty 3769.799558 = -331041.715990 nChanged 3 SP:Iteration 13Q (19268.510000 sec): 3 clusters Score: Raw -334812.758224 + Penalty 3769.799558 = -331042.958666 nChanged 2 SP:Iteration 14Q (19268.690000 sec): 3 clusters Score: Raw -334813.702055 + Penalty 3769.799558 = -331043.902497 nChanged 0 SP:Iteration 15F (19268.840000 sec): 3 clusters Score: Raw -334813.702055 + Penalty 3769.799558 = -331043.902497 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19268.900000 sec): 2 clusters Score: Raw -38552.197653 + Penalty 1425.849461 = -37126.348192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19269.040000 sec): 3 clusters Score: Raw -38832.383742 + Penalty 2851.698921 = -35980.684821 nChanged 81 SP:Iteration 1F (19269.250000 sec): 3 clusters Score: Raw -39093.639935 + Penalty 2851.698921 = -36241.941014 nChanged 16 SP:Iteration 2F (19269.350000 sec): 3 clusters Score: Raw -39172.389173 + Penalty 2851.698921 = -36320.690252 nChanged 8 SP:Iteration 3Q (19269.510000 sec): 3 clusters Score: Raw -39221.361416 + Penalty 2851.698921 = -36369.662495 nChanged 5 SP:Iteration 4Q (19269.640000 sec): 3 clusters Score: Raw -39268.932360 + Penalty 2851.698921 = -36417.233439 nChanged 8 SP:Iteration 5Q (19269.790000 sec): 3 clusters Score: Raw -39296.131604 + Penalty 2851.698921 = -36444.432683 nChanged 9 SP:Iteration 6Q (19269.950000 sec): 3 clusters Score: Raw -39320.963364 + Penalty 2851.698921 = -36469.264443 nChanged 9 SP:Iteration 7Q (19270.140000 sec): 3 clusters Score: Raw -39349.065262 + Penalty 2851.698921 = -36497.366341 nChanged 9 SP:Iteration 8Q (19270.280000 sec): 3 clusters Score: Raw -39389.730050 + Penalty 2851.698921 = -36538.031129 nChanged 4 SP:Iteration 9Q (19270.420000 sec): 3 clusters Score: Raw -39411.007388 + Penalty 2851.698921 = -36559.308467 nChanged 4 SP:Iteration 10Q (19270.570000 sec): 3 clusters Score: Raw -39433.440783 + Penalty 2851.698921 = -36581.741862 nChanged 1 SP:Iteration 11Q (19270.720000 sec): 3 clusters Score: Raw -39436.068083 + Penalty 2851.698921 = -36584.369162 nChanged 0 SP:Iteration 12F (19270.920000 sec): 3 clusters Score: Raw -39436.068083 + Penalty 2851.698921 = -36584.369162 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19270.970000 sec): 2 clusters Score: Raw -42069.133014 + Penalty 1370.312329 = -40698.820685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19271.130000 sec): 3 clusters Score: Raw -42311.978281 + Penalty 2740.624658 = -39571.353623 nChanged 38 SP:Iteration 1F (19271.310000 sec): 3 clusters Score: Raw -42508.667591 + Penalty 2740.624658 = -39768.042934 nChanged 18 SP:Iteration 2F (19271.430000 sec): 3 clusters Score: Raw -42586.887341 + Penalty 2740.624658 = -39846.262683 nChanged 4 SP:Iteration 3Q (19271.610000 sec): 3 clusters Score: Raw -42604.422982 + Penalty 2740.624658 = -39863.798324 nChanged 1 SP:Iteration 4Q (19271.790000 sec): 3 clusters Score: Raw -42608.642591 + Penalty 2740.624658 = -39868.017933 nChanged 0 SP:Iteration 5F (19271.960000 sec): 3 clusters Score: Raw -42608.642591 + Penalty 2740.624658 = -39868.017933 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19272.050000 sec): 2 clusters Score: Raw -486303.229028 + Penalty 1971.637172 = -484331.591855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19272.230000 sec): 3 clusters Score: Raw -485137.082686 + Penalty 3943.274344 = -481193.808342 nChanged 981 SP:Iteration 1F (19272.360000 sec): 3 clusters Score: Raw -485837.020201 + Penalty 3943.274344 = -481893.745857 nChanged 249 SP:Iteration 2F (19272.550000 sec): 3 clusters Score: Raw -486048.384694 + Penalty 3943.274344 = -482105.110350 nChanged 135 SP:Iteration 3Q (19272.730000 sec): 3 clusters Score: Raw -486160.925497 + Penalty 3943.274344 = -482217.651153 nChanged 120 SP:Iteration 4Q (19272.910000 sec): 3 clusters Score: Raw -486270.708137 + Penalty 3943.274344 = -482327.433793 nChanged 107 SP:Iteration 5Q (19273.070000 sec): 3 clusters Score: Raw -486368.868319 + Penalty 3943.274344 = -482425.593975 nChanged 95 SP:Iteration 6Q (19273.270000 sec): 3 clusters Score: Raw -486448.075476 + Penalty 3943.274344 = -482504.801132 nChanged 81 SP:Iteration 7Q (19273.390000 sec): 3 clusters Score: Raw -486509.025887 + Penalty 3943.274344 = -482565.751543 nChanged 91 SP:Iteration 8Q (19273.590000 sec): 3 clusters Score: Raw -486578.856439 + Penalty 3943.274344 = -482635.582094 nChanged 84 SP:Iteration 9Q (19273.740000 sec): 3 clusters Score: Raw -486651.717705 + Penalty 3943.274344 = -482708.443361 nChanged 71 SP:Iteration 10Q (19273.920000 sec): 3 clusters Score: Raw -486717.074941 + Penalty 3943.274344 = -482773.800597 nChanged 77 SP:Iteration 11Q (19274.110000 sec): 3 clusters Score: Raw -486795.467279 + Penalty 3943.274344 = -482852.192934 nChanged 71 SP:Iteration 12Q (19274.340000 sec): 3 clusters Score: Raw -486855.623179 + Penalty 3943.274344 = -482912.348834 nChanged 59 SP:Iteration 13Q (19274.500000 sec): 3 clusters Score: Raw -486907.688863 + Penalty 3943.274344 = -482964.414518 nChanged 60 SP:Iteration 14Q (19274.680000 sec): 3 clusters Score: Raw -486976.041381 + Penalty 3943.274344 = -483032.767036 nChanged 53 SP:Iteration 15Q (19274.850000 sec): 3 clusters Score: Raw -487033.736931 + Penalty 3943.274344 = -483090.462587 nChanged 52 SP:Iteration 16Q (19275.100000 sec): 3 clusters Score: Raw -487090.972882 + Penalty 3943.274344 = -483147.698537 nChanged 50 SP:Iteration 17Q (19275.260000 sec): 3 clusters Score: Raw -487150.346956 + Penalty 3943.274344 = -483207.072612 nChanged 33 SP:Iteration 18Q (19275.440000 sec): 3 clusters Score: Raw -487188.270002 + Penalty 3943.274344 = -483244.995658 nChanged 28 SP:Iteration 19Q (19275.650000 sec): 3 clusters Score: Raw -487219.721669 + Penalty 3943.274344 = -483276.447325 nChanged 16 SP:Iteration 20F (19275.850000 sec): 3 clusters Score: Raw -487235.193735 + Penalty 3943.274344 = -483291.919391 nChanged 11 SP:Iteration 21Q (19276.040000 sec): 3 clusters Score: Raw -487245.749956 + Penalty 3943.274344 = -483302.475612 nChanged 9 SP:Iteration 22Q (19276.250000 sec): 3 clusters Score: Raw -487252.673393 + Penalty 3943.274344 = -483309.399049 nChanged 7 SP:Iteration 23Q (19276.410000 sec): 3 clusters Score: Raw -487260.058506 + Penalty 3943.274344 = -483316.784161 nChanged 8 SP:Iteration 24Q (19276.610000 sec): 3 clusters Score: Raw -487272.212977 + Penalty 3943.274344 = -483328.938633 nChanged 8 SP:Iteration 25Q (19276.830000 sec): 3 clusters Score: Raw -487282.661997 + Penalty 3943.274344 = -483339.387653 nChanged 3 SP:Iteration 26Q (19277.020000 sec): 3 clusters Score: Raw -487285.794705 + Penalty 3943.274344 = -483342.520361 nChanged 2 SP:Iteration 27Q (19277.190000 sec): 3 clusters Score: Raw -487286.992351 + Penalty 3943.274344 = -483343.718006 nChanged 3 SP:Iteration 28Q (19277.400000 sec): 3 clusters Score: Raw -487289.108791 + Penalty 3943.274344 = -483345.834447 nChanged 0 SP:Iteration 29F (19277.610000 sec): 3 clusters Score: Raw -487289.108791 + Penalty 3943.274344 = -483345.834447 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19277.730000 sec): 2 clusters Score: Raw -85567.438163 + Penalty 1539.230830 = -84028.207333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19277.910000 sec): 3 clusters Score: Raw -85652.948681 + Penalty 3078.461660 = -82574.487022 nChanged 80 SP:Iteration 1F (19278.090000 sec): 3 clusters Score: Raw -85793.562293 + Penalty 3078.461660 = -82715.100634 nChanged 18 SP:Iteration 2Q (19278.300000 sec): 3 clusters Score: Raw -85831.674938 + Penalty 3078.461660 = -82753.213278 nChanged 7 SP:Iteration 3Q (19278.430000 sec): 3 clusters Score: Raw -85842.213406 + Penalty 3078.461660 = -82763.751746 nChanged 4 SP:Iteration 4Q (19278.630000 sec): 3 clusters Score: Raw -85846.502235 + Penalty 3078.461660 = -82768.040575 nChanged 0 SP:Iteration 5F (19278.850000 sec): 3 clusters Score: Raw -85846.502235 + Penalty 3078.461660 = -82768.040575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19278.970000 sec): 2 clusters Score: Raw -86224.706445 + Penalty 1522.691369 = -84702.015076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19279.150000 sec): 3 clusters Score: Raw -86243.990336 + Penalty 3045.382738 = -83198.607598 nChanged 84 SP:Iteration 1F (19279.340000 sec): 3 clusters Score: Raw -86399.073494 + Penalty 3045.382738 = -83353.690756 nChanged 23 SP:Iteration 2Q (19279.510000 sec): 3 clusters Score: Raw -86442.978567 + Penalty 3045.382738 = -83397.595829 nChanged 7 SP:Iteration 3Q (19279.740000 sec): 3 clusters Score: Raw -86463.089878 + Penalty 3045.382738 = -83417.707140 nChanged 0 SP:Iteration 4F (19279.880000 sec): 3 clusters Score: Raw -86463.089878 + Penalty 3045.382738 = -83417.707140 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (6162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19280.000000 sec): 2 clusters Score: Raw -1040898.882285 + Penalty 2164.086856 = -1038734.795429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19280.250000 sec): 3 clusters Score: Raw -1037803.040243 + Penalty 4328.173713 = -1033474.866531 nChanged 2410 SP:Iteration 1F (19280.420000 sec): 3 clusters Score: Raw -1039221.921402 + Penalty 4328.173713 = -1034893.747689 nChanged 503 SP:Iteration 2F (19280.650000 sec): 3 clusters Score: Raw -1039517.517196 + Penalty 4328.173713 = -1035189.343483 nChanged 302 SP:Iteration 3Q (19280.850000 sec): 3 clusters Score: Raw -1039689.888434 + Penalty 4328.173713 = -1035361.714721 nChanged 251 SP:Iteration 4Q (19281.070000 sec): 3 clusters Score: Raw -1039829.801042 + Penalty 4328.173713 = -1035501.627329 nChanged 237 SP:Iteration 5Q (19281.260000 sec): 3 clusters Score: Raw -1039985.579529 + Penalty 4328.173713 = -1035657.405816 nChanged 221 SP:Iteration 6Q (19281.460000 sec): 3 clusters Score: Raw -1040125.534363 + Penalty 4328.173713 = -1035797.360650 nChanged 210 SP:Iteration 7Q (19281.650000 sec): 3 clusters Score: Raw -1040249.056547 + Penalty 4328.173713 = -1035920.882834 nChanged 181 SP:Iteration 8Q (19281.840000 sec): 3 clusters Score: Raw -1040372.912000 + Penalty 4328.173713 = -1036044.738287 nChanged 166 SP:Iteration 9Q (19282.040000 sec): 3 clusters Score: Raw -1040483.962930 + Penalty 4328.173713 = -1036155.789217 nChanged 144 SP:Iteration 10Q (19282.250000 sec): 3 clusters Score: Raw -1040578.446987 + Penalty 4328.173713 = -1036250.273274 nChanged 138 SP:Iteration 11Q (19282.450000 sec): 3 clusters Score: Raw -1040670.127697 + Penalty 4328.173713 = -1036341.953984 nChanged 121 SP:Iteration 12Q (19282.650000 sec): 3 clusters Score: Raw -1040768.242659 + Penalty 4328.173713 = -1036440.068947 nChanged 120 SP:Iteration 13Q (19282.840000 sec): 3 clusters Score: Raw -1040856.055934 + Penalty 4328.173713 = -1036527.882221 nChanged 100 SP:Iteration 14Q (19283.040000 sec): 3 clusters Score: Raw -1040933.619084 + Penalty 4328.173713 = -1036605.445371 nChanged 72 SP:Iteration 15Q (19283.240000 sec): 3 clusters Score: Raw -1040981.165896 + Penalty 4328.173713 = -1036652.992183 nChanged 55 SP:Iteration 16Q (19283.460000 sec): 3 clusters Score: Raw -1041018.131349 + Penalty 4328.173713 = -1036689.957636 nChanged 49 SP:Iteration 17Q (19283.620000 sec): 3 clusters Score: Raw -1041054.801615 + Penalty 4328.173713 = -1036726.627902 nChanged 50 SP:Iteration 18Q (19283.840000 sec): 3 clusters Score: Raw -1041093.147436 + Penalty 4328.173713 = -1036764.973723 nChanged 42 SP:Iteration 19Q (19284.080000 sec): 3 clusters Score: Raw -1041130.567390 + Penalty 4328.173713 = -1036802.393677 nChanged 32 SP:Iteration 20F (19284.290000 sec): 3 clusters Score: Raw -1041153.315060 + Penalty 4328.173713 = -1036825.141347 nChanged 25 SP:Iteration 21Q (19284.460000 sec): 3 clusters Score: Raw -1041172.721654 + Penalty 4328.173713 = -1036844.547941 nChanged 17 SP:Iteration 22Q (19284.700000 sec): 3 clusters Score: Raw -1041185.367248 + Penalty 4328.173713 = -1036857.193536 nChanged 17 SP:Iteration 23Q (19284.860000 sec): 3 clusters Score: Raw -1041194.612669 + Penalty 4328.173713 = -1036866.438956 nChanged 12 SP:Iteration 24Q (19285.070000 sec): 3 clusters Score: Raw -1041204.186155 + Penalty 4328.173713 = -1036876.012442 nChanged 16 SP:Iteration 25Q (19285.250000 sec): 3 clusters Score: Raw -1041214.074257 + Penalty 4328.173713 = -1036885.900544 nChanged 13 SP:Iteration 26Q (19285.440000 sec): 3 clusters Score: Raw -1041222.573623 + Penalty 4328.173713 = -1036894.399910 nChanged 9 SP:Iteration 27Q (19285.640000 sec): 3 clusters Score: Raw -1041230.103390 + Penalty 4328.173713 = -1036901.929678 nChanged 9 SP:Iteration 28Q (19285.800000 sec): 3 clusters Score: Raw -1041238.259230 + Penalty 4328.173713 = -1036910.085517 nChanged 5 SP:Iteration 29Q (19286.040000 sec): 3 clusters Score: Raw -1041241.273220 + Penalty 4328.173713 = -1036913.099507 nChanged 5 SP:Iteration 30Q (19286.190000 sec): 3 clusters Score: Raw -1041243.909011 + Penalty 4328.173713 = -1036915.735298 nChanged 5 SP:Iteration 31Q (19286.400000 sec): 3 clusters Score: Raw -1041246.658497 + Penalty 4328.173713 = -1036918.484784 nChanged 3 SP:Iteration 32Q (19286.640000 sec): 3 clusters Score: Raw -1041247.909603 + Penalty 4328.173713 = -1036919.735890 nChanged 3 SP:Iteration 33Q (19286.810000 sec): 3 clusters Score: Raw -1041249.018781 + Penalty 4328.173713 = -1036920.845068 nChanged 2 SP:Iteration 34Q (19287.020000 sec): 3 clusters Score: Raw -1041250.055765 + Penalty 4328.173713 = -1036921.882053 nChanged 2 SP:Iteration 35Q (19287.180000 sec): 3 clusters Score: Raw -1041250.844127 + Penalty 4328.173713 = -1036922.670414 nChanged 0 SP:Iteration 36F (19287.370000 sec): 3 clusters Score: Raw -1041250.844127 + Penalty 4328.173713 = -1036922.670414 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 23 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19287.460000 sec): 2 clusters Score: Raw -58914.489059 + Penalty 1441.162966 = -57473.326093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19287.630000 sec): 3 clusters Score: Raw -59026.792634 + Penalty 2882.325933 = -56144.466701 nChanged 37 SP:Iteration 1F (19287.820000 sec): 3 clusters Score: Raw -59123.615272 + Penalty 2882.325933 = -56241.289339 nChanged 10 SP:Iteration 2Q (19288.040000 sec): 3 clusters Score: Raw -59156.556820 + Penalty 2882.325933 = -56274.230887 nChanged 5 SP:Iteration 3Q (19288.200000 sec): 3 clusters Score: Raw -59176.613117 + Penalty 2882.325933 = -56294.287185 nChanged 1 SP:Iteration 4Q (19288.360000 sec): 3 clusters Score: Raw -59180.442435 + Penalty 2882.325933 = -56298.116502 nChanged 0 SP:Iteration 5F (19288.530000 sec): 3 clusters Score: Raw -59180.442435 + Penalty 2882.325933 = -56298.116502 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 24 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19288.610000 sec): 2 clusters Score: Raw -350285.016737 + Penalty 1877.214125 = -348407.802613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19288.800000 sec): 3 clusters Score: Raw -349576.898557 + Penalty 3754.428249 = -345822.470308 nChanged 618 SP:Iteration 1F (19288.980000 sec): 3 clusters Score: Raw -350027.159707 + Penalty 3754.428249 = -346272.731458 nChanged 141 SP:Iteration 2F (19289.180000 sec): 3 clusters Score: Raw -350139.016377 + Penalty 3754.428249 = -346384.588128 nChanged 74 SP:Iteration 3Q (19289.310000 sec): 3 clusters Score: Raw -350199.505575 + Penalty 3754.428249 = -346445.077326 nChanged 52 SP:Iteration 4Q (19289.500000 sec): 3 clusters Score: Raw -350238.853522 + Penalty 3754.428249 = -346484.425272 nChanged 38 SP:Iteration 5Q (19289.670000 sec): 3 clusters Score: Raw -350267.354368 + Penalty 3754.428249 = -346512.926119 nChanged 34 SP:Iteration 6Q (19289.880000 sec): 3 clusters Score: Raw -350288.874257 + Penalty 3754.428249 = -346534.446008 nChanged 18 SP:Iteration 7Q (19290.030000 sec): 3 clusters Score: Raw -350300.290121 + Penalty 3754.428249 = -346545.861872 nChanged 14 SP:Iteration 8Q (19290.250000 sec): 3 clusters Score: Raw -350308.227902 + Penalty 3754.428249 = -346553.799653 nChanged 8 SP:Iteration 9Q (19290.420000 sec): 3 clusters Score: Raw -350314.206040 + Penalty 3754.428249 = -346559.777791 nChanged 8 SP:Iteration 10Q (19290.640000 sec): 3 clusters Score: Raw -350317.785702 + Penalty 3754.428249 = -346563.357453 nChanged 2 SP:Iteration 11Q (19290.820000 sec): 3 clusters Score: Raw -350320.257906 + Penalty 3754.428249 = -346565.829657 nChanged 6 SP:Iteration 12Q (19291.000000 sec): 3 clusters Score: Raw -350325.071281 + Penalty 3754.428249 = -346570.643032 nChanged 6 SP:Iteration 13Q (19291.170000 sec): 3 clusters Score: Raw -350327.991348 + Penalty 3754.428249 = -346573.563099 nChanged 5 SP:Iteration 14Q (19291.390000 sec): 3 clusters Score: Raw -350330.996504 + Penalty 3754.428249 = -346576.568255 nChanged 6 SP:Iteration 15Q (19291.550000 sec): 3 clusters Score: Raw -350333.417784 + Penalty 3754.428249 = -346578.989535 nChanged 2 SP:Iteration 16Q (19291.720000 sec): 3 clusters Score: Raw -350334.942907 + Penalty 3754.428249 = -346580.514658 nChanged 3 SP:Iteration 17Q (19291.930000 sec): 3 clusters Score: Raw -350336.381963 + Penalty 3754.428249 = -346581.953714 nChanged 1 SP:Iteration 18Q (19292.080000 sec): 3 clusters Score: Raw -350337.223965 + Penalty 3754.428249 = -346582.795716 nChanged 3 SP:Iteration 19Q (19292.240000 sec): 3 clusters Score: Raw -350338.525026 + Penalty 3754.428249 = -346584.096777 nChanged 2 SP:Iteration 20F (19292.380000 sec): 3 clusters Score: Raw -350339.674575 + Penalty 3754.428249 = -346585.246326 nChanged 2 SP:Iteration 21Q (19292.610000 sec): 3 clusters Score: Raw -350340.420701 + Penalty 3754.428249 = -346585.992452 nChanged 0 SP:Iteration 22F (19292.750000 sec): 3 clusters Score: Raw -350340.420701 + Penalty 3754.428249 = -346585.992452 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19292.860000 sec): 2 clusters Score: Raw -37237.573763 + Penalty 1375.204006 = -35862.369756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19293.040000 sec): 3 clusters Score: Raw -37482.041184 + Penalty 2750.408012 = -34731.633171 nChanged 39 SP:Iteration 1F (19293.200000 sec): 3 clusters Score: Raw -37604.444151 + Penalty 2750.408012 = -34854.036139 nChanged 13 SP:Iteration 2F (19293.360000 sec): 3 clusters Score: Raw -37646.119984 + Penalty 2750.408012 = -34895.711972 nChanged 6 SP:Iteration 3Q (19293.490000 sec): 3 clusters Score: Raw -37667.104905 + Penalty 2750.408012 = -34916.696893 nChanged 4 SP:Iteration 4Q (19293.690000 sec): 3 clusters Score: Raw -37689.994048 + Penalty 2750.408012 = -34939.586036 nChanged 6 SP:Iteration 5Q (19293.830000 sec): 3 clusters Score: Raw -37711.435315 + Penalty 2750.408012 = -34961.027303 nChanged 1 SP:Iteration 6Q (19294.020000 sec): 3 clusters Score: Raw -37713.651775 + Penalty 2750.408012 = -34963.243762 nChanged 0 SP:Iteration 7F (19294.170000 sec): 3 clusters Score: Raw -37713.651775 + Penalty 2750.408012 = -34963.243762 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 26 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19294.240000 sec): 2 clusters Score: Raw -182928.602501 + Penalty 1726.166237 = -181202.436264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19294.460000 sec): 3 clusters Score: Raw -182731.119863 + Penalty 3452.332474 = -179278.787390 nChanged 272 SP:Iteration 1F (19294.600000 sec): 3 clusters Score: Raw -183114.212730 + Penalty 3452.332474 = -179661.880257 nChanged 90 SP:Iteration 2F (19294.790000 sec): 3 clusters Score: Raw -183301.601271 + Penalty 3452.332474 = -179849.268797 nChanged 52 SP:Iteration 3Q (19294.970000 sec): 3 clusters Score: Raw -183412.329424 + Penalty 3452.332474 = -179959.996950 nChanged 41 SP:Iteration 4Q (19295.110000 sec): 3 clusters Score: Raw -183480.672520 + Penalty 3452.332474 = -180028.340046 nChanged 23 SP:Iteration 5Q (19295.310000 sec): 3 clusters Score: Raw -183519.913750 + Penalty 3452.332474 = -180067.581276 nChanged 20 SP:Iteration 6Q (19295.480000 sec): 3 clusters Score: Raw -183551.554223 + Penalty 3452.332474 = -180099.221749 nChanged 27 SP:Iteration 7Q (19295.660000 sec): 3 clusters Score: Raw -183599.255102 + Penalty 3452.332474 = -180146.922628 nChanged 25 SP:Iteration 8Q (19295.820000 sec): 3 clusters Score: Raw -183645.026167 + Penalty 3452.332474 = -180192.693693 nChanged 24 SP:Iteration 9Q (19295.990000 sec): 3 clusters Score: Raw -183676.363589 + Penalty 3452.332474 = -180224.031116 nChanged 15 SP:Iteration 10Q (19296.160000 sec): 3 clusters Score: Raw -183701.732828 + Penalty 3452.332474 = -180249.400354 nChanged 12 SP:Iteration 11Q (19296.350000 sec): 3 clusters Score: Raw -183722.248648 + Penalty 3452.332474 = -180269.916174 nChanged 9 SP:Iteration 12Q (19296.520000 sec): 3 clusters Score: Raw -183735.418638 + Penalty 3452.332474 = -180283.086164 nChanged 8 SP:Iteration 13Q (19296.690000 sec): 3 clusters Score: Raw -183749.688642 + Penalty 3452.332474 = -180297.356168 nChanged 7 SP:Iteration 14Q (19296.880000 sec): 3 clusters Score: Raw -183760.640450 + Penalty 3452.332474 = -180308.307977 nChanged 9 SP:Iteration 15Q (19297.080000 sec): 3 clusters Score: Raw -183776.025848 + Penalty 3452.332474 = -180323.693374 nChanged 8 SP:Iteration 16Q (19297.220000 sec): 3 clusters Score: Raw -183783.560785 + Penalty 3452.332474 = -180331.228311 nChanged 9 SP:Iteration 17Q (19297.440000 sec): 3 clusters Score: Raw -183797.520311 + Penalty 3452.332474 = -180345.187837 nChanged 6 SP:Iteration 18Q (19297.590000 sec): 3 clusters Score: Raw -183808.539636 + Penalty 3452.332474 = -180356.207163 nChanged 5 SP:Iteration 19Q (19297.790000 sec): 3 clusters Score: Raw -183820.160880 + Penalty 3452.332474 = -180367.828406 nChanged 4 SP:Iteration 20F (19297.950000 sec): 3 clusters Score: Raw -183825.460822 + Penalty 3452.332474 = -180373.128348 nChanged 8 SP:Iteration 21Q (19298.120000 sec): 3 clusters Score: Raw -183832.726893 + Penalty 3452.332474 = -180380.394420 nChanged 6 SP:Iteration 22Q (19298.280000 sec): 3 clusters Score: Raw -183844.294699 + Penalty 3452.332474 = -180391.962226 nChanged 6 SP:Iteration 23Q (19298.460000 sec): 3 clusters Score: Raw -183854.840832 + Penalty 3452.332474 = -180402.508358 nChanged 3 SP:Iteration 24Q (19298.700000 sec): 3 clusters Score: Raw -183857.984983 + Penalty 3452.332474 = -180405.652510 nChanged 2 SP:Iteration 25Q (19298.840000 sec): 3 clusters Score: Raw -183860.644027 + Penalty 3452.332474 = -180408.311553 nChanged 2 SP:Iteration 26Q (19299.040000 sec): 3 clusters Score: Raw -183863.784263 + Penalty 3452.332474 = -180411.451790 nChanged 2 SP:Iteration 27Q (19299.230000 sec): 3 clusters Score: Raw -183867.046478 + Penalty 3452.332474 = -180414.714005 nChanged 2 SP:Iteration 28Q (19299.390000 sec): 3 clusters Score: Raw -183870.963181 + Penalty 3452.332474 = -180418.630707 nChanged 2 SP:Iteration 29Q (19299.570000 sec): 3 clusters Score: Raw -183873.485753 + Penalty 3452.332474 = -180421.153279 nChanged 0 SP:Iteration 30F (19299.760000 sec): 3 clusters Score: Raw -183873.485753 + Penalty 3452.332474 = -180421.153279 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 27 (22105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19299.960000 sec): 2 clusters Score: Raw -3967022.069482 + Penalty 2480.882658 = -3964541.186824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19300.230000 sec): 3 clusters Score: Raw -3954153.073101 + Penalty 4961.765317 = -3949191.307784 nChanged 9829 SP:Iteration 1F (19300.530000 sec): 3 clusters Score: Raw -3959408.395097 + Penalty 4961.765317 = -3954446.629780 nChanged 1181 SP:Iteration 2F (19300.810000 sec): 3 clusters Score: Raw -3959875.962806 + Penalty 4961.765317 = -3954914.197489 nChanged 1094 SP:Iteration 3Q (19301.120000 sec): 3 clusters Score: Raw -3960383.290955 + Penalty 4961.765317 = -3955421.525638 nChanged 1141 SP:Iteration 4F (19301.360000 sec): 3 clusters Score: Raw -3960960.221665 + Penalty 4961.765317 = -3955998.456348 nChanged 1165 SP:Iteration 5F (19301.640000 sec): 3 clusters Score: Raw -3961672.123156 + Penalty 4961.765317 = -3956710.357840 nChanged 1271 SP:Iteration 6F (19301.960000 sec): 3 clusters Score: Raw -3962520.576525 + Penalty 4961.765317 = -3957558.811208 nChanged 1269 SP:Iteration 7F (19302.240000 sec): 3 clusters Score: Raw -3963392.155542 + Penalty 4961.765317 = -3958430.390225 nChanged 1163 SP:Iteration 8F (19302.520000 sec): 3 clusters Score: Raw -3964207.575181 + Penalty 4961.765317 = -3959245.809865 nChanged 1050 SP:Iteration 9Q (19302.820000 sec): 3 clusters Score: Raw -3964817.335442 + Penalty 4961.765317 = -3959855.570125 nChanged 829 SP:Iteration 10Q (19303.130000 sec): 3 clusters Score: Raw -3965197.197021 + Penalty 4961.765317 = -3960235.431705 nChanged 605 SP:Iteration 11Q (19303.390000 sec): 3 clusters Score: Raw -3965404.489329 + Penalty 4961.765317 = -3960442.724013 nChanged 425 SP:Iteration 12Q (19303.670000 sec): 3 clusters Score: Raw -3965520.669090 + Penalty 4961.765317 = -3960558.903774 nChanged 311 SP:Iteration 13Q (19303.980000 sec): 3 clusters Score: Raw -3965593.929483 + Penalty 4961.765317 = -3960632.164166 nChanged 258 SP:Iteration 14Q (19304.260000 sec): 3 clusters Score: Raw -3965649.539211 + Penalty 4961.765317 = -3960687.773894 nChanged 211 SP:Iteration 15Q (19304.530000 sec): 3 clusters Score: Raw -3965690.085428 + Penalty 4961.765317 = -3960728.320111 nChanged 179 SP:Iteration 16Q (19304.790000 sec): 3 clusters Score: Raw -3965721.372060 + Penalty 4961.765317 = -3960759.606744 nChanged 157 SP:Iteration 17Q (19305.120000 sec): 3 clusters Score: Raw -3965746.794753 + Penalty 4961.765317 = -3960785.029436 nChanged 137 SP:Iteration 18Q (19305.410000 sec): 3 clusters Score: Raw -3965768.730710 + Penalty 4961.765317 = -3960806.965393 nChanged 127 SP:Iteration 19Q (19305.740000 sec): 3 clusters Score: Raw -3965786.710060 + Penalty 4961.765317 = -3960824.944743 nChanged 112 SP:Iteration 20F (19306.050000 sec): 3 clusters Score: Raw -3965802.243364 + Penalty 4961.765317 = -3960840.478047 nChanged 88 SP:Iteration 21Q (19306.350000 sec): 3 clusters Score: Raw -3965811.525006 + Penalty 4961.765317 = -3960849.759689 nChanged 62 SP:Iteration 22Q (19306.650000 sec): 3 clusters Score: Raw -3965817.446099 + Penalty 4961.765317 = -3960855.680783 nChanged 49 SP:Iteration 23Q (19306.940000 sec): 3 clusters Score: Raw -3965821.943051 + Penalty 4961.765317 = -3960860.177734 nChanged 50 SP:Iteration 24Q (19307.260000 sec): 3 clusters Score: Raw -3965826.271926 + Penalty 4961.765317 = -3960864.506609 nChanged 46 SP:Iteration 25Q (19307.550000 sec): 3 clusters Score: Raw -3965830.474449 + Penalty 4961.765317 = -3960868.709132 nChanged 40 SP:Iteration 26Q (19307.800000 sec): 3 clusters Score: Raw -3965833.607234 + Penalty 4961.765317 = -3960871.841917 nChanged 36 SP:Iteration 27Q (19308.100000 sec): 3 clusters Score: Raw -3965837.147318 + Penalty 4961.765317 = -3960875.382001 nChanged 44 SP:Iteration 28Q (19308.400000 sec): 3 clusters Score: Raw -3965841.393406 + Penalty 4961.765317 = -3960879.628089 nChanged 42 SP:Iteration 29Q (19308.680000 sec): 3 clusters Score: Raw -3965844.677911 + Penalty 4961.765317 = -3960882.912595 nChanged 34 SP:Iteration 30Q (19308.980000 sec): 3 clusters Score: Raw -3965847.422808 + Penalty 4961.765317 = -3960885.657492 nChanged 33 SP:Iteration 31Q (19309.240000 sec): 3 clusters Score: Raw -3965850.635696 + Penalty 4961.765317 = -3960888.870379 nChanged 32 SP:Iteration 32Q (19309.560000 sec): 3 clusters Score: Raw -3965853.277920 + Penalty 4961.765317 = -3960891.512603 nChanged 39 SP:Iteration 33Q (19309.810000 sec): 3 clusters Score: Raw -3965857.101505 + Penalty 4961.765317 = -3960895.336188 nChanged 38 SP:Iteration 34Q (19310.120000 sec): 3 clusters Score: Raw -3965860.849823 + Penalty 4961.765317 = -3960899.084507 nChanged 42 SP:Iteration 35Q (19310.400000 sec): 3 clusters Score: Raw -3965865.971450 + Penalty 4961.765317 = -3960904.206133 nChanged 48 SP:Iteration 36Q (19310.700000 sec): 3 clusters Score: Raw -3965870.910283 + Penalty 4961.765317 = -3960909.144966 nChanged 43 SP:Iteration 37Q (19310.980000 sec): 3 clusters Score: Raw -3965876.015744 + Penalty 4961.765317 = -3960914.250428 nChanged 54 SP:Iteration 38Q (19311.300000 sec): 3 clusters Score: Raw -3965882.322669 + Penalty 4961.765317 = -3960920.557352 nChanged 57 SP:Iteration 39Q (19311.600000 sec): 3 clusters Score: Raw -3965888.959540 + Penalty 4961.765317 = -3960927.194223 nChanged 46 SP:Iteration 40F (19311.880000 sec): 3 clusters Score: Raw -3965893.859631 + Penalty 4961.765317 = -3960932.094314 nChanged 43 SP:Iteration 41Q (19312.190000 sec): 3 clusters Score: Raw -3965898.663411 + Penalty 4961.765317 = -3960936.898094 nChanged 46 SP:Iteration 42Q (19312.460000 sec): 3 clusters Score: Raw -3965902.701150 + Penalty 4961.765317 = -3960940.935833 nChanged 35 SP:Iteration 43Q (19312.720000 sec): 3 clusters Score: Raw -3965905.628117 + Penalty 4961.765317 = -3960943.862800 nChanged 28 SP:Iteration 44Q (19313.040000 sec): 3 clusters Score: Raw -3965907.895548 + Penalty 4961.765317 = -3960946.130232 nChanged 34 SP:Iteration 45Q (19313.300000 sec): 3 clusters Score: Raw -3965910.527696 + Penalty 4961.765317 = -3960948.762379 nChanged 21 SP:Iteration 46Q (19313.620000 sec): 3 clusters Score: Raw -3965912.358893 + Penalty 4961.765317 = -3960950.593576 nChanged 21 SP:Iteration 47Q (19313.870000 sec): 3 clusters Score: Raw -3965914.255109 + Penalty 4961.765317 = -3960952.489792 nChanged 17 SP:Iteration 48Q (19314.180000 sec): 3 clusters Score: Raw -3965915.742859 + Penalty 4961.765317 = -3960953.977542 nChanged 16 SP:Iteration 49Q (19314.430000 sec): 3 clusters Score: Raw -3965917.033232 + Penalty 4961.765317 = -3960955.267916 nChanged 11 SP:Iteration 50Q (19314.730000 sec): 3 clusters Score: Raw -3965917.947240 + Penalty 4961.765317 = -3960956.181923 nChanged 14 SP:Iteration 51Q (19315.040000 sec): 3 clusters Score: Raw -3965918.815316 + Penalty 4961.765317 = -3960957.049999 nChanged 7 SP:Iteration 52Q (19315.320000 sec): 3 clusters Score: Raw -3965919.191640 + Penalty 4961.765317 = -3960957.426323 nChanged 5 SP:Iteration 53Q (19315.630000 sec): 3 clusters Score: Raw -3965919.398380 + Penalty 4961.765317 = -3960957.633064 nChanged 5 SP:Iteration 54Q (19315.900000 sec): 3 clusters Score: Raw -3965919.708129 + Penalty 4961.765317 = -3960957.942812 nChanged 4 SP:Iteration 55Q (19316.200000 sec): 3 clusters Score: Raw -3965920.034797 + Penalty 4961.765317 = -3960958.269480 nChanged 2 SP:Iteration 56Q (19316.460000 sec): 3 clusters Score: Raw -3965920.125905 + Penalty 4961.765317 = -3960958.360588 nChanged 2 SP:Iteration 57Q (19316.720000 sec): 3 clusters Score: Raw -3965920.237497 + Penalty 4961.765317 = -3960958.472180 nChanged 2 SP:Iteration 58Q (19317.000000 sec): 3 clusters Score: Raw -3965920.345806 + Penalty 4961.765317 = -3960958.580489 nChanged 1 SP:Iteration 59Q (19317.250000 sec): 3 clusters Score: Raw -3965920.384554 + Penalty 4961.765317 = -3960958.619237 nChanged 0 SP:Iteration 60F (19317.520000 sec): 3 clusters Score: Raw -3965920.384554 + Penalty 4961.765317 = -3960958.619237 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19317.630000 sec): 2 clusters Score: Raw -98080.493025 + Penalty 1589.315140 = -96491.177885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19317.790000 sec): 3 clusters Score: Raw -98102.106746 + Penalty 3178.630280 = -94923.476465 nChanged 118 SP:Iteration 1F (19318.000000 sec): 3 clusters Score: Raw -98385.177137 + Penalty 3178.630280 = -95206.546856 nChanged 51 SP:Iteration 2F (19318.140000 sec): 3 clusters Score: Raw -98521.579819 + Penalty 3178.630280 = -95342.949538 nChanged 30 SP:Iteration 3Q (19318.300000 sec): 3 clusters Score: Raw -98648.507305 + Penalty 3178.630280 = -95469.877025 nChanged 29 SP:Iteration 4Q (19318.480000 sec): 3 clusters Score: Raw -98765.496926 + Penalty 3178.630280 = -95586.866646 nChanged 18 SP:Iteration 5Q (19318.670000 sec): 3 clusters Score: Raw -98814.164126 + Penalty 3178.630280 = -95635.533846 nChanged 9 SP:Iteration 6Q (19318.880000 sec): 3 clusters Score: Raw -98841.272967 + Penalty 3178.630280 = -95662.642687 nChanged 3 SP:Iteration 7Q (19319.040000 sec): 3 clusters Score: Raw -98858.525767 + Penalty 3178.630280 = -95679.895487 nChanged 3 SP:Iteration 8Q (19319.250000 sec): 3 clusters Score: Raw -98861.651128 + Penalty 3178.630280 = -95683.020848 nChanged 1 SP:Iteration 9Q (19319.410000 sec): 3 clusters Score: Raw -98863.173510 + Penalty 3178.630280 = -95684.543229 nChanged 1 SP:Iteration 10Q (19319.620000 sec): 3 clusters Score: Raw -98864.538385 + Penalty 3178.630280 = -95685.908105 nChanged 0 SP:Iteration 11F (19319.770000 sec): 3 clusters Score: Raw -98866.159200 + Penalty 3178.630280 = -95687.528920 nChanged 1 SP:Iteration 12Q (19319.960000 sec): 3 clusters Score: Raw -98873.842898 + Penalty 3178.630280 = -95695.212618 nChanged 2 SP:Iteration 13Q (19320.130000 sec): 3 clusters Score: Raw -98877.309072 + Penalty 3178.630280 = -95698.678792 nChanged 2 SP:Iteration 14Q (19320.280000 sec): 3 clusters Score: Raw -98881.651078 + Penalty 3178.630280 = -95703.020798 nChanged 1 SP:Iteration 15Q (19320.440000 sec): 3 clusters Score: Raw -98882.609973 + Penalty 3178.630280 = -95703.979692 nChanged 1 SP:Iteration 16Q (19320.630000 sec): 3 clusters Score: Raw -98883.322826 + Penalty 3178.630280 = -95704.692545 nChanged 0 SP:Iteration 17F (19320.760000 sec): 3 clusters Score: Raw -98883.322826 + Penalty 3178.630280 = -95704.692545 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (173687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19321.590000 sec): 2 clusters Score: Raw -31356342.213060 + Penalty 2992.122507 = -31353350.090554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19322.600000 sec): 3 clusters Score: Raw -31243227.322277 + Penalty 5984.245013 = -31237243.077264 nChanged 83044 SP:Iteration 1F (19323.650000 sec): 3 clusters Score: Raw -31291227.916931 + Penalty 5984.245013 = -31285243.671917 nChanged 4590 SP:Iteration 2Q (19324.810000 sec): 3 clusters Score: Raw -31292089.411809 + Penalty 5984.245013 = -31286105.166796 nChanged 4810 SP:Iteration 3Q (19325.950000 sec): 3 clusters Score: Raw -31293060.584177 + Penalty 5984.245013 = -31287076.339164 nChanged 5050 SP:Iteration 4Q (19327.180000 sec): 3 clusters Score: Raw -31294246.891556 + Penalty 5984.245013 = -31288262.646543 nChanged 5797 SP:Iteration 5Q (19328.220000 sec): 3 clusters Score: Raw -31295838.610030 + Penalty 5984.245013 = -31289854.365016 nChanged 6805 SP:Iteration 6Q (19329.300000 sec): 3 clusters Score: Raw -31298171.789507 + Penalty 5984.245013 = -31292187.544494 nChanged 8198 SP:Iteration 7Q (19330.440000 sec): 3 clusters Score: Raw -31301636.231146 + Penalty 5984.245013 = -31295651.986132 nChanged 9679 SP:Iteration 8F (19331.450000 sec): 3 clusters Score: Raw -31306630.212506 + Penalty 5984.245013 = -31300645.967492 nChanged 11181 SP:Iteration 9F (19332.500000 sec): 3 clusters Score: Raw -31313567.386735 + Penalty 5984.245013 = -31307583.141721 nChanged 12133 SP:Iteration 10F (19333.540000 sec): 3 clusters Score: Raw -31322392.035879 + Penalty 5984.245013 = -31316407.790866 nChanged 12210 SP:Iteration 11F (19334.660000 sec): 3 clusters Score: Raw -31332493.212825 + Penalty 5984.245013 = -31326508.967812 nChanged 10882 SP:Iteration 12F (19335.690000 sec): 3 clusters Score: Raw -31342259.444637 + Penalty 5984.245013 = -31336275.199624 nChanged 8003 SP:Iteration 13Q (19336.890000 sec): 3 clusters Score: Raw -31349612.413850 + Penalty 5984.245013 = -31343628.168837 nChanged 4683 SP:Iteration 14Q (19337.980000 sec): 3 clusters Score: Raw -31353821.328938 + Penalty 5984.245013 = -31347837.083924 nChanged 2140 SP:Iteration 15Q (19338.950000 sec): 3 clusters Score: Raw -31355604.371993 + Penalty 5984.245013 = -31349620.126980 nChanged 902 SP:Iteration 16Q (19340.040000 sec): 3 clusters Score: Raw -31356280.938218 + Penalty 5984.245013 = -31350296.693204 nChanged 390 SP:Iteration 17Q (19341.070000 sec): 3 clusters Score: Raw -31356551.498739 + Penalty 5984.245013 = -31350567.253725 nChanged 199 SP:Iteration 18Q (19342.050000 sec): 3 clusters Score: Raw -31356688.878548 + Penalty 5984.245013 = -31350704.633535 nChanged 118 SP:Iteration 19Q (19343.110000 sec): 3 clusters Score: Raw -31356758.724554 + Penalty 5984.245013 = -31350774.479540 nChanged 67 SP:Iteration 20F (19344.150000 sec): 3 clusters Score: Raw -31356795.993415 + Penalty 5984.245013 = -31350811.748402 nChanged 43 SP:Iteration 21Q (19345.080000 sec): 3 clusters Score: Raw -31356818.611778 + Penalty 5984.245013 = -31350834.366764 nChanged 33 SP:Iteration 22Q (19345.890000 sec): 3 clusters Score: Raw -31356834.836925 + Penalty 5984.245013 = -31350850.591911 nChanged 23 SP:Iteration 23Q (19346.810000 sec): 3 clusters Score: Raw -31356847.233909 + Penalty 5984.245013 = -31350862.988896 nChanged 19 SP:Iteration 24Q (19347.670000 sec): 3 clusters Score: Raw -31356856.283841 + Penalty 5984.245013 = -31350872.038828 nChanged 16 SP:Iteration 25Q (19348.510000 sec): 3 clusters Score: Raw -31356863.219170 + Penalty 5984.245013 = -31350878.974156 nChanged 13 SP:Iteration 26Q (19349.350000 sec): 3 clusters Score: Raw -31356869.611498 + Penalty 5984.245013 = -31350885.366484 nChanged 11 SP:Iteration 27Q (19350.190000 sec): 3 clusters Score: Raw -31356875.648024 + Penalty 5984.245013 = -31350891.403011 nChanged 13 SP:Iteration 28Q (19351.060000 sec): 3 clusters Score: Raw -31356882.189480 + Penalty 5984.245013 = -31350897.944467 nChanged 9 SP:Iteration 29Q (19351.900000 sec): 3 clusters Score: Raw -31356887.100863 + Penalty 5984.245013 = -31350902.855849 nChanged 7 SP:Iteration 30Q (19352.780000 sec): 3 clusters Score: Raw -31356891.527617 + Penalty 5984.245013 = -31350907.282603 nChanged 7 SP:Iteration 31Q (19353.610000 sec): 3 clusters Score: Raw -31356894.989898 + Penalty 5984.245013 = -31350910.744884 nChanged 6 SP:Iteration 32Q (19354.440000 sec): 3 clusters Score: Raw -31356898.389070 + Penalty 5984.245013 = -31350914.144057 nChanged 4 SP:Iteration 33Q (19355.320000 sec): 3 clusters Score: Raw -31356900.757933 + Penalty 5984.245013 = -31350916.512920 nChanged 4 SP:Iteration 34Q (19356.180000 sec): 3 clusters Score: Raw -31356902.467886 + Penalty 5984.245013 = -31350918.222872 nChanged 1 SP:Iteration 35Q (19357.040000 sec): 3 clusters Score: Raw -31356902.908508 + Penalty 5984.245013 = -31350918.663495 nChanged 0 SP:Iteration 36F (19358.000000 sec): 3 clusters Score: Raw -31356902.908508 + Penalty 5984.245013 = -31350918.663495 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (48052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19358.300000 sec): 2 clusters Score: Raw -8871260.171042 + Penalty 2673.449681 = -8868586.721361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19358.700000 sec): 3 clusters Score: Raw -8841433.957617 + Penalty 5346.899362 = -8836087.058254 nChanged 22212 SP:Iteration 1F (19359.100000 sec): 3 clusters Score: Raw -8853507.401661 + Penalty 5346.899362 = -8848160.502298 nChanged 1872 SP:Iteration 2Q (19359.520000 sec): 3 clusters Score: Raw -8853991.819528 + Penalty 5346.899362 = -8848644.920165 nChanged 1817 SP:Iteration 3Q (19359.940000 sec): 3 clusters Score: Raw -8854555.782596 + Penalty 5346.899362 = -8849208.883234 nChanged 1961 SP:Iteration 4Q (19360.380000 sec): 3 clusters Score: Raw -8855275.039178 + Penalty 5346.899362 = -8849928.139815 nChanged 2382 SP:Iteration 5Q (19360.800000 sec): 3 clusters Score: Raw -8856417.709136 + Penalty 5346.899362 = -8851070.809774 nChanged 2997 SP:Iteration 6F (19361.190000 sec): 3 clusters Score: Raw -8858262.521061 + Penalty 5346.899362 = -8852915.621699 nChanged 3696 SP:Iteration 7F (19361.610000 sec): 3 clusters Score: Raw -8861086.654553 + Penalty 5346.899362 = -8855739.755191 nChanged 3901 SP:Iteration 8F (19362.010000 sec): 3 clusters Score: Raw -8864587.849739 + Penalty 5346.899362 = -8859240.950377 nChanged 3397 SP:Iteration 9F (19362.400000 sec): 3 clusters Score: Raw -8867880.190858 + Penalty 5346.899362 = -8862533.291495 nChanged 2109 SP:Iteration 10Q (19362.880000 sec): 3 clusters Score: Raw -8869935.524935 + Penalty 5346.899362 = -8864588.625572 nChanged 952 SP:Iteration 11Q (19363.290000 sec): 3 clusters Score: Raw -8870883.529926 + Penalty 5346.899362 = -8865536.630564 nChanged 339 SP:Iteration 12Q (19363.690000 sec): 3 clusters Score: Raw -8871277.615547 + Penalty 5346.899362 = -8865930.716185 nChanged 96 SP:Iteration 13Q (19364.020000 sec): 3 clusters Score: Raw -8871420.067111 + Penalty 5346.899362 = -8866073.167748 nChanged 40 SP:Iteration 14Q (19364.410000 sec): 3 clusters Score: Raw -8871479.387704 + Penalty 5346.899362 = -8866132.488342 nChanged 11 SP:Iteration 15Q (19364.730000 sec): 3 clusters Score: Raw -8871499.533679 + Penalty 5346.899362 = -8866152.634317 nChanged 8 SP:Iteration 16Q (19365.080000 sec): 3 clusters Score: Raw -8871512.582974 + Penalty 5346.899362 = -8866165.683612 nChanged 10 SP:Iteration 17Q (19365.490000 sec): 3 clusters Score: Raw -8871528.175806 + Penalty 5346.899362 = -8866181.276443 nChanged 6 SP:Iteration 18Q (19365.850000 sec): 3 clusters Score: Raw -8871537.686771 + Penalty 5346.899362 = -8866190.787409 nChanged 7 SP:Iteration 19Q (19366.180000 sec): 3 clusters Score: Raw -8871550.268419 + Penalty 5346.899362 = -8866203.369057 nChanged 5 SP:Iteration 20F (19366.610000 sec): 3 clusters Score: Raw -8871556.070141 + Penalty 5346.899362 = -8866209.170779 nChanged 2 SP:Iteration 21Q (19366.990000 sec): 3 clusters Score: Raw -8871558.029173 + Penalty 5346.899362 = -8866211.129810 nChanged 1 SP:Iteration 22Q (19367.340000 sec): 3 clusters Score: Raw -8871559.894872 + Penalty 5346.899362 = -8866212.995510 nChanged 0 SP:Iteration 23F (19367.760000 sec): 3 clusters Score: Raw -8871559.894872 + Penalty 5346.899362 = -8866212.995510 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (29183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19368.000000 sec): 2 clusters Score: Raw -5045986.272322 + Penalty 2549.772723 = -5043436.499598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19368.350000 sec): 3 clusters Score: Raw -5028577.870183 + Penalty 5099.545447 = -5023478.324736 nChanged 13114 SP:Iteration 1F (19368.690000 sec): 3 clusters Score: Raw -5035644.050048 + Penalty 5099.545447 = -5030544.504601 nChanged 1426 SP:Iteration 2Q (19369.010000 sec): 3 clusters Score: Raw -5036136.090327 + Penalty 5099.545447 = -5031036.544880 nChanged 1276 SP:Iteration 3Q (19369.350000 sec): 3 clusters Score: Raw -5036609.476720 + Penalty 5099.545447 = -5031509.931273 nChanged 1288 SP:Iteration 4Q (19369.680000 sec): 3 clusters Score: Raw -5037153.807317 + Penalty 5099.545447 = -5032054.261870 nChanged 1327 SP:Iteration 5Q (19370.000000 sec): 3 clusters Score: Raw -5037802.886676 + Penalty 5099.545447 = -5032703.341229 nChanged 1462 SP:Iteration 6F (19370.330000 sec): 3 clusters Score: Raw -5038566.691249 + Penalty 5099.545447 = -5033467.145802 nChanged 1541 SP:Iteration 7F (19370.640000 sec): 3 clusters Score: Raw -5039371.434211 + Penalty 5099.545447 = -5034271.888764 nChanged 1604 SP:Iteration 8F (19370.950000 sec): 3 clusters Score: Raw -5040339.006570 + Penalty 5099.545447 = -5035239.461123 nChanged 1659 SP:Iteration 9F (19371.260000 sec): 3 clusters Score: Raw -5041526.440703 + Penalty 5099.545447 = -5036426.895257 nChanged 1683 SP:Iteration 10F (19371.590000 sec): 3 clusters Score: Raw -5042943.464946 + Penalty 5099.545447 = -5037843.919499 nChanged 1481 SP:Iteration 11F (19371.920000 sec): 3 clusters Score: Raw -5044259.903962 + Penalty 5099.545447 = -5039160.358515 nChanged 1154 SP:Iteration 12Q (19372.230000 sec): 3 clusters Score: Raw -5045295.085154 + Penalty 5099.545447 = -5040195.539707 nChanged 824 SP:Iteration 13Q (19372.540000 sec): 3 clusters Score: Raw -5045962.220812 + Penalty 5099.545447 = -5040862.675365 nChanged 579 SP:Iteration 14Q (19372.790000 sec): 3 clusters Score: Raw -5046375.086652 + Penalty 5099.545447 = -5041275.541205 nChanged 388 SP:Iteration 15Q (19373.120000 sec): 3 clusters Score: Raw -5046613.061169 + Penalty 5099.545447 = -5041513.515722 nChanged 308 SP:Iteration 16Q (19373.410000 sec): 3 clusters Score: Raw -5046783.701255 + Penalty 5099.545447 = -5041684.155808 nChanged 229 SP:Iteration 17Q (19373.670000 sec): 3 clusters Score: Raw -5046896.533911 + Penalty 5099.545447 = -5041796.988464 nChanged 200 SP:Iteration 18Q (19373.970000 sec): 3 clusters Score: Raw -5046978.389924 + Penalty 5099.545447 = -5041878.844477 nChanged 128 SP:Iteration 19Q (19374.290000 sec): 3 clusters Score: Raw -5047022.675284 + Penalty 5099.545447 = -5041923.129837 nChanged 106 SP:Iteration 20F (19374.570000 sec): 3 clusters Score: Raw -5047056.583759 + Penalty 5099.545447 = -5041957.038312 nChanged 87 SP:Iteration 21Q (19374.890000 sec): 3 clusters Score: Raw -5047082.515215 + Penalty 5099.545447 = -5041982.969768 nChanged 68 SP:Iteration 22Q (19375.210000 sec): 3 clusters Score: Raw -5047101.268204 + Penalty 5099.545447 = -5042001.722757 nChanged 57 SP:Iteration 23Q (19375.540000 sec): 3 clusters Score: Raw -5047115.578962 + Penalty 5099.545447 = -5042016.033515 nChanged 50 SP:Iteration 24Q (19375.850000 sec): 3 clusters Score: Raw -5047129.072975 + Penalty 5099.545447 = -5042029.527528 nChanged 40 SP:Iteration 25Q (19376.100000 sec): 3 clusters Score: Raw -5047140.100970 + Penalty 5099.545447 = -5042040.555523 nChanged 46 SP:Iteration 26Q (19376.390000 sec): 3 clusters Score: Raw -5047152.490222 + Penalty 5099.545447 = -5042052.944775 nChanged 34 SP:Iteration 27Q (19376.670000 sec): 3 clusters Score: Raw -5047162.371813 + Penalty 5099.545447 = -5042062.826366 nChanged 34 SP:Iteration 28Q (19376.990000 sec): 3 clusters Score: Raw -5047171.154311 + Penalty 5099.545447 = -5042071.608864 nChanged 32 SP:Iteration 29Q (19377.300000 sec): 3 clusters Score: Raw -5047179.174866 + Penalty 5099.545447 = -5042079.629419 nChanged 28 SP:Iteration 30Q (19377.620000 sec): 3 clusters Score: Raw -5047185.890853 + Penalty 5099.545447 = -5042086.345406 nChanged 16 SP:Iteration 31Q (19377.910000 sec): 3 clusters Score: Raw -5047190.273925 + Penalty 5099.545447 = -5042090.728478 nChanged 27 SP:Iteration 32Q (19378.210000 sec): 3 clusters Score: Raw -5047198.883114 + Penalty 5099.545447 = -5042099.337667 nChanged 24 SP:Iteration 33Q (19378.530000 sec): 3 clusters Score: Raw -5047204.560327 + Penalty 5099.545447 = -5042105.014880 nChanged 16 SP:Iteration 34Q (19378.830000 sec): 3 clusters Score: Raw -5047208.172443 + Penalty 5099.545447 = -5042108.626996 nChanged 10 SP:Iteration 35Q (19379.100000 sec): 3 clusters Score: Raw -5047210.104429 + Penalty 5099.545447 = -5042110.558982 nChanged 10 SP:Iteration 36Q (19379.410000 sec): 3 clusters Score: Raw -5047211.877628 + Penalty 5099.545447 = -5042112.332181 nChanged 10 SP:Iteration 37Q (19379.710000 sec): 3 clusters Score: Raw -5047214.449530 + Penalty 5099.545447 = -5042114.904084 nChanged 14 SP:Iteration 38Q (19379.990000 sec): 3 clusters Score: Raw -5047218.183522 + Penalty 5099.545447 = -5042118.638075 nChanged 9 SP:Iteration 39Q (19380.250000 sec): 3 clusters Score: Raw -5047220.215006 + Penalty 5099.545447 = -5042120.669559 nChanged 8 SP:Iteration 40F (19380.590000 sec): 3 clusters Score: Raw -5047221.474967 + Penalty 5099.545447 = -5042121.929520 nChanged 6 SP:Iteration 41Q (19380.890000 sec): 3 clusters Score: Raw -5047222.644477 + Penalty 5099.545447 = -5042123.099030 nChanged 5 SP:Iteration 42Q (19381.140000 sec): 3 clusters Score: Raw -5047223.629771 + Penalty 5099.545447 = -5042124.084324 nChanged 3 SP:Iteration 43Q (19381.460000 sec): 3 clusters Score: Raw -5047224.215254 + Penalty 5099.545447 = -5042124.669807 nChanged 3 SP:Iteration 44Q (19381.730000 sec): 3 clusters Score: Raw -5047224.712149 + Penalty 5099.545447 = -5042125.166702 nChanged 2 SP:Iteration 45Q (19382.060000 sec): 3 clusters Score: Raw -5047225.136017 + Penalty 5099.545447 = -5042125.590570 nChanged 0 SP:Iteration 46F (19382.370000 sec): 3 clusters Score: Raw -5047225.136017 + Penalty 5099.545447 = -5042125.590570 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19382.470000 sec): 2 clusters Score: Raw -38325.567086 + Penalty 1435.910122 = -36889.656964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19382.610000 sec): 3 clusters Score: Raw -38719.502096 + Penalty 2871.820245 = -35847.681851 nChanged 78 SP:Iteration 1F (19382.810000 sec): 3 clusters Score: Raw -38968.892699 + Penalty 2871.820245 = -36097.072455 nChanged 19 SP:Iteration 2F (19382.980000 sec): 3 clusters Score: Raw -39031.962294 + Penalty 2871.820245 = -36160.142049 nChanged 16 SP:Iteration 3Q (19383.150000 sec): 3 clusters Score: Raw -39085.343192 + Penalty 2871.820245 = -36213.522948 nChanged 13 SP:Iteration 4Q (19383.330000 sec): 3 clusters Score: Raw -39126.449517 + Penalty 2871.820245 = -36254.629273 nChanged 9 SP:Iteration 5Q (19383.510000 sec): 3 clusters Score: Raw -39155.546136 + Penalty 2871.820245 = -36283.725891 nChanged 4 SP:Iteration 6Q (19383.700000 sec): 3 clusters Score: Raw -39163.898606 + Penalty 2871.820245 = -36292.078362 nChanged 2 SP:Iteration 7Q (19383.860000 sec): 3 clusters Score: Raw -39168.030735 + Penalty 2871.820245 = -36296.210491 nChanged 3 SP:Iteration 8Q (19384.010000 sec): 3 clusters Score: Raw -39173.441985 + Penalty 2871.820245 = -36301.621741 nChanged 2 SP:Iteration 9Q (19384.230000 sec): 3 clusters Score: Raw -39177.069344 + Penalty 2871.820245 = -36305.249099 nChanged 2 SP:Iteration 10Q (19384.360000 sec): 3 clusters Score: Raw -39180.779576 + Penalty 2871.820245 = -36308.959332 nChanged 0 SP:Iteration 11F (19384.530000 sec): 3 clusters Score: Raw -39180.779576 + Penalty 2871.820245 = -36308.959332 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19384.660000 sec): 2 clusters Score: Raw -1193772.664906 + Penalty 2182.727099 = -1191589.937807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19384.880000 sec): 3 clusters Score: Raw -1190479.814677 + Penalty 4365.454198 = -1186114.360479 nChanged 2629 SP:Iteration 1F (19385.120000 sec): 3 clusters Score: Raw -1192166.983193 + Penalty 4365.454198 = -1187801.528995 nChanged 607 SP:Iteration 2F (19385.310000 sec): 3 clusters Score: Raw -1192641.268963 + Penalty 4365.454198 = -1188275.814765 nChanged 506 SP:Iteration 3F (19385.510000 sec): 3 clusters Score: Raw -1193094.613499 + Penalty 4365.454198 = -1188729.159301 nChanged 442 SP:Iteration 4F (19385.690000 sec): 3 clusters Score: Raw -1193480.290102 + Penalty 4365.454198 = -1189114.835904 nChanged 394 SP:Iteration 5F (19385.890000 sec): 3 clusters Score: Raw -1193794.936911 + Penalty 4365.454198 = -1189429.482713 nChanged 313 SP:Iteration 6Q (19386.110000 sec): 3 clusters Score: Raw -1194052.789516 + Penalty 4365.454198 = -1189687.335318 nChanged 259 SP:Iteration 7Q (19386.300000 sec): 3 clusters Score: Raw -1194218.398234 + Penalty 4365.454198 = -1189852.944035 nChanged 203 SP:Iteration 8Q (19386.540000 sec): 3 clusters Score: Raw -1194343.887827 + Penalty 4365.454198 = -1189978.433629 nChanged 150 SP:Iteration 9Q (19386.690000 sec): 3 clusters Score: Raw -1194423.052130 + Penalty 4365.454198 = -1190057.597931 nChanged 133 SP:Iteration 10Q (19386.870000 sec): 3 clusters Score: Raw -1194480.430651 + Penalty 4365.454198 = -1190114.976453 nChanged 98 SP:Iteration 11Q (19387.070000 sec): 3 clusters Score: Raw -1194522.119673 + Penalty 4365.454198 = -1190156.665474 nChanged 87 SP:Iteration 12Q (19387.250000 sec): 3 clusters Score: Raw -1194556.636370 + Penalty 4365.454198 = -1190191.182172 nChanged 71 SP:Iteration 13Q (19387.440000 sec): 3 clusters Score: Raw -1194583.072441 + Penalty 4365.454198 = -1190217.618243 nChanged 63 SP:Iteration 14Q (19387.670000 sec): 3 clusters Score: Raw -1194601.627291 + Penalty 4365.454198 = -1190236.173093 nChanged 58 SP:Iteration 15Q (19387.840000 sec): 3 clusters Score: Raw -1194619.793822 + Penalty 4365.454198 = -1190254.339624 nChanged 55 SP:Iteration 16Q (19388.090000 sec): 3 clusters Score: Raw -1194636.442223 + Penalty 4365.454198 = -1190270.988025 nChanged 49 SP:Iteration 17Q (19388.340000 sec): 3 clusters Score: Raw -1194650.420895 + Penalty 4365.454198 = -1190284.966697 nChanged 55 SP:Iteration 18Q (19388.650000 sec): 3 clusters Score: Raw -1194668.819593 + Penalty 4365.454198 = -1190303.365395 nChanged 68 SP:Iteration 19Q (19388.830000 sec): 3 clusters Score: Raw -1194693.948933 + Penalty 4365.454198 = -1190328.494735 nChanged 75 SP:Iteration 20F (19389.020000 sec): 3 clusters Score: Raw -1194718.717540 + Penalty 4365.454198 = -1190353.263342 nChanged 86 SP:Iteration 21Q (19389.250000 sec): 3 clusters Score: Raw -1194752.169320 + Penalty 4365.454198 = -1190386.715122 nChanged 97 SP:Iteration 22Q (19389.480000 sec): 3 clusters Score: Raw -1194789.006895 + Penalty 4365.454198 = -1190423.552697 nChanged 86 SP:Iteration 23Q (19389.690000 sec): 3 clusters Score: Raw -1194819.452947 + Penalty 4365.454198 = -1190453.998749 nChanged 77 SP:Iteration 24Q (19389.930000 sec): 3 clusters Score: Raw -1194843.940213 + Penalty 4365.454198 = -1190478.486015 nChanged 86 SP:Iteration 25Q (19390.120000 sec): 3 clusters Score: Raw -1194874.264721 + Penalty 4365.454198 = -1190508.810523 nChanged 82 SP:Iteration 26Q (19390.360000 sec): 3 clusters Score: Raw -1194898.623997 + Penalty 4365.454198 = -1190533.169799 nChanged 70 SP:Iteration 27Q (19390.600000 sec): 3 clusters Score: Raw -1194920.435502 + Penalty 4365.454198 = -1190554.981304 nChanged 63 SP:Iteration 28Q (19390.830000 sec): 3 clusters Score: Raw -1194938.545798 + Penalty 4365.454198 = -1190573.091600 nChanged 72 SP:Iteration 29Q (19391.030000 sec): 3 clusters Score: Raw -1194961.443045 + Penalty 4365.454198 = -1190595.988847 nChanged 64 SP:Iteration 30Q (19391.230000 sec): 3 clusters Score: Raw -1194983.819594 + Penalty 4365.454198 = -1190618.365396 nChanged 69 SP:Iteration 31Q (19391.450000 sec): 3 clusters Score: Raw -1195004.396542 + Penalty 4365.454198 = -1190638.942344 nChanged 68 SP:Iteration 32Q (19391.670000 sec): 3 clusters Score: Raw -1195024.007732 + Penalty 4365.454198 = -1190658.553534 nChanged 58 SP:Iteration 33Q (19391.840000 sec): 3 clusters Score: Raw -1195041.258883 + Penalty 4365.454198 = -1190675.804684 nChanged 54 SP:Iteration 34Q (19392.040000 sec): 3 clusters Score: Raw -1195057.041484 + Penalty 4365.454198 = -1190691.587286 nChanged 44 SP:Iteration 35Q (19392.250000 sec): 3 clusters Score: Raw -1195069.788128 + Penalty 4365.454198 = -1190704.333929 nChanged 41 SP:Iteration 36Q (19392.450000 sec): 3 clusters Score: Raw -1195082.726563 + Penalty 4365.454198 = -1190717.272365 nChanged 45 SP:Iteration 37Q (19392.670000 sec): 3 clusters Score: Raw -1195095.734553 + Penalty 4365.454198 = -1190730.280355 nChanged 27 SP:Iteration 38Q (19392.890000 sec): 3 clusters Score: Raw -1195101.085526 + Penalty 4365.454198 = -1190735.631328 nChanged 31 SP:Iteration 39Q (19393.080000 sec): 3 clusters Score: Raw -1195108.649716 + Penalty 4365.454198 = -1190743.195518 nChanged 38 SP:Iteration 40F (19393.290000 sec): 3 clusters Score: Raw -1195118.911013 + Penalty 4365.454198 = -1190753.456815 nChanged 35 SP:Iteration 41Q (19393.530000 sec): 3 clusters Score: Raw -1195126.672554 + Penalty 4365.454198 = -1190761.218356 nChanged 21 SP:Iteration 42Q (19393.690000 sec): 3 clusters Score: Raw -1195132.479274 + Penalty 4365.454198 = -1190767.025076 nChanged 19 SP:Iteration 43Q (19393.900000 sec): 3 clusters Score: Raw -1195139.095441 + Penalty 4365.454198 = -1190773.641243 nChanged 24 SP:Iteration 44Q (19394.120000 sec): 3 clusters Score: Raw -1195145.810282 + Penalty 4365.454198 = -1190780.356084 nChanged 22 SP:Iteration 45Q (19394.330000 sec): 3 clusters Score: Raw -1195150.372867 + Penalty 4365.454198 = -1190784.918669 nChanged 14 SP:Iteration 46Q (19394.500000 sec): 3 clusters Score: Raw -1195153.132143 + Penalty 4365.454198 = -1190787.677945 nChanged 15 SP:Iteration 47Q (19394.740000 sec): 3 clusters Score: Raw -1195156.398466 + Penalty 4365.454198 = -1190790.944268 nChanged 20 SP:Iteration 48Q (19394.940000 sec): 3 clusters Score: Raw -1195161.715829 + Penalty 4365.454198 = -1190796.261631 nChanged 32 SP:Iteration 49Q (19395.130000 sec): 3 clusters Score: Raw -1195171.468752 + Penalty 4365.454198 = -1190806.014554 nChanged 34 SP:Iteration 50Q (19395.380000 sec): 3 clusters Score: Raw -1195180.858073 + Penalty 4365.454198 = -1190815.403875 nChanged 33 SP:Iteration 51Q (19395.600000 sec): 3 clusters Score: Raw -1195189.498117 + Penalty 4365.454198 = -1190824.043919 nChanged 31 SP:Iteration 52Q (19395.750000 sec): 3 clusters Score: Raw -1195197.268817 + Penalty 4365.454198 = -1190831.814619 nChanged 27 SP:Iteration 53Q (19395.990000 sec): 3 clusters Score: Raw -1195203.958911 + Penalty 4365.454198 = -1190838.504713 nChanged 23 SP:Iteration 54Q (19396.200000 sec): 3 clusters Score: Raw -1195209.897736 + Penalty 4365.454198 = -1190844.443538 nChanged 21 SP:Iteration 55Q (19396.360000 sec): 3 clusters Score: Raw -1195214.626452 + Penalty 4365.454198 = -1190849.172254 nChanged 16 SP:Iteration 56Q (19396.590000 sec): 3 clusters Score: Raw -1195217.960730 + Penalty 4365.454198 = -1190852.506532 nChanged 9 SP:Iteration 57Q (19396.770000 sec): 3 clusters Score: Raw -1195219.567638 + Penalty 4365.454198 = -1190854.113439 nChanged 8 SP:Iteration 58Q (19397.010000 sec): 3 clusters Score: Raw -1195220.654704 + Penalty 4365.454198 = -1190855.200506 nChanged 7 SP:Iteration 59Q (19397.170000 sec): 3 clusters Score: Raw -1195222.241873 + Penalty 4365.454198 = -1190856.787675 nChanged 6 SP:Iteration 60F (19397.400000 sec): 3 clusters Score: Raw -1195223.257156 + Penalty 4365.454198 = -1190857.802958 nChanged 4 SP:Iteration 61Q (19397.600000 sec): 3 clusters Score: Raw -1195223.903952 + Penalty 4365.454198 = -1190858.449754 nChanged 2 SP:Iteration 62Q (19397.820000 sec): 3 clusters Score: Raw -1195224.316770 + Penalty 4365.454198 = -1190858.862572 nChanged 3 SP:Iteration 63Q (19398.020000 sec): 3 clusters Score: Raw -1195224.987358 + Penalty 4365.454198 = -1190859.533160 nChanged 6 SP:Iteration 64Q (19398.250000 sec): 3 clusters Score: Raw -1195225.968867 + Penalty 4365.454198 = -1190860.514669 nChanged 6 SP:Iteration 65Q (19398.460000 sec): 3 clusters Score: Raw -1195227.159867 + Penalty 4365.454198 = -1190861.705669 nChanged 6 SP:Iteration 66Q (19398.680000 sec): 3 clusters Score: Raw -1195228.431261 + Penalty 4365.454198 = -1190862.977063 nChanged 3 SP:Iteration 67Q (19398.900000 sec): 3 clusters Score: Raw -1195228.892837 + Penalty 4365.454198 = -1190863.438639 nChanged 4 SP:Iteration 68Q (19399.080000 sec): 3 clusters Score: Raw -1195230.005028 + Penalty 4365.454198 = -1190864.550830 nChanged 7 SP:Iteration 69Q (19399.310000 sec): 3 clusters Score: Raw -1195231.662001 + Penalty 4365.454198 = -1190866.207803 nChanged 9 SP:Iteration 70Q (19399.500000 sec): 3 clusters Score: Raw -1195233.909563 + Penalty 4365.454198 = -1190868.455365 nChanged 11 SP:Iteration 71Q (19399.720000 sec): 3 clusters Score: Raw -1195236.103132 + Penalty 4365.454198 = -1190870.648934 nChanged 11 SP:Iteration 72Q (19399.920000 sec): 3 clusters Score: Raw -1195238.324435 + Penalty 4365.454198 = -1190872.870237 nChanged 7 SP:Iteration 73Q (19400.110000 sec): 3 clusters Score: Raw -1195241.107441 + Penalty 4365.454198 = -1190875.653243 nChanged 8 SP:Iteration 74Q (19400.320000 sec): 3 clusters Score: Raw -1195242.582423 + Penalty 4365.454198 = -1190877.128225 nChanged 5 SP:Iteration 75Q (19400.490000 sec): 3 clusters Score: Raw -1195243.402326 + Penalty 4365.454198 = -1190877.948128 nChanged 2 SP:Iteration 76Q (19400.700000 sec): 3 clusters Score: Raw -1195243.733786 + Penalty 4365.454198 = -1190878.279588 nChanged 5 SP:Iteration 77Q (19400.890000 sec): 3 clusters Score: Raw -1195245.109075 + Penalty 4365.454198 = -1190879.654877 nChanged 7 SP:Iteration 78Q (19401.070000 sec): 3 clusters Score: Raw -1195246.734577 + Penalty 4365.454198 = -1190881.280379 nChanged 10 SP:Iteration 79Q (19401.260000 sec): 3 clusters Score: Raw -1195248.727028 + Penalty 4365.454198 = -1190883.272830 nChanged 5 SP:Iteration 80F (19401.490000 sec): 3 clusters Score: Raw -1195249.980102 + Penalty 4365.454198 = -1190884.525904 nChanged 7 SP:Iteration 81Q (19401.710000 sec): 3 clusters Score: Raw -1195251.880229 + Penalty 4365.454198 = -1190886.426031 nChanged 6 SP:Iteration 82Q (19401.920000 sec): 3 clusters Score: Raw -1195253.286247 + Penalty 4365.454198 = -1190887.832048 nChanged 5 SP:Iteration 83Q (19402.090000 sec): 3 clusters Score: Raw -1195254.515480 + Penalty 4365.454198 = -1190889.061282 nChanged 1 SP:Iteration 84Q (19402.290000 sec): 3 clusters Score: Raw -1195254.639711 + Penalty 4365.454198 = -1190889.185513 nChanged 0 SP:Iteration 85F (19402.520000 sec): 3 clusters Score: Raw -1195254.639711 + Penalty 4365.454198 = -1190889.185513 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 34 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19402.600000 sec): 2 clusters Score: Raw -167046.894482 + Penalty 1702.740987 = -165344.153495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19402.810000 sec): 3 clusters Score: Raw -166808.964281 + Penalty 3405.481973 = -163403.482308 nChanged 240 SP:Iteration 1F (19402.970000 sec): 3 clusters Score: Raw -167069.958128 + Penalty 3405.481973 = -163664.476155 nChanged 62 SP:Iteration 2F (19403.170000 sec): 3 clusters Score: Raw -167157.374821 + Penalty 3405.481973 = -163751.892848 nChanged 35 SP:Iteration 3Q (19403.360000 sec): 3 clusters Score: Raw -167200.673522 + Penalty 3405.481973 = -163795.191548 nChanged 16 SP:Iteration 4Q (19403.540000 sec): 3 clusters Score: Raw -167219.828307 + Penalty 3405.481973 = -163814.346333 nChanged 10 SP:Iteration 5Q (19403.690000 sec): 3 clusters Score: Raw -167238.172737 + Penalty 3405.481973 = -163832.690764 nChanged 9 SP:Iteration 6Q (19403.900000 sec): 3 clusters Score: Raw -167247.871498 + Penalty 3405.481973 = -163842.389524 nChanged 4 SP:Iteration 7Q (19404.020000 sec): 3 clusters Score: Raw -167251.453682 + Penalty 3405.481973 = -163845.971709 nChanged 2 SP:Iteration 8Q (19404.200000 sec): 3 clusters Score: Raw -167252.997532 + Penalty 3405.481973 = -163847.515559 nChanged 2 SP:Iteration 9Q (19404.360000 sec): 3 clusters Score: Raw -167256.758551 + Penalty 3405.481973 = -163851.276578 nChanged 2 SP:Iteration 10Q (19404.490000 sec): 3 clusters Score: Raw -167257.831394 + Penalty 3405.481973 = -163852.349421 nChanged 0 SP:Iteration 11F (19404.640000 sec): 3 clusters Score: Raw -167257.831394 + Penalty 3405.481973 = -163852.349421 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 35 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19404.720000 sec): 2 clusters Score: Raw -83062.509589 + Penalty 1555.205131 = -81507.304458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19404.940000 sec): 3 clusters Score: Raw -83083.065334 + Penalty 3110.410262 = -79972.655072 nChanged 101 SP:Iteration 1F (19405.120000 sec): 3 clusters Score: Raw -83305.835903 + Penalty 3110.410262 = -80195.425641 nChanged 25 SP:Iteration 2Q (19405.280000 sec): 3 clusters Score: Raw -83370.521607 + Penalty 3110.410262 = -80260.111345 nChanged 13 SP:Iteration 3Q (19405.440000 sec): 3 clusters Score: Raw -83416.749850 + Penalty 3110.410262 = -80306.339588 nChanged 10 SP:Iteration 4Q (19405.640000 sec): 3 clusters Score: Raw -83448.471057 + Penalty 3110.410262 = -80338.060795 nChanged 10 SP:Iteration 5Q (19405.780000 sec): 3 clusters Score: Raw -83483.779890 + Penalty 3110.410262 = -80373.369628 nChanged 9 SP:Iteration 6Q (19405.960000 sec): 3 clusters Score: Raw -83533.024832 + Penalty 3110.410262 = -80422.614570 nChanged 13 SP:Iteration 7Q (19406.120000 sec): 3 clusters Score: Raw -83625.738278 + Penalty 3110.410262 = -80515.328016 nChanged 17 SP:Iteration 8Q (19406.310000 sec): 3 clusters Score: Raw -83669.911600 + Penalty 3110.410262 = -80559.501338 nChanged 10 SP:Iteration 9Q (19406.480000 sec): 3 clusters Score: Raw -83708.478182 + Penalty 3110.410262 = -80598.067920 nChanged 14 SP:Iteration 10Q (19406.610000 sec): 3 clusters Score: Raw -83794.393968 + Penalty 3110.410262 = -80683.983705 nChanged 13 SP:Iteration 11Q (19406.800000 sec): 3 clusters Score: Raw -83848.619182 + Penalty 3110.410262 = -80738.208920 nChanged 11 SP:Iteration 12Q (19406.980000 sec): 3 clusters Score: Raw -83907.010105 + Penalty 3110.410262 = -80796.599843 nChanged 8 SP:Iteration 13Q (19407.170000 sec): 3 clusters Score: Raw -83937.951617 + Penalty 3110.410262 = -80827.541354 nChanged 10 SP:Iteration 14Q (19407.280000 sec): 3 clusters Score: Raw -83963.488751 + Penalty 3110.410262 = -80853.078489 nChanged 8 SP:Iteration 15Q (19407.410000 sec): 3 clusters Score: Raw -83988.423568 + Penalty 3110.410262 = -80878.013306 nChanged 5 SP:Iteration 16Q (19407.520000 sec): 3 clusters Score: Raw -84002.075171 + Penalty 3110.410262 = -80891.664909 nChanged 6 SP:Iteration 17Q (19407.720000 sec): 3 clusters Score: Raw -84028.998675 + Penalty 3110.410262 = -80918.588412 nChanged 7 SP:Iteration 18Q (19407.880000 sec): 3 clusters Score: Raw -84048.385059 + Penalty 3110.410262 = -80937.974797 nChanged 6 SP:Iteration 19Q (19407.980000 sec): 3 clusters Score: Raw -84068.871811 + Penalty 3110.410262 = -80958.461549 nChanged 2 SP:Iteration 20F (19408.160000 sec): 3 clusters Score: Raw -84072.967333 + Penalty 3110.410262 = -80962.557071 nChanged 3 SP:Iteration 21Q (19408.350000 sec): 3 clusters Score: Raw -84080.953736 + Penalty 3110.410262 = -80970.543474 nChanged 3 SP:Iteration 22Q (19408.470000 sec): 3 clusters Score: Raw -84086.546816 + Penalty 3110.410262 = -80976.136553 nChanged 2 SP:Iteration 23Q (19408.650000 sec): 3 clusters Score: Raw -84089.522041 + Penalty 3110.410262 = -80979.111779 nChanged 0 SP:Iteration 24F (19408.810000 sec): 3 clusters Score: Raw -84089.522041 + Penalty 3110.410262 = -80979.111779 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 36 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19408.950000 sec): 2 clusters Score: Raw -122585.094380 + Penalty 1637.778069 = -120947.316311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19409.080000 sec): 3 clusters Score: Raw -122496.532899 + Penalty 3275.556137 = -119220.976762 nChanged 178 SP:Iteration 1F (19409.280000 sec): 3 clusters Score: Raw -122803.387348 + Penalty 3275.556137 = -119527.831211 nChanged 49 SP:Iteration 2F (19409.450000 sec): 3 clusters Score: Raw -122934.898320 + Penalty 3275.556137 = -119659.342183 nChanged 40 SP:Iteration 3F (19409.650000 sec): 3 clusters Score: Raw -123127.615276 + Penalty 3275.556137 = -119852.059139 nChanged 48 SP:Iteration 4F (19409.800000 sec): 3 clusters Score: Raw -123358.561983 + Penalty 3275.556137 = -120083.005846 nChanged 34 SP:Iteration 5Q (19409.960000 sec): 3 clusters Score: Raw -123543.928694 + Penalty 3275.556137 = -120268.372557 nChanged 29 SP:Iteration 6Q (19410.080000 sec): 3 clusters Score: Raw -123659.296970 + Penalty 3275.556137 = -120383.740833 nChanged 23 SP:Iteration 7Q (19410.210000 sec): 3 clusters Score: Raw -123729.026039 + Penalty 3275.556137 = -120453.469902 nChanged 20 SP:Iteration 8Q (19410.340000 sec): 3 clusters Score: Raw -123800.622514 + Penalty 3275.556137 = -120525.066377 nChanged 22 SP:Iteration 9Q (19410.460000 sec): 3 clusters Score: Raw -123898.313362 + Penalty 3275.556137 = -120622.757225 nChanged 21 SP:Iteration 10Q (19410.590000 sec): 3 clusters Score: Raw -123984.286191 + Penalty 3275.556137 = -120708.730054 nChanged 15 SP:Iteration 11Q (19410.720000 sec): 3 clusters Score: Raw -124063.020026 + Penalty 3275.556137 = -120787.463889 nChanged 17 SP:Iteration 12Q (19410.850000 sec): 3 clusters Score: Raw -124180.519065 + Penalty 3275.556137 = -120904.962928 nChanged 9 SP:Iteration 13Q (19411.030000 sec): 3 clusters Score: Raw -124242.649584 + Penalty 3275.556137 = -120967.093447 nChanged 7 SP:Iteration 14Q (19411.250000 sec): 3 clusters Score: Raw -124258.627495 + Penalty 3275.556137 = -120983.071358 nChanged 1 SP:Iteration 15Q (19411.410000 sec): 3 clusters Score: Raw -124261.775074 + Penalty 3275.556137 = -120986.218937 nChanged 2 SP:Iteration 16Q (19411.590000 sec): 3 clusters Score: Raw -124265.500566 + Penalty 3275.556137 = -120989.944429 nChanged 0 SP:Iteration 17F (19411.680000 sec): 3 clusters Score: Raw -124265.500566 + Penalty 3275.556137 = -120989.944429 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 37 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19411.780000 sec): 2 clusters Score: Raw -353077.652826 + Penalty 1879.886976 = -351197.765850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19411.940000 sec): 3 clusters Score: Raw -352372.207083 + Penalty 3759.773951 = -348612.433131 nChanged 599 SP:Iteration 1F (19412.130000 sec): 3 clusters Score: Raw -352843.740799 + Penalty 3759.773951 = -349083.966848 nChanged 175 SP:Iteration 2F (19412.310000 sec): 3 clusters Score: Raw -353043.144223 + Penalty 3759.773951 = -349283.370271 nChanged 117 SP:Iteration 3F (19412.510000 sec): 3 clusters Score: Raw -353257.072032 + Penalty 3759.773951 = -349497.298081 nChanged 95 SP:Iteration 4Q (19412.680000 sec): 3 clusters Score: Raw -353514.190984 + Penalty 3759.773951 = -349754.417033 nChanged 105 SP:Iteration 5F (19412.870000 sec): 3 clusters Score: Raw -353694.249101 + Penalty 3759.773951 = -349934.475149 nChanged 94 SP:Iteration 6Q (19413.060000 sec): 3 clusters Score: Raw -353830.213887 + Penalty 3759.773951 = -350070.439936 nChanged 92 SP:Iteration 7Q (19413.240000 sec): 3 clusters Score: Raw -353967.901228 + Penalty 3759.773951 = -350208.127277 nChanged 74 SP:Iteration 8Q (19413.380000 sec): 3 clusters Score: Raw -354077.110516 + Penalty 3759.773951 = -350317.336565 nChanged 57 SP:Iteration 9Q (19413.550000 sec): 3 clusters Score: Raw -354151.652952 + Penalty 3759.773951 = -350391.879001 nChanged 49 SP:Iteration 10Q (19413.700000 sec): 3 clusters Score: Raw -354224.373816 + Penalty 3759.773951 = -350464.599865 nChanged 42 SP:Iteration 11Q (19413.870000 sec): 3 clusters Score: Raw -354286.630326 + Penalty 3759.773951 = -350526.856375 nChanged 29 SP:Iteration 12Q (19414.020000 sec): 3 clusters Score: Raw -354324.347598 + Penalty 3759.773951 = -350564.573646 nChanged 25 SP:Iteration 13Q (19414.180000 sec): 3 clusters Score: Raw -354361.165896 + Penalty 3759.773951 = -350601.391944 nChanged 30 SP:Iteration 14Q (19414.380000 sec): 3 clusters Score: Raw -354430.731388 + Penalty 3759.773951 = -350670.957436 nChanged 30 SP:Iteration 15Q (19414.550000 sec): 3 clusters Score: Raw -354497.387752 + Penalty 3759.773951 = -350737.613801 nChanged 30 SP:Iteration 16Q (19414.730000 sec): 3 clusters Score: Raw -354561.521234 + Penalty 3759.773951 = -350801.747283 nChanged 29 SP:Iteration 17Q (19414.920000 sec): 3 clusters Score: Raw -354613.457821 + Penalty 3759.773951 = -350853.683870 nChanged 25 SP:Iteration 18Q (19415.080000 sec): 3 clusters Score: Raw -354674.548380 + Penalty 3759.773951 = -350914.774429 nChanged 23 SP:Iteration 19Q (19415.280000 sec): 3 clusters Score: Raw -354755.948218 + Penalty 3759.773951 = -350996.174267 nChanged 19 SP:Iteration 20F (19415.420000 sec): 3 clusters Score: Raw -354816.404194 + Penalty 3759.773951 = -351056.630243 nChanged 10 SP:Iteration 21Q (19415.590000 sec): 3 clusters Score: Raw -354838.806244 + Penalty 3759.773951 = -351079.032293 nChanged 8 SP:Iteration 22Q (19415.790000 sec): 3 clusters Score: Raw -354853.057385 + Penalty 3759.773951 = -351093.283433 nChanged 5 SP:Iteration 23Q (19415.960000 sec): 3 clusters Score: Raw -354861.601496 + Penalty 3759.773951 = -351101.827545 nChanged 1 SP:Iteration 24Q (19416.100000 sec): 3 clusters Score: Raw -354864.010958 + Penalty 3759.773951 = -351104.237007 nChanged 0 SP:Iteration 25F (19416.290000 sec): 3 clusters Score: Raw -354864.010958 + Penalty 3759.773951 = -351104.237007 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 38 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19416.400000 sec): 2 clusters Score: Raw -10214.621367 + Penalty 1126.737106 = -9087.884261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19416.580000 sec): 3 clusters Score: Raw -10846.148750 + Penalty 2253.474212 = -8592.674538 nChanged 9 SP:Iteration 1F (19416.750000 sec): 3 clusters Score: Raw -10974.675317 + Penalty 2253.474212 = -8721.201105 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 39 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19416.810000 sec): 2 clusters Score: Raw -308059.053677 + Penalty 1850.771711 = -306208.281965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19417.000000 sec): 3 clusters Score: Raw -307464.464094 + Penalty 3701.543422 = -303762.920672 nChanged 537 SP:Iteration 1F (19417.160000 sec): 3 clusters Score: Raw -307955.775824 + Penalty 3701.543422 = -304254.232402 nChanged 157 SP:Iteration 2F (19417.330000 sec): 3 clusters Score: Raw -308134.311716 + Penalty 3701.543422 = -304432.768294 nChanged 96 SP:Iteration 3F (19417.510000 sec): 3 clusters Score: Raw -308255.366804 + Penalty 3701.543422 = -304553.823382 nChanged 80 SP:Iteration 4Q (19417.700000 sec): 3 clusters Score: Raw -308349.140878 + Penalty 3701.543422 = -304647.597455 nChanged 45 SP:Iteration 5Q (19417.840000 sec): 3 clusters Score: Raw -308393.701533 + Penalty 3701.543422 = -304692.158111 nChanged 28 SP:Iteration 6Q (19418.020000 sec): 3 clusters Score: Raw -308414.487183 + Penalty 3701.543422 = -304712.943761 nChanged 25 SP:Iteration 7Q (19418.180000 sec): 3 clusters Score: Raw -308433.617742 + Penalty 3701.543422 = -304732.074320 nChanged 14 SP:Iteration 8Q (19418.370000 sec): 3 clusters Score: Raw -308445.950959 + Penalty 3701.543422 = -304744.407536 nChanged 9 SP:Iteration 9Q (19418.530000 sec): 3 clusters Score: Raw -308452.884691 + Penalty 3701.543422 = -304751.341269 nChanged 8 SP:Iteration 10Q (19418.720000 sec): 3 clusters Score: Raw -308457.940372 + Penalty 3701.543422 = -304756.396950 nChanged 6 SP:Iteration 11Q (19418.920000 sec): 3 clusters Score: Raw -308461.363039 + Penalty 3701.543422 = -304759.819616 nChanged 4 SP:Iteration 12Q (19419.100000 sec): 3 clusters Score: Raw -308464.103886 + Penalty 3701.543422 = -304762.560464 nChanged 7 SP:Iteration 13Q (19419.250000 sec): 3 clusters Score: Raw -308469.113528 + Penalty 3701.543422 = -304767.570106 nChanged 4 SP:Iteration 14Q (19419.470000 sec): 3 clusters Score: Raw -308471.608847 + Penalty 3701.543422 = -304770.065425 nChanged 4 SP:Iteration 15Q (19419.620000 sec): 3 clusters Score: Raw -308474.507468 + Penalty 3701.543422 = -304772.964046 nChanged 6 SP:Iteration 16Q (19419.820000 sec): 3 clusters Score: Raw -308478.306071 + Penalty 3701.543422 = -304776.762649 nChanged 2 SP:Iteration 17Q (19420.000000 sec): 3 clusters Score: Raw -308479.063767 + Penalty 3701.543422 = -304777.520345 nChanged 2 SP:Iteration 18Q (19420.180000 sec): 3 clusters Score: Raw -308480.330252 + Penalty 3701.543422 = -304778.786829 nChanged 1 SP:Iteration 19Q (19420.350000 sec): 3 clusters Score: Raw -308480.732986 + Penalty 3701.543422 = -304779.189564 nChanged 0 SP:Iteration 20F (19420.530000 sec): 3 clusters Score: Raw -308480.732986 + Penalty 3701.543422 = -304779.189564 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 40 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19420.610000 sec): 2 clusters Score: Raw -190395.813648 + Penalty 1725.223270 = -188670.590378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19420.780000 sec): 3 clusters Score: Raw -190117.889286 + Penalty 3450.446540 = -186667.442746 nChanged 286 SP:Iteration 1F (19420.980000 sec): 3 clusters Score: Raw -190424.014823 + Penalty 3450.446540 = -186973.568283 nChanged 79 SP:Iteration 2F (19421.160000 sec): 3 clusters Score: Raw -190521.729992 + Penalty 3450.446540 = -187071.283452 nChanged 34 SP:Iteration 3Q (19421.260000 sec): 3 clusters Score: Raw -190561.908575 + Penalty 3450.446540 = -187111.462035 nChanged 16 SP:Iteration 4Q (19421.450000 sec): 3 clusters Score: Raw -190576.294111 + Penalty 3450.446540 = -187125.847572 nChanged 9 SP:Iteration 5Q (19421.620000 sec): 3 clusters Score: Raw -190584.545663 + Penalty 3450.446540 = -187134.099123 nChanged 10 SP:Iteration 6Q (19421.820000 sec): 3 clusters Score: Raw -190609.794553 + Penalty 3450.446540 = -187159.348013 nChanged 6 SP:Iteration 7Q (19422.010000 sec): 3 clusters Score: Raw -190616.532894 + Penalty 3450.446540 = -187166.086354 nChanged 8 SP:Iteration 8Q (19422.170000 sec): 3 clusters Score: Raw -190627.601214 + Penalty 3450.446540 = -187177.154674 nChanged 5 SP:Iteration 9Q (19422.320000 sec): 3 clusters Score: Raw -190633.007908 + Penalty 3450.446540 = -187182.561368 nChanged 5 SP:Iteration 10Q (19422.540000 sec): 3 clusters Score: Raw -190637.738032 + Penalty 3450.446540 = -187187.291492 nChanged 2 SP:Iteration 11Q (19422.720000 sec): 3 clusters Score: Raw -190639.449326 + Penalty 3450.446540 = -187189.002786 nChanged 2 SP:Iteration 12Q (19422.900000 sec): 3 clusters Score: Raw -190641.244604 + Penalty 3450.446540 = -187190.798064 nChanged 3 SP:Iteration 13Q (19423.070000 sec): 3 clusters Score: Raw -190644.856242 + Penalty 3450.446540 = -187194.409702 nChanged 2 SP:Iteration 14Q (19423.220000 sec): 3 clusters Score: Raw -190648.506884 + Penalty 3450.446540 = -187198.060344 nChanged 0 SP:Iteration 15F (19423.400000 sec): 3 clusters Score: Raw -190648.506884 + Penalty 3450.446540 = -187198.060344 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 41 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19423.500000 sec): 2 clusters Score: Raw -19732.950711 + Penalty 1321.313290 = -18411.637421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19423.630000 sec): 3 clusters Score: Raw -20077.897923 + Penalty 2642.626580 = -17435.271343 nChanged 33 SP:Iteration 1F (19423.750000 sec): 3 clusters Score: Raw -20208.798728 + Penalty 2642.626580 = -17566.172148 nChanged 12 SP:Iteration 2F (19423.930000 sec): 3 clusters Score: Raw -20270.180251 + Penalty 2642.626580 = -17627.553671 nChanged 7 SP:Iteration 3Q (19424.100000 sec): 3 clusters Score: Raw -20318.035306 + Penalty 2642.626580 = -17675.408726 nChanged 7 SP:Iteration 4Q (19424.300000 sec): 3 clusters Score: Raw -20401.129533 + Penalty 2642.626580 = -17758.502953 nChanged 7 SP:Iteration 5Q (19424.490000 sec): 3 clusters Score: Raw -20457.560624 + Penalty 2642.626580 = -17814.934044 nChanged 7 SP:Iteration 6Q (19424.660000 sec): 3 clusters Score: Raw -20543.198170 + Penalty 2642.626580 = -17900.571590 nChanged 4 SP:Iteration 7Q (19424.840000 sec): 3 clusters Score: Raw -20561.412821 + Penalty 2642.626580 = -17918.786241 nChanged 1 SP:Iteration 8Q (19424.980000 sec): 3 clusters Score: Raw -20597.802419 + Penalty 2642.626580 = -17955.175839 nChanged 1 SP:Iteration 9Q (19425.140000 sec): 3 clusters Score: Raw -20601.125243 + Penalty 2642.626580 = -17958.498663 nChanged 0 SP:Iteration 10F (19425.360000 sec): 3 clusters Score: Raw -20603.754400 + Penalty 2642.626580 = -17961.127820 nChanged 2 SP:Iteration 11Q (19425.500000 sec): 3 clusters Score: Raw -20690.191943 + Penalty 2642.626580 = -18047.565363 nChanged 2 SP:Iteration 12Q (19425.670000 sec): 3 clusters Score: Raw -20730.387402 + Penalty 2642.626580 = -18087.760822 nChanged 1 SP:Iteration 13Q (19425.830000 sec): 3 clusters Score: Raw -20737.785074 + Penalty 2642.626580 = -18095.158494 nChanged 0 SP:Iteration 14F (19426.020000 sec): 3 clusters Score: Raw -20737.785074 + Penalty 2642.626580 = -18095.158494 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 42 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19426.140000 sec): 2 clusters Score: Raw -264813.124270 + Penalty 1825.147974 = -262987.976296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19426.300000 sec): 3 clusters Score: Raw -264308.699419 + Penalty 3650.295949 = -260658.403470 nChanged 475 SP:Iteration 1F (19426.500000 sec): 3 clusters Score: Raw -264723.997616 + Penalty 3650.295949 = -261073.701667 nChanged 118 SP:Iteration 2F (19426.640000 sec): 3 clusters Score: Raw -264851.645293 + Penalty 3650.295949 = -261201.349344 nChanged 71 SP:Iteration 3Q (19426.830000 sec): 3 clusters Score: Raw -264942.187996 + Penalty 3650.295949 = -261291.892047 nChanged 68 SP:Iteration 4Q (19427.000000 sec): 3 clusters Score: Raw -265051.860003 + Penalty 3650.295949 = -261401.564054 nChanged 77 SP:Iteration 5Q (19427.220000 sec): 3 clusters Score: Raw -265169.995391 + Penalty 3650.295949 = -261519.699442 nChanged 59 SP:Iteration 6Q (19427.430000 sec): 3 clusters Score: Raw -265254.296269 + Penalty 3650.295949 = -261604.000320 nChanged 47 SP:Iteration 7Q (19427.600000 sec): 3 clusters Score: Raw -265318.771115 + Penalty 3650.295949 = -261668.475166 nChanged 49 SP:Iteration 8Q (19427.770000 sec): 3 clusters Score: Raw -265389.358009 + Penalty 3650.295949 = -261739.062061 nChanged 40 SP:Iteration 9Q (19427.950000 sec): 3 clusters Score: Raw -265449.216705 + Penalty 3650.295949 = -261798.920757 nChanged 54 SP:Iteration 10Q (19428.160000 sec): 3 clusters Score: Raw -265544.720819 + Penalty 3650.295949 = -261894.424871 nChanged 51 SP:Iteration 11Q (19428.310000 sec): 3 clusters Score: Raw -265645.133774 + Penalty 3650.295949 = -261994.837826 nChanged 43 SP:Iteration 12Q (19428.500000 sec): 3 clusters Score: Raw -265756.140104 + Penalty 3650.295949 = -262105.844156 nChanged 45 SP:Iteration 13Q (19428.670000 sec): 3 clusters Score: Raw -265884.294405 + Penalty 3650.295949 = -262233.998456 nChanged 42 SP:Iteration 14Q (19428.870000 sec): 3 clusters Score: Raw -265968.881357 + Penalty 3650.295949 = -262318.585408 nChanged 38 SP:Iteration 15Q (19429.010000 sec): 3 clusters Score: Raw -266022.037062 + Penalty 3650.295949 = -262371.741114 nChanged 22 SP:Iteration 16Q (19429.200000 sec): 3 clusters Score: Raw -266063.515981 + Penalty 3650.295949 = -262413.220033 nChanged 20 SP:Iteration 17Q (19429.410000 sec): 3 clusters Score: Raw -266109.156974 + Penalty 3650.295949 = -262458.861026 nChanged 29 SP:Iteration 18Q (19429.580000 sec): 3 clusters Score: Raw -266186.392704 + Penalty 3650.295949 = -262536.096755 nChanged 31 SP:Iteration 19Q (19429.720000 sec): 3 clusters Score: Raw -266286.468855 + Penalty 3650.295949 = -262636.172906 nChanged 37 SP:Iteration 20F (19429.900000 sec): 3 clusters Score: Raw -266395.615192 + Penalty 3650.295949 = -262745.319244 nChanged 27 SP:Iteration 21Q (19430.140000 sec): 3 clusters Score: Raw -266465.887932 + Penalty 3650.295949 = -262815.591984 nChanged 24 SP:Iteration 22Q (19430.330000 sec): 3 clusters Score: Raw -266529.270117 + Penalty 3650.295949 = -262878.974168 nChanged 16 SP:Iteration 23Q (19430.500000 sec): 3 clusters Score: Raw -266557.604990 + Penalty 3650.295949 = -262907.309042 nChanged 9 SP:Iteration 24Q (19430.660000 sec): 3 clusters Score: Raw -266569.048335 + Penalty 3650.295949 = -262918.752387 nChanged 6 SP:Iteration 25Q (19430.860000 sec): 3 clusters Score: Raw -266574.397903 + Penalty 3650.295949 = -262924.101954 nChanged 8 SP:Iteration 26Q (19431.000000 sec): 3 clusters Score: Raw -266582.893853 + Penalty 3650.295949 = -262932.597904 nChanged 11 SP:Iteration 27Q (19431.150000 sec): 3 clusters Score: Raw -266597.419074 + Penalty 3650.295949 = -262947.123125 nChanged 10 SP:Iteration 28Q (19431.350000 sec): 3 clusters Score: Raw -266612.545097 + Penalty 3650.295949 = -262962.249149 nChanged 9 SP:Iteration 29Q (19431.530000 sec): 3 clusters Score: Raw -266630.370698 + Penalty 3650.295949 = -262980.074750 nChanged 11 SP:Iteration 30Q (19431.700000 sec): 3 clusters Score: Raw -266658.669080 + Penalty 3650.295949 = -263008.373131 nChanged 16 SP:Iteration 31Q (19431.880000 sec): 3 clusters Score: Raw -266703.861414 + Penalty 3650.295949 = -263053.565465 nChanged 16 SP:Iteration 32Q (19432.060000 sec): 3 clusters Score: Raw -266743.362154 + Penalty 3650.295949 = -263093.066205 nChanged 19 SP:Iteration 33Q (19432.240000 sec): 3 clusters Score: Raw -266785.227607 + Penalty 3650.295949 = -263134.931658 nChanged 14 SP:Iteration 34Q (19432.410000 sec): 3 clusters Score: Raw -266806.986185 + Penalty 3650.295949 = -263156.690236 nChanged 9 SP:Iteration 35Q (19432.590000 sec): 3 clusters Score: Raw -266823.907578 + Penalty 3650.295949 = -263173.611630 nChanged 3 SP:Iteration 36Q (19432.780000 sec): 3 clusters Score: Raw -266829.715720 + Penalty 3650.295949 = -263179.419771 nChanged 3 SP:Iteration 37Q (19432.930000 sec): 3 clusters Score: Raw -266834.757493 + Penalty 3650.295949 = -263184.461544 nChanged 0 SP:Iteration 38F (19433.150000 sec): 3 clusters Score: Raw -266834.757493 + Penalty 3650.295949 = -263184.461544 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 43 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19433.210000 sec): 2 clusters Score: Raw -17866.715998 + Penalty 1280.866922 = -16585.849076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19433.410000 sec): 3 clusters Score: Raw -18238.398749 + Penalty 2561.733843 = -15676.664906 nChanged 22 SP:Iteration 1F (19433.590000 sec): 3 clusters Score: Raw -18344.088104 + Penalty 2561.733843 = -15782.354261 nChanged 5 SP:Iteration 2Q (19433.780000 sec): 3 clusters Score: Raw -18371.257286 + Penalty 2561.733843 = -15809.523443 nChanged 3 SP:Iteration 3Q (19433.890000 sec): 3 clusters Score: Raw -18381.502979 + Penalty 2561.733843 = -15819.769136 nChanged 2 SP:Iteration 4Q (19434.020000 sec): 3 clusters Score: Raw -18386.584567 + Penalty 2561.733843 = -15824.850724 nChanged 1 SP:Iteration 5Q (19434.210000 sec): 3 clusters Score: Raw -18387.300068 + Penalty 2561.733843 = -15825.566225 nChanged 1 SP:Iteration 6Q (19434.380000 sec): 3 clusters Score: Raw -18388.109932 + Penalty 2561.733843 = -15826.376089 nChanged 0 SP:Iteration 7F (19434.570000 sec): 3 clusters Score: Raw -18388.109932 + Penalty 2561.733843 = -15826.376089 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 44 (3267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19434.660000 sec): 2 clusters Score: Raw -586666.555921 + Penalty 2006.723598 = -584659.832323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19434.840000 sec): 3 clusters Score: Raw -585213.122542 + Penalty 4013.447196 = -581199.675346 nChanged 1211 SP:Iteration 1F (19435.050000 sec): 3 clusters Score: Raw -585984.586792 + Penalty 4013.447196 = -581971.139595 nChanged 282 SP:Iteration 2F (19435.240000 sec): 3 clusters Score: Raw -586208.060876 + Penalty 4013.447196 = -582194.613680 nChanged 176 SP:Iteration 3F (19435.440000 sec): 3 clusters Score: Raw -586334.869691 + Penalty 4013.447196 = -582321.422495 nChanged 136 SP:Iteration 4Q (19435.620000 sec): 3 clusters Score: Raw -586432.358151 + Penalty 4013.447196 = -582418.910955 nChanged 125 SP:Iteration 5Q (19435.810000 sec): 3 clusters Score: Raw -586510.567063 + Penalty 4013.447196 = -582497.119867 nChanged 95 SP:Iteration 6Q (19435.990000 sec): 3 clusters Score: Raw -586586.391505 + Penalty 4013.447196 = -582572.944309 nChanged 102 SP:Iteration 7Q (19436.200000 sec): 3 clusters Score: Raw -586674.841628 + Penalty 4013.447196 = -582661.394432 nChanged 114 SP:Iteration 8Q (19436.360000 sec): 3 clusters Score: Raw -586778.160686 + Penalty 4013.447196 = -582764.713490 nChanged 108 SP:Iteration 9Q (19436.590000 sec): 3 clusters Score: Raw -586877.764080 + Penalty 4013.447196 = -582864.316884 nChanged 88 SP:Iteration 10Q (19436.780000 sec): 3 clusters Score: Raw -586951.624539 + Penalty 4013.447196 = -582938.177343 nChanged 69 SP:Iteration 11Q (19436.960000 sec): 3 clusters Score: Raw -587013.725063 + Penalty 4013.447196 = -583000.277867 nChanged 58 SP:Iteration 12Q (19437.170000 sec): 3 clusters Score: Raw -587062.791684 + Penalty 4013.447196 = -583049.344488 nChanged 56 SP:Iteration 13Q (19437.330000 sec): 3 clusters Score: Raw -587122.897087 + Penalty 4013.447196 = -583109.449891 nChanged 50 SP:Iteration 14Q (19437.540000 sec): 3 clusters Score: Raw -587169.374594 + Penalty 4013.447196 = -583155.927398 nChanged 37 SP:Iteration 15Q (19437.730000 sec): 3 clusters Score: Raw -587202.313366 + Penalty 4013.447196 = -583188.866169 nChanged 50 SP:Iteration 16Q (19437.900000 sec): 3 clusters Score: Raw -587247.856628 + Penalty 4013.447196 = -583234.409432 nChanged 39 SP:Iteration 17Q (19438.090000 sec): 3 clusters Score: Raw -587282.109189 + Penalty 4013.447196 = -583268.661993 nChanged 44 SP:Iteration 18Q (19438.330000 sec): 3 clusters Score: Raw -587316.022344 + Penalty 4013.447196 = -583302.575148 nChanged 33 SP:Iteration 19Q (19438.480000 sec): 3 clusters Score: Raw -587339.831313 + Penalty 4013.447196 = -583326.384117 nChanged 22 SP:Iteration 20F (19438.710000 sec): 3 clusters Score: Raw -587353.124881 + Penalty 4013.447196 = -583339.677685 nChanged 10 SP:Iteration 21Q (19438.890000 sec): 3 clusters Score: Raw -587360.865652 + Penalty 4013.447196 = -583347.418456 nChanged 14 SP:Iteration 22Q (19439.060000 sec): 3 clusters Score: Raw -587368.223116 + Penalty 4013.447196 = -583354.775920 nChanged 12 SP:Iteration 23Q (19439.230000 sec): 3 clusters Score: Raw -587376.376399 + Penalty 4013.447196 = -583362.929203 nChanged 12 SP:Iteration 24Q (19439.390000 sec): 3 clusters Score: Raw -587383.839059 + Penalty 4013.447196 = -583370.391863 nChanged 10 SP:Iteration 25Q (19439.610000 sec): 3 clusters Score: Raw -587388.814522 + Penalty 4013.447196 = -583375.367326 nChanged 13 SP:Iteration 26Q (19439.770000 sec): 3 clusters Score: Raw -587400.030023 + Penalty 4013.447196 = -583386.582826 nChanged 12 SP:Iteration 27Q (19439.950000 sec): 3 clusters Score: Raw -587409.150634 + Penalty 4013.447196 = -583395.703437 nChanged 11 SP:Iteration 28Q (19440.130000 sec): 3 clusters Score: Raw -587414.410787 + Penalty 4013.447196 = -583400.963591 nChanged 7 SP:Iteration 29Q (19440.340000 sec): 3 clusters Score: Raw -587418.797630 + Penalty 4013.447196 = -583405.350433 nChanged 3 SP:Iteration 30Q (19440.550000 sec): 3 clusters Score: Raw -587420.517666 + Penalty 4013.447196 = -583407.070470 nChanged 3 SP:Iteration 31Q (19440.710000 sec): 3 clusters Score: Raw -587422.048433 + Penalty 4013.447196 = -583408.601237 nChanged 2 SP:Iteration 32Q (19440.910000 sec): 3 clusters Score: Raw -587423.473540 + Penalty 4013.447196 = -583410.026344 nChanged 2 SP:Iteration 33Q (19441.140000 sec): 3 clusters Score: Raw -587425.266319 + Penalty 4013.447196 = -583411.819123 nChanged 4 SP:Iteration 34Q (19441.290000 sec): 3 clusters Score: Raw -587427.797677 + Penalty 4013.447196 = -583414.350481 nChanged 5 SP:Iteration 35Q (19441.470000 sec): 3 clusters Score: Raw -587431.738834 + Penalty 4013.447196 = -583418.291638 nChanged 6 SP:Iteration 36Q (19441.670000 sec): 3 clusters Score: Raw -587434.852874 + Penalty 4013.447196 = -583421.405678 nChanged 2 SP:Iteration 37Q (19441.830000 sec): 3 clusters Score: Raw -587435.406668 + Penalty 4013.447196 = -583421.959472 nChanged 1 SP:Iteration 38Q (19442.020000 sec): 3 clusters Score: Raw -587435.699610 + Penalty 4013.447196 = -583422.252414 nChanged 2 SP:Iteration 39Q (19442.220000 sec): 3 clusters Score: Raw -587437.072022 + Penalty 4013.447196 = -583423.624826 nChanged 2 SP:Iteration 40F (19442.460000 sec): 3 clusters Score: Raw -587438.180625 + Penalty 4013.447196 = -583424.733429 nChanged 3 SP:Iteration 41Q (19442.650000 sec): 3 clusters Score: Raw -587439.282886 + Penalty 4013.447196 = -583425.835690 nChanged 1 SP:Iteration 42Q (19442.810000 sec): 3 clusters Score: Raw -587439.477987 + Penalty 4013.447196 = -583426.030791 nChanged 0 SP:Iteration 43F (19443.000000 sec): 3 clusters Score: Raw -587439.477987 + Penalty 4013.447196 = -583426.030791 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 45 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19443.090000 sec): 2 clusters Score: Raw -110903.709600 + Penalty 1631.654301 = -109272.055300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19443.280000 sec): 3 clusters Score: Raw -110862.285021 + Penalty 3263.308601 = -107598.976420 nChanged 171 SP:Iteration 1F (19443.460000 sec): 3 clusters Score: Raw -111195.941152 + Penalty 3263.308601 = -107932.632551 nChanged 59 SP:Iteration 2F (19443.640000 sec): 3 clusters Score: Raw -111343.809756 + Penalty 3263.308601 = -108080.501154 nChanged 42 SP:Iteration 3F (19443.840000 sec): 3 clusters Score: Raw -111459.481413 + Penalty 3263.308601 = -108196.172812 nChanged 43 SP:Iteration 4F (19444.010000 sec): 3 clusters Score: Raw -111622.727328 + Penalty 3263.308601 = -108359.418727 nChanged 40 SP:Iteration 5F (19444.180000 sec): 3 clusters Score: Raw -111832.754804 + Penalty 3263.308601 = -108569.446203 nChanged 31 SP:Iteration 6Q (19444.370000 sec): 3 clusters Score: Raw -111962.622586 + Penalty 3263.308601 = -108699.313985 nChanged 26 SP:Iteration 7Q (19444.520000 sec): 3 clusters Score: Raw -112098.352159 + Penalty 3263.308601 = -108835.043558 nChanged 15 SP:Iteration 8Q (19444.730000 sec): 3 clusters Score: Raw -112148.943708 + Penalty 3263.308601 = -108885.635107 nChanged 17 SP:Iteration 9Q (19444.890000 sec): 3 clusters Score: Raw -112212.671197 + Penalty 3263.308601 = -108949.362596 nChanged 12 SP:Iteration 10Q (19445.070000 sec): 3 clusters Score: Raw -112292.562318 + Penalty 3263.308601 = -109029.253716 nChanged 8 SP:Iteration 11Q (19445.240000 sec): 3 clusters Score: Raw -112332.099862 + Penalty 3263.308601 = -109068.791261 nChanged 7 SP:Iteration 12Q (19445.430000 sec): 3 clusters Score: Raw -112366.576077 + Penalty 3263.308601 = -109103.267475 nChanged 3 SP:Iteration 13Q (19445.570000 sec): 3 clusters Score: Raw -112377.212365 + Penalty 3263.308601 = -109113.903764 nChanged 5 SP:Iteration 14Q (19445.740000 sec): 3 clusters Score: Raw -112392.367069 + Penalty 3263.308601 = -109129.058468 nChanged 1 SP:Iteration 15Q (19445.920000 sec): 3 clusters Score: Raw -112393.320927 + Penalty 3263.308601 = -109130.012326 nChanged 0 SP:Iteration 16F (19446.100000 sec): 3 clusters Score: Raw -112393.320927 + Penalty 3263.308601 = -109130.012326 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 46 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19446.180000 sec): 2 clusters Score: Raw -82607.796819 + Penalty 1553.794701 = -81054.002118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19446.360000 sec): 3 clusters Score: Raw -82609.450487 + Penalty 3107.589402 = -79501.861085 nChanged 97 SP:Iteration 1F (19446.540000 sec): 3 clusters Score: Raw -82798.293368 + Penalty 3107.589402 = -79690.703966 nChanged 33 SP:Iteration 2F (19446.740000 sec): 3 clusters Score: Raw -82963.732803 + Penalty 3107.589402 = -79856.143402 nChanged 21 SP:Iteration 3Q (19446.920000 sec): 3 clusters Score: Raw -83135.478323 + Penalty 3107.589402 = -80027.888922 nChanged 21 SP:Iteration 4Q (19447.050000 sec): 3 clusters Score: Raw -83336.899548 + Penalty 3107.589402 = -80229.310146 nChanged 29 SP:Iteration 5F (19447.230000 sec): 3 clusters Score: Raw -83424.323671 + Penalty 3107.589402 = -80316.734269 nChanged 18 SP:Iteration 6Q (19447.430000 sec): 3 clusters Score: Raw -83489.143027 + Penalty 3107.589402 = -80381.553625 nChanged 9 SP:Iteration 7Q (19447.610000 sec): 3 clusters Score: Raw -83517.913670 + Penalty 3107.589402 = -80410.324268 nChanged 5 SP:Iteration 8Q (19447.810000 sec): 3 clusters Score: Raw -83529.033568 + Penalty 3107.589402 = -80421.444166 nChanged 3 SP:Iteration 9Q (19447.980000 sec): 3 clusters Score: Raw -83539.238318 + Penalty 3107.589402 = -80431.648916 nChanged 4 SP:Iteration 10Q (19448.150000 sec): 3 clusters Score: Raw -83556.563564 + Penalty 3107.589402 = -80448.974162 nChanged 2 SP:Iteration 11Q (19448.310000 sec): 3 clusters Score: Raw -83565.427135 + Penalty 3107.589402 = -80457.837734 nChanged 4 SP:Iteration 12Q (19448.520000 sec): 3 clusters Score: Raw -83588.812576 + Penalty 3107.589402 = -80481.223175 nChanged 5 SP:Iteration 13Q (19448.710000 sec): 3 clusters Score: Raw -83608.397026 + Penalty 3107.589402 = -80500.807624 nChanged 6 SP:Iteration 14Q (19448.870000 sec): 3 clusters Score: Raw -83636.790345 + Penalty 3107.589402 = -80529.200943 nChanged 6 SP:Iteration 15Q (19449.060000 sec): 3 clusters Score: Raw -83669.272875 + Penalty 3107.589402 = -80561.683474 nChanged 8 SP:Iteration 16Q (19449.230000 sec): 3 clusters Score: Raw -83692.120366 + Penalty 3107.589402 = -80584.530964 nChanged 4 SP:Iteration 17Q (19449.380000 sec): 3 clusters Score: Raw -83707.255515 + Penalty 3107.589402 = -80599.666114 nChanged 4 SP:Iteration 18Q (19449.590000 sec): 3 clusters Score: Raw -83715.207708 + Penalty 3107.589402 = -80607.618307 nChanged 1 SP:Iteration 19Q (19449.730000 sec): 3 clusters Score: Raw -83717.424433 + Penalty 3107.589402 = -80609.835032 nChanged 1 SP:Iteration 20F (19449.930000 sec): 3 clusters Score: Raw -83720.744888 + Penalty 3107.589402 = -80613.155486 nChanged 2 SP:Iteration 21Q (19450.120000 sec): 3 clusters Score: Raw -83733.613058 + Penalty 3107.589402 = -80626.023656 nChanged 4 SP:Iteration 22Q (19450.280000 sec): 3 clusters Score: Raw -83749.934249 + Penalty 3107.589402 = -80642.344847 nChanged 2 SP:Iteration 23Q (19450.440000 sec): 3 clusters Score: Raw -83755.576615 + Penalty 3107.589402 = -80647.987213 nChanged 1 SP:Iteration 24Q (19450.630000 sec): 3 clusters Score: Raw -83757.217700 + Penalty 3107.589402 = -80649.628298 nChanged 0 SP:Iteration 25F (19450.820000 sec): 3 clusters Score: Raw -83757.217700 + Penalty 3107.589402 = -80649.628298 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 47 (6525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19450.930000 sec): 2 clusters Score: Raw -1158259.846313 + Penalty 2178.282266 = -1156081.564048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19451.160000 sec): 3 clusters Score: Raw -1154941.699670 + Penalty 4356.564531 = -1150585.135138 nChanged 2580 SP:Iteration 1F (19451.370000 sec): 3 clusters Score: Raw -1156505.600466 + Penalty 4356.564531 = -1152149.035935 nChanged 529 SP:Iteration 2F (19451.570000 sec): 3 clusters Score: Raw -1156892.514712 + Penalty 4356.564531 = -1152535.950181 nChanged 417 SP:Iteration 3F (19451.750000 sec): 3 clusters Score: Raw -1157189.500161 + Penalty 4356.564531 = -1152832.935630 nChanged 341 SP:Iteration 4F (19452.020000 sec): 3 clusters Score: Raw -1157387.213930 + Penalty 4356.564531 = -1153030.649399 nChanged 264 SP:Iteration 5Q (19452.250000 sec): 3 clusters Score: Raw -1157527.968053 + Penalty 4356.564531 = -1153171.403522 nChanged 199 SP:Iteration 6Q (19452.400000 sec): 3 clusters Score: Raw -1157630.369276 + Penalty 4356.564531 = -1153273.804744 nChanged 190 SP:Iteration 7Q (19452.620000 sec): 3 clusters Score: Raw -1157728.413976 + Penalty 4356.564531 = -1153371.849444 nChanged 196 SP:Iteration 8Q (19452.850000 sec): 3 clusters Score: Raw -1157835.194009 + Penalty 4356.564531 = -1153478.629478 nChanged 188 SP:Iteration 9Q (19453.070000 sec): 3 clusters Score: Raw -1157934.135178 + Penalty 4356.564531 = -1153577.570647 nChanged 175 SP:Iteration 10Q (19453.220000 sec): 3 clusters Score: Raw -1158037.804298 + Penalty 4356.564531 = -1153681.239766 nChanged 187 SP:Iteration 11Q (19453.390000 sec): 3 clusters Score: Raw -1158156.729618 + Penalty 4356.564531 = -1153800.165086 nChanged 194 SP:Iteration 12Q (19453.590000 sec): 3 clusters Score: Raw -1158283.048373 + Penalty 4356.564531 = -1153926.483842 nChanged 180 SP:Iteration 13Q (19453.770000 sec): 3 clusters Score: Raw -1158406.197233 + Penalty 4356.564531 = -1154049.632702 nChanged 176 SP:Iteration 14Q (19454.040000 sec): 3 clusters Score: Raw -1158543.483459 + Penalty 4356.564531 = -1154186.918928 nChanged 155 SP:Iteration 15Q (19454.210000 sec): 3 clusters Score: Raw -1158654.745505 + Penalty 4356.564531 = -1154298.180974 nChanged 136 SP:Iteration 16Q (19454.420000 sec): 3 clusters Score: Raw -1158755.735198 + Penalty 4356.564531 = -1154399.170666 nChanged 107 SP:Iteration 17Q (19454.590000 sec): 3 clusters Score: Raw -1158846.926786 + Penalty 4356.564531 = -1154490.362255 nChanged 83 SP:Iteration 18Q (19454.770000 sec): 3 clusters Score: Raw -1158918.381855 + Penalty 4356.564531 = -1154561.817324 nChanged 64 SP:Iteration 19Q (19454.940000 sec): 3 clusters Score: Raw -1158985.667913 + Penalty 4356.564531 = -1154629.103382 nChanged 71 SP:Iteration 20F (19455.160000 sec): 3 clusters Score: Raw -1159080.580900 + Penalty 4356.564531 = -1154724.016369 nChanged 58 SP:Iteration 21Q (19455.410000 sec): 3 clusters Score: Raw -1159161.415358 + Penalty 4356.564531 = -1154804.850827 nChanged 46 SP:Iteration 22Q (19455.670000 sec): 3 clusters Score: Raw -1159214.556023 + Penalty 4356.564531 = -1154857.991491 nChanged 34 SP:Iteration 23Q (19455.860000 sec): 3 clusters Score: Raw -1159267.211032 + Penalty 4356.564531 = -1154910.646501 nChanged 31 SP:Iteration 24Q (19456.060000 sec): 3 clusters Score: Raw -1159307.464508 + Penalty 4356.564531 = -1154950.899977 nChanged 23 SP:Iteration 25Q (19456.280000 sec): 3 clusters Score: Raw -1159337.162468 + Penalty 4356.564531 = -1154980.597936 nChanged 14 SP:Iteration 26Q (19456.440000 sec): 3 clusters Score: Raw -1159358.644251 + Penalty 4356.564531 = -1155002.079720 nChanged 16 SP:Iteration 27Q (19456.660000 sec): 3 clusters Score: Raw -1159396.759736 + Penalty 4356.564531 = -1155040.195205 nChanged 16 SP:Iteration 28Q (19456.880000 sec): 3 clusters Score: Raw -1159424.493537 + Penalty 4356.564531 = -1155067.929006 nChanged 15 SP:Iteration 29Q (19457.070000 sec): 3 clusters Score: Raw -1159451.634030 + Penalty 4356.564531 = -1155095.069498 nChanged 13 SP:Iteration 30Q (19457.280000 sec): 3 clusters Score: Raw -1159472.468616 + Penalty 4356.564531 = -1155115.904084 nChanged 12 SP:Iteration 31Q (19457.460000 sec): 3 clusters Score: Raw -1159489.296945 + Penalty 4356.564531 = -1155132.732414 nChanged 3 SP:Iteration 32Q (19457.660000 sec): 3 clusters Score: Raw -1159494.197152 + Penalty 4356.564531 = -1155137.632621 nChanged 4 SP:Iteration 33Q (19457.830000 sec): 3 clusters Score: Raw -1159498.963333 + Penalty 4356.564531 = -1155142.398802 nChanged 2 SP:Iteration 34Q (19458.030000 sec): 3 clusters Score: Raw -1159499.783507 + Penalty 4356.564531 = -1155143.218976 nChanged 1 SP:Iteration 35Q (19458.240000 sec): 3 clusters Score: Raw -1159500.113694 + Penalty 4356.564531 = -1155143.549163 nChanged 0 SP:Iteration 36F (19458.450000 sec): 3 clusters Score: Raw -1159500.113694 + Penalty 4356.564531 = -1155143.549163 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 48 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19458.560000 sec): 2 clusters Score: Raw -36481.144716 + Penalty 1380.001061 = -35101.143655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19458.740000 sec): 3 clusters Score: Raw -36678.282220 + Penalty 2760.002122 = -33918.280098 nChanged 37 SP:Iteration 1F (19458.860000 sec): 3 clusters Score: Raw -36806.666720 + Penalty 2760.002122 = -34046.664598 nChanged 13 SP:Iteration 2Q (19459.040000 sec): 3 clusters Score: Raw -36863.374087 + Penalty 2760.002122 = -34103.371965 nChanged 7 SP:Iteration 3Q (19459.230000 sec): 3 clusters Score: Raw -36884.416243 + Penalty 2760.002122 = -34124.414121 nChanged 6 SP:Iteration 4Q (19459.420000 sec): 3 clusters Score: Raw -36901.409331 + Penalty 2760.002122 = -34141.407209 nChanged 2 SP:Iteration 5Q (19459.600000 sec): 3 clusters Score: Raw -36911.773128 + Penalty 2760.002122 = -34151.771006 nChanged 0 SP:Iteration 6F (19459.760000 sec): 3 clusters Score: Raw -36911.773128 + Penalty 2760.002122 = -34151.771006 nChanged 0 Iteration 179Q (19501.090000 sec): 52 clusters Score: Raw -140179713.940818 + Penalty 171545.637856 = -140008168.302962 nChanged 164 Iteration 180F (19587.550000 sec): 52 clusters Score: Raw -140180274.698337 + Penalty 171545.637856 = -140008729.060481 nChanged 140 Iteration 181Q (19625.210000 sec): 52 clusters Score: Raw -140180669.971847 + Penalty 171545.637856 = -140009124.333991 nChanged 109 Iteration 182Q (19670.390000 sec): 52 clusters Score: Raw -140180744.068214 + Penalty 171545.637856 = -140009198.430358 nChanged 100 Iteration 183Q (19713.010000 sec): 52 clusters Score: Raw -140180817.279677 + Penalty 171545.637856 = -140009271.641822 nChanged 71 Iteration 184Q (19756.050000 sec): 52 clusters Score: Raw -140180840.155811 + Penalty 171545.637856 = -140009294.517955 nChanged 64 Iteration 185Q (19792.970000 sec): 52 clusters Score: Raw -140180854.464595 + Penalty 171545.637856 = -140009308.826740 nChanged 65 Iteration 186Q (19833.750000 sec): 52 clusters Score: Raw -140180873.562313 + Penalty 171545.637856 = -140009327.924457 nChanged 76 Iteration 187Q (19877.850000 sec): 52 clusters Score: Raw -140180894.002761 + Penalty 171545.637856 = -140009348.364906 nChanged 60 Iteration 188Q (19922.420000 sec): 52 clusters Score: Raw -140180911.816521 + Penalty 171545.637856 = -140009366.178665 nChanged 53 Iteration 189Q (19962.610000 sec): 52 clusters Score: Raw -140180922.137834 + Penalty 171545.637856 = -140009376.499978 nChanged 55 Iteration 190Q (20004.220000 sec): 52 clusters Score: Raw -140180937.365400 + Penalty 171545.637856 = -140009391.727544 nChanged 56 Iteration 191Q (20043.990000 sec): 52 clusters Score: Raw -140180947.033292 + Penalty 171545.637856 = -140009401.395436 nChanged 60 Iteration 192Q (20085.700000 sec): 52 clusters Score: Raw -140180952.019967 + Penalty 171545.637856 = -140009406.382111 nChanged 47 Iteration 193Q (20121.640000 sec): 52 clusters Score: Raw -140180958.360404 + Penalty 171545.637856 = -140009412.722548 nChanged 40 Iteration 194Q (20159.300000 sec): 52 clusters Score: Raw -140180963.099475 + Penalty 171545.637856 = -140009417.461619 nChanged 56 Iteration 195Q (20194.510000 sec): 52 clusters Score: Raw -140180965.935676 + Penalty 171545.637856 = -140009420.297820 nChanged 45 Iteration 196Q (20229.490000 sec): 52 clusters Score: Raw -140180967.814848 + Penalty 171545.637856 = -140009422.176992 nChanged 47 Iteration 197Q (20260.080000 sec): 52 clusters Score: Raw -140180968.680563 + Penalty 171545.637856 = -140009423.042707 nChanged 32 Iteration 198Q (20296.120000 sec): 52 clusters Score: Raw -140180969.351361 + Penalty 171545.637856 = -140009423.713505 nChanged 29 Iteration 199Q (20331.850000 sec): 52 clusters Score: Raw -140180970.127955 + Penalty 171545.637856 = -140009424.490099 nChanged 27 Iteration 200F (20405.710000 sec): 52 clusters Score: Raw -140180981.767776 + Penalty 171545.637856 = -140009436.129920 nChanged 28 Iteration 201Q (20439.760000 sec): 52 clusters Score: Raw -140180988.738088 + Penalty 171545.637856 = -140009443.100232 nChanged 31 Iteration 202Q (20480.440000 sec): 52 clusters Score: Raw -140181000.407631 + Penalty 171545.637856 = -140009454.769775 nChanged 36 Iteration 203Q (20515.980000 sec): 52 clusters Score: Raw -140181014.940940 + Penalty 171545.637856 = -140009469.303084 nChanged 44 Iteration 204Q (20554.710000 sec): 52 clusters Score: Raw -140181033.949613 + Penalty 171545.637856 = -140009488.311757 nChanged 42 Iteration 205Q (20589.290000 sec): 52 clusters Score: Raw -140181036.101647 + Penalty 171545.637856 = -140009490.463791 nChanged 46 Iteration 206Q (20625.960000 sec): 52 clusters Score: Raw -140181046.544669 + Penalty 171545.637856 = -140009500.906813 nChanged 50 Iteration 207Q (20662.170000 sec): 52 clusters Score: Raw -140181047.898228 + Penalty 171545.637856 = -140009502.260373 nChanged 50 Iteration 208Q (20697.840000 sec): 52 clusters Score: Raw -140181049.098901 + Penalty 171545.637856 = -140009503.461045 nChanged 40 Iteration 209Q (20733.000000 sec): 52 clusters Score: Raw -140181050.097593 + Penalty 171545.637856 = -140009504.459737 nChanged 36 Iteration 210Q (20775.520000 sec): 52 clusters Score: Raw -140181052.150284 + Penalty 171545.637856 = -140009506.512428 nChanged 38 Iteration 211Q (20813.040000 sec): 52 clusters Score: Raw -140181053.956729 + Penalty 171545.637856 = -140009508.318873 nChanged 34 Iteration 212Q (20849.770000 sec): 52 clusters Score: Raw -140181055.686302 + Penalty 171545.637856 = -140009510.048446 nChanged 37 Iteration 213Q (20889.660000 sec): 52 clusters Score: Raw -140181057.317957 + Penalty 171545.637856 = -140009511.680101 nChanged 42 Iteration 214Q (20928.750000 sec): 52 clusters Score: Raw -140181058.818041 + Penalty 171545.637856 = -140009513.180185 nChanged 53 Iteration 215Q (20965.330000 sec): 52 clusters Score: Raw -140181060.742888 + Penalty 171545.637856 = -140009515.105032 nChanged 47 Iteration 216Q (21005.570000 sec): 52 clusters Score: Raw -140181062.848780 + Penalty 171545.637856 = -140009517.210924 nChanged 51 Iteration 217Q (21043.130000 sec): 52 clusters Score: Raw -140181065.000698 + Penalty 171545.637856 = -140009519.362842 nChanged 58 Iteration 218Q (21082.460000 sec): 52 clusters Score: Raw -140181067.084844 + Penalty 171545.637856 = -140009521.446988 nChanged 63 Writing temp clu file Because OldScore, -140009519.362842, is greater than current (better) Score,-140009521.446988 Compute initial score before splitting: Score: Raw -140181067.084844 + Penalty 171545.637856 = -140009521.446988 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21082.720000 sec): 2 clusters Score: Raw -22624.447947 + Penalty 1232.513698 = -21391.934249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21082.900000 sec): 3 clusters Score: Raw -22913.827457 + Penalty 2465.027397 = -20448.800061 nChanged 5 SP:Iteration 1Q (21083.080000 sec): 3 clusters Score: Raw -22948.127717 + Penalty 2465.027397 = -20483.100321 nChanged 0 SP:Iteration 2F (21083.320000 sec): 3 clusters Score: Raw -22948.127717 + Penalty 2465.027397 = -20483.100321 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 2 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21083.380000 sec): 2 clusters Score: Raw -107259.320011 + Penalty 1618.933564 = -105640.386447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21083.550000 sec): 3 clusters Score: Raw -107318.756837 + Penalty 3237.867127 = -104080.889710 nChanged 154 SP:Iteration 1F (21083.740000 sec): 3 clusters Score: Raw -107784.999738 + Penalty 3237.867127 = -104547.132611 nChanged 72 SP:Iteration 2F (21083.930000 sec): 3 clusters Score: Raw -108036.790663 + Penalty 3237.867127 = -104798.923536 nChanged 51 SP:Iteration 3F (21084.140000 sec): 3 clusters Score: Raw -108263.728741 + Penalty 3237.867127 = -105025.861614 nChanged 38 SP:Iteration 4F (21084.300000 sec): 3 clusters Score: Raw -108455.432084 + Penalty 3237.867127 = -105217.564957 nChanged 24 SP:Iteration 5Q (21084.480000 sec): 3 clusters Score: Raw -108550.629632 + Penalty 3237.867127 = -105312.762505 nChanged 13 SP:Iteration 6Q (21084.660000 sec): 3 clusters Score: Raw -108624.813063 + Penalty 3237.867127 = -105386.945935 nChanged 13 SP:Iteration 7Q (21084.800000 sec): 3 clusters Score: Raw -108669.423012 + Penalty 3237.867127 = -105431.555885 nChanged 8 SP:Iteration 8Q (21084.980000 sec): 3 clusters Score: Raw -108699.094303 + Penalty 3237.867127 = -105461.227176 nChanged 8 SP:Iteration 9Q (21085.190000 sec): 3 clusters Score: Raw -108760.080330 + Penalty 3237.867127 = -105522.213203 nChanged 10 SP:Iteration 10Q (21085.370000 sec): 3 clusters Score: Raw -108812.970571 + Penalty 3237.867127 = -105575.103444 nChanged 5 SP:Iteration 11Q (21085.520000 sec): 3 clusters Score: Raw -108837.747931 + Penalty 3237.867127 = -105599.880804 nChanged 3 SP:Iteration 12Q (21085.680000 sec): 3 clusters Score: Raw -108856.825647 + Penalty 3237.867127 = -105618.958520 nChanged 5 SP:Iteration 13Q (21085.840000 sec): 3 clusters Score: Raw -108886.364675 + Penalty 3237.867127 = -105648.497548 nChanged 3 SP:Iteration 14Q (21086.050000 sec): 3 clusters Score: Raw -108917.177784 + Penalty 3237.867127 = -105679.310657 nChanged 3 SP:Iteration 15Q (21086.210000 sec): 3 clusters Score: Raw -108973.570474 + Penalty 3237.867127 = -105735.703347 nChanged 4 SP:Iteration 16Q (21086.370000 sec): 3 clusters Score: Raw -109050.847331 + Penalty 3237.867127 = -105812.980204 nChanged 2 SP:Iteration 17Q (21086.560000 sec): 3 clusters Score: Raw -109058.338511 + Penalty 3237.867127 = -105820.471383 nChanged 2 SP:Iteration 18Q (21086.760000 sec): 3 clusters Score: Raw -109062.282799 + Penalty 3237.867127 = -105824.415672 nChanged 3 SP:Iteration 19Q (21086.920000 sec): 3 clusters Score: Raw -109073.966278 + Penalty 3237.867127 = -105836.099151 nChanged 2 SP:Iteration 20F (21087.130000 sec): 3 clusters Score: Raw -109079.802507 + Penalty 3237.867127 = -105841.935380 nChanged 2 SP:Iteration 21Q (21087.360000 sec): 3 clusters Score: Raw -109094.109798 + Penalty 3237.867127 = -105856.242671 nChanged 1 SP:Iteration 22Q (21087.510000 sec): 3 clusters Score: Raw -109095.527290 + Penalty 3237.867127 = -105857.660163 nChanged 0 SP:Iteration 23F (21087.660000 sec): 3 clusters Score: Raw -109095.527290 + Penalty 3237.867127 = -105857.660163 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21087.790000 sec): 2 clusters Score: Raw -140063.998021 + Penalty 1656.228844 = -138407.769177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21087.930000 sec): 3 clusters Score: Raw -139974.518641 + Penalty 3312.457689 = -136662.060952 nChanged 192 SP:Iteration 1F (21088.120000 sec): 3 clusters Score: Raw -140305.773846 + Penalty 3312.457689 = -136993.316157 nChanged 54 SP:Iteration 2F (21088.320000 sec): 3 clusters Score: Raw -140438.386494 + Penalty 3312.457689 = -137125.928805 nChanged 30 SP:Iteration 3Q (21088.480000 sec): 3 clusters Score: Raw -140509.106239 + Penalty 3312.457689 = -137196.648550 nChanged 24 SP:Iteration 4Q (21088.640000 sec): 3 clusters Score: Raw -140564.579372 + Penalty 3312.457689 = -137252.121683 nChanged 20 SP:Iteration 5Q (21088.840000 sec): 3 clusters Score: Raw -140603.251852 + Penalty 3312.457689 = -137290.794163 nChanged 18 SP:Iteration 6Q (21089.000000 sec): 3 clusters Score: Raw -140660.254728 + Penalty 3312.457689 = -137347.797039 nChanged 12 SP:Iteration 7Q (21089.210000 sec): 3 clusters Score: Raw -140685.065114 + Penalty 3312.457689 = -137372.607425 nChanged 2 SP:Iteration 8Q (21089.370000 sec): 3 clusters Score: Raw -140686.234105 + Penalty 3312.457689 = -137373.776416 nChanged 2 SP:Iteration 9Q (21089.560000 sec): 3 clusters Score: Raw -140691.050041 + Penalty 3312.457689 = -137378.592352 nChanged 1 SP:Iteration 10Q (21089.710000 sec): 3 clusters Score: Raw -140692.604479 + Penalty 3312.457689 = -137380.146790 nChanged 1 SP:Iteration 11Q (21089.910000 sec): 3 clusters Score: Raw -140693.863241 + Penalty 3312.457689 = -137381.405552 nChanged 2 SP:Iteration 12Q (21090.060000 sec): 3 clusters Score: Raw -140697.775411 + Penalty 3312.457689 = -137385.317723 nChanged 1 SP:Iteration 13Q (21090.280000 sec): 3 clusters Score: Raw -140699.203279 + Penalty 3312.457689 = -137386.745590 nChanged 0 SP:Iteration 14F (21090.430000 sec): 3 clusters Score: Raw -140699.203279 + Penalty 3312.457689 = -137386.745590 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (184630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21091.290000 sec): 2 clusters Score: Raw -35774852.732320 + Penalty 3007.275057 = -35771845.457263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21092.460000 sec): 3 clusters Score: Raw -35653972.365946 + Penalty 6014.550114 = -35647957.815831 nChanged 88704 SP:Iteration 1F (21093.570000 sec): 3 clusters Score: Raw -35705390.415803 + Penalty 6014.550114 = -35699375.865689 nChanged 5060 SP:Iteration 2Q (21094.730000 sec): 3 clusters Score: Raw -35706382.297027 + Penalty 6014.550114 = -35700367.746913 nChanged 5205 SP:Iteration 3Q (21095.960000 sec): 3 clusters Score: Raw -35707456.114115 + Penalty 6014.550114 = -35701441.564000 nChanged 5377 SP:Iteration 4Q (21097.280000 sec): 3 clusters Score: Raw -35708740.215179 + Penalty 6014.550114 = -35702725.665065 nChanged 5885 SP:Iteration 5Q (21098.630000 sec): 3 clusters Score: Raw -35710267.575668 + Penalty 6014.550114 = -35704253.025554 nChanged 6110 SP:Iteration 6Q (21099.920000 sec): 3 clusters Score: Raw -35712030.717410 + Penalty 6014.550114 = -35706016.167295 nChanged 6581 SP:Iteration 7Q (21101.190000 sec): 3 clusters Score: Raw -35714157.960625 + Penalty 6014.550114 = -35708143.410511 nChanged 7372 SP:Iteration 8Q (21102.380000 sec): 3 clusters Score: Raw -35716796.933928 + Penalty 6014.550114 = -35710782.383814 nChanged 7804 SP:Iteration 9Q (21103.530000 sec): 3 clusters Score: Raw -35719996.971604 + Penalty 6014.550114 = -35713982.421489 nChanged 8313 SP:Iteration 10Q (21104.770000 sec): 3 clusters Score: Raw -35723928.506689 + Penalty 6014.550114 = -35717913.956575 nChanged 8983 SP:Iteration 11Q (21105.980000 sec): 3 clusters Score: Raw -35728765.218541 + Penalty 6014.550114 = -35722750.668426 nChanged 9182 SP:Iteration 12Q (21107.240000 sec): 3 clusters Score: Raw -35734293.129942 + Penalty 6014.550114 = -35728278.579828 nChanged 8871 SP:Iteration 13Q (21108.300000 sec): 3 clusters Score: Raw -35738939.189165 + Penalty 6014.550114 = -35732924.639051 nChanged 7035 SP:Iteration 14Q (21109.490000 sec): 3 clusters Score: Raw -35741464.676337 + Penalty 6014.550114 = -35735450.126222 nChanged 4758 SP:Iteration 15Q (21110.800000 sec): 3 clusters Score: Raw -35742505.611234 + Penalty 6014.550114 = -35736491.061120 nChanged 2793 SP:Iteration 16Q (21112.150000 sec): 3 clusters Score: Raw -35742896.115142 + Penalty 6014.550114 = -35736881.565028 nChanged 1730 SP:Iteration 17Q (21113.470000 sec): 3 clusters Score: Raw -35743089.454780 + Penalty 6014.550114 = -35737074.904666 nChanged 1359 SP:Iteration 18Q (21114.670000 sec): 3 clusters Score: Raw -35743244.593992 + Penalty 6014.550114 = -35737230.043878 nChanged 1228 SP:Iteration 19Q (21115.950000 sec): 3 clusters Score: Raw -35743392.383251 + Penalty 6014.550114 = -35737377.833137 nChanged 1297 SP:Iteration 20F (21117.090000 sec): 3 clusters Score: Raw -35743554.939021 + Penalty 6014.550114 = -35737540.388907 nChanged 1341 SP:Iteration 21Q (21118.230000 sec): 3 clusters Score: Raw -35743727.573564 + Penalty 6014.550114 = -35737713.023450 nChanged 1353 SP:Iteration 22Q (21119.590000 sec): 3 clusters Score: Raw -35743905.383507 + Penalty 6014.550114 = -35737890.833393 nChanged 1485 SP:Iteration 23Q (21120.810000 sec): 3 clusters Score: Raw -35744117.076552 + Penalty 6014.550114 = -35738102.526438 nChanged 1584 SP:Iteration 24Q (21122.180000 sec): 3 clusters Score: Raw -35744358.613602 + Penalty 6014.550114 = -35738344.063488 nChanged 1672 SP:Iteration 25Q (21123.350000 sec): 3 clusters Score: Raw -35744619.489967 + Penalty 6014.550114 = -35738604.939852 nChanged 1802 SP:Iteration 26Q (21124.380000 sec): 3 clusters Score: Raw -35744921.489945 + Penalty 6014.550114 = -35738906.939831 nChanged 1937 SP:Iteration 27Q (21125.470000 sec): 3 clusters Score: Raw -35745264.376787 + Penalty 6014.550114 = -35739249.826673 nChanged 2072 SP:Iteration 28Q (21126.570000 sec): 3 clusters Score: Raw -35745653.887883 + Penalty 6014.550114 = -35739639.337769 nChanged 2273 SP:Iteration 29Q (21127.800000 sec): 3 clusters Score: Raw -35746108.608360 + Penalty 6014.550114 = -35740094.058246 nChanged 2463 SP:Iteration 30Q (21128.980000 sec): 3 clusters Score: Raw -35746648.637441 + Penalty 6014.550114 = -35740634.087327 nChanged 2627 SP:Iteration 31Q (21130.100000 sec): 3 clusters Score: Raw -35747246.254230 + Penalty 6014.550114 = -35741231.704116 nChanged 2796 SP:Iteration 32Q (21131.320000 sec): 3 clusters Score: Raw -35747939.262308 + Penalty 6014.550114 = -35741924.712194 nChanged 2971 SP:Iteration 33Q (21132.400000 sec): 3 clusters Score: Raw -35748743.898595 + Penalty 6014.550114 = -35742729.348481 nChanged 3247 SP:Iteration 34Q (21133.570000 sec): 3 clusters Score: Raw -35749711.131931 + Penalty 6014.550114 = -35743696.581817 nChanged 3485 SP:Iteration 35Q (21134.680000 sec): 3 clusters Score: Raw -35750885.830624 + Penalty 6014.550114 = -35744871.280510 nChanged 3854 SP:Iteration 36Q (21135.830000 sec): 3 clusters Score: Raw -35752352.412160 + Penalty 6014.550114 = -35746337.862045 nChanged 4045 SP:Iteration 37Q (21136.980000 sec): 3 clusters Score: Raw -35754019.834207 + Penalty 6014.550114 = -35748005.284092 nChanged 4079 SP:Iteration 38Q (21138.020000 sec): 3 clusters Score: Raw -35755857.425910 + Penalty 6014.550114 = -35749842.875796 nChanged 4085 SP:Iteration 39Q (21139.090000 sec): 3 clusters Score: Raw -35757858.805454 + Penalty 6014.550114 = -35751844.255340 nChanged 4129 SP:Iteration 40F (21140.190000 sec): 3 clusters Score: Raw -35760100.933088 + Penalty 6014.550114 = -35754086.382974 nChanged 4037 SP:Iteration 41Q (21141.330000 sec): 3 clusters Score: Raw -35762496.483402 + Penalty 6014.550114 = -35756481.933287 nChanged 3811 SP:Iteration 42Q (21142.340000 sec): 3 clusters Score: Raw -35764938.319093 + Penalty 6014.550114 = -35758923.768979 nChanged 3434 SP:Iteration 43Q (21143.480000 sec): 3 clusters Score: Raw -35767335.322069 + Penalty 6014.550114 = -35761320.771954 nChanged 3079 SP:Iteration 44Q (21144.570000 sec): 3 clusters Score: Raw -35769666.094990 + Penalty 6014.550114 = -35763651.544876 nChanged 2536 SP:Iteration 45Q (21145.680000 sec): 3 clusters Score: Raw -35771678.727019 + Penalty 6014.550114 = -35765664.176905 nChanged 1802 SP:Iteration 46Q (21146.750000 sec): 3 clusters Score: Raw -35773117.300169 + Penalty 6014.550114 = -35767102.750055 nChanged 1148 SP:Iteration 47Q (21147.690000 sec): 3 clusters Score: Raw -35774011.843007 + Penalty 6014.550114 = -35767997.292893 nChanged 637 SP:Iteration 48Q (21148.650000 sec): 3 clusters Score: Raw -35774519.451915 + Penalty 6014.550114 = -35768504.901801 nChanged 315 SP:Iteration 49Q (21149.660000 sec): 3 clusters Score: Raw -35774798.955461 + Penalty 6014.550114 = -35768784.405347 nChanged 170 SP:Iteration 50Q (21150.700000 sec): 3 clusters Score: Raw -35774948.639973 + Penalty 6014.550114 = -35768934.089859 nChanged 78 SP:Iteration 51Q (21151.650000 sec): 3 clusters Score: Raw -35775022.432386 + Penalty 6014.550114 = -35769007.882272 nChanged 55 SP:Iteration 52Q (21152.620000 sec): 3 clusters Score: Raw -35775069.375670 + Penalty 6014.550114 = -35769054.825556 nChanged 28 SP:Iteration 53Q (21153.770000 sec): 3 clusters Score: Raw -35775100.254535 + Penalty 6014.550114 = -35769085.704421 nChanged 20 SP:Iteration 54Q (21154.800000 sec): 3 clusters Score: Raw -35775123.232247 + Penalty 6014.550114 = -35769108.682132 nChanged 19 SP:Iteration 55Q (21155.870000 sec): 3 clusters Score: Raw -35775145.367455 + Penalty 6014.550114 = -35769130.817341 nChanged 16 SP:Iteration 56Q (21157.080000 sec): 3 clusters Score: Raw -35775162.688715 + Penalty 6014.550114 = -35769148.138601 nChanged 8 SP:Iteration 57Q (21158.070000 sec): 3 clusters Score: Raw -35775171.430253 + Penalty 6014.550114 = -35769156.880138 nChanged 7 SP:Iteration 58Q (21159.110000 sec): 3 clusters Score: Raw -35775180.158885 + Penalty 6014.550114 = -35769165.608771 nChanged 2 SP:Iteration 59Q (21160.170000 sec): 3 clusters Score: Raw -35775181.343309 + Penalty 6014.550114 = -35769166.793194 nChanged 4 SP:Iteration 60F (21161.270000 sec): 3 clusters Score: Raw -35775185.999610 + Penalty 6014.550114 = -35769171.449496 nChanged 5 SP:Iteration 61Q (21162.350000 sec): 3 clusters Score: Raw -35775191.969489 + Penalty 6014.550114 = -35769177.419375 nChanged 5 SP:Iteration 62Q (21163.350000 sec): 3 clusters Score: Raw -35775199.879605 + Penalty 6014.550114 = -35769185.329490 nChanged 1 SP:Iteration 63Q (21164.370000 sec): 3 clusters Score: Raw -35775200.931467 + Penalty 6014.550114 = -35769186.381353 nChanged 1 SP:Iteration 64Q (21165.320000 sec): 3 clusters Score: Raw -35775201.453796 + Penalty 6014.550114 = -35769186.903681 nChanged 0 SP:Iteration 65F (21166.400000 sec): 3 clusters Score: Raw -35775201.453796 + Penalty 6014.550114 = -35769186.903681 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21166.570000 sec): 2 clusters Score: Raw -55382.938939 + Penalty 1445.578513 = -53937.360425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21166.730000 sec): 3 clusters Score: Raw -55543.448946 + Penalty 2891.157026 = -52652.291919 nChanged 56 SP:Iteration 1F (21166.950000 sec): 3 clusters Score: Raw -55706.912880 + Penalty 2891.157026 = -52815.755854 nChanged 20 SP:Iteration 2F (21167.120000 sec): 3 clusters Score: Raw -55778.190291 + Penalty 2891.157026 = -52887.033265 nChanged 19 SP:Iteration 3F (21167.330000 sec): 3 clusters Score: Raw -55843.789068 + Penalty 2891.157026 = -52952.632041 nChanged 9 SP:Iteration 4Q (21167.510000 sec): 3 clusters Score: Raw -55886.978417 + Penalty 2891.157026 = -52995.821391 nChanged 5 SP:Iteration 5Q (21167.650000 sec): 3 clusters Score: Raw -55901.582954 + Penalty 2891.157026 = -53010.425927 nChanged 3 SP:Iteration 6Q (21167.890000 sec): 3 clusters Score: Raw -55910.051401 + Penalty 2891.157026 = -53018.894375 nChanged 1 SP:Iteration 7Q (21168.080000 sec): 3 clusters Score: Raw -55914.981266 + Penalty 2891.157026 = -53023.824240 nChanged 0 SP:Iteration 8F (21168.270000 sec): 3 clusters Score: Raw -55914.981266 + Penalty 2891.157026 = -53023.824240 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21168.350000 sec): 2 clusters Score: Raw -126030.591809 + Penalty 1615.648747 = -124414.943062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21168.550000 sec): 3 clusters Score: Raw -125965.127724 + Penalty 3231.297495 = -122733.830229 nChanged 147 SP:Iteration 1F (21168.730000 sec): 3 clusters Score: Raw -126170.264321 + Penalty 3231.297495 = -122938.966826 nChanged 36 SP:Iteration 2F (21168.900000 sec): 3 clusters Score: Raw -126223.325036 + Penalty 3231.297495 = -122992.027541 nChanged 17 SP:Iteration 3Q (21169.090000 sec): 3 clusters Score: Raw -126259.254067 + Penalty 3231.297495 = -123027.956572 nChanged 8 SP:Iteration 4Q (21169.250000 sec): 3 clusters Score: Raw -126272.120179 + Penalty 3231.297495 = -123040.822684 nChanged 3 SP:Iteration 5Q (21169.390000 sec): 3 clusters Score: Raw -126273.943964 + Penalty 3231.297495 = -123042.646470 nChanged 2 SP:Iteration 6Q (21169.520000 sec): 3 clusters Score: Raw -126276.572452 + Penalty 3231.297495 = -123045.274957 nChanged 2 SP:Iteration 7Q (21169.700000 sec): 3 clusters Score: Raw -126278.141768 + Penalty 3231.297495 = -123046.844274 nChanged 0 SP:Iteration 8F (21169.870000 sec): 3 clusters Score: Raw -126278.141768 + Penalty 3231.297495 = -123046.844274 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (8005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21170.030000 sec): 2 clusters Score: Raw -1421676.029888 + Penalty 2228.979763 = -1419447.050125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21170.270000 sec): 3 clusters Score: Raw -1417474.438357 + Penalty 4457.959526 = -1413016.478831 nChanged 3238 SP:Iteration 1F (21170.480000 sec): 3 clusters Score: Raw -1419223.538290 + Penalty 4457.959526 = -1414765.578764 nChanged 526 SP:Iteration 2F (21170.650000 sec): 3 clusters Score: Raw -1419476.509855 + Penalty 4457.959526 = -1415018.550329 nChanged 399 SP:Iteration 3Q (21170.850000 sec): 3 clusters Score: Raw -1419653.327978 + Penalty 4457.959526 = -1415195.368452 nChanged 321 SP:Iteration 4Q (21171.070000 sec): 3 clusters Score: Raw -1419795.647850 + Penalty 4457.959526 = -1415337.688324 nChanged 263 SP:Iteration 5Q (21171.270000 sec): 3 clusters Score: Raw -1419906.869851 + Penalty 4457.959526 = -1415448.910325 nChanged 219 SP:Iteration 6Q (21171.530000 sec): 3 clusters Score: Raw -1419988.084861 + Penalty 4457.959526 = -1415530.125335 nChanged 203 SP:Iteration 7Q (21171.730000 sec): 3 clusters Score: Raw -1420074.535430 + Penalty 4457.959526 = -1415616.575903 nChanged 200 SP:Iteration 8Q (21171.950000 sec): 3 clusters Score: Raw -1420145.258256 + Penalty 4457.959526 = -1415687.298729 nChanged 156 SP:Iteration 9Q (21172.140000 sec): 3 clusters Score: Raw -1420204.825876 + Penalty 4457.959526 = -1415746.866350 nChanged 155 SP:Iteration 10Q (21172.410000 sec): 3 clusters Score: Raw -1420268.723582 + Penalty 4457.959526 = -1415810.764056 nChanged 181 SP:Iteration 11Q (21172.650000 sec): 3 clusters Score: Raw -1420343.546007 + Penalty 4457.959526 = -1415885.586481 nChanged 183 SP:Iteration 12Q (21172.890000 sec): 3 clusters Score: Raw -1420427.150860 + Penalty 4457.959526 = -1415969.191334 nChanged 211 SP:Iteration 13Q (21173.140000 sec): 3 clusters Score: Raw -1420538.163446 + Penalty 4457.959526 = -1416080.203920 nChanged 254 SP:Iteration 14Q (21173.390000 sec): 3 clusters Score: Raw -1420683.434448 + Penalty 4457.959526 = -1416225.474922 nChanged 245 SP:Iteration 15Q (21173.590000 sec): 3 clusters Score: Raw -1420825.460624 + Penalty 4457.959526 = -1416367.501098 nChanged 239 SP:Iteration 16Q (21173.820000 sec): 3 clusters Score: Raw -1420969.728155 + Penalty 4457.959526 = -1416511.768629 nChanged 237 SP:Iteration 17Q (21174.070000 sec): 3 clusters Score: Raw -1421127.937833 + Penalty 4457.959526 = -1416669.978307 nChanged 223 SP:Iteration 18Q (21174.250000 sec): 3 clusters Score: Raw -1421294.370904 + Penalty 4457.959526 = -1416836.411378 nChanged 201 SP:Iteration 19Q (21174.490000 sec): 3 clusters Score: Raw -1421451.912945 + Penalty 4457.959526 = -1416993.953419 nChanged 162 SP:Iteration 20F (21174.710000 sec): 3 clusters Score: Raw -1421593.254547 + Penalty 4457.959526 = -1417135.295021 nChanged 130 SP:Iteration 21Q (21174.940000 sec): 3 clusters Score: Raw -1421695.168074 + Penalty 4457.959526 = -1417237.208547 nChanged 91 SP:Iteration 22Q (21175.110000 sec): 3 clusters Score: Raw -1421762.424685 + Penalty 4457.959526 = -1417304.465159 nChanged 62 SP:Iteration 23Q (21175.370000 sec): 3 clusters Score: Raw -1421815.898936 + Penalty 4457.959526 = -1417357.939410 nChanged 47 SP:Iteration 24Q (21175.580000 sec): 3 clusters Score: Raw -1421856.531567 + Penalty 4457.959526 = -1417398.572041 nChanged 41 SP:Iteration 25Q (21175.760000 sec): 3 clusters Score: Raw -1421889.857606 + Penalty 4457.959526 = -1417431.898080 nChanged 24 SP:Iteration 26Q (21176.000000 sec): 3 clusters Score: Raw -1421909.285107 + Penalty 4457.959526 = -1417451.325581 nChanged 26 SP:Iteration 27Q (21176.170000 sec): 3 clusters Score: Raw -1421928.557812 + Penalty 4457.959526 = -1417470.598286 nChanged 20 SP:Iteration 28Q (21176.400000 sec): 3 clusters Score: Raw -1421950.928776 + Penalty 4457.959526 = -1417492.969249 nChanged 20 SP:Iteration 29Q (21176.570000 sec): 3 clusters Score: Raw -1421964.268680 + Penalty 4457.959526 = -1417506.309154 nChanged 10 SP:Iteration 30Q (21176.790000 sec): 3 clusters Score: Raw -1421970.429049 + Penalty 4457.959526 = -1417512.469523 nChanged 7 SP:Iteration 31Q (21177.000000 sec): 3 clusters Score: Raw -1421976.103220 + Penalty 4457.959526 = -1417518.143694 nChanged 5 SP:Iteration 32Q (21177.210000 sec): 3 clusters Score: Raw -1421982.596104 + Penalty 4457.959526 = -1417524.636578 nChanged 2 SP:Iteration 33Q (21177.430000 sec): 3 clusters Score: Raw -1421983.520070 + Penalty 4457.959526 = -1417525.560543 nChanged 2 SP:Iteration 34Q (21177.630000 sec): 3 clusters Score: Raw -1421984.409723 + Penalty 4457.959526 = -1417526.450196 nChanged 4 SP:Iteration 35Q (21177.850000 sec): 3 clusters Score: Raw -1421987.767652 + Penalty 4457.959526 = -1417529.808126 nChanged 5 SP:Iteration 36Q (21178.050000 sec): 3 clusters Score: Raw -1421991.878837 + Penalty 4457.959526 = -1417533.919311 nChanged 7 SP:Iteration 37Q (21178.290000 sec): 3 clusters Score: Raw -1421996.864979 + Penalty 4457.959526 = -1417538.905453 nChanged 3 SP:Iteration 38Q (21178.480000 sec): 3 clusters Score: Raw -1421998.839505 + Penalty 4457.959526 = -1417540.879978 nChanged 1 SP:Iteration 39Q (21178.660000 sec): 3 clusters Score: Raw -1421999.406608 + Penalty 4457.959526 = -1417541.447082 nChanged 1 SP:Iteration 40F (21178.860000 sec): 3 clusters Score: Raw -1421999.703115 + Penalty 4457.959526 = -1417541.743589 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21178.970000 sec): 2 clusters Score: Raw -99012.250813 + Penalty 1590.537821 = -97421.712992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21179.150000 sec): 3 clusters Score: Raw -99022.063289 + Penalty 3181.075643 = -95840.987646 nChanged 131 SP:Iteration 1F (21179.340000 sec): 3 clusters Score: Raw -99250.285805 + Penalty 3181.075643 = -96069.210162 nChanged 33 SP:Iteration 2F (21179.510000 sec): 3 clusters Score: Raw -99326.127393 + Penalty 3181.075643 = -96145.051751 nChanged 16 SP:Iteration 3Q (21179.690000 sec): 3 clusters Score: Raw -99372.129368 + Penalty 3181.075643 = -96191.053725 nChanged 7 SP:Iteration 4Q (21179.850000 sec): 3 clusters Score: Raw -99386.788493 + Penalty 3181.075643 = -96205.712850 nChanged 8 SP:Iteration 5Q (21180.070000 sec): 3 clusters Score: Raw -99407.356648 + Penalty 3181.075643 = -96226.281006 nChanged 7 SP:Iteration 6Q (21180.220000 sec): 3 clusters Score: Raw -99427.252340 + Penalty 3181.075643 = -96246.176697 nChanged 6 SP:Iteration 7Q (21180.370000 sec): 3 clusters Score: Raw -99441.331193 + Penalty 3181.075643 = -96260.255550 nChanged 5 SP:Iteration 8Q (21180.570000 sec): 3 clusters Score: Raw -99455.554740 + Penalty 3181.075643 = -96274.479097 nChanged 3 SP:Iteration 9Q (21180.720000 sec): 3 clusters Score: Raw -99478.274026 + Penalty 3181.075643 = -96297.198383 nChanged 5 SP:Iteration 10Q (21180.940000 sec): 3 clusters Score: Raw -99487.952634 + Penalty 3181.075643 = -96306.876991 nChanged 6 SP:Iteration 11Q (21181.090000 sec): 3 clusters Score: Raw -99501.476806 + Penalty 3181.075643 = -96320.401164 nChanged 5 SP:Iteration 12Q (21181.260000 sec): 3 clusters Score: Raw -99514.452446 + Penalty 3181.075643 = -96333.376803 nChanged 3 SP:Iteration 13Q (21181.440000 sec): 3 clusters Score: Raw -99522.630812 + Penalty 3181.075643 = -96341.555169 nChanged 4 SP:Iteration 14Q (21181.630000 sec): 3 clusters Score: Raw -99530.452054 + Penalty 3181.075643 = -96349.376412 nChanged 4 SP:Iteration 15Q (21181.770000 sec): 3 clusters Score: Raw -99537.847615 + Penalty 3181.075643 = -96356.771972 nChanged 0 SP:Iteration 16F (21181.910000 sec): 3 clusters Score: Raw -99537.847615 + Penalty 3181.075643 = -96356.771972 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 9 (21863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21182.120000 sec): 2 clusters Score: Raw -3879049.319629 + Penalty 2478.152645 = -3876571.166983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21182.380000 sec): 3 clusters Score: Raw -3866171.480812 + Penalty 4956.305291 = -3861215.175521 nChanged 9711 SP:Iteration 1F (21182.650000 sec): 3 clusters Score: Raw -3871345.616494 + Penalty 4956.305291 = -3866389.311204 nChanged 1085 SP:Iteration 2Q (21182.950000 sec): 3 clusters Score: Raw -3871696.595784 + Penalty 4956.305291 = -3866740.290493 nChanged 876 SP:Iteration 3Q (21183.220000 sec): 3 clusters Score: Raw -3871960.937060 + Penalty 4956.305291 = -3867004.631769 nChanged 751 SP:Iteration 4Q (21183.500000 sec): 3 clusters Score: Raw -3872168.877493 + Penalty 4956.305291 = -3867212.572202 nChanged 655 SP:Iteration 5Q (21183.820000 sec): 3 clusters Score: Raw -3872339.515524 + Penalty 4956.305291 = -3867383.210234 nChanged 633 SP:Iteration 6Q (21184.110000 sec): 3 clusters Score: Raw -3872514.310781 + Penalty 4956.305291 = -3867558.005490 nChanged 636 SP:Iteration 7Q (21184.350000 sec): 3 clusters Score: Raw -3872709.250420 + Penalty 4956.305291 = -3867752.945129 nChanged 677 SP:Iteration 8Q (21184.630000 sec): 3 clusters Score: Raw -3872945.410885 + Penalty 4956.305291 = -3867989.105594 nChanged 767 SP:Iteration 9Q (21184.930000 sec): 3 clusters Score: Raw -3873254.528113 + Penalty 4956.305291 = -3868298.222822 nChanged 873 SP:Iteration 10Q (21185.210000 sec): 3 clusters Score: Raw -3873645.020922 + Penalty 4956.305291 = -3868688.715631 nChanged 1039 SP:Iteration 11Q (21185.490000 sec): 3 clusters Score: Raw -3874223.626245 + Penalty 4956.305291 = -3869267.320955 nChanged 1225 SP:Iteration 12F (21185.790000 sec): 3 clusters Score: Raw -3875014.778293 + Penalty 4956.305291 = -3870058.473002 nChanged 1304 SP:Iteration 13F (21186.060000 sec): 3 clusters Score: Raw -3875950.649741 + Penalty 4956.305291 = -3870994.344450 nChanged 1213 SP:Iteration 14F (21186.340000 sec): 3 clusters Score: Raw -3876937.941699 + Penalty 4956.305291 = -3871981.636408 nChanged 991 SP:Iteration 15Q (21186.630000 sec): 3 clusters Score: Raw -3877797.791997 + Penalty 4956.305291 = -3872841.486706 nChanged 710 SP:Iteration 16Q (21186.910000 sec): 3 clusters Score: Raw -3878432.569470 + Penalty 4956.305291 = -3873476.264179 nChanged 402 SP:Iteration 17Q (21187.220000 sec): 3 clusters Score: Raw -3878798.281179 + Penalty 4956.305291 = -3873841.975888 nChanged 241 SP:Iteration 18Q (21187.460000 sec): 3 clusters Score: Raw -3879030.600323 + Penalty 4956.305291 = -3874074.295033 nChanged 121 SP:Iteration 19Q (21187.790000 sec): 3 clusters Score: Raw -3879155.761643 + Penalty 4956.305291 = -3874199.456353 nChanged 72 SP:Iteration 20F (21188.040000 sec): 3 clusters Score: Raw -3879236.162310 + Penalty 4956.305291 = -3874279.857019 nChanged 37 SP:Iteration 21Q (21188.310000 sec): 3 clusters Score: Raw -3879277.932373 + Penalty 4956.305291 = -3874321.627083 nChanged 20 SP:Iteration 22Q (21188.570000 sec): 3 clusters Score: Raw -3879301.935144 + Penalty 4956.305291 = -3874345.629853 nChanged 14 SP:Iteration 23Q (21188.790000 sec): 3 clusters Score: Raw -3879318.308145 + Penalty 4956.305291 = -3874362.002854 nChanged 14 SP:Iteration 24Q (21189.080000 sec): 3 clusters Score: Raw -3879335.312693 + Penalty 4956.305291 = -3874379.007402 nChanged 9 SP:Iteration 25Q (21189.340000 sec): 3 clusters Score: Raw -3879346.001978 + Penalty 4956.305291 = -3874389.696688 nChanged 3 SP:Iteration 26Q (21189.630000 sec): 3 clusters Score: Raw -3879348.879474 + Penalty 4956.305291 = -3874392.574183 nChanged 4 SP:Iteration 27Q (21189.860000 sec): 3 clusters Score: Raw -3879355.109252 + Penalty 4956.305291 = -3874398.803962 nChanged 4 SP:Iteration 28Q (21190.160000 sec): 3 clusters Score: Raw -3879359.553608 + Penalty 4956.305291 = -3874403.248318 nChanged 7 SP:Iteration 29Q (21190.390000 sec): 3 clusters Score: Raw -3879367.275925 + Penalty 4956.305291 = -3874410.970634 nChanged 3 SP:Iteration 30Q (21190.680000 sec): 3 clusters Score: Raw -3879373.413826 + Penalty 4956.305291 = -3874417.108535 nChanged 9 SP:Iteration 31Q (21190.910000 sec): 3 clusters Score: Raw -3879385.416752 + Penalty 4956.305291 = -3874429.111461 nChanged 9 SP:Iteration 32Q (21191.190000 sec): 3 clusters Score: Raw -3879398.918955 + Penalty 4956.305291 = -3874442.613664 nChanged 4 SP:Iteration 33Q (21191.470000 sec): 3 clusters Score: Raw -3879403.501930 + Penalty 4956.305291 = -3874447.196639 nChanged 2 SP:Iteration 34Q (21191.670000 sec): 3 clusters Score: Raw -3879405.983661 + Penalty 4956.305291 = -3874449.678370 nChanged 0 SP:Iteration 35F (21191.960000 sec): 3 clusters Score: Raw -3879405.983661 + Penalty 4956.305291 = -3874449.678370 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21192.030000 sec): 2 clusters Score: Raw -67005.324064 + Penalty 1506.115044 = -65499.209019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21192.230000 sec): 3 clusters Score: Raw -67184.454657 + Penalty 3012.230089 = -64172.224568 nChanged 92 SP:Iteration 1F (21192.360000 sec): 3 clusters Score: Raw -67712.915750 + Penalty 3012.230089 = -64700.685661 nChanged 47 SP:Iteration 2F (21192.520000 sec): 3 clusters Score: Raw -67930.735343 + Penalty 3012.230089 = -64918.505255 nChanged 27 SP:Iteration 3F (21192.670000 sec): 3 clusters Score: Raw -68053.019600 + Penalty 3012.230089 = -65040.789511 nChanged 15 SP:Iteration 4Q (21192.830000 sec): 3 clusters Score: Raw -68132.422897 + Penalty 3012.230089 = -65120.192808 nChanged 12 SP:Iteration 5Q (21192.970000 sec): 3 clusters Score: Raw -68201.746421 + Penalty 3012.230089 = -65189.516332 nChanged 3 SP:Iteration 6Q (21193.130000 sec): 3 clusters Score: Raw -68213.317778 + Penalty 3012.230089 = -65201.087690 nChanged 2 SP:Iteration 7Q (21193.310000 sec): 3 clusters Score: Raw -68227.125871 + Penalty 3012.230089 = -65214.895782 nChanged 0 SP:Iteration 8F (21193.450000 sec): 3 clusters Score: Raw -68227.125871 + Penalty 3012.230089 = -65214.895782 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (7693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21193.560000 sec): 2 clusters Score: Raw -1461524.891480 + Penalty 2219.120394 = -1459305.771086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21193.800000 sec): 3 clusters Score: Raw -1457567.566939 + Penalty 4438.240787 = -1453129.326152 nChanged 3062 SP:Iteration 1F (21193.990000 sec): 3 clusters Score: Raw -1459267.353424 + Penalty 4438.240787 = -1454829.112636 nChanged 583 SP:Iteration 2F (21194.220000 sec): 3 clusters Score: Raw -1459703.081935 + Penalty 4438.240787 = -1455264.841147 nChanged 512 SP:Iteration 3F (21194.420000 sec): 3 clusters Score: Raw -1460198.198489 + Penalty 4438.240787 = -1455759.957702 nChanged 577 SP:Iteration 4F (21194.630000 sec): 3 clusters Score: Raw -1460856.620165 + Penalty 4438.240787 = -1456418.379378 nChanged 609 SP:Iteration 5F (21194.850000 sec): 3 clusters Score: Raw -1461584.307912 + Penalty 4438.240787 = -1457146.067125 nChanged 576 SP:Iteration 6F (21195.030000 sec): 3 clusters Score: Raw -1462235.452321 + Penalty 4438.240787 = -1457797.211534 nChanged 431 SP:Iteration 7F (21195.230000 sec): 3 clusters Score: Raw -1462609.435828 + Penalty 4438.240787 = -1458171.195041 nChanged 274 SP:Iteration 8Q (21195.450000 sec): 3 clusters Score: Raw -1462782.222337 + Penalty 4438.240787 = -1458343.981550 nChanged 137 SP:Iteration 9Q (21195.660000 sec): 3 clusters Score: Raw -1462847.511583 + Penalty 4438.240787 = -1458409.270796 nChanged 86 SP:Iteration 10Q (21195.870000 sec): 3 clusters Score: Raw -1462882.456725 + Penalty 4438.240787 = -1458444.215938 nChanged 62 SP:Iteration 11Q (21196.070000 sec): 3 clusters Score: Raw -1462907.201652 + Penalty 4438.240787 = -1458468.960865 nChanged 53 SP:Iteration 12Q (21196.270000 sec): 3 clusters Score: Raw -1462928.293421 + Penalty 4438.240787 = -1458490.052633 nChanged 55 SP:Iteration 13Q (21196.480000 sec): 3 clusters Score: Raw -1462949.059336 + Penalty 4438.240787 = -1458510.818549 nChanged 51 SP:Iteration 14Q (21196.690000 sec): 3 clusters Score: Raw -1462966.944152 + Penalty 4438.240787 = -1458528.703365 nChanged 44 SP:Iteration 15Q (21196.930000 sec): 3 clusters Score: Raw -1462982.002933 + Penalty 4438.240787 = -1458543.762145 nChanged 34 SP:Iteration 16Q (21197.150000 sec): 3 clusters Score: Raw -1462991.187424 + Penalty 4438.240787 = -1458552.946637 nChanged 22 SP:Iteration 17Q (21197.360000 sec): 3 clusters Score: Raw -1462997.100462 + Penalty 4438.240787 = -1458558.859675 nChanged 23 SP:Iteration 18Q (21197.560000 sec): 3 clusters Score: Raw -1463004.262194 + Penalty 4438.240787 = -1458566.021407 nChanged 26 SP:Iteration 19Q (21197.760000 sec): 3 clusters Score: Raw -1463012.450008 + Penalty 4438.240787 = -1458574.209220 nChanged 26 SP:Iteration 20F (21197.980000 sec): 3 clusters Score: Raw -1463019.969804 + Penalty 4438.240787 = -1458581.729016 nChanged 21 SP:Iteration 21Q (21198.220000 sec): 3 clusters Score: Raw -1463025.544872 + Penalty 4438.240787 = -1458587.304085 nChanged 23 SP:Iteration 22Q (21198.460000 sec): 3 clusters Score: Raw -1463031.373841 + Penalty 4438.240787 = -1458593.133054 nChanged 14 SP:Iteration 23Q (21198.670000 sec): 3 clusters Score: Raw -1463034.360469 + Penalty 4438.240787 = -1458596.119682 nChanged 9 SP:Iteration 24Q (21198.900000 sec): 3 clusters Score: Raw -1463036.134972 + Penalty 4438.240787 = -1458597.894185 nChanged 6 SP:Iteration 25Q (21199.100000 sec): 3 clusters Score: Raw -1463037.033905 + Penalty 4438.240787 = -1458598.793118 nChanged 4 SP:Iteration 26Q (21199.300000 sec): 3 clusters Score: Raw -1463037.906376 + Penalty 4438.240787 = -1458599.665589 nChanged 7 SP:Iteration 27Q (21199.560000 sec): 3 clusters Score: Raw -1463039.177208 + Penalty 4438.240787 = -1458600.936421 nChanged 5 SP:Iteration 28Q (21199.750000 sec): 3 clusters Score: Raw -1463039.849604 + Penalty 4438.240787 = -1458601.608816 nChanged 5 SP:Iteration 29Q (21200.000000 sec): 3 clusters Score: Raw -1463040.490102 + Penalty 4438.240787 = -1458602.249315 nChanged 1 SP:Iteration 30Q (21200.200000 sec): 3 clusters Score: Raw -1463040.597860 + Penalty 4438.240787 = -1458602.357073 nChanged 0 SP:Iteration 31F (21200.400000 sec): 3 clusters Score: Raw -1463040.597860 + Penalty 4438.240787 = -1458602.357073 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 12 (2854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21200.520000 sec): 2 clusters Score: Raw -497301.278652 + Penalty 1973.206246 = -495328.072406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21200.700000 sec): 3 clusters Score: Raw -496152.007735 + Penalty 3946.412492 = -492205.595243 nChanged 1025 SP:Iteration 1F (21200.930000 sec): 3 clusters Score: Raw -496919.157893 + Penalty 3946.412492 = -492972.745401 nChanged 244 SP:Iteration 2F (21201.130000 sec): 3 clusters Score: Raw -497157.465604 + Penalty 3946.412492 = -493211.053112 nChanged 181 SP:Iteration 3F (21201.300000 sec): 3 clusters Score: Raw -497334.850043 + Penalty 3946.412492 = -493388.437551 nChanged 162 SP:Iteration 4F (21201.510000 sec): 3 clusters Score: Raw -497476.373350 + Penalty 3946.412492 = -493529.960858 nChanged 140 SP:Iteration 5Q (21201.670000 sec): 3 clusters Score: Raw -497618.599289 + Penalty 3946.412492 = -493672.186797 nChanged 123 SP:Iteration 6Q (21201.830000 sec): 3 clusters Score: Raw -497733.131211 + Penalty 3946.412492 = -493786.718720 nChanged 93 SP:Iteration 7Q (21202.000000 sec): 3 clusters Score: Raw -497810.083349 + Penalty 3946.412492 = -493863.670857 nChanged 71 SP:Iteration 8Q (21202.210000 sec): 3 clusters Score: Raw -497865.573099 + Penalty 3946.412492 = -493919.160607 nChanged 56 SP:Iteration 9Q (21202.370000 sec): 3 clusters Score: Raw -497897.971227 + Penalty 3946.412492 = -493951.558735 nChanged 39 SP:Iteration 10Q (21202.550000 sec): 3 clusters Score: Raw -497925.318534 + Penalty 3946.412492 = -493978.906042 nChanged 42 SP:Iteration 11Q (21202.760000 sec): 3 clusters Score: Raw -497953.593472 + Penalty 3946.412492 = -494007.180980 nChanged 35 SP:Iteration 12Q (21202.980000 sec): 3 clusters Score: Raw -497975.983632 + Penalty 3946.412492 = -494029.571140 nChanged 22 SP:Iteration 13Q (21203.170000 sec): 3 clusters Score: Raw -497993.077465 + Penalty 3946.412492 = -494046.664973 nChanged 20 SP:Iteration 14Q (21203.380000 sec): 3 clusters Score: Raw -498005.364517 + Penalty 3946.412492 = -494058.952025 nChanged 20 SP:Iteration 15Q (21203.560000 sec): 3 clusters Score: Raw -498017.275297 + Penalty 3946.412492 = -494070.862805 nChanged 11 SP:Iteration 16Q (21203.750000 sec): 3 clusters Score: Raw -498024.665696 + Penalty 3946.412492 = -494078.253204 nChanged 15 SP:Iteration 17Q (21203.920000 sec): 3 clusters Score: Raw -498034.367337 + Penalty 3946.412492 = -494087.954845 nChanged 20 SP:Iteration 18Q (21204.130000 sec): 3 clusters Score: Raw -498044.423376 + Penalty 3946.412492 = -494098.010884 nChanged 9 SP:Iteration 19Q (21204.320000 sec): 3 clusters Score: Raw -498050.469375 + Penalty 3946.412492 = -494104.056883 nChanged 13 SP:Iteration 20F (21204.520000 sec): 3 clusters Score: Raw -498058.661134 + Penalty 3946.412492 = -494112.248642 nChanged 13 SP:Iteration 21Q (21204.690000 sec): 3 clusters Score: Raw -498065.947368 + Penalty 3946.412492 = -494119.534876 nChanged 4 SP:Iteration 22Q (21204.870000 sec): 3 clusters Score: Raw -498069.132390 + Penalty 3946.412492 = -494122.719898 nChanged 9 SP:Iteration 23Q (21205.070000 sec): 3 clusters Score: Raw -498074.687062 + Penalty 3946.412492 = -494128.274571 nChanged 9 SP:Iteration 24Q (21205.200000 sec): 3 clusters Score: Raw -498081.475743 + Penalty 3946.412492 = -494135.063251 nChanged 7 SP:Iteration 25Q (21205.420000 sec): 3 clusters Score: Raw -498086.466905 + Penalty 3946.412492 = -494140.054413 nChanged 6 SP:Iteration 26Q (21205.600000 sec): 3 clusters Score: Raw -498088.865755 + Penalty 3946.412492 = -494142.453263 nChanged 2 SP:Iteration 27Q (21205.820000 sec): 3 clusters Score: Raw -498089.862628 + Penalty 3946.412492 = -494143.450136 nChanged 1 SP:Iteration 28Q (21206.010000 sec): 3 clusters Score: Raw -498090.856472 + Penalty 3946.412492 = -494144.443980 nChanged 3 SP:Iteration 29Q (21206.180000 sec): 3 clusters Score: Raw -498092.225724 + Penalty 3946.412492 = -494145.813232 nChanged 1 SP:Iteration 30Q (21206.440000 sec): 3 clusters Score: Raw -498092.487214 + Penalty 3946.412492 = -494146.074723 nChanged 1 SP:Iteration 31Q (21206.580000 sec): 3 clusters Score: Raw -498092.656412 + Penalty 3946.412492 = -494146.243920 nChanged 0 SP:Iteration 32F (21206.800000 sec): 3 clusters Score: Raw -498092.656412 + Penalty 3946.412492 = -494146.243920 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21206.930000 sec): 2 clusters Score: Raw -178410.700392 + Penalty 1730.828028 = -176679.872364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21207.110000 sec): 3 clusters Score: Raw -178191.651213 + Penalty 3461.656056 = -174729.995156 nChanged 318 SP:Iteration 1F (21207.270000 sec): 3 clusters Score: Raw -178543.784209 + Penalty 3461.656056 = -175082.128152 nChanged 67 SP:Iteration 2F (21207.480000 sec): 3 clusters Score: Raw -178670.245324 + Penalty 3461.656056 = -175208.589267 nChanged 51 SP:Iteration 3Q (21207.650000 sec): 3 clusters Score: Raw -178753.540103 + Penalty 3461.656056 = -175291.884047 nChanged 20 SP:Iteration 4Q (21207.850000 sec): 3 clusters Score: Raw -178787.539948 + Penalty 3461.656056 = -175325.883892 nChanged 23 SP:Iteration 5Q (21208.020000 sec): 3 clusters Score: Raw -178817.127114 + Penalty 3461.656056 = -175355.471058 nChanged 19 SP:Iteration 6Q (21208.220000 sec): 3 clusters Score: Raw -178843.088502 + Penalty 3461.656056 = -175381.432445 nChanged 19 SP:Iteration 7Q (21208.400000 sec): 3 clusters Score: Raw -178871.149235 + Penalty 3461.656056 = -175409.493178 nChanged 6 SP:Iteration 8Q (21208.600000 sec): 3 clusters Score: Raw -178874.612777 + Penalty 3461.656056 = -175412.956720 nChanged 1 SP:Iteration 9Q (21208.780000 sec): 3 clusters Score: Raw -178875.525328 + Penalty 3461.656056 = -175413.869271 nChanged 1 SP:Iteration 10Q (21208.970000 sec): 3 clusters Score: Raw -178876.238930 + Penalty 3461.656056 = -175414.582873 nChanged 1 SP:Iteration 11Q (21209.170000 sec): 3 clusters Score: Raw -178878.182278 + Penalty 3461.656056 = -175416.526222 nChanged 0 SP:Iteration 12F (21209.320000 sec): 3 clusters Score: Raw -178878.182278 + Penalty 3461.656056 = -175416.526222 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (196376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21210.360000 sec): 2 clusters Score: Raw -35682870.553052 + Penalty 3022.571044 = -35679847.982008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21211.620000 sec): 3 clusters Score: Raw -35554553.267090 + Penalty 6045.142088 = -35548508.125002 nChanged 94155 SP:Iteration 1F (21213.080000 sec): 3 clusters Score: Raw -35609249.455641 + Penalty 6045.142088 = -35603204.313553 nChanged 5537 SP:Iteration 2Q (21214.380000 sec): 3 clusters Score: Raw -35610351.785368 + Penalty 6045.142088 = -35604306.643280 nChanged 5583 SP:Iteration 3Q (21215.750000 sec): 3 clusters Score: Raw -35611608.282856 + Penalty 6045.142088 = -35605563.140768 nChanged 5968 SP:Iteration 4Q (21217.090000 sec): 3 clusters Score: Raw -35613145.528328 + Penalty 6045.142088 = -35607100.386240 nChanged 6622 SP:Iteration 5Q (21218.410000 sec): 3 clusters Score: Raw -35615049.903630 + Penalty 6045.142088 = -35609004.761542 nChanged 7280 SP:Iteration 6Q (21219.670000 sec): 3 clusters Score: Raw -35617408.294409 + Penalty 6045.142088 = -35611363.152321 nChanged 8026 SP:Iteration 7Q (21220.960000 sec): 3 clusters Score: Raw -35620306.246916 + Penalty 6045.142088 = -35614261.104828 nChanged 8770 SP:Iteration 8Q (21222.160000 sec): 3 clusters Score: Raw -35623884.240293 + Penalty 6045.142088 = -35617839.098205 nChanged 9639 SP:Iteration 9Q (21223.420000 sec): 3 clusters Score: Raw -35628396.088036 + Penalty 6045.142088 = -35622350.945948 nChanged 10211 SP:Iteration 10F (21224.560000 sec): 3 clusters Score: Raw -35633968.243889 + Penalty 6045.142088 = -35627923.101801 nChanged 10642 SP:Iteration 11F (21225.780000 sec): 3 clusters Score: Raw -35640102.240938 + Penalty 6045.142088 = -35634057.098850 nChanged 9966 SP:Iteration 12F (21226.910000 sec): 3 clusters Score: Raw -35645490.723661 + Penalty 6045.142088 = -35639445.581573 nChanged 8270 SP:Iteration 13Q (21228.390000 sec): 3 clusters Score: Raw -35648981.815558 + Penalty 6045.142088 = -35642936.673470 nChanged 5872 SP:Iteration 14Q (21229.620000 sec): 3 clusters Score: Raw -35650648.434227 + Penalty 6045.142088 = -35644603.292139 nChanged 3779 SP:Iteration 15Q (21230.950000 sec): 3 clusters Score: Raw -35651355.260980 + Penalty 6045.142088 = -35645310.118892 nChanged 2416 SP:Iteration 16Q (21232.130000 sec): 3 clusters Score: Raw -35651725.998207 + Penalty 6045.142088 = -35645680.856119 nChanged 1835 SP:Iteration 17Q (21233.350000 sec): 3 clusters Score: Raw -35651983.410762 + Penalty 6045.142088 = -35645938.268674 nChanged 1628 SP:Iteration 18Q (21234.490000 sec): 3 clusters Score: Raw -35652212.522750 + Penalty 6045.142088 = -35646167.380662 nChanged 1644 SP:Iteration 19Q (21235.700000 sec): 3 clusters Score: Raw -35652465.164595 + Penalty 6045.142088 = -35646420.022507 nChanged 1639 SP:Iteration 20F (21236.810000 sec): 3 clusters Score: Raw -35652716.979817 + Penalty 6045.142088 = -35646671.837729 nChanged 1745 SP:Iteration 21Q (21238.190000 sec): 3 clusters Score: Raw -35653002.081886 + Penalty 6045.142088 = -35646956.939798 nChanged 1867 SP:Iteration 22Q (21239.540000 sec): 3 clusters Score: Raw -35653327.600771 + Penalty 6045.142088 = -35647282.458683 nChanged 1986 SP:Iteration 23Q (21241.140000 sec): 3 clusters Score: Raw -35653674.928632 + Penalty 6045.142088 = -35647629.786544 nChanged 2002 SP:Iteration 24Q (21242.390000 sec): 3 clusters Score: Raw -35654020.605140 + Penalty 6045.142088 = -35647975.463052 nChanged 2013 SP:Iteration 25Q (21243.750000 sec): 3 clusters Score: Raw -35654377.675639 + Penalty 6045.142088 = -35648332.533551 nChanged 2149 SP:Iteration 26Q (21245.030000 sec): 3 clusters Score: Raw -35654781.707216 + Penalty 6045.142088 = -35648736.565128 nChanged 2298 SP:Iteration 27Q (21246.250000 sec): 3 clusters Score: Raw -35655255.147041 + Penalty 6045.142088 = -35649210.004953 nChanged 2385 SP:Iteration 28Q (21247.450000 sec): 3 clusters Score: Raw -35655760.036423 + Penalty 6045.142088 = -35649714.894335 nChanged 2549 SP:Iteration 29Q (21248.670000 sec): 3 clusters Score: Raw -35656331.294522 + Penalty 6045.142088 = -35650286.152434 nChanged 2657 SP:Iteration 30Q (21249.850000 sec): 3 clusters Score: Raw -35656972.764014 + Penalty 6045.142088 = -35650927.621926 nChanged 2818 SP:Iteration 31Q (21251.060000 sec): 3 clusters Score: Raw -35657701.149845 + Penalty 6045.142088 = -35651656.007757 nChanged 3017 SP:Iteration 32Q (21252.270000 sec): 3 clusters Score: Raw -35658546.927277 + Penalty 6045.142088 = -35652501.785189 nChanged 3089 SP:Iteration 33Q (21253.550000 sec): 3 clusters Score: Raw -35659456.821140 + Penalty 6045.142088 = -35653411.679052 nChanged 3248 SP:Iteration 34Q (21254.680000 sec): 3 clusters Score: Raw -35660491.424931 + Penalty 6045.142088 = -35654446.282843 nChanged 3356 SP:Iteration 35Q (21255.870000 sec): 3 clusters Score: Raw -35661619.206971 + Penalty 6045.142088 = -35655574.064883 nChanged 3416 SP:Iteration 36Q (21257.040000 sec): 3 clusters Score: Raw -35662839.193106 + Penalty 6045.142088 = -35656794.051018 nChanged 3440 SP:Iteration 37Q (21258.230000 sec): 3 clusters Score: Raw -35664176.004667 + Penalty 6045.142088 = -35658130.862579 nChanged 3473 SP:Iteration 38Q (21259.390000 sec): 3 clusters Score: Raw -35665572.429902 + Penalty 6045.142088 = -35659527.287814 nChanged 3489 SP:Iteration 39Q (21260.520000 sec): 3 clusters Score: Raw -35667014.706000 + Penalty 6045.142088 = -35660969.563912 nChanged 3415 SP:Iteration 40F (21261.730000 sec): 3 clusters Score: Raw -35668491.305642 + Penalty 6045.142088 = -35662446.163554 nChanged 3262 SP:Iteration 41Q (21262.950000 sec): 3 clusters Score: Raw -35669930.482265 + Penalty 6045.142088 = -35663885.340177 nChanged 3185 SP:Iteration 42Q (21264.080000 sec): 3 clusters Score: Raw -35671395.565095 + Penalty 6045.142088 = -35665350.423007 nChanged 3007 SP:Iteration 43Q (21265.200000 sec): 3 clusters Score: Raw -35672794.825309 + Penalty 6045.142088 = -35666749.683221 nChanged 2824 SP:Iteration 44Q (21266.210000 sec): 3 clusters Score: Raw -35674116.406386 + Penalty 6045.142088 = -35668071.264298 nChanged 2572 SP:Iteration 45Q (21267.360000 sec): 3 clusters Score: Raw -35675342.682835 + Penalty 6045.142088 = -35669297.540747 nChanged 2328 SP:Iteration 46Q (21268.640000 sec): 3 clusters Score: Raw -35676479.631367 + Penalty 6045.142088 = -35670434.489279 nChanged 2099 SP:Iteration 47Q (21269.700000 sec): 3 clusters Score: Raw -35677543.555190 + Penalty 6045.142088 = -35671498.413102 nChanged 1835 SP:Iteration 48Q (21270.690000 sec): 3 clusters Score: Raw -35678504.647457 + Penalty 6045.142088 = -35672459.505369 nChanged 1645 SP:Iteration 49Q (21271.860000 sec): 3 clusters Score: Raw -35679378.879670 + Penalty 6045.142088 = -35673333.737582 nChanged 1437 SP:Iteration 50Q (21272.960000 sec): 3 clusters Score: Raw -35680164.566848 + Penalty 6045.142088 = -35674119.424760 nChanged 1174 SP:Iteration 51Q (21274.020000 sec): 3 clusters Score: Raw -35680790.504695 + Penalty 6045.142088 = -35674745.362607 nChanged 986 SP:Iteration 52Q (21275.120000 sec): 3 clusters Score: Raw -35681328.418398 + Penalty 6045.142088 = -35675283.276309 nChanged 829 SP:Iteration 53Q (21276.140000 sec): 3 clusters Score: Raw -35681795.497238 + Penalty 6045.142088 = -35675750.355150 nChanged 659 SP:Iteration 54Q (21277.130000 sec): 3 clusters Score: Raw -35682157.107389 + Penalty 6045.142088 = -35676111.965301 nChanged 511 SP:Iteration 55Q (21278.100000 sec): 3 clusters Score: Raw -35682438.631281 + Penalty 6045.142088 = -35676393.489193 nChanged 374 SP:Iteration 56Q (21279.020000 sec): 3 clusters Score: Raw -35682649.335890 + Penalty 6045.142088 = -35676604.193802 nChanged 286 SP:Iteration 57Q (21279.880000 sec): 3 clusters Score: Raw -35682808.925134 + Penalty 6045.142088 = -35676763.783046 nChanged 186 SP:Iteration 58Q (21280.920000 sec): 3 clusters Score: Raw -35682905.321082 + Penalty 6045.142088 = -35676860.178994 nChanged 139 SP:Iteration 59Q (21282.030000 sec): 3 clusters Score: Raw -35682983.451431 + Penalty 6045.142088 = -35676938.309343 nChanged 114 SP:Iteration 60F (21283.240000 sec): 3 clusters Score: Raw -35683043.773419 + Penalty 6045.142088 = -35676998.631331 nChanged 93 SP:Iteration 61Q (21284.210000 sec): 3 clusters Score: Raw -35683091.036011 + Penalty 6045.142088 = -35677045.893923 nChanged 62 SP:Iteration 62Q (21285.140000 sec): 3 clusters Score: Raw -35683122.484153 + Penalty 6045.142088 = -35677077.342065 nChanged 45 SP:Iteration 63Q (21286.150000 sec): 3 clusters Score: Raw -35683147.687767 + Penalty 6045.142088 = -35677102.545679 nChanged 38 SP:Iteration 64Q (21287.050000 sec): 3 clusters Score: Raw -35683171.068215 + Penalty 6045.142088 = -35677125.926127 nChanged 32 SP:Iteration 65Q (21288.040000 sec): 3 clusters Score: Raw -35683190.593964 + Penalty 6045.142088 = -35677145.451876 nChanged 26 SP:Iteration 66Q (21288.960000 sec): 3 clusters Score: Raw -35683201.575913 + Penalty 6045.142088 = -35677156.433824 nChanged 11 SP:Iteration 67Q (21290.080000 sec): 3 clusters Score: Raw -35683207.963237 + Penalty 6045.142088 = -35677162.821149 nChanged 14 SP:Iteration 68Q (21291.080000 sec): 3 clusters Score: Raw -35683215.123351 + Penalty 6045.142088 = -35677169.981263 nChanged 15 SP:Iteration 69Q (21292.040000 sec): 3 clusters Score: Raw -35683223.068371 + Penalty 6045.142088 = -35677177.926283 nChanged 14 SP:Iteration 70Q (21293.050000 sec): 3 clusters Score: Raw -35683230.820763 + Penalty 6045.142088 = -35677185.678675 nChanged 14 SP:Iteration 71Q (21294.090000 sec): 3 clusters Score: Raw -35683240.248121 + Penalty 6045.142088 = -35677195.106033 nChanged 11 SP:Iteration 72Q (21295.120000 sec): 3 clusters Score: Raw -35683247.244159 + Penalty 6045.142088 = -35677202.102071 nChanged 11 SP:Iteration 73Q (21296.090000 sec): 3 clusters Score: Raw -35683254.751852 + Penalty 6045.142088 = -35677209.609764 nChanged 8 SP:Iteration 74Q (21297.030000 sec): 3 clusters Score: Raw -35683258.768626 + Penalty 6045.142088 = -35677213.626538 nChanged 4 SP:Iteration 75Q (21297.890000 sec): 3 clusters Score: Raw -35683260.096773 + Penalty 6045.142088 = -35677214.954685 nChanged 7 SP:Iteration 76Q (21298.960000 sec): 3 clusters Score: Raw -35683264.236749 + Penalty 6045.142088 = -35677219.094661 nChanged 7 SP:Iteration 77Q (21299.930000 sec): 3 clusters Score: Raw -35683268.533880 + Penalty 6045.142088 = -35677223.391792 nChanged 7 SP:Iteration 78Q (21300.990000 sec): 3 clusters Score: Raw -35683274.798807 + Penalty 6045.142088 = -35677229.656719 nChanged 10 SP:Iteration 79Q (21302.090000 sec): 3 clusters Score: Raw -35683281.382321 + Penalty 6045.142088 = -35677236.240233 nChanged 5 SP:Iteration 80F (21303.360000 sec): 3 clusters Score: Raw -35683284.694325 + Penalty 6045.142088 = -35677239.552237 nChanged 4 SP:Iteration 81Q (21304.340000 sec): 3 clusters Score: Raw -35683287.746368 + Penalty 6045.142088 = -35677242.604280 nChanged 3 SP:Iteration 82Q (21305.440000 sec): 3 clusters Score: Raw -35683289.343672 + Penalty 6045.142088 = -35677244.201584 nChanged 3 SP:Iteration 83Q (21306.460000 sec): 3 clusters Score: Raw -35683290.556815 + Penalty 6045.142088 = -35677245.414727 nChanged 1 SP:Iteration 84Q (21307.550000 sec): 3 clusters Score: Raw -35683291.080371 + Penalty 6045.142088 = -35677245.938283 nChanged 0 SP:Iteration 85F (21308.890000 sec): 3 clusters Score: Raw -35683291.080371 + Penalty 6045.142088 = -35677245.938283 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (29015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21309.160000 sec): 2 clusters Score: Raw -5456903.626726 + Penalty 2548.340918 = -5454355.285808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21309.500000 sec): 3 clusters Score: Raw -5439694.608074 + Penalty 5096.681835 = -5434597.926239 nChanged 12947 SP:Iteration 1F (21309.880000 sec): 3 clusters Score: Raw -5446603.230739 + Penalty 5096.681835 = -5441506.548904 nChanged 1235 SP:Iteration 2Q (21310.200000 sec): 3 clusters Score: Raw -5446937.255301 + Penalty 5096.681835 = -5441840.573465 nChanged 1051 SP:Iteration 3Q (21310.570000 sec): 3 clusters Score: Raw -5447233.962321 + Penalty 5096.681835 = -5442137.280485 nChanged 1010 SP:Iteration 4Q (21310.920000 sec): 3 clusters Score: Raw -5447531.538186 + Penalty 5096.681835 = -5442434.856350 nChanged 938 SP:Iteration 5Q (21311.310000 sec): 3 clusters Score: Raw -5447824.936662 + Penalty 5096.681835 = -5442728.254827 nChanged 1024 SP:Iteration 6Q (21311.720000 sec): 3 clusters Score: Raw -5448172.130368 + Penalty 5096.681835 = -5443075.448533 nChanged 1113 SP:Iteration 7Q (21312.080000 sec): 3 clusters Score: Raw -5448616.290863 + Penalty 5096.681835 = -5443519.609028 nChanged 1297 SP:Iteration 8Q (21312.380000 sec): 3 clusters Score: Raw -5449247.822920 + Penalty 5096.681835 = -5444151.141084 nChanged 1511 SP:Iteration 9F (21312.750000 sec): 3 clusters Score: Raw -5450142.242031 + Penalty 5096.681835 = -5445045.560196 nChanged 1762 SP:Iteration 10F (21313.070000 sec): 3 clusters Score: Raw -5451386.055837 + Penalty 5096.681835 = -5446289.374002 nChanged 1824 SP:Iteration 11F (21313.410000 sec): 3 clusters Score: Raw -5452842.437279 + Penalty 5096.681835 = -5447745.755444 nChanged 1619 SP:Iteration 12F (21313.750000 sec): 3 clusters Score: Raw -5454245.259314 + Penalty 5096.681835 = -5449148.577479 nChanged 1232 SP:Iteration 13Q (21314.110000 sec): 3 clusters Score: Raw -5455325.118063 + Penalty 5096.681835 = -5450228.436227 nChanged 760 SP:Iteration 14Q (21314.450000 sec): 3 clusters Score: Raw -5456002.176148 + Penalty 5096.681835 = -5450905.494313 nChanged 502 SP:Iteration 15Q (21314.730000 sec): 3 clusters Score: Raw -5456453.403510 + Penalty 5096.681835 = -5451356.721674 nChanged 284 SP:Iteration 16Q (21315.000000 sec): 3 clusters Score: Raw -5456707.310053 + Penalty 5096.681835 = -5451610.628217 nChanged 189 SP:Iteration 17Q (21315.340000 sec): 3 clusters Score: Raw -5456862.320136 + Penalty 5096.681835 = -5451765.638300 nChanged 106 SP:Iteration 18Q (21315.600000 sec): 3 clusters Score: Raw -5456964.326338 + Penalty 5096.681835 = -5451867.644502 nChanged 72 SP:Iteration 19Q (21315.920000 sec): 3 clusters Score: Raw -5457023.956946 + Penalty 5096.681835 = -5451927.275111 nChanged 65 SP:Iteration 20F (21316.270000 sec): 3 clusters Score: Raw -5457073.446611 + Penalty 5096.681835 = -5451976.764776 nChanged 54 SP:Iteration 21Q (21316.560000 sec): 3 clusters Score: Raw -5457112.284933 + Penalty 5096.681835 = -5452015.603098 nChanged 42 SP:Iteration 22Q (21316.880000 sec): 3 clusters Score: Raw -5457143.184432 + Penalty 5096.681835 = -5452046.502597 nChanged 32 SP:Iteration 23Q (21317.220000 sec): 3 clusters Score: Raw -5457173.154989 + Penalty 5096.681835 = -5452076.473154 nChanged 26 SP:Iteration 24Q (21317.540000 sec): 3 clusters Score: Raw -5457193.351948 + Penalty 5096.681835 = -5452096.670113 nChanged 24 SP:Iteration 25Q (21317.870000 sec): 3 clusters Score: Raw -5457214.998419 + Penalty 5096.681835 = -5452118.316584 nChanged 17 SP:Iteration 26Q (21318.150000 sec): 3 clusters Score: Raw -5457227.032722 + Penalty 5096.681835 = -5452130.350887 nChanged 11 SP:Iteration 27Q (21318.470000 sec): 3 clusters Score: Raw -5457234.953891 + Penalty 5096.681835 = -5452138.272056 nChanged 9 SP:Iteration 28Q (21318.760000 sec): 3 clusters Score: Raw -5457241.151212 + Penalty 5096.681835 = -5452144.469376 nChanged 4 SP:Iteration 29Q (21319.040000 sec): 3 clusters Score: Raw -5457244.188757 + Penalty 5096.681835 = -5452147.506921 nChanged 4 SP:Iteration 30Q (21319.360000 sec): 3 clusters Score: Raw -5457245.940647 + Penalty 5096.681835 = -5452149.258811 nChanged 5 SP:Iteration 31Q (21319.660000 sec): 3 clusters Score: Raw -5457248.500637 + Penalty 5096.681835 = -5452151.818801 nChanged 3 SP:Iteration 32Q (21319.980000 sec): 3 clusters Score: Raw -5457250.474405 + Penalty 5096.681835 = -5452153.792569 nChanged 3 SP:Iteration 33Q (21320.280000 sec): 3 clusters Score: Raw -5457252.433441 + Penalty 5096.681835 = -5452155.751605 nChanged 1 SP:Iteration 34Q (21320.640000 sec): 3 clusters Score: Raw -5457252.982045 + Penalty 5096.681835 = -5452156.300210 nChanged 0 SP:Iteration 35F (21320.930000 sec): 3 clusters Score: Raw -5457252.982045 + Penalty 5096.681835 = -5452156.300210 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (1996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21321.090000 sec): 2 clusters Score: Raw -332952.091660 + Penalty 1884.527313 = -331067.564347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21321.260000 sec): 3 clusters Score: Raw -332246.603385 + Penalty 3769.054627 = -328477.548758 nChanged 628 SP:Iteration 1F (21321.460000 sec): 3 clusters Score: Raw -332845.134989 + Penalty 3769.054627 = -329076.080362 nChanged 204 SP:Iteration 2F (21321.640000 sec): 3 clusters Score: Raw -333256.774099 + Penalty 3769.054627 = -329487.719472 nChanged 169 SP:Iteration 3F (21321.860000 sec): 3 clusters Score: Raw -333641.407865 + Penalty 3769.054627 = -329872.353238 nChanged 146 SP:Iteration 4F (21322.050000 sec): 3 clusters Score: Raw -333949.881922 + Penalty 3769.054627 = -330180.827295 nChanged 122 SP:Iteration 5F (21322.180000 sec): 3 clusters Score: Raw -334156.709055 + Penalty 3769.054627 = -330387.654429 nChanged 67 SP:Iteration 6Q (21322.360000 sec): 3 clusters Score: Raw -334254.114918 + Penalty 3769.054627 = -330485.060292 nChanged 42 SP:Iteration 7Q (21322.450000 sec): 3 clusters Score: Raw -334356.724953 + Penalty 3769.054627 = -330587.670327 nChanged 42 SP:Iteration 8Q (21322.630000 sec): 3 clusters Score: Raw -334497.747584 + Penalty 3769.054627 = -330728.692957 nChanged 35 SP:Iteration 9Q (21322.780000 sec): 3 clusters Score: Raw -334559.597652 + Penalty 3769.054627 = -330790.543025 nChanged 22 SP:Iteration 10Q (21322.920000 sec): 3 clusters Score: Raw -334583.542079 + Penalty 3769.054627 = -330814.487452 nChanged 7 SP:Iteration 11Q (21323.130000 sec): 3 clusters Score: Raw -334587.694648 + Penalty 3769.054627 = -330818.640021 nChanged 5 SP:Iteration 12Q (21323.300000 sec): 3 clusters Score: Raw -334590.948913 + Penalty 3769.054627 = -330821.894286 nChanged 6 SP:Iteration 13Q (21323.520000 sec): 3 clusters Score: Raw -334596.077757 + Penalty 3769.054627 = -330827.023130 nChanged 3 SP:Iteration 14Q (21323.670000 sec): 3 clusters Score: Raw -334598.390825 + Penalty 3769.054627 = -330829.336198 nChanged 2 SP:Iteration 15Q (21323.790000 sec): 3 clusters Score: Raw -334599.777186 + Penalty 3769.054627 = -330830.722559 nChanged 2 SP:Iteration 16Q (21323.900000 sec): 3 clusters Score: Raw -334601.859080 + Penalty 3769.054627 = -330832.804453 nChanged 0 SP:Iteration 17F (21324.030000 sec): 3 clusters Score: Raw -334601.859080 + Penalty 3769.054627 = -330832.804453 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21324.120000 sec): 2 clusters Score: Raw -38427.110636 + Penalty 1425.058391 = -37002.052245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21324.290000 sec): 3 clusters Score: Raw -38841.506967 + Penalty 2850.116783 = -35991.390184 nChanged 60 SP:Iteration 1F (21324.450000 sec): 3 clusters Score: Raw -39170.621607 + Penalty 2850.116783 = -36320.504825 nChanged 29 SP:Iteration 2F (21324.630000 sec): 3 clusters Score: Raw -39356.673082 + Penalty 2850.116783 = -36506.556299 nChanged 10 SP:Iteration 3Q (21324.730000 sec): 3 clusters Score: Raw -39444.524513 + Penalty 2850.116783 = -36594.407730 nChanged 9 SP:Iteration 4Q (21324.890000 sec): 3 clusters Score: Raw -39556.503907 + Penalty 2850.116783 = -36706.387125 nChanged 4 SP:Iteration 5Q (21325.030000 sec): 3 clusters Score: Raw -39571.057328 + Penalty 2850.116783 = -36720.940545 nChanged 1 SP:Iteration 6Q (21325.220000 sec): 3 clusters Score: Raw -39589.751754 + Penalty 2850.116783 = -36739.634971 nChanged 1 SP:Iteration 7Q (21325.400000 sec): 3 clusters Score: Raw -39601.291890 + Penalty 2850.116783 = -36751.175107 nChanged 1 SP:Iteration 8Q (21325.550000 sec): 3 clusters Score: Raw -39619.647976 + Penalty 2850.116783 = -36769.531193 nChanged 1 SP:Iteration 9Q (21325.690000 sec): 3 clusters Score: Raw -39665.659957 + Penalty 2850.116783 = -36815.543174 nChanged 5 SP:Iteration 10Q (21325.840000 sec): 3 clusters Score: Raw -39729.280464 + Penalty 2850.116783 = -36879.163681 nChanged 3 SP:Iteration 11Q (21326.040000 sec): 3 clusters Score: Raw -39776.930275 + Penalty 2850.116783 = -36926.813493 nChanged 3 SP:Iteration 12Q (21326.200000 sec): 3 clusters Score: Raw -39842.836127 + Penalty 2850.116783 = -36992.719344 nChanged 1 SP:Iteration 13Q (21326.370000 sec): 3 clusters Score: Raw -39847.153561 + Penalty 2850.116783 = -36997.036779 nChanged 0 SP:Iteration 14F (21326.520000 sec): 3 clusters Score: Raw -39847.153561 + Penalty 2850.116783 = -36997.036779 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21326.610000 sec): 2 clusters Score: Raw -42069.133014 + Penalty 1370.312329 = -40698.820685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21326.800000 sec): 3 clusters Score: Raw -42278.476530 + Penalty 2740.624658 = -39537.851872 nChanged 32 SP:Iteration 1F (21326.950000 sec): 3 clusters Score: Raw -42367.573742 + Penalty 2740.624658 = -39626.949085 nChanged 12 SP:Iteration 2Q (21327.120000 sec): 3 clusters Score: Raw -42408.911011 + Penalty 2740.624658 = -39668.286353 nChanged 0 SP:Iteration 3F (21327.310000 sec): 3 clusters Score: Raw -42408.911011 + Penalty 2740.624658 = -39668.286353 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21327.420000 sec): 2 clusters Score: Raw -488726.474123 + Penalty 1972.858420 = -486753.615703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21327.580000 sec): 3 clusters Score: Raw -487607.386607 + Penalty 3945.716840 = -483661.669767 nChanged 1015 SP:Iteration 1F (21327.790000 sec): 3 clusters Score: Raw -488390.093573 + Penalty 3945.716840 = -484444.376733 nChanged 258 SP:Iteration 2F (21327.920000 sec): 3 clusters Score: Raw -488660.949297 + Penalty 3945.716840 = -484715.232458 nChanged 184 SP:Iteration 3F (21328.140000 sec): 3 clusters Score: Raw -488838.623690 + Penalty 3945.716840 = -484892.906851 nChanged 136 SP:Iteration 4Q (21328.360000 sec): 3 clusters Score: Raw -488972.058367 + Penalty 3945.716840 = -485026.341527 nChanged 112 SP:Iteration 5Q (21328.580000 sec): 3 clusters Score: Raw -489081.010733 + Penalty 3945.716840 = -485135.293894 nChanged 93 SP:Iteration 6Q (21328.800000 sec): 3 clusters Score: Raw -489173.161338 + Penalty 3945.716840 = -485227.444498 nChanged 66 SP:Iteration 7Q (21329.020000 sec): 3 clusters Score: Raw -489231.035145 + Penalty 3945.716840 = -485285.318306 nChanged 57 SP:Iteration 8Q (21329.210000 sec): 3 clusters Score: Raw -489275.794061 + Penalty 3945.716840 = -485330.077222 nChanged 48 SP:Iteration 9Q (21329.420000 sec): 3 clusters Score: Raw -489304.767016 + Penalty 3945.716840 = -485359.050177 nChanged 47 SP:Iteration 10Q (21329.620000 sec): 3 clusters Score: Raw -489331.709586 + Penalty 3945.716840 = -485385.992747 nChanged 41 SP:Iteration 11Q (21329.820000 sec): 3 clusters Score: Raw -489355.134078 + Penalty 3945.716840 = -485409.417238 nChanged 27 SP:Iteration 12Q (21330.080000 sec): 3 clusters Score: Raw -489372.625468 + Penalty 3945.716840 = -485426.908629 nChanged 17 SP:Iteration 13Q (21330.260000 sec): 3 clusters Score: Raw -489382.398793 + Penalty 3945.716840 = -485436.681954 nChanged 12 SP:Iteration 14Q (21330.430000 sec): 3 clusters Score: Raw -489388.333584 + Penalty 3945.716840 = -485442.616744 nChanged 10 SP:Iteration 15Q (21330.630000 sec): 3 clusters Score: Raw -489393.321404 + Penalty 3945.716840 = -485447.604565 nChanged 10 SP:Iteration 16Q (21330.840000 sec): 3 clusters Score: Raw -489397.203401 + Penalty 3945.716840 = -485451.486562 nChanged 8 SP:Iteration 17Q (21331.080000 sec): 3 clusters Score: Raw -489400.594045 + Penalty 3945.716840 = -485454.877206 nChanged 9 SP:Iteration 18Q (21331.230000 sec): 3 clusters Score: Raw -489408.562188 + Penalty 3945.716840 = -485462.845348 nChanged 13 SP:Iteration 19Q (21331.440000 sec): 3 clusters Score: Raw -489416.390572 + Penalty 3945.716840 = -485470.673733 nChanged 16 SP:Iteration 20F (21331.640000 sec): 3 clusters Score: Raw -489426.476206 + Penalty 3945.716840 = -485480.759367 nChanged 13 SP:Iteration 21Q (21331.780000 sec): 3 clusters Score: Raw -489432.634574 + Penalty 3945.716840 = -485486.917734 nChanged 14 SP:Iteration 22Q (21332.020000 sec): 3 clusters Score: Raw -489440.771434 + Penalty 3945.716840 = -485495.054595 nChanged 19 SP:Iteration 23Q (21332.230000 sec): 3 clusters Score: Raw -489450.606973 + Penalty 3945.716840 = -485504.890134 nChanged 13 SP:Iteration 24Q (21332.400000 sec): 3 clusters Score: Raw -489458.565394 + Penalty 3945.716840 = -485512.848554 nChanged 10 SP:Iteration 25Q (21332.640000 sec): 3 clusters Score: Raw -489463.861942 + Penalty 3945.716840 = -485518.145103 nChanged 5 SP:Iteration 26Q (21332.840000 sec): 3 clusters Score: Raw -489470.238013 + Penalty 3945.716840 = -485524.521174 nChanged 7 SP:Iteration 27Q (21332.990000 sec): 3 clusters Score: Raw -489473.711914 + Penalty 3945.716840 = -485527.995074 nChanged 10 SP:Iteration 28Q (21333.200000 sec): 3 clusters Score: Raw -489478.120120 + Penalty 3945.716840 = -485532.403281 nChanged 4 SP:Iteration 29Q (21333.410000 sec): 3 clusters Score: Raw -489480.071847 + Penalty 3945.716840 = -485534.355007 nChanged 2 SP:Iteration 30Q (21333.600000 sec): 3 clusters Score: Raw -489480.572412 + Penalty 3945.716840 = -485534.855572 nChanged 5 SP:Iteration 31Q (21333.820000 sec): 3 clusters Score: Raw -489483.650812 + Penalty 3945.716840 = -485537.933972 nChanged 4 SP:Iteration 32Q (21334.010000 sec): 3 clusters Score: Raw -489485.577663 + Penalty 3945.716840 = -485539.860823 nChanged 4 SP:Iteration 33Q (21334.240000 sec): 3 clusters Score: Raw -489487.717908 + Penalty 3945.716840 = -485542.001068 nChanged 4 SP:Iteration 34Q (21334.410000 sec): 3 clusters Score: Raw -489489.254199 + Penalty 3945.716840 = -485543.537359 nChanged 3 SP:Iteration 35Q (21334.600000 sec): 3 clusters Score: Raw -489490.483495 + Penalty 3945.716840 = -485544.766656 nChanged 2 SP:Iteration 36Q (21334.820000 sec): 3 clusters Score: Raw -489490.946098 + Penalty 3945.716840 = -485545.229258 nChanged 2 SP:Iteration 37Q (21335.040000 sec): 3 clusters Score: Raw -489491.404449 + Penalty 3945.716840 = -485545.687609 nChanged 1 SP:Iteration 38Q (21335.250000 sec): 3 clusters Score: Raw -489492.053020 + Penalty 3945.716840 = -485546.336181 nChanged 0 SP:Iteration 39F (21335.400000 sec): 3 clusters Score: Raw -489492.053020 + Penalty 3945.716840 = -485546.336181 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21335.490000 sec): 2 clusters Score: Raw -85567.438163 + Penalty 1539.230830 = -84028.207333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21335.700000 sec): 3 clusters Score: Raw -85633.390562 + Penalty 3078.461660 = -82554.928903 nChanged 106 SP:Iteration 1F (21335.880000 sec): 3 clusters Score: Raw -85837.850964 + Penalty 3078.461660 = -82759.389304 nChanged 22 SP:Iteration 2Q (21336.080000 sec): 3 clusters Score: Raw -85888.125685 + Penalty 3078.461660 = -82809.664026 nChanged 6 SP:Iteration 3Q (21336.270000 sec): 3 clusters Score: Raw -85905.180917 + Penalty 3078.461660 = -82826.719258 nChanged 3 SP:Iteration 4Q (21336.440000 sec): 3 clusters Score: Raw -85910.646512 + Penalty 3078.461660 = -82832.184853 nChanged 2 SP:Iteration 5Q (21336.630000 sec): 3 clusters Score: Raw -85913.579115 + Penalty 3078.461660 = -82835.117455 nChanged 1 SP:Iteration 6Q (21336.820000 sec): 3 clusters Score: Raw -85919.695086 + Penalty 3078.461660 = -82841.233426 nChanged 3 SP:Iteration 7Q (21337.030000 sec): 3 clusters Score: Raw -85924.595828 + Penalty 3078.461660 = -82846.134168 nChanged 1 SP:Iteration 8Q (21337.190000 sec): 3 clusters Score: Raw -85926.191824 + Penalty 3078.461660 = -82847.730165 nChanged 1 SP:Iteration 9Q (21337.360000 sec): 3 clusters Score: Raw -85927.762811 + Penalty 3078.461660 = -82849.301152 nChanged 0 SP:Iteration 10F (21337.540000 sec): 3 clusters Score: Raw -85927.762811 + Penalty 3078.461660 = -82849.301152 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21337.640000 sec): 2 clusters Score: Raw -86224.706445 + Penalty 1522.691369 = -84702.015076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21337.820000 sec): 3 clusters Score: Raw -86256.392097 + Penalty 3045.382738 = -83211.009359 nChanged 73 SP:Iteration 1F (21338.010000 sec): 3 clusters Score: Raw -86404.438634 + Penalty 3045.382738 = -83359.055896 nChanged 18 SP:Iteration 2Q (21338.200000 sec): 3 clusters Score: Raw -86465.129246 + Penalty 3045.382738 = -83419.746508 nChanged 11 SP:Iteration 3Q (21338.340000 sec): 3 clusters Score: Raw -86490.789204 + Penalty 3045.382738 = -83445.406466 nChanged 4 SP:Iteration 4Q (21338.540000 sec): 3 clusters Score: Raw -86501.589405 + Penalty 3045.382738 = -83456.206667 nChanged 2 SP:Iteration 5Q (21338.730000 sec): 3 clusters Score: Raw -86509.398935 + Penalty 3045.382738 = -83464.016197 nChanged 0 SP:Iteration 6F (21338.960000 sec): 3 clusters Score: Raw -86509.398935 + Penalty 3045.382738 = -83464.016197 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (6152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21339.040000 sec): 2 clusters Score: Raw -1039298.651294 + Penalty 2163.684063 = -1037134.967232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21339.300000 sec): 3 clusters Score: Raw -1036233.430519 + Penalty 4327.368126 = -1031906.062394 nChanged 2415 SP:Iteration 1F (21339.480000 sec): 3 clusters Score: Raw -1037554.159481 + Penalty 4327.368126 = -1033226.791356 nChanged 455 SP:Iteration 2F (21339.720000 sec): 3 clusters Score: Raw -1037829.809390 + Penalty 4327.368126 = -1033502.441265 nChanged 332 SP:Iteration 3F (21339.920000 sec): 3 clusters Score: Raw -1038015.796315 + Penalty 4327.368126 = -1033688.428190 nChanged 255 SP:Iteration 4Q (21340.110000 sec): 3 clusters Score: Raw -1038145.805184 + Penalty 4327.368126 = -1033818.437059 nChanged 211 SP:Iteration 5Q (21340.320000 sec): 3 clusters Score: Raw -1038277.771216 + Penalty 4327.368126 = -1033950.403091 nChanged 223 SP:Iteration 6Q (21340.540000 sec): 3 clusters Score: Raw -1038420.574324 + Penalty 4327.368126 = -1034093.206198 nChanged 232 SP:Iteration 7Q (21340.730000 sec): 3 clusters Score: Raw -1038558.214956 + Penalty 4327.368126 = -1034230.846830 nChanged 206 SP:Iteration 8Q (21340.970000 sec): 3 clusters Score: Raw -1038681.117811 + Penalty 4327.368126 = -1034353.749685 nChanged 200 SP:Iteration 9Q (21341.200000 sec): 3 clusters Score: Raw -1038792.286661 + Penalty 4327.368126 = -1034464.918535 nChanged 186 SP:Iteration 10Q (21341.400000 sec): 3 clusters Score: Raw -1038887.418656 + Penalty 4327.368126 = -1034560.050530 nChanged 174 SP:Iteration 11Q (21341.640000 sec): 3 clusters Score: Raw -1038975.373624 + Penalty 4327.368126 = -1034648.005498 nChanged 162 SP:Iteration 12Q (21341.940000 sec): 3 clusters Score: Raw -1039048.210813 + Penalty 4327.368126 = -1034720.842688 nChanged 137 SP:Iteration 13Q (21342.190000 sec): 3 clusters Score: Raw -1039105.940172 + Penalty 4327.368126 = -1034778.572047 nChanged 106 SP:Iteration 14Q (21342.420000 sec): 3 clusters Score: Raw -1039147.521930 + Penalty 4327.368126 = -1034820.153805 nChanged 77 SP:Iteration 15Q (21342.710000 sec): 3 clusters Score: Raw -1039179.823747 + Penalty 4327.368126 = -1034852.455621 nChanged 85 SP:Iteration 16Q (21342.980000 sec): 3 clusters Score: Raw -1039214.950935 + Penalty 4327.368126 = -1034887.582809 nChanged 89 SP:Iteration 17Q (21343.160000 sec): 3 clusters Score: Raw -1039248.402115 + Penalty 4327.368126 = -1034921.033989 nChanged 70 SP:Iteration 18Q (21343.410000 sec): 3 clusters Score: Raw -1039278.207330 + Penalty 4327.368126 = -1034950.839205 nChanged 66 SP:Iteration 19Q (21343.600000 sec): 3 clusters Score: Raw -1039304.974802 + Penalty 4327.368126 = -1034977.606677 nChanged 70 SP:Iteration 20F (21343.800000 sec): 3 clusters Score: Raw -1039333.999991 + Penalty 4327.368126 = -1035006.631866 nChanged 75 SP:Iteration 21Q (21344.050000 sec): 3 clusters Score: Raw -1039366.296577 + Penalty 4327.368126 = -1035038.928451 nChanged 68 SP:Iteration 22Q (21344.270000 sec): 3 clusters Score: Raw -1039395.424791 + Penalty 4327.368126 = -1035068.056665 nChanged 75 SP:Iteration 23Q (21344.430000 sec): 3 clusters Score: Raw -1039432.463818 + Penalty 4327.368126 = -1035105.095693 nChanged 72 SP:Iteration 24Q (21344.650000 sec): 3 clusters Score: Raw -1039464.110990 + Penalty 4327.368126 = -1035136.742864 nChanged 73 SP:Iteration 25Q (21344.860000 sec): 3 clusters Score: Raw -1039506.011459 + Penalty 4327.368126 = -1035178.643334 nChanged 81 SP:Iteration 26Q (21345.020000 sec): 3 clusters Score: Raw -1039554.310468 + Penalty 4327.368126 = -1035226.942343 nChanged 83 SP:Iteration 27Q (21345.270000 sec): 3 clusters Score: Raw -1039599.128977 + Penalty 4327.368126 = -1035271.760852 nChanged 81 SP:Iteration 28Q (21345.470000 sec): 3 clusters Score: Raw -1039639.330881 + Penalty 4327.368126 = -1035311.962756 nChanged 75 SP:Iteration 29Q (21345.670000 sec): 3 clusters Score: Raw -1039684.892309 + Penalty 4327.368126 = -1035357.524183 nChanged 84 SP:Iteration 30Q (21345.890000 sec): 3 clusters Score: Raw -1039742.012529 + Penalty 4327.368126 = -1035414.644403 nChanged 92 SP:Iteration 31Q (21346.080000 sec): 3 clusters Score: Raw -1039799.229134 + Penalty 4327.368126 = -1035471.861009 nChanged 79 SP:Iteration 32Q (21346.300000 sec): 3 clusters Score: Raw -1039852.337271 + Penalty 4327.368126 = -1035524.969146 nChanged 75 SP:Iteration 33Q (21346.510000 sec): 3 clusters Score: Raw -1039893.089943 + Penalty 4327.368126 = -1035565.721818 nChanged 58 SP:Iteration 34Q (21346.760000 sec): 3 clusters Score: Raw -1039922.964365 + Penalty 4327.368126 = -1035595.596239 nChanged 43 SP:Iteration 35Q (21346.980000 sec): 3 clusters Score: Raw -1039945.116600 + Penalty 4327.368126 = -1035617.748474 nChanged 32 SP:Iteration 36Q (21347.130000 sec): 3 clusters Score: Raw -1039960.478128 + Penalty 4327.368126 = -1035633.110002 nChanged 39 SP:Iteration 37Q (21347.310000 sec): 3 clusters Score: Raw -1039977.325721 + Penalty 4327.368126 = -1035649.957595 nChanged 28 SP:Iteration 38Q (21347.560000 sec): 3 clusters Score: Raw -1039987.987697 + Penalty 4327.368126 = -1035660.619571 nChanged 19 SP:Iteration 39Q (21347.770000 sec): 3 clusters Score: Raw -1039995.197673 + Penalty 4327.368126 = -1035667.829548 nChanged 13 SP:Iteration 40F (21347.980000 sec): 3 clusters Score: Raw -1040000.465606 + Penalty 4327.368126 = -1035673.097480 nChanged 16 SP:Iteration 41Q (21348.180000 sec): 3 clusters Score: Raw -1040007.591223 + Penalty 4327.368126 = -1035680.223097 nChanged 12 SP:Iteration 42Q (21348.370000 sec): 3 clusters Score: Raw -1040013.079862 + Penalty 4327.368126 = -1035685.711736 nChanged 11 SP:Iteration 43Q (21348.580000 sec): 3 clusters Score: Raw -1040017.601394 + Penalty 4327.368126 = -1035690.233269 nChanged 13 SP:Iteration 44Q (21348.780000 sec): 3 clusters Score: Raw -1040021.595575 + Penalty 4327.368126 = -1035694.227450 nChanged 9 SP:Iteration 45Q (21349.000000 sec): 3 clusters Score: Raw -1040024.455839 + Penalty 4327.368126 = -1035697.087714 nChanged 11 SP:Iteration 46Q (21349.150000 sec): 3 clusters Score: Raw -1040027.814690 + Penalty 4327.368126 = -1035700.446564 nChanged 12 SP:Iteration 47Q (21349.340000 sec): 3 clusters Score: Raw -1040030.795960 + Penalty 4327.368126 = -1035703.427834 nChanged 8 SP:Iteration 48Q (21349.580000 sec): 3 clusters Score: Raw -1040033.764586 + Penalty 4327.368126 = -1035706.396461 nChanged 7 SP:Iteration 49Q (21349.790000 sec): 3 clusters Score: Raw -1040036.631256 + Penalty 4327.368126 = -1035709.263130 nChanged 6 SP:Iteration 50Q (21349.980000 sec): 3 clusters Score: Raw -1040037.875536 + Penalty 4327.368126 = -1035710.507410 nChanged 1 SP:Iteration 51Q (21350.220000 sec): 3 clusters Score: Raw -1040037.985948 + Penalty 4327.368126 = -1035710.617822 nChanged 0 SP:Iteration 52F (21350.430000 sec): 3 clusters Score: Raw -1040037.985948 + Penalty 4327.368126 = -1035710.617822 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 23 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21350.600000 sec): 2 clusters Score: Raw -58392.252836 + Penalty 1438.925357 = -56953.327479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21350.800000 sec): 3 clusters Score: Raw -58479.813245 + Penalty 2877.850714 = -55601.962530 nChanged 53 SP:Iteration 1F (21350.980000 sec): 3 clusters Score: Raw -58613.329288 + Penalty 2877.850714 = -55735.478574 nChanged 5 SP:Iteration 2Q (21351.140000 sec): 3 clusters Score: Raw -58625.487001 + Penalty 2877.850714 = -55747.636287 nChanged 1 SP:Iteration 3Q (21351.340000 sec): 3 clusters Score: Raw -58628.191922 + Penalty 2877.850714 = -55750.341208 nChanged 0 SP:Iteration 4F (21351.530000 sec): 3 clusters Score: Raw -58628.191922 + Penalty 2877.850714 = -55750.341208 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 24 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21351.590000 sec): 2 clusters Score: Raw -350287.016424 + Penalty 1877.214125 = -348409.802300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21351.800000 sec): 3 clusters Score: Raw -349585.315328 + Penalty 3754.428249 = -345830.887079 nChanged 615 SP:Iteration 1F (21352.000000 sec): 3 clusters Score: Raw -350015.871000 + Penalty 3754.428249 = -346261.442751 nChanged 144 SP:Iteration 2F (21352.140000 sec): 3 clusters Score: Raw -350132.457337 + Penalty 3754.428249 = -346378.029088 nChanged 78 SP:Iteration 3Q (21352.340000 sec): 3 clusters Score: Raw -350199.150077 + Penalty 3754.428249 = -346444.721828 nChanged 54 SP:Iteration 4Q (21352.520000 sec): 3 clusters Score: Raw -350238.083212 + Penalty 3754.428249 = -346483.654963 nChanged 41 SP:Iteration 5Q (21352.700000 sec): 3 clusters Score: Raw -350270.974808 + Penalty 3754.428249 = -346516.546559 nChanged 28 SP:Iteration 6Q (21352.910000 sec): 3 clusters Score: Raw -350295.119316 + Penalty 3754.428249 = -346540.691067 nChanged 28 SP:Iteration 7Q (21353.100000 sec): 3 clusters Score: Raw -350316.896704 + Penalty 3754.428249 = -346562.468455 nChanged 23 SP:Iteration 8Q (21353.320000 sec): 3 clusters Score: Raw -350331.304152 + Penalty 3754.428249 = -346576.875903 nChanged 13 SP:Iteration 9Q (21353.490000 sec): 3 clusters Score: Raw -350339.057973 + Penalty 3754.428249 = -346584.629724 nChanged 7 SP:Iteration 10Q (21353.710000 sec): 3 clusters Score: Raw -350342.671214 + Penalty 3754.428249 = -346588.242965 nChanged 6 SP:Iteration 11Q (21353.920000 sec): 3 clusters Score: Raw -350345.747131 + Penalty 3754.428249 = -346591.318882 nChanged 4 SP:Iteration 12Q (21354.100000 sec): 3 clusters Score: Raw -350348.274556 + Penalty 3754.428249 = -346593.846307 nChanged 2 SP:Iteration 13Q (21354.310000 sec): 3 clusters Score: Raw -350349.557182 + Penalty 3754.428249 = -346595.128933 nChanged 1 SP:Iteration 14Q (21354.520000 sec): 3 clusters Score: Raw -350349.878421 + Penalty 3754.428249 = -346595.450172 nChanged 0 SP:Iteration 15F (21354.740000 sec): 3 clusters Score: Raw -350349.878421 + Penalty 3754.428249 = -346595.450172 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21354.870000 sec): 2 clusters Score: Raw -37508.030899 + Penalty 1377.133977 = -36130.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21355.050000 sec): 3 clusters Score: Raw -37780.884152 + Penalty 2754.267954 = -35026.616198 nChanged 44 SP:Iteration 1F (21355.240000 sec): 3 clusters Score: Raw -37977.516582 + Penalty 2754.267954 = -35223.248628 nChanged 27 SP:Iteration 2F (21355.490000 sec): 3 clusters Score: Raw -38146.784174 + Penalty 2754.267954 = -35392.516220 nChanged 11 SP:Iteration 3Q (21355.660000 sec): 3 clusters Score: Raw -38293.297464 + Penalty 2754.267954 = -35539.029510 nChanged 9 SP:Iteration 4Q (21355.860000 sec): 3 clusters Score: Raw -38397.691637 + Penalty 2754.267954 = -35643.423683 nChanged 4 SP:Iteration 5Q (21356.040000 sec): 3 clusters Score: Raw -38415.519566 + Penalty 2754.267954 = -35661.251612 nChanged 0 SP:Iteration 6F (21356.220000 sec): 3 clusters Score: Raw -38416.370497 + Penalty 2754.267954 = -35662.102543 nChanged 1 SP:Iteration 7Q (21356.420000 sec): 3 clusters Score: Raw -38462.981968 + Penalty 2754.267954 = -35708.714013 nChanged 1 SP:Iteration 8Q (21356.640000 sec): 3 clusters Score: Raw -38467.888728 + Penalty 2754.267954 = -35713.620774 nChanged 0 SP:Iteration 9F (21356.780000 sec): 3 clusters Score: Raw -38467.888728 + Penalty 2754.267954 = -35713.620774 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 26 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21356.870000 sec): 2 clusters Score: Raw -181089.493661 + Penalty 1723.564401 = -179365.929261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21357.060000 sec): 3 clusters Score: Raw -180846.269233 + Penalty 3447.128802 = -177399.140431 nChanged 278 SP:Iteration 1F (21357.230000 sec): 3 clusters Score: Raw -181157.767789 + Penalty 3447.128802 = -177710.638988 nChanged 85 SP:Iteration 2F (21357.380000 sec): 3 clusters Score: Raw -181275.388030 + Penalty 3447.128802 = -177828.259228 nChanged 35 SP:Iteration 3Q (21357.600000 sec): 3 clusters Score: Raw -181322.608688 + Penalty 3447.128802 = -177875.479886 nChanged 17 SP:Iteration 4Q (21357.760000 sec): 3 clusters Score: Raw -181344.481113 + Penalty 3447.128802 = -177897.352311 nChanged 13 SP:Iteration 5Q (21357.950000 sec): 3 clusters Score: Raw -181359.602347 + Penalty 3447.128802 = -177912.473545 nChanged 10 SP:Iteration 6Q (21358.110000 sec): 3 clusters Score: Raw -181371.510746 + Penalty 3447.128802 = -177924.381944 nChanged 8 SP:Iteration 7Q (21358.290000 sec): 3 clusters Score: Raw -181387.309499 + Penalty 3447.128802 = -177940.180698 nChanged 7 SP:Iteration 8Q (21358.470000 sec): 3 clusters Score: Raw -181398.702087 + Penalty 3447.128802 = -177951.573285 nChanged 5 SP:Iteration 9Q (21358.600000 sec): 3 clusters Score: Raw -181404.446384 + Penalty 3447.128802 = -177957.317582 nChanged 3 SP:Iteration 10Q (21358.760000 sec): 3 clusters Score: Raw -181407.695961 + Penalty 3447.128802 = -177960.567160 nChanged 2 SP:Iteration 11Q (21358.890000 sec): 3 clusters Score: Raw -181410.032115 + Penalty 3447.128802 = -177962.903314 nChanged 5 SP:Iteration 12Q (21359.060000 sec): 3 clusters Score: Raw -181417.109509 + Penalty 3447.128802 = -177969.980708 nChanged 5 SP:Iteration 13Q (21359.180000 sec): 3 clusters Score: Raw -181423.862042 + Penalty 3447.128802 = -177976.733240 nChanged 8 SP:Iteration 14Q (21359.410000 sec): 3 clusters Score: Raw -181434.633164 + Penalty 3447.128802 = -177987.504362 nChanged 10 SP:Iteration 15Q (21359.610000 sec): 3 clusters Score: Raw -181447.560099 + Penalty 3447.128802 = -178000.431297 nChanged 7 SP:Iteration 16Q (21359.780000 sec): 3 clusters Score: Raw -181453.238862 + Penalty 3447.128802 = -178006.110060 nChanged 2 SP:Iteration 17Q (21359.990000 sec): 3 clusters Score: Raw -181454.471492 + Penalty 3447.128802 = -178007.342691 nChanged 3 SP:Iteration 18Q (21360.110000 sec): 3 clusters Score: Raw -181456.486103 + Penalty 3447.128802 = -178009.357302 nChanged 0 SP:Iteration 19F (21360.240000 sec): 3 clusters Score: Raw -181456.486103 + Penalty 3447.128802 = -178009.357302 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 27 (22066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21360.450000 sec): 2 clusters Score: Raw -3959469.895607 + Penalty 2480.444724 = -3956989.450884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21360.780000 sec): 3 clusters Score: Raw -3946533.186082 + Penalty 4960.889448 = -3941572.296634 nChanged 9641 SP:Iteration 1F (21361.070000 sec): 3 clusters Score: Raw -3951769.916888 + Penalty 4960.889448 = -3946809.027440 nChanged 1167 SP:Iteration 2F (21361.350000 sec): 3 clusters Score: Raw -3952223.326396 + Penalty 4960.889448 = -3947262.436948 nChanged 1047 SP:Iteration 3Q (21361.700000 sec): 3 clusters Score: Raw -3952644.266652 + Penalty 4960.889448 = -3947683.377205 nChanged 985 SP:Iteration 4Q (21362.060000 sec): 3 clusters Score: Raw -3953087.814496 + Penalty 4960.889448 = -3948126.925049 nChanged 972 SP:Iteration 5Q (21362.400000 sec): 3 clusters Score: Raw -3953575.794641 + Penalty 4960.889448 = -3948614.905193 nChanged 1032 SP:Iteration 6Q (21362.740000 sec): 3 clusters Score: Raw -3954177.561174 + Penalty 4960.889448 = -3949216.671727 nChanged 1145 SP:Iteration 7F (21363.070000 sec): 3 clusters Score: Raw -3954968.538656 + Penalty 4960.889448 = -3950007.649208 nChanged 1199 SP:Iteration 8F (21363.330000 sec): 3 clusters Score: Raw -3955891.311268 + Penalty 4960.889448 = -3950930.421820 nChanged 1225 SP:Iteration 9F (21363.680000 sec): 3 clusters Score: Raw -3956756.311102 + Penalty 4960.889448 = -3951795.421654 nChanged 1005 SP:Iteration 10Q (21364.000000 sec): 3 clusters Score: Raw -3957434.519167 + Penalty 4960.889448 = -3952473.629720 nChanged 839 SP:Iteration 11Q (21364.340000 sec): 3 clusters Score: Raw -3957911.706813 + Penalty 4960.889448 = -3952950.817365 nChanged 623 SP:Iteration 12Q (21364.640000 sec): 3 clusters Score: Raw -3958200.046495 + Penalty 4960.889448 = -3953239.157047 nChanged 440 SP:Iteration 13Q (21364.930000 sec): 3 clusters Score: Raw -3958373.273391 + Penalty 4960.889448 = -3953412.383944 nChanged 384 SP:Iteration 14Q (21365.250000 sec): 3 clusters Score: Raw -3958513.203700 + Penalty 4960.889448 = -3953552.314253 nChanged 317 SP:Iteration 15Q (21365.540000 sec): 3 clusters Score: Raw -3958621.416140 + Penalty 4960.889448 = -3953660.526692 nChanged 267 SP:Iteration 16Q (21365.850000 sec): 3 clusters Score: Raw -3958709.402192 + Penalty 4960.889448 = -3953748.512745 nChanged 245 SP:Iteration 17Q (21366.120000 sec): 3 clusters Score: Raw -3958793.003496 + Penalty 4960.889448 = -3953832.114048 nChanged 236 SP:Iteration 18Q (21366.440000 sec): 3 clusters Score: Raw -3958865.440291 + Penalty 4960.889448 = -3953904.550844 nChanged 212 SP:Iteration 19Q (21366.760000 sec): 3 clusters Score: Raw -3958927.062640 + Penalty 4960.889448 = -3953966.173192 nChanged 191 SP:Iteration 20F (21367.030000 sec): 3 clusters Score: Raw -3958981.081918 + Penalty 4960.889448 = -3954020.192470 nChanged 168 SP:Iteration 21Q (21367.380000 sec): 3 clusters Score: Raw -3959030.816258 + Penalty 4960.889448 = -3954069.926811 nChanged 175 SP:Iteration 22Q (21367.640000 sec): 3 clusters Score: Raw -3959078.970140 + Penalty 4960.889448 = -3954118.080692 nChanged 153 SP:Iteration 23Q (21367.920000 sec): 3 clusters Score: Raw -3959120.350665 + Penalty 4960.889448 = -3954159.461217 nChanged 130 SP:Iteration 24Q (21368.230000 sec): 3 clusters Score: Raw -3959156.885276 + Penalty 4960.889448 = -3954195.995828 nChanged 130 SP:Iteration 25Q (21368.520000 sec): 3 clusters Score: Raw -3959190.952895 + Penalty 4960.889448 = -3954230.063447 nChanged 140 SP:Iteration 26Q (21368.770000 sec): 3 clusters Score: Raw -3959231.051626 + Penalty 4960.889448 = -3954270.162178 nChanged 132 SP:Iteration 27Q (21369.080000 sec): 3 clusters Score: Raw -3959272.263444 + Penalty 4960.889448 = -3954311.373996 nChanged 121 SP:Iteration 28Q (21369.320000 sec): 3 clusters Score: Raw -3959307.544739 + Penalty 4960.889448 = -3954346.655291 nChanged 118 SP:Iteration 29Q (21369.600000 sec): 3 clusters Score: Raw -3959343.745290 + Penalty 4960.889448 = -3954382.855843 nChanged 112 SP:Iteration 30Q (21369.870000 sec): 3 clusters Score: Raw -3959377.944087 + Penalty 4960.889448 = -3954417.054639 nChanged 117 SP:Iteration 31Q (21370.140000 sec): 3 clusters Score: Raw -3959415.040454 + Penalty 4960.889448 = -3954454.151006 nChanged 115 SP:Iteration 32Q (21370.420000 sec): 3 clusters Score: Raw -3959449.615240 + Penalty 4960.889448 = -3954488.725793 nChanged 102 SP:Iteration 33Q (21370.700000 sec): 3 clusters Score: Raw -3959481.347571 + Penalty 4960.889448 = -3954520.458124 nChanged 100 SP:Iteration 34Q (21370.980000 sec): 3 clusters Score: Raw -3959512.534349 + Penalty 4960.889448 = -3954551.644901 nChanged 90 SP:Iteration 35Q (21371.280000 sec): 3 clusters Score: Raw -3959541.447076 + Penalty 4960.889448 = -3954580.557628 nChanged 91 SP:Iteration 36Q (21371.580000 sec): 3 clusters Score: Raw -3959571.831795 + Penalty 4960.889448 = -3954610.942347 nChanged 83 SP:Iteration 37Q (21371.860000 sec): 3 clusters Score: Raw -3959600.202680 + Penalty 4960.889448 = -3954639.313232 nChanged 62 SP:Iteration 38Q (21372.150000 sec): 3 clusters Score: Raw -3959619.796558 + Penalty 4960.889448 = -3954658.907111 nChanged 67 SP:Iteration 39Q (21372.470000 sec): 3 clusters Score: Raw -3959643.809424 + Penalty 4960.889448 = -3954682.919976 nChanged 65 SP:Iteration 40F (21372.730000 sec): 3 clusters Score: Raw -3959664.008502 + Penalty 4960.889448 = -3954703.119055 nChanged 58 SP:Iteration 41Q (21373.000000 sec): 3 clusters Score: Raw -3959680.521708 + Penalty 4960.889448 = -3954719.632260 nChanged 50 SP:Iteration 42Q (21373.260000 sec): 3 clusters Score: Raw -3959698.568709 + Penalty 4960.889448 = -3954737.679262 nChanged 63 SP:Iteration 43Q (21373.580000 sec): 3 clusters Score: Raw -3959719.061861 + Penalty 4960.889448 = -3954758.172414 nChanged 56 SP:Iteration 44Q (21373.860000 sec): 3 clusters Score: Raw -3959736.061343 + Penalty 4960.889448 = -3954775.171895 nChanged 50 SP:Iteration 45Q (21374.130000 sec): 3 clusters Score: Raw -3959752.892786 + Penalty 4960.889448 = -3954792.003339 nChanged 46 SP:Iteration 46Q (21374.450000 sec): 3 clusters Score: Raw -3959766.013862 + Penalty 4960.889448 = -3954805.124414 nChanged 33 SP:Iteration 47Q (21374.680000 sec): 3 clusters Score: Raw -3959776.858004 + Penalty 4960.889448 = -3954815.968556 nChanged 28 SP:Iteration 48Q (21375.040000 sec): 3 clusters Score: Raw -3959784.268813 + Penalty 4960.889448 = -3954823.379365 nChanged 26 SP:Iteration 49Q (21375.320000 sec): 3 clusters Score: Raw -3959790.918060 + Penalty 4960.889448 = -3954830.028612 nChanged 19 SP:Iteration 50Q (21375.600000 sec): 3 clusters Score: Raw -3959796.988979 + Penalty 4960.889448 = -3954836.099531 nChanged 20 SP:Iteration 51Q (21375.870000 sec): 3 clusters Score: Raw -3959801.933761 + Penalty 4960.889448 = -3954841.044314 nChanged 18 SP:Iteration 52Q (21376.140000 sec): 3 clusters Score: Raw -3959807.344740 + Penalty 4960.889448 = -3954846.455292 nChanged 13 SP:Iteration 53Q (21376.450000 sec): 3 clusters Score: Raw -3959811.233476 + Penalty 4960.889448 = -3954850.344028 nChanged 13 SP:Iteration 54Q (21376.730000 sec): 3 clusters Score: Raw -3959815.481671 + Penalty 4960.889448 = -3954854.592223 nChanged 16 SP:Iteration 55Q (21377.060000 sec): 3 clusters Score: Raw -3959820.319162 + Penalty 4960.889448 = -3954859.429715 nChanged 13 SP:Iteration 56Q (21377.390000 sec): 3 clusters Score: Raw -3959824.122567 + Penalty 4960.889448 = -3954863.233119 nChanged 12 SP:Iteration 57Q (21377.650000 sec): 3 clusters Score: Raw -3959826.961714 + Penalty 4960.889448 = -3954866.072266 nChanged 8 SP:Iteration 58Q (21377.930000 sec): 3 clusters Score: Raw -3959829.444133 + Penalty 4960.889448 = -3954868.554685 nChanged 13 SP:Iteration 59Q (21378.190000 sec): 3 clusters Score: Raw -3959832.767130 + Penalty 4960.889448 = -3954871.877683 nChanged 13 SP:Iteration 60F (21378.510000 sec): 3 clusters Score: Raw -3959836.515019 + Penalty 4960.889448 = -3954875.625571 nChanged 9 SP:Iteration 61Q (21378.790000 sec): 3 clusters Score: Raw -3959838.639084 + Penalty 4960.889448 = -3954877.749637 nChanged 10 SP:Iteration 62Q (21379.080000 sec): 3 clusters Score: Raw -3959841.383657 + Penalty 4960.889448 = -3954880.494210 nChanged 7 SP:Iteration 63Q (21379.310000 sec): 3 clusters Score: Raw -3959843.259653 + Penalty 4960.889448 = -3954882.370205 nChanged 11 SP:Iteration 64Q (21379.570000 sec): 3 clusters Score: Raw -3959845.879857 + Penalty 4960.889448 = -3954884.990409 nChanged 7 SP:Iteration 65Q (21379.870000 sec): 3 clusters Score: Raw -3959847.868397 + Penalty 4960.889448 = -3954886.978950 nChanged 3 SP:Iteration 66Q (21380.140000 sec): 3 clusters Score: Raw -3959848.263811 + Penalty 4960.889448 = -3954887.374363 nChanged 2 SP:Iteration 67Q (21380.450000 sec): 3 clusters Score: Raw -3959848.983263 + Penalty 4960.889448 = -3954888.093815 nChanged 3 SP:Iteration 68Q (21380.700000 sec): 3 clusters Score: Raw -3959849.861168 + Penalty 4960.889448 = -3954888.971721 nChanged 4 SP:Iteration 69Q (21380.980000 sec): 3 clusters Score: Raw -3959850.743286 + Penalty 4960.889448 = -3954889.853838 nChanged 3 SP:Iteration 70Q (21381.270000 sec): 3 clusters Score: Raw -3959851.673318 + Penalty 4960.889448 = -3954890.783870 nChanged 1 SP:Iteration 71Q (21381.570000 sec): 3 clusters Score: Raw -3959851.955324 + Penalty 4960.889448 = -3954891.065876 nChanged 2 SP:Iteration 72Q (21381.830000 sec): 3 clusters Score: Raw -3959852.325714 + Penalty 4960.889448 = -3954891.436266 nChanged 1 SP:Iteration 73Q (21382.120000 sec): 3 clusters Score: Raw -3959852.506170 + Penalty 4960.889448 = -3954891.616722 nChanged 0 SP:Iteration 74F (21382.350000 sec): 3 clusters Score: Raw -3959852.506170 + Penalty 4960.889448 = -3954891.616722 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21382.470000 sec): 2 clusters Score: Raw -98072.613569 + Penalty 1589.315140 = -96483.298429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21382.690000 sec): 3 clusters Score: Raw -98069.031935 + Penalty 3178.630280 = -94890.401654 nChanged 142 SP:Iteration 1F (21382.870000 sec): 3 clusters Score: Raw -98321.532908 + Penalty 3178.630280 = -95142.902628 nChanged 39 SP:Iteration 2F (21383.040000 sec): 3 clusters Score: Raw -98443.424358 + Penalty 3178.630280 = -95264.794078 nChanged 20 SP:Iteration 3Q (21383.250000 sec): 3 clusters Score: Raw -98501.752758 + Penalty 3178.630280 = -95323.122478 nChanged 12 SP:Iteration 4Q (21383.380000 sec): 3 clusters Score: Raw -98541.168235 + Penalty 3178.630280 = -95362.537955 nChanged 5 SP:Iteration 5Q (21383.590000 sec): 3 clusters Score: Raw -98555.012913 + Penalty 3178.630280 = -95376.382633 nChanged 4 SP:Iteration 6Q (21383.730000 sec): 3 clusters Score: Raw -98561.348781 + Penalty 3178.630280 = -95382.718501 nChanged 3 SP:Iteration 7Q (21383.950000 sec): 3 clusters Score: Raw -98566.335850 + Penalty 3178.630280 = -95387.705570 nChanged 1 SP:Iteration 8Q (21384.120000 sec): 3 clusters Score: Raw -98567.404745 + Penalty 3178.630280 = -95388.774465 nChanged 0 SP:Iteration 9F (21384.310000 sec): 3 clusters Score: Raw -98567.404745 + Penalty 3178.630280 = -95388.774465 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (173650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21385.160000 sec): 2 clusters Score: Raw -31350204.757815 + Penalty 2992.069670 = -31347212.688145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21386.290000 sec): 3 clusters Score: Raw -31237094.829986 + Penalty 5984.139341 = -31231110.690645 nChanged 83028 SP:Iteration 1F (21387.430000 sec): 3 clusters Score: Raw -31285328.432469 + Penalty 5984.139341 = -31279344.293129 nChanged 5031 SP:Iteration 2Q (21388.570000 sec): 3 clusters Score: Raw -31286469.153816 + Penalty 5984.139341 = -31280485.014475 nChanged 5560 SP:Iteration 3Q (21389.800000 sec): 3 clusters Score: Raw -31287952.111463 + Penalty 5984.139341 = -31281967.972122 nChanged 6450 SP:Iteration 4Q (21390.960000 sec): 3 clusters Score: Raw -31290128.089991 + Penalty 5984.139341 = -31284143.950650 nChanged 7958 SP:Iteration 5Q (21392.100000 sec): 3 clusters Score: Raw -31293858.641638 + Penalty 5984.139341 = -31287874.502297 nChanged 10543 SP:Iteration 6F (21393.200000 sec): 3 clusters Score: Raw -31300341.332939 + Penalty 5984.139341 = -31294357.193598 nChanged 12802 SP:Iteration 7F (21394.230000 sec): 3 clusters Score: Raw -31310078.159742 + Penalty 5984.139341 = -31304094.020401 nChanged 13804 SP:Iteration 8F (21395.330000 sec): 3 clusters Score: Raw -31322090.606113 + Penalty 5984.139341 = -31316106.466772 nChanged 12387 SP:Iteration 9F (21396.390000 sec): 3 clusters Score: Raw -31333540.798872 + Penalty 5984.139341 = -31327556.659531 nChanged 8937 SP:Iteration 10F (21397.420000 sec): 3 clusters Score: Raw -31341868.811210 + Penalty 5984.139341 = -31335884.671869 nChanged 5234 SP:Iteration 11Q (21398.420000 sec): 3 clusters Score: Raw -31346599.997080 + Penalty 5984.139341 = -31340615.857739 nChanged 2634 SP:Iteration 12Q (21399.440000 sec): 3 clusters Score: Raw -31348933.933888 + Penalty 5984.139341 = -31342949.794547 nChanged 1051 SP:Iteration 13Q (21400.460000 sec): 3 clusters Score: Raw -31349878.208296 + Penalty 5984.139341 = -31343894.068955 nChanged 377 SP:Iteration 14Q (21401.460000 sec): 3 clusters Score: Raw -31350231.395693 + Penalty 5984.139341 = -31344247.256352 nChanged 141 SP:Iteration 15Q (21402.450000 sec): 3 clusters Score: Raw -31350357.929595 + Penalty 5984.139341 = -31344373.790254 nChanged 60 SP:Iteration 16Q (21403.530000 sec): 3 clusters Score: Raw -31350411.131740 + Penalty 5984.139341 = -31344426.992399 nChanged 33 SP:Iteration 17Q (21404.540000 sec): 3 clusters Score: Raw -31350441.717866 + Penalty 5984.139341 = -31344457.578525 nChanged 19 SP:Iteration 18Q (21405.410000 sec): 3 clusters Score: Raw -31350463.973084 + Penalty 5984.139341 = -31344479.833743 nChanged 15 SP:Iteration 19Q (21406.250000 sec): 3 clusters Score: Raw -31350482.111800 + Penalty 5984.139341 = -31344497.972459 nChanged 8 SP:Iteration 20F (21407.210000 sec): 3 clusters Score: Raw -31350493.517075 + Penalty 5984.139341 = -31344509.377734 nChanged 4 SP:Iteration 21Q (21408.110000 sec): 3 clusters Score: Raw -31350498.800556 + Penalty 5984.139341 = -31344514.661215 nChanged 4 SP:Iteration 22Q (21409.070000 sec): 3 clusters Score: Raw -31350502.747530 + Penalty 5984.139341 = -31344518.608189 nChanged 2 SP:Iteration 23Q (21410.090000 sec): 3 clusters Score: Raw -31350503.872916 + Penalty 5984.139341 = -31344519.733575 nChanged 0 SP:Iteration 24F (21411.170000 sec): 3 clusters Score: Raw -31350503.872916 + Penalty 5984.139341 = -31344519.733575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (47857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21411.490000 sec): 2 clusters Score: Raw -8835600.492270 + Penalty 2672.441224 = -8832928.051046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21411.930000 sec): 3 clusters Score: Raw -8806017.089272 + Penalty 5344.882448 = -8800672.206824 nChanged 21981 SP:Iteration 1F (21412.390000 sec): 3 clusters Score: Raw -8818376.089614 + Penalty 5344.882448 = -8813031.207166 nChanged 1975 SP:Iteration 2Q (21412.870000 sec): 3 clusters Score: Raw -8818991.584798 + Penalty 5344.882448 = -8813646.702350 nChanged 1903 SP:Iteration 3Q (21413.320000 sec): 3 clusters Score: Raw -8819595.014416 + Penalty 5344.882448 = -8814250.131968 nChanged 1887 SP:Iteration 4Q (21413.780000 sec): 3 clusters Score: Raw -8820259.454548 + Penalty 5344.882448 = -8814914.572100 nChanged 1876 SP:Iteration 5Q (21414.220000 sec): 3 clusters Score: Raw -8820983.356813 + Penalty 5344.882448 = -8815638.474365 nChanged 1888 SP:Iteration 6Q (21414.700000 sec): 3 clusters Score: Raw -8821819.471659 + Penalty 5344.882448 = -8816474.589211 nChanged 2014 SP:Iteration 7Q (21415.160000 sec): 3 clusters Score: Raw -8822873.816716 + Penalty 5344.882448 = -8817528.934268 nChanged 2380 SP:Iteration 8Q (21415.590000 sec): 3 clusters Score: Raw -8824306.327876 + Penalty 5344.882448 = -8818961.445428 nChanged 2659 SP:Iteration 9F (21416.030000 sec): 3 clusters Score: Raw -8826106.088137 + Penalty 5344.882448 = -8820761.205690 nChanged 2813 SP:Iteration 10F (21416.470000 sec): 3 clusters Score: Raw -8828185.053199 + Penalty 5344.882448 = -8822840.170751 nChanged 2738 SP:Iteration 11F (21416.880000 sec): 3 clusters Score: Raw -8830373.655782 + Penalty 5344.882448 = -8825028.773334 nChanged 2312 SP:Iteration 12Q (21417.320000 sec): 3 clusters Score: Raw -8832247.307094 + Penalty 5344.882448 = -8826902.424646 nChanged 1742 SP:Iteration 13Q (21417.730000 sec): 3 clusters Score: Raw -8833695.569500 + Penalty 5344.882448 = -8828350.687052 nChanged 1146 SP:Iteration 14Q (21418.130000 sec): 3 clusters Score: Raw -8834629.666814 + Penalty 5344.882448 = -8829284.784366 nChanged 679 SP:Iteration 15Q (21418.570000 sec): 3 clusters Score: Raw -8835158.488985 + Penalty 5344.882448 = -8829813.606537 nChanged 367 SP:Iteration 16Q (21419.000000 sec): 3 clusters Score: Raw -8835438.378899 + Penalty 5344.882448 = -8830093.496451 nChanged 234 SP:Iteration 17Q (21419.400000 sec): 3 clusters Score: Raw -8835631.030470 + Penalty 5344.882448 = -8830286.148023 nChanged 121 SP:Iteration 18Q (21419.810000 sec): 3 clusters Score: Raw -8835739.467675 + Penalty 5344.882448 = -8830394.585227 nChanged 85 SP:Iteration 19Q (21420.200000 sec): 3 clusters Score: Raw -8835823.968828 + Penalty 5344.882448 = -8830479.086380 nChanged 55 SP:Iteration 20F (21420.650000 sec): 3 clusters Score: Raw -8835876.732771 + Penalty 5344.882448 = -8830531.850323 nChanged 34 SP:Iteration 21Q (21421.050000 sec): 3 clusters Score: Raw -8835910.221209 + Penalty 5344.882448 = -8830565.338762 nChanged 27 SP:Iteration 22Q (21421.410000 sec): 3 clusters Score: Raw -8835940.456034 + Penalty 5344.882448 = -8830595.573586 nChanged 21 SP:Iteration 23Q (21421.880000 sec): 3 clusters Score: Raw -8835959.730904 + Penalty 5344.882448 = -8830614.848457 nChanged 17 SP:Iteration 24Q (21422.240000 sec): 3 clusters Score: Raw -8835974.988966 + Penalty 5344.882448 = -8830630.106518 nChanged 10 SP:Iteration 25Q (21422.650000 sec): 3 clusters Score: Raw -8835985.016633 + Penalty 5344.882448 = -8830640.134185 nChanged 9 SP:Iteration 26Q (21423.010000 sec): 3 clusters Score: Raw -8835993.735084 + Penalty 5344.882448 = -8830648.852637 nChanged 5 SP:Iteration 27Q (21423.410000 sec): 3 clusters Score: Raw -8835997.637287 + Penalty 5344.882448 = -8830652.754839 nChanged 3 SP:Iteration 28Q (21423.810000 sec): 3 clusters Score: Raw -8835999.878720 + Penalty 5344.882448 = -8830654.996272 nChanged 2 SP:Iteration 29Q (21424.180000 sec): 3 clusters Score: Raw -8836001.916759 + Penalty 5344.882448 = -8830657.034311 nChanged 2 SP:Iteration 30Q (21424.630000 sec): 3 clusters Score: Raw -8836003.701261 + Penalty 5344.882448 = -8830658.818813 nChanged 0 SP:Iteration 31F (21425.050000 sec): 3 clusters Score: Raw -8836003.701261 + Penalty 5344.882448 = -8830658.818813 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (29241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21425.270000 sec): 2 clusters Score: Raw -5056455.391775 + Penalty 2550.265124 = -5053905.126651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21425.560000 sec): 3 clusters Score: Raw -5038840.570277 + Penalty 5100.530248 = -5033740.040029 nChanged 13242 SP:Iteration 1F (21425.890000 sec): 3 clusters Score: Raw -5046275.679898 + Penalty 5100.530248 = -5041175.149650 nChanged 1549 SP:Iteration 2F (21426.250000 sec): 3 clusters Score: Raw -5046982.899752 + Penalty 5100.530248 = -5041882.369504 nChanged 1552 SP:Iteration 3F (21426.550000 sec): 3 clusters Score: Raw -5047790.271071 + Penalty 5100.530248 = -5042689.740823 nChanged 1617 SP:Iteration 4F (21426.880000 sec): 3 clusters Score: Raw -5048640.975418 + Penalty 5100.530248 = -5043540.445170 nChanged 1658 SP:Iteration 5F (21427.240000 sec): 3 clusters Score: Raw -5049569.123042 + Penalty 5100.530248 = -5044468.592794 nChanged 1671 SP:Iteration 6F (21427.530000 sec): 3 clusters Score: Raw -5050560.143746 + Penalty 5100.530248 = -5045459.613498 nChanged 1650 SP:Iteration 7F (21427.880000 sec): 3 clusters Score: Raw -5051643.294816 + Penalty 5100.530248 = -5046542.764568 nChanged 1637 SP:Iteration 8F (21428.170000 sec): 3 clusters Score: Raw -5052800.560723 + Penalty 5100.530248 = -5047700.030475 nChanged 1466 SP:Iteration 9F (21428.470000 sec): 3 clusters Score: Raw -5053910.805166 + Penalty 5100.530248 = -5048810.274918 nChanged 1264 SP:Iteration 10Q (21428.820000 sec): 3 clusters Score: Raw -5054990.422059 + Penalty 5100.530248 = -5049889.891811 nChanged 1018 SP:Iteration 11Q (21429.140000 sec): 3 clusters Score: Raw -5055924.343613 + Penalty 5100.530248 = -5050823.813365 nChanged 732 SP:Iteration 12Q (21429.460000 sec): 3 clusters Score: Raw -5056574.181074 + Penalty 5100.530248 = -5051473.650826 nChanged 503 SP:Iteration 13Q (21429.790000 sec): 3 clusters Score: Raw -5056914.637161 + Penalty 5100.530248 = -5051814.106913 nChanged 345 SP:Iteration 14Q (21430.150000 sec): 3 clusters Score: Raw -5057101.249195 + Penalty 5100.530248 = -5052000.718947 nChanged 257 SP:Iteration 15Q (21430.470000 sec): 3 clusters Score: Raw -5057231.859832 + Penalty 5100.530248 = -5052131.329584 nChanged 195 SP:Iteration 16Q (21430.790000 sec): 3 clusters Score: Raw -5057312.123411 + Penalty 5100.530248 = -5052211.593163 nChanged 165 SP:Iteration 17Q (21431.110000 sec): 3 clusters Score: Raw -5057370.591968 + Penalty 5100.530248 = -5052270.061719 nChanged 120 SP:Iteration 18Q (21431.410000 sec): 3 clusters Score: Raw -5057408.759288 + Penalty 5100.530248 = -5052308.229040 nChanged 122 SP:Iteration 19Q (21431.750000 sec): 3 clusters Score: Raw -5057447.765312 + Penalty 5100.530248 = -5052347.235064 nChanged 96 SP:Iteration 20F (21432.080000 sec): 3 clusters Score: Raw -5057476.142681 + Penalty 5100.530248 = -5052375.612433 nChanged 72 SP:Iteration 21Q (21432.390000 sec): 3 clusters Score: Raw -5057498.362291 + Penalty 5100.530248 = -5052397.832043 nChanged 77 SP:Iteration 22Q (21432.700000 sec): 3 clusters Score: Raw -5057522.324219 + Penalty 5100.530248 = -5052421.793971 nChanged 53 SP:Iteration 23Q (21433.010000 sec): 3 clusters Score: Raw -5057538.214988 + Penalty 5100.530248 = -5052437.684740 nChanged 64 SP:Iteration 24Q (21433.290000 sec): 3 clusters Score: Raw -5057557.754855 + Penalty 5100.530248 = -5052457.224607 nChanged 60 SP:Iteration 25Q (21433.590000 sec): 3 clusters Score: Raw -5057574.032894 + Penalty 5100.530248 = -5052473.502645 nChanged 51 SP:Iteration 26Q (21433.890000 sec): 3 clusters Score: Raw -5057587.638779 + Penalty 5100.530248 = -5052487.108531 nChanged 47 SP:Iteration 27Q (21434.240000 sec): 3 clusters Score: Raw -5057599.278098 + Penalty 5100.530248 = -5052498.747850 nChanged 31 SP:Iteration 28Q (21434.510000 sec): 3 clusters Score: Raw -5057605.763870 + Penalty 5100.530248 = -5052505.233622 nChanged 29 SP:Iteration 29Q (21434.910000 sec): 3 clusters Score: Raw -5057611.173365 + Penalty 5100.530248 = -5052510.643116 nChanged 32 SP:Iteration 30Q (21435.190000 sec): 3 clusters Score: Raw -5057618.690108 + Penalty 5100.530248 = -5052518.159860 nChanged 33 SP:Iteration 31Q (21435.500000 sec): 3 clusters Score: Raw -5057626.451519 + Penalty 5100.530248 = -5052525.921271 nChanged 30 SP:Iteration 32Q (21435.840000 sec): 3 clusters Score: Raw -5057635.135367 + Penalty 5100.530248 = -5052534.605119 nChanged 28 SP:Iteration 33Q (21436.180000 sec): 3 clusters Score: Raw -5057643.893370 + Penalty 5100.530248 = -5052543.363122 nChanged 27 SP:Iteration 34Q (21436.510000 sec): 3 clusters Score: Raw -5057651.546237 + Penalty 5100.530248 = -5052551.015989 nChanged 22 SP:Iteration 35Q (21436.810000 sec): 3 clusters Score: Raw -5057656.603323 + Penalty 5100.530248 = -5052556.073075 nChanged 14 SP:Iteration 36Q (21437.110000 sec): 3 clusters Score: Raw -5057659.513131 + Penalty 5100.530248 = -5052558.982883 nChanged 11 SP:Iteration 37Q (21437.470000 sec): 3 clusters Score: Raw -5057661.812315 + Penalty 5100.530248 = -5052561.282067 nChanged 11 SP:Iteration 38Q (21437.770000 sec): 3 clusters Score: Raw -5057663.528477 + Penalty 5100.530248 = -5052562.998229 nChanged 9 SP:Iteration 39Q (21438.120000 sec): 3 clusters Score: Raw -5057664.964986 + Penalty 5100.530248 = -5052564.434738 nChanged 8 SP:Iteration 40F (21438.440000 sec): 3 clusters Score: Raw -5057666.968479 + Penalty 5100.530248 = -5052566.438231 nChanged 6 SP:Iteration 41Q (21438.750000 sec): 3 clusters Score: Raw -5057668.078793 + Penalty 5100.530248 = -5052567.548545 nChanged 7 SP:Iteration 42Q (21439.060000 sec): 3 clusters Score: Raw -5057669.609710 + Penalty 5100.530248 = -5052569.079462 nChanged 1 SP:Iteration 43Q (21439.340000 sec): 3 clusters Score: Raw -5057669.930464 + Penalty 5100.530248 = -5052569.400216 nChanged 4 SP:Iteration 44Q (21439.640000 sec): 3 clusters Score: Raw -5057670.855901 + Penalty 5100.530248 = -5052570.325652 nChanged 6 SP:Iteration 45Q (21439.940000 sec): 3 clusters Score: Raw -5057672.019646 + Penalty 5100.530248 = -5052571.489398 nChanged 1 SP:Iteration 46Q (21440.230000 sec): 3 clusters Score: Raw -5057672.131624 + Penalty 5100.530248 = -5052571.601376 nChanged 0 SP:Iteration 47F (21440.560000 sec): 3 clusters Score: Raw -5057672.131624 + Penalty 5100.530248 = -5052571.601376 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21440.690000 sec): 2 clusters Score: Raw -38325.567086 + Penalty 1435.910122 = -36889.656964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21440.850000 sec): 3 clusters Score: Raw -38719.028142 + Penalty 2871.820245 = -35847.207897 nChanged 93 SP:Iteration 1F (21441.040000 sec): 3 clusters Score: Raw -39206.019546 + Penalty 2871.820245 = -36334.199301 nChanged 27 SP:Iteration 2F (21441.200000 sec): 3 clusters Score: Raw -39397.821038 + Penalty 2871.820245 = -36526.000794 nChanged 10 SP:Iteration 3Q (21441.390000 sec): 3 clusters Score: Raw -39480.773921 + Penalty 2871.820245 = -36608.953676 nChanged 2 SP:Iteration 4Q (21441.570000 sec): 3 clusters Score: Raw -39494.193622 + Penalty 2871.820245 = -36622.373378 nChanged 1 SP:Iteration 5Q (21441.770000 sec): 3 clusters Score: Raw -39500.788159 + Penalty 2871.820245 = -36628.967914 nChanged 0 SP:Iteration 6F (21441.940000 sec): 3 clusters Score: Raw -39500.788159 + Penalty 2871.820245 = -36628.967914 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21442.010000 sec): 2 clusters Score: Raw -1236928.850858 + Penalty 2191.132195 = -1234737.718663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21442.250000 sec): 3 clusters Score: Raw -1233507.954662 + Penalty 4382.264390 = -1229125.690272 nChanged 2726 SP:Iteration 1F (21442.430000 sec): 3 clusters Score: Raw -1235118.276169 + Penalty 4382.264390 = -1230736.011779 nChanged 639 SP:Iteration 2F (21442.650000 sec): 3 clusters Score: Raw -1235690.027175 + Penalty 4382.264390 = -1231307.762785 nChanged 537 SP:Iteration 3F (21442.890000 sec): 3 clusters Score: Raw -1236121.626209 + Penalty 4382.264390 = -1231739.361819 nChanged 474 SP:Iteration 4F (21443.090000 sec): 3 clusters Score: Raw -1236514.367567 + Penalty 4382.264390 = -1232132.103177 nChanged 424 SP:Iteration 5F (21443.290000 sec): 3 clusters Score: Raw -1236830.683555 + Penalty 4382.264390 = -1232448.419165 nChanged 343 SP:Iteration 6Q (21443.480000 sec): 3 clusters Score: Raw -1237060.775655 + Penalty 4382.264390 = -1232678.511265 nChanged 263 SP:Iteration 7Q (21443.720000 sec): 3 clusters Score: Raw -1237240.712614 + Penalty 4382.264390 = -1232858.448225 nChanged 235 SP:Iteration 8Q (21443.950000 sec): 3 clusters Score: Raw -1237390.476589 + Penalty 4382.264390 = -1233008.212199 nChanged 189 SP:Iteration 9Q (21444.120000 sec): 3 clusters Score: Raw -1237494.943188 + Penalty 4382.264390 = -1233112.678798 nChanged 156 SP:Iteration 10Q (21444.330000 sec): 3 clusters Score: Raw -1237581.101446 + Penalty 4382.264390 = -1233198.837056 nChanged 125 SP:Iteration 11Q (21444.530000 sec): 3 clusters Score: Raw -1237651.559368 + Penalty 4382.264390 = -1233269.294978 nChanged 107 SP:Iteration 12Q (21444.740000 sec): 3 clusters Score: Raw -1237714.919637 + Penalty 4382.264390 = -1233332.655247 nChanged 100 SP:Iteration 13Q (21444.940000 sec): 3 clusters Score: Raw -1237767.877600 + Penalty 4382.264390 = -1233385.613210 nChanged 75 SP:Iteration 14Q (21445.190000 sec): 3 clusters Score: Raw -1237801.998259 + Penalty 4382.264390 = -1233419.733869 nChanged 60 SP:Iteration 15Q (21445.410000 sec): 3 clusters Score: Raw -1237829.606932 + Penalty 4382.264390 = -1233447.342542 nChanged 58 SP:Iteration 16Q (21445.610000 sec): 3 clusters Score: Raw -1237860.543131 + Penalty 4382.264390 = -1233478.278741 nChanged 44 SP:Iteration 17Q (21445.830000 sec): 3 clusters Score: Raw -1237888.836896 + Penalty 4382.264390 = -1233506.572506 nChanged 52 SP:Iteration 18Q (21446.030000 sec): 3 clusters Score: Raw -1237916.822641 + Penalty 4382.264390 = -1233534.558251 nChanged 46 SP:Iteration 19Q (21446.210000 sec): 3 clusters Score: Raw -1237939.232836 + Penalty 4382.264390 = -1233556.968446 nChanged 30 SP:Iteration 20F (21446.410000 sec): 3 clusters Score: Raw -1237953.701976 + Penalty 4382.264390 = -1233571.437586 nChanged 20 SP:Iteration 21Q (21446.610000 sec): 3 clusters Score: Raw -1237964.458760 + Penalty 4382.264390 = -1233582.194370 nChanged 22 SP:Iteration 22Q (21446.810000 sec): 3 clusters Score: Raw -1237975.626764 + Penalty 4382.264390 = -1233593.362374 nChanged 20 SP:Iteration 23Q (21447.010000 sec): 3 clusters Score: Raw -1237987.202936 + Penalty 4382.264390 = -1233604.938546 nChanged 24 SP:Iteration 24Q (21447.240000 sec): 3 clusters Score: Raw -1238000.927709 + Penalty 4382.264390 = -1233618.663319 nChanged 22 SP:Iteration 25Q (21447.440000 sec): 3 clusters Score: Raw -1238012.017129 + Penalty 4382.264390 = -1233629.752739 nChanged 10 SP:Iteration 26Q (21447.620000 sec): 3 clusters Score: Raw -1238015.794844 + Penalty 4382.264390 = -1233633.530454 nChanged 13 SP:Iteration 27Q (21447.810000 sec): 3 clusters Score: Raw -1238024.203278 + Penalty 4382.264390 = -1233641.938888 nChanged 9 SP:Iteration 28Q (21447.990000 sec): 3 clusters Score: Raw -1238028.506362 + Penalty 4382.264390 = -1233646.241972 nChanged 6 SP:Iteration 29Q (21448.210000 sec): 3 clusters Score: Raw -1238030.305199 + Penalty 4382.264390 = -1233648.040809 nChanged 7 SP:Iteration 30Q (21448.420000 sec): 3 clusters Score: Raw -1238033.443062 + Penalty 4382.264390 = -1233651.178672 nChanged 3 SP:Iteration 31Q (21448.620000 sec): 3 clusters Score: Raw -1238034.317393 + Penalty 4382.264390 = -1233652.053003 nChanged 2 SP:Iteration 32Q (21448.810000 sec): 3 clusters Score: Raw -1238035.223461 + Penalty 4382.264390 = -1233652.959071 nChanged 1 SP:Iteration 33Q (21448.980000 sec): 3 clusters Score: Raw -1238035.331496 + Penalty 4382.264390 = -1233653.067106 nChanged 1 SP:Iteration 34Q (21449.190000 sec): 3 clusters Score: Raw -1238036.085709 + Penalty 4382.264390 = -1233653.821319 nChanged 2 SP:Iteration 35Q (21449.420000 sec): 3 clusters Score: Raw -1238036.558403 + Penalty 4382.264390 = -1233654.294013 nChanged 1 SP:Iteration 36Q (21449.610000 sec): 3 clusters Score: Raw -1238036.671032 + Penalty 4382.264390 = -1233654.406643 nChanged 1 SP:Iteration 37Q (21449.790000 sec): 3 clusters Score: Raw -1238036.835164 + Penalty 4382.264390 = -1233654.570775 nChanged 1 SP:Iteration 38Q (21449.980000 sec): 3 clusters Score: Raw -1238037.593113 + Penalty 4382.264390 = -1233655.328723 nChanged 3 SP:Iteration 39Q (21450.210000 sec): 3 clusters Score: Raw -1238040.170446 + Penalty 4382.264390 = -1233657.906056 nChanged 2 SP:Iteration 40F (21450.430000 sec): 3 clusters Score: Raw -1238040.895985 + Penalty 4382.264390 = -1233658.631595 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 34 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21450.530000 sec): 2 clusters Score: Raw -164155.928059 + Penalty 1698.041899 = -162457.886161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21450.710000 sec): 3 clusters Score: Raw -163946.155785 + Penalty 3396.083797 = -160550.071988 nChanged 240 SP:Iteration 1F (21450.880000 sec): 3 clusters Score: Raw -164229.279077 + Penalty 3396.083797 = -160833.195280 nChanged 69 SP:Iteration 2F (21451.050000 sec): 3 clusters Score: Raw -164323.677375 + Penalty 3396.083797 = -160927.593577 nChanged 30 SP:Iteration 3Q (21451.270000 sec): 3 clusters Score: Raw -164366.964827 + Penalty 3396.083797 = -160970.881030 nChanged 16 SP:Iteration 4Q (21451.450000 sec): 3 clusters Score: Raw -164388.869588 + Penalty 3396.083797 = -160992.785791 nChanged 10 SP:Iteration 5Q (21451.600000 sec): 3 clusters Score: Raw -164406.372335 + Penalty 3396.083797 = -161010.288538 nChanged 8 SP:Iteration 6Q (21451.790000 sec): 3 clusters Score: Raw -164418.796247 + Penalty 3396.083797 = -161022.712450 nChanged 8 SP:Iteration 7Q (21451.910000 sec): 3 clusters Score: Raw -164427.606732 + Penalty 3396.083797 = -161031.522935 nChanged 5 SP:Iteration 8Q (21452.100000 sec): 3 clusters Score: Raw -164431.185800 + Penalty 3396.083797 = -161035.102003 nChanged 3 SP:Iteration 9Q (21452.270000 sec): 3 clusters Score: Raw -164435.720764 + Penalty 3396.083797 = -161039.636967 nChanged 1 SP:Iteration 10Q (21452.430000 sec): 3 clusters Score: Raw -164436.014000 + Penalty 3396.083797 = -161039.930202 nChanged 0 SP:Iteration 11F (21452.610000 sec): 3 clusters Score: Raw -164436.014000 + Penalty 3396.083797 = -161039.930202 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 35 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21452.650000 sec): 2 clusters Score: Raw -83062.509589 + Penalty 1555.205131 = -81507.304458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21452.830000 sec): 3 clusters Score: Raw -83132.427954 + Penalty 3110.410262 = -80022.017692 nChanged 124 SP:Iteration 1F (21452.950000 sec): 3 clusters Score: Raw -83432.450032 + Penalty 3110.410262 = -80322.039770 nChanged 37 SP:Iteration 2F (21453.120000 sec): 3 clusters Score: Raw -83546.136308 + Penalty 3110.410262 = -80435.726046 nChanged 24 SP:Iteration 3Q (21453.300000 sec): 3 clusters Score: Raw -83605.197300 + Penalty 3110.410262 = -80494.787038 nChanged 7 SP:Iteration 4Q (21453.470000 sec): 3 clusters Score: Raw -83615.755070 + Penalty 3110.410262 = -80505.344808 nChanged 5 SP:Iteration 5Q (21453.640000 sec): 3 clusters Score: Raw -83632.376270 + Penalty 3110.410262 = -80521.966008 nChanged 1 SP:Iteration 6Q (21453.830000 sec): 3 clusters Score: Raw -83635.549329 + Penalty 3110.410262 = -80525.139067 nChanged 1 SP:Iteration 7Q (21454.020000 sec): 3 clusters Score: Raw -83636.531846 + Penalty 3110.410262 = -80526.121584 nChanged 1 SP:Iteration 8Q (21454.180000 sec): 3 clusters Score: Raw -83637.776922 + Penalty 3110.410262 = -80527.366660 nChanged 1 SP:Iteration 9Q (21454.360000 sec): 3 clusters Score: Raw -83641.534614 + Penalty 3110.410262 = -80531.124352 nChanged 2 SP:Iteration 10Q (21454.530000 sec): 3 clusters Score: Raw -83646.948949 + Penalty 3110.410262 = -80536.538687 nChanged 1 SP:Iteration 11Q (21454.720000 sec): 3 clusters Score: Raw -83649.621323 + Penalty 3110.410262 = -80539.211061 nChanged 1 SP:Iteration 12Q (21454.900000 sec): 3 clusters Score: Raw -83650.694047 + Penalty 3110.410262 = -80540.283785 nChanged 0 SP:Iteration 13F (21455.080000 sec): 3 clusters Score: Raw -83650.694047 + Penalty 3110.410262 = -80540.283785 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 36 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21455.160000 sec): 2 clusters Score: Raw -57373.576341 + Penalty 1442.643568 = -55930.932774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21455.350000 sec): 3 clusters Score: Raw -57444.946175 + Penalty 2885.287135 = -54559.659040 nChanged 44 SP:Iteration 1F (21455.530000 sec): 3 clusters Score: Raw -57563.557755 + Penalty 2885.287135 = -54678.270619 nChanged 5 SP:Iteration 2Q (21455.730000 sec): 3 clusters Score: Raw -57577.632227 + Penalty 2885.287135 = -54692.345092 nChanged 1 SP:Iteration 3Q (21455.920000 sec): 3 clusters Score: Raw -57579.052529 + Penalty 2885.287135 = -54693.765393 nChanged 1 SP:Iteration 4Q (21456.110000 sec): 3 clusters Score: Raw -57584.472870 + Penalty 2885.287135 = -54699.185735 nChanged 2 SP:Iteration 5Q (21456.280000 sec): 3 clusters Score: Raw -57587.816304 + Penalty 2885.287135 = -54702.529169 nChanged 0 SP:Iteration 6F (21456.480000 sec): 3 clusters Score: Raw -57587.816304 + Penalty 2885.287135 = -54702.529169 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 37 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21456.580000 sec): 2 clusters Score: Raw -353190.834449 + Penalty 1879.886976 = -351310.947473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21456.750000 sec): 3 clusters Score: Raw -352460.262889 + Penalty 3759.773951 = -348700.488938 nChanged 621 SP:Iteration 1F (21456.920000 sec): 3 clusters Score: Raw -352987.553719 + Penalty 3759.773951 = -349227.779768 nChanged 186 SP:Iteration 2F (21457.120000 sec): 3 clusters Score: Raw -353264.938768 + Penalty 3759.773951 = -349505.164816 nChanged 120 SP:Iteration 3F (21457.350000 sec): 3 clusters Score: Raw -353442.247841 + Penalty 3759.773951 = -349682.473890 nChanged 99 SP:Iteration 4F (21457.510000 sec): 3 clusters Score: Raw -353585.872556 + Penalty 3759.773951 = -349826.098605 nChanged 79 SP:Iteration 5Q (21457.670000 sec): 3 clusters Score: Raw -353676.179665 + Penalty 3759.773951 = -349916.405714 nChanged 70 SP:Iteration 6Q (21457.880000 sec): 3 clusters Score: Raw -353750.534619 + Penalty 3759.773951 = -349990.760668 nChanged 53 SP:Iteration 7Q (21458.060000 sec): 3 clusters Score: Raw -353806.887094 + Penalty 3759.773951 = -350047.113142 nChanged 40 SP:Iteration 8Q (21458.210000 sec): 3 clusters Score: Raw -353852.643620 + Penalty 3759.773951 = -350092.869668 nChanged 30 SP:Iteration 9Q (21458.370000 sec): 3 clusters Score: Raw -353889.647651 + Penalty 3759.773951 = -350129.873700 nChanged 24 SP:Iteration 10Q (21458.580000 sec): 3 clusters Score: Raw -353918.669645 + Penalty 3759.773951 = -350158.895694 nChanged 22 SP:Iteration 11Q (21458.770000 sec): 3 clusters Score: Raw -353937.585249 + Penalty 3759.773951 = -350177.811298 nChanged 15 SP:Iteration 12Q (21458.900000 sec): 3 clusters Score: Raw -353950.707100 + Penalty 3759.773951 = -350190.933149 nChanged 13 SP:Iteration 13Q (21459.050000 sec): 3 clusters Score: Raw -353963.198643 + Penalty 3759.773951 = -350203.424692 nChanged 11 SP:Iteration 14Q (21459.270000 sec): 3 clusters Score: Raw -353973.883636 + Penalty 3759.773951 = -350214.109685 nChanged 8 SP:Iteration 15Q (21459.430000 sec): 3 clusters Score: Raw -353983.176916 + Penalty 3759.773951 = -350223.402965 nChanged 5 SP:Iteration 16Q (21459.620000 sec): 3 clusters Score: Raw -353987.680167 + Penalty 3759.773951 = -350227.906216 nChanged 6 SP:Iteration 17Q (21459.780000 sec): 3 clusters Score: Raw -353994.896720 + Penalty 3759.773951 = -350235.122769 nChanged 7 SP:Iteration 18Q (21459.940000 sec): 3 clusters Score: Raw -354004.847029 + Penalty 3759.773951 = -350245.073078 nChanged 10 SP:Iteration 19Q (21460.120000 sec): 3 clusters Score: Raw -354015.064413 + Penalty 3759.773951 = -350255.290461 nChanged 8 SP:Iteration 20F (21460.280000 sec): 3 clusters Score: Raw -354027.687774 + Penalty 3759.773951 = -350267.913823 nChanged 11 SP:Iteration 21Q (21460.500000 sec): 3 clusters Score: Raw -354039.734157 + Penalty 3759.773951 = -350279.960206 nChanged 11 SP:Iteration 22Q (21460.670000 sec): 3 clusters Score: Raw -354051.677292 + Penalty 3759.773951 = -350291.903340 nChanged 11 SP:Iteration 23Q (21460.850000 sec): 3 clusters Score: Raw -354066.445015 + Penalty 3759.773951 = -350306.671064 nChanged 5 SP:Iteration 24Q (21461.040000 sec): 3 clusters Score: Raw -354073.391082 + Penalty 3759.773951 = -350313.617130 nChanged 6 SP:Iteration 25Q (21461.200000 sec): 3 clusters Score: Raw -354079.599874 + Penalty 3759.773951 = -350319.825923 nChanged 5 SP:Iteration 26Q (21461.380000 sec): 3 clusters Score: Raw -354087.042837 + Penalty 3759.773951 = -350327.268885 nChanged 8 SP:Iteration 27Q (21461.590000 sec): 3 clusters Score: Raw -354097.554287 + Penalty 3759.773951 = -350337.780336 nChanged 6 SP:Iteration 28Q (21461.760000 sec): 3 clusters Score: Raw -354104.858344 + Penalty 3759.773951 = -350345.084393 nChanged 5 SP:Iteration 29Q (21461.940000 sec): 3 clusters Score: Raw -354110.735353 + Penalty 3759.773951 = -350350.961402 nChanged 3 SP:Iteration 30Q (21462.130000 sec): 3 clusters Score: Raw -354113.324413 + Penalty 3759.773951 = -350353.550461 nChanged 4 SP:Iteration 31Q (21462.280000 sec): 3 clusters Score: Raw -354119.300198 + Penalty 3759.773951 = -350359.526247 nChanged 5 SP:Iteration 32Q (21462.440000 sec): 3 clusters Score: Raw -354125.837538 + Penalty 3759.773951 = -350366.063587 nChanged 2 SP:Iteration 33Q (21462.620000 sec): 3 clusters Score: Raw -354128.259658 + Penalty 3759.773951 = -350368.485706 nChanged 0 SP:Iteration 34F (21462.810000 sec): 3 clusters Score: Raw -354128.259658 + Penalty 3759.773951 = -350368.485706 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 38 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21462.910000 sec): 2 clusters Score: Raw -10214.621367 + Penalty 1126.737106 = -9087.884261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21463.120000 sec): 3 clusters Score: Raw -10755.647386 + Penalty 2253.474212 = -8502.173174 nChanged 8 SP:Iteration 1F (21463.290000 sec): 3 clusters Score: Raw -10892.795922 + Penalty 2253.474212 = -8639.321710 nChanged 2 SP:Iteration 2Q (21463.480000 sec): 3 clusters Score: Raw -10917.918459 + Penalty 2253.474212 = -8664.444247 nChanged 1 SP:Iteration 3Q (21463.630000 sec): 3 clusters Score: Raw -10931.433011 + Penalty 2253.474212 = -8677.958799 nChanged 0 SP:Iteration 4F (21463.820000 sec): 3 clusters Score: Raw -10931.433011 + Penalty 2253.474212 = -8677.958799 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 39 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21463.920000 sec): 2 clusters Score: Raw -307890.155826 + Penalty 1850.629305 = -306039.526521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21464.100000 sec): 3 clusters Score: Raw -307296.948024 + Penalty 3701.258610 = -303595.689414 nChanged 521 SP:Iteration 1F (21464.300000 sec): 3 clusters Score: Raw -307729.516276 + Penalty 3701.258610 = -304028.257666 nChanged 125 SP:Iteration 2F (21464.490000 sec): 3 clusters Score: Raw -307855.801345 + Penalty 3701.258610 = -304154.542735 nChanged 80 SP:Iteration 3Q (21464.680000 sec): 3 clusters Score: Raw -307928.992161 + Penalty 3701.258610 = -304227.733551 nChanged 50 SP:Iteration 4Q (21464.880000 sec): 3 clusters Score: Raw -307975.702937 + Penalty 3701.258610 = -304274.444326 nChanged 42 SP:Iteration 5Q (21465.070000 sec): 3 clusters Score: Raw -308016.133575 + Penalty 3701.258610 = -304314.874965 nChanged 44 SP:Iteration 6Q (21465.260000 sec): 3 clusters Score: Raw -308064.514232 + Penalty 3701.258610 = -304363.255622 nChanged 45 SP:Iteration 7Q (21465.460000 sec): 3 clusters Score: Raw -308115.116957 + Penalty 3701.258610 = -304413.858347 nChanged 36 SP:Iteration 8Q (21465.660000 sec): 3 clusters Score: Raw -308149.028972 + Penalty 3701.258610 = -304447.770362 nChanged 23 SP:Iteration 9Q (21465.860000 sec): 3 clusters Score: Raw -308171.650185 + Penalty 3701.258610 = -304470.391575 nChanged 27 SP:Iteration 10Q (21466.080000 sec): 3 clusters Score: Raw -308194.838524 + Penalty 3701.258610 = -304493.579914 nChanged 17 SP:Iteration 11Q (21466.250000 sec): 3 clusters Score: Raw -308209.004053 + Penalty 3701.258610 = -304507.745443 nChanged 13 SP:Iteration 12Q (21466.420000 sec): 3 clusters Score: Raw -308216.970802 + Penalty 3701.258610 = -304515.712192 nChanged 9 SP:Iteration 13Q (21466.590000 sec): 3 clusters Score: Raw -308223.810467 + Penalty 3701.258610 = -304522.551857 nChanged 7 SP:Iteration 14Q (21466.740000 sec): 3 clusters Score: Raw -308227.699119 + Penalty 3701.258610 = -304526.440509 nChanged 6 SP:Iteration 15Q (21466.940000 sec): 3 clusters Score: Raw -308231.305828 + Penalty 3701.258610 = -304530.047218 nChanged 2 SP:Iteration 16Q (21467.120000 sec): 3 clusters Score: Raw -308232.717966 + Penalty 3701.258610 = -304531.459356 nChanged 0 SP:Iteration 17F (21467.280000 sec): 3 clusters Score: Raw -308232.717966 + Penalty 3701.258610 = -304531.459356 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 40 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21467.380000 sec): 2 clusters Score: Raw -190753.123088 + Penalty 1725.695202 = -189027.427886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21467.550000 sec): 3 clusters Score: Raw -190474.839473 + Penalty 3451.390403 = -187023.449070 nChanged 280 SP:Iteration 1F (21467.740000 sec): 3 clusters Score: Raw -190772.020945 + Penalty 3451.390403 = -187320.630542 nChanged 62 SP:Iteration 2F (21467.920000 sec): 3 clusters Score: Raw -190872.460970 + Penalty 3451.390403 = -187421.070567 nChanged 46 SP:Iteration 3Q (21468.090000 sec): 3 clusters Score: Raw -190940.269961 + Penalty 3451.390403 = -187488.879557 nChanged 27 SP:Iteration 4Q (21468.260000 sec): 3 clusters Score: Raw -190971.219601 + Penalty 3451.390403 = -187519.829198 nChanged 16 SP:Iteration 5Q (21468.470000 sec): 3 clusters Score: Raw -190990.057975 + Penalty 3451.390403 = -187538.667572 nChanged 15 SP:Iteration 6Q (21468.630000 sec): 3 clusters Score: Raw -191005.861962 + Penalty 3451.390403 = -187554.471559 nChanged 16 SP:Iteration 7Q (21468.830000 sec): 3 clusters Score: Raw -191021.006056 + Penalty 3451.390403 = -187569.615653 nChanged 8 SP:Iteration 8Q (21469.020000 sec): 3 clusters Score: Raw -191027.478300 + Penalty 3451.390403 = -187576.087897 nChanged 5 SP:Iteration 9Q (21469.190000 sec): 3 clusters Score: Raw -191032.632714 + Penalty 3451.390403 = -187581.242311 nChanged 5 SP:Iteration 10Q (21469.390000 sec): 3 clusters Score: Raw -191040.224629 + Penalty 3451.390403 = -187588.834226 nChanged 11 SP:Iteration 11Q (21469.550000 sec): 3 clusters Score: Raw -191076.826260 + Penalty 3451.390403 = -187625.435857 nChanged 24 SP:Iteration 12Q (21469.690000 sec): 3 clusters Score: Raw -191187.050788 + Penalty 3451.390403 = -187735.660385 nChanged 37 SP:Iteration 13Q (21469.850000 sec): 3 clusters Score: Raw -191340.577542 + Penalty 3451.390403 = -187889.187138 nChanged 43 SP:Iteration 14Q (21470.050000 sec): 3 clusters Score: Raw -191462.850724 + Penalty 3451.390403 = -188011.460321 nChanged 43 SP:Iteration 15Q (21470.200000 sec): 3 clusters Score: Raw -191563.202822 + Penalty 3451.390403 = -188111.812419 nChanged 31 SP:Iteration 16Q (21470.370000 sec): 3 clusters Score: Raw -191618.733385 + Penalty 3451.390403 = -188167.342982 nChanged 25 SP:Iteration 17Q (21470.590000 sec): 3 clusters Score: Raw -191660.918150 + Penalty 3451.390403 = -188209.527747 nChanged 16 SP:Iteration 18Q (21470.730000 sec): 3 clusters Score: Raw -191697.065691 + Penalty 3451.390403 = -188245.675288 nChanged 16 SP:Iteration 19Q (21470.940000 sec): 3 clusters Score: Raw -191725.855861 + Penalty 3451.390403 = -188274.465457 nChanged 11 SP:Iteration 20F (21471.130000 sec): 3 clusters Score: Raw -191744.335898 + Penalty 3451.390403 = -188292.945494 nChanged 10 SP:Iteration 21Q (21471.320000 sec): 3 clusters Score: Raw -191759.142840 + Penalty 3451.390403 = -188307.752437 nChanged 6 SP:Iteration 22Q (21471.460000 sec): 3 clusters Score: Raw -191768.086228 + Penalty 3451.390403 = -188316.695825 nChanged 2 SP:Iteration 23Q (21471.630000 sec): 3 clusters Score: Raw -191771.750567 + Penalty 3451.390403 = -188320.360164 nChanged 3 SP:Iteration 24Q (21471.850000 sec): 3 clusters Score: Raw -191775.710570 + Penalty 3451.390403 = -188324.320166 nChanged 2 SP:Iteration 25Q (21472.020000 sec): 3 clusters Score: Raw -191777.713203 + Penalty 3451.390403 = -188326.322800 nChanged 0 SP:Iteration 26F (21472.220000 sec): 3 clusters Score: Raw -191777.713203 + Penalty 3451.390403 = -188326.322800 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 41 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21472.320000 sec): 2 clusters Score: Raw -18669.869789 + Penalty 1312.739597 = -17357.130192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21472.450000 sec): 3 clusters Score: Raw -18980.783346 + Penalty 2625.479193 = -16355.304153 nChanged 27 SP:Iteration 1F (21472.640000 sec): 3 clusters Score: Raw -19075.243226 + Penalty 2625.479193 = -16449.764033 nChanged 13 SP:Iteration 2F (21472.840000 sec): 3 clusters Score: Raw -19144.513593 + Penalty 2625.479193 = -16519.034400 nChanged 9 SP:Iteration 3Q (21473.010000 sec): 3 clusters Score: Raw -19214.556342 + Penalty 2625.479193 = -16589.077148 nChanged 4 SP:Iteration 4Q (21473.190000 sec): 3 clusters Score: Raw -19230.040049 + Penalty 2625.479193 = -16604.560855 nChanged 2 SP:Iteration 5Q (21473.370000 sec): 3 clusters Score: Raw -19242.161669 + Penalty 2625.479193 = -16616.682476 nChanged 0 SP:Iteration 6F (21473.520000 sec): 3 clusters Score: Raw -19242.161669 + Penalty 2625.479193 = -16616.682476 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 42 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21473.610000 sec): 2 clusters Score: Raw -185449.247239 + Penalty 1737.435677 = -183711.811562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21473.810000 sec): 3 clusters Score: Raw -185144.970337 + Penalty 3474.871354 = -181670.098984 nChanged 287 SP:Iteration 1F (21474.020000 sec): 3 clusters Score: Raw -185420.191873 + Penalty 3474.871354 = -181945.320520 nChanged 66 SP:Iteration 2F (21474.200000 sec): 3 clusters Score: Raw -185516.248049 + Penalty 3474.871354 = -182041.376695 nChanged 49 SP:Iteration 3Q (21474.380000 sec): 3 clusters Score: Raw -185597.659556 + Penalty 3474.871354 = -182122.788203 nChanged 35 SP:Iteration 4Q (21474.520000 sec): 3 clusters Score: Raw -185647.622520 + Penalty 3474.871354 = -182172.751167 nChanged 26 SP:Iteration 5Q (21474.740000 sec): 3 clusters Score: Raw -185685.799989 + Penalty 3474.871354 = -182210.928635 nChanged 22 SP:Iteration 6Q (21474.930000 sec): 3 clusters Score: Raw -185718.754749 + Penalty 3474.871354 = -182243.883395 nChanged 26 SP:Iteration 7Q (21475.070000 sec): 3 clusters Score: Raw -185761.395930 + Penalty 3474.871354 = -182286.524577 nChanged 18 SP:Iteration 8Q (21475.240000 sec): 3 clusters Score: Raw -185788.268275 + Penalty 3474.871354 = -182313.396921 nChanged 19 SP:Iteration 9Q (21475.400000 sec): 3 clusters Score: Raw -185818.679634 + Penalty 3474.871354 = -182343.808281 nChanged 15 SP:Iteration 10Q (21475.600000 sec): 3 clusters Score: Raw -185838.661690 + Penalty 3474.871354 = -182363.790337 nChanged 13 SP:Iteration 11Q (21475.780000 sec): 3 clusters Score: Raw -185858.748579 + Penalty 3474.871354 = -182383.877225 nChanged 11 SP:Iteration 12Q (21475.960000 sec): 3 clusters Score: Raw -185870.749730 + Penalty 3474.871354 = -182395.878376 nChanged 6 SP:Iteration 13Q (21476.090000 sec): 3 clusters Score: Raw -185881.615839 + Penalty 3474.871354 = -182406.744486 nChanged 5 SP:Iteration 14Q (21476.260000 sec): 3 clusters Score: Raw -185891.530259 + Penalty 3474.871354 = -182416.658906 nChanged 8 SP:Iteration 15Q (21476.440000 sec): 3 clusters Score: Raw -185913.109140 + Penalty 3474.871354 = -182438.237786 nChanged 11 SP:Iteration 16Q (21476.660000 sec): 3 clusters Score: Raw -185932.204728 + Penalty 3474.871354 = -182457.333375 nChanged 12 SP:Iteration 17Q (21476.840000 sec): 3 clusters Score: Raw -185952.155396 + Penalty 3474.871354 = -182477.284042 nChanged 11 SP:Iteration 18Q (21476.980000 sec): 3 clusters Score: Raw -185972.864540 + Penalty 3474.871354 = -182497.993187 nChanged 10 SP:Iteration 19Q (21477.170000 sec): 3 clusters Score: Raw -185985.568359 + Penalty 3474.871354 = -182510.697006 nChanged 7 SP:Iteration 20F (21477.340000 sec): 3 clusters Score: Raw -185994.830532 + Penalty 3474.871354 = -182519.959178 nChanged 8 SP:Iteration 21Q (21477.480000 sec): 3 clusters Score: Raw -186006.416544 + Penalty 3474.871354 = -182531.545191 nChanged 5 SP:Iteration 22Q (21477.670000 sec): 3 clusters Score: Raw -186012.754363 + Penalty 3474.871354 = -182537.883009 nChanged 5 SP:Iteration 23Q (21477.820000 sec): 3 clusters Score: Raw -186017.569286 + Penalty 3474.871354 = -182542.697932 nChanged 3 SP:Iteration 24Q (21478.020000 sec): 3 clusters Score: Raw -186023.538207 + Penalty 3474.871354 = -182548.666854 nChanged 5 SP:Iteration 25Q (21478.200000 sec): 3 clusters Score: Raw -186032.908755 + Penalty 3474.871354 = -182558.037401 nChanged 7 SP:Iteration 26Q (21478.390000 sec): 3 clusters Score: Raw -186047.262219 + Penalty 3474.871354 = -182572.390866 nChanged 9 SP:Iteration 27Q (21478.540000 sec): 3 clusters Score: Raw -186065.875366 + Penalty 3474.871354 = -182591.004012 nChanged 9 SP:Iteration 28Q (21478.670000 sec): 3 clusters Score: Raw -186081.966200 + Penalty 3474.871354 = -182607.094846 nChanged 10 SP:Iteration 29Q (21478.860000 sec): 3 clusters Score: Raw -186091.755574 + Penalty 3474.871354 = -182616.884221 nChanged 3 SP:Iteration 30Q (21479.050000 sec): 3 clusters Score: Raw -186094.614014 + Penalty 3474.871354 = -182619.742660 nChanged 4 SP:Iteration 31Q (21479.230000 sec): 3 clusters Score: Raw -186099.178150 + Penalty 3474.871354 = -182624.306796 nChanged 4 SP:Iteration 32Q (21479.430000 sec): 3 clusters Score: Raw -186102.512600 + Penalty 3474.871354 = -182627.641246 nChanged 0 SP:Iteration 33F (21479.640000 sec): 3 clusters Score: Raw -186102.512600 + Penalty 3474.871354 = -182627.641246 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21479.730000 sec): 2 clusters Score: Raw -18121.443453 + Penalty 1283.685134 = -16837.758320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21479.890000 sec): 3 clusters Score: Raw -18515.910831 + Penalty 2567.370267 = -15948.540564 nChanged 20 SP:Iteration 1F (21480.040000 sec): 3 clusters Score: Raw -18573.242072 + Penalty 2567.370267 = -16005.871804 nChanged 7 SP:Iteration 2Q (21480.220000 sec): 3 clusters Score: Raw -18614.881243 + Penalty 2567.370267 = -16047.510976 nChanged 4 SP:Iteration 3Q (21480.450000 sec): 3 clusters Score: Raw -18625.243556 + Penalty 2567.370267 = -16057.873288 nChanged 5 SP:Iteration 4Q (21480.600000 sec): 3 clusters Score: Raw -18640.924262 + Penalty 2567.370267 = -16073.553995 nChanged 6 SP:Iteration 5Q (21480.780000 sec): 3 clusters Score: Raw -18665.989845 + Penalty 2567.370267 = -16098.619578 nChanged 3 SP:Iteration 6Q (21480.970000 sec): 3 clusters Score: Raw -18674.535875 + Penalty 2567.370267 = -16107.165608 nChanged 2 SP:Iteration 7Q (21481.130000 sec): 3 clusters Score: Raw -18708.916663 + Penalty 2567.370267 = -16141.546395 nChanged 3 SP:Iteration 8Q (21481.280000 sec): 3 clusters Score: Raw -18715.399291 + Penalty 2567.370267 = -16148.029024 nChanged 1 SP:Iteration 9Q (21481.460000 sec): 3 clusters Score: Raw -18716.806140 + Penalty 2567.370267 = -16149.435873 nChanged 0 SP:Iteration 10F (21481.620000 sec): 3 clusters Score: Raw -18716.806140 + Penalty 2567.370267 = -16149.435873 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 44 (3286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21481.710000 sec): 2 clusters Score: Raw -590135.605946 + Penalty 2008.161722 = -588127.444223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21481.930000 sec): 3 clusters Score: Raw -588705.334978 + Penalty 4016.323444 = -584689.011534 nChanged 1168 SP:Iteration 1F (21482.080000 sec): 3 clusters Score: Raw -589522.095536 + Penalty 4016.323444 = -585505.772092 nChanged 287 SP:Iteration 2F (21482.290000 sec): 3 clusters Score: Raw -589793.240605 + Penalty 4016.323444 = -585776.917161 nChanged 223 SP:Iteration 3F (21482.480000 sec): 3 clusters Score: Raw -590041.969922 + Penalty 4016.323444 = -586025.646478 nChanged 221 SP:Iteration 4F (21482.680000 sec): 3 clusters Score: Raw -590306.884074 + Penalty 4016.323444 = -586290.560630 nChanged 195 SP:Iteration 5F (21482.860000 sec): 3 clusters Score: Raw -590533.868834 + Penalty 4016.323444 = -586517.545390 nChanged 180 SP:Iteration 6F (21483.000000 sec): 3 clusters Score: Raw -590731.495396 + Penalty 4016.323444 = -586715.171952 nChanged 137 SP:Iteration 7Q (21483.180000 sec): 3 clusters Score: Raw -590853.190598 + Penalty 4016.323444 = -586836.867154 nChanged 93 SP:Iteration 8Q (21483.360000 sec): 3 clusters Score: Raw -590926.259151 + Penalty 4016.323444 = -586909.935707 nChanged 60 SP:Iteration 9Q (21483.590000 sec): 3 clusters Score: Raw -590978.831951 + Penalty 4016.323444 = -586962.508507 nChanged 63 SP:Iteration 10Q (21483.810000 sec): 3 clusters Score: Raw -591029.362666 + Penalty 4016.323444 = -587013.039222 nChanged 49 SP:Iteration 11Q (21483.940000 sec): 3 clusters Score: Raw -591060.623995 + Penalty 4016.323444 = -587044.300551 nChanged 38 SP:Iteration 12Q (21484.150000 sec): 3 clusters Score: Raw -591079.327218 + Penalty 4016.323444 = -587063.003773 nChanged 28 SP:Iteration 13Q (21484.330000 sec): 3 clusters Score: Raw -591091.505410 + Penalty 4016.323444 = -587075.181966 nChanged 11 SP:Iteration 14Q (21484.480000 sec): 3 clusters Score: Raw -591096.871638 + Penalty 4016.323444 = -587080.548194 nChanged 13 SP:Iteration 15Q (21484.660000 sec): 3 clusters Score: Raw -591101.648568 + Penalty 4016.323444 = -587085.325124 nChanged 5 SP:Iteration 16Q (21484.880000 sec): 3 clusters Score: Raw -591104.440296 + Penalty 4016.323444 = -587088.116852 nChanged 8 SP:Iteration 17Q (21485.070000 sec): 3 clusters Score: Raw -591108.342539 + Penalty 4016.323444 = -587092.019095 nChanged 8 SP:Iteration 18Q (21485.310000 sec): 3 clusters Score: Raw -591111.478440 + Penalty 4016.323444 = -587095.154996 nChanged 3 SP:Iteration 19Q (21485.510000 sec): 3 clusters Score: Raw -591112.593613 + Penalty 4016.323444 = -587096.270169 nChanged 4 SP:Iteration 20F (21485.710000 sec): 3 clusters Score: Raw -591114.319263 + Penalty 4016.323444 = -587097.995819 nChanged 3 SP:Iteration 21Q (21485.910000 sec): 3 clusters Score: Raw -591115.106869 + Penalty 4016.323444 = -587098.783425 nChanged 1 SP:Iteration 22Q (21486.100000 sec): 3 clusters Score: Raw -591115.422293 + Penalty 4016.323444 = -587099.098849 nChanged 0 SP:Iteration 23F (21486.310000 sec): 3 clusters Score: Raw -591115.422293 + Penalty 4016.323444 = -587099.098849 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 45 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21486.390000 sec): 2 clusters Score: Raw -109022.788027 + Penalty 1627.486135 = -107395.301892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21486.570000 sec): 3 clusters Score: Raw -108983.740477 + Penalty 3254.972270 = -105728.768206 nChanged 168 SP:Iteration 1F (21486.740000 sec): 3 clusters Score: Raw -109326.187165 + Penalty 3254.972270 = -106071.214894 nChanged 53 SP:Iteration 2F (21486.910000 sec): 3 clusters Score: Raw -109469.811569 + Penalty 3254.972270 = -106214.839299 nChanged 36 SP:Iteration 3F (21487.100000 sec): 3 clusters Score: Raw -109569.177134 + Penalty 3254.972270 = -106314.204864 nChanged 18 SP:Iteration 4Q (21487.250000 sec): 3 clusters Score: Raw -109616.742794 + Penalty 3254.972270 = -106361.770524 nChanged 12 SP:Iteration 5Q (21487.480000 sec): 3 clusters Score: Raw -109640.217208 + Penalty 3254.972270 = -106385.244937 nChanged 7 SP:Iteration 6Q (21487.610000 sec): 3 clusters Score: Raw -109665.807909 + Penalty 3254.972270 = -106410.835638 nChanged 8 SP:Iteration 7Q (21487.790000 sec): 3 clusters Score: Raw -109695.759205 + Penalty 3254.972270 = -106440.786935 nChanged 8 SP:Iteration 8Q (21488.010000 sec): 3 clusters Score: Raw -109722.141857 + Penalty 3254.972270 = -106467.169586 nChanged 13 SP:Iteration 9Q (21488.180000 sec): 3 clusters Score: Raw -109752.406962 + Penalty 3254.972270 = -106497.434691 nChanged 8 SP:Iteration 10Q (21488.390000 sec): 3 clusters Score: Raw -109768.301357 + Penalty 3254.972270 = -106513.329087 nChanged 7 SP:Iteration 11Q (21488.570000 sec): 3 clusters Score: Raw -109785.703429 + Penalty 3254.972270 = -106530.731159 nChanged 4 SP:Iteration 12Q (21488.700000 sec): 3 clusters Score: Raw -109795.845282 + Penalty 3254.972270 = -106540.873011 nChanged 4 SP:Iteration 13Q (21488.850000 sec): 3 clusters Score: Raw -109801.646906 + Penalty 3254.972270 = -106546.674636 nChanged 3 SP:Iteration 14Q (21489.030000 sec): 3 clusters Score: Raw -109804.731218 + Penalty 3254.972270 = -106549.758948 nChanged 5 SP:Iteration 15Q (21489.210000 sec): 3 clusters Score: Raw -109823.695064 + Penalty 3254.972270 = -106568.722794 nChanged 9 SP:Iteration 16Q (21489.370000 sec): 3 clusters Score: Raw -109850.829006 + Penalty 3254.972270 = -106595.856735 nChanged 6 SP:Iteration 17Q (21489.540000 sec): 3 clusters Score: Raw -109875.616847 + Penalty 3254.972270 = -106620.644577 nChanged 9 SP:Iteration 18Q (21489.710000 sec): 3 clusters Score: Raw -109905.456610 + Penalty 3254.972270 = -106650.484340 nChanged 9 SP:Iteration 19Q (21489.900000 sec): 3 clusters Score: Raw -109930.804012 + Penalty 3254.972270 = -106675.831741 nChanged 7 SP:Iteration 20F (21490.110000 sec): 3 clusters Score: Raw -109955.831102 + Penalty 3254.972270 = -106700.858832 nChanged 9 SP:Iteration 21Q (21490.270000 sec): 3 clusters Score: Raw -109991.886151 + Penalty 3254.972270 = -106736.913881 nChanged 6 SP:Iteration 22Q (21490.450000 sec): 3 clusters Score: Raw -110013.288944 + Penalty 3254.972270 = -106758.316673 nChanged 6 SP:Iteration 23Q (21490.650000 sec): 3 clusters Score: Raw -110044.687727 + Penalty 3254.972270 = -106789.715457 nChanged 5 SP:Iteration 24Q (21490.810000 sec): 3 clusters Score: Raw -110057.738684 + Penalty 3254.972270 = -106802.766413 nChanged 7 SP:Iteration 25Q (21491.010000 sec): 3 clusters Score: Raw -110073.104463 + Penalty 3254.972270 = -106818.132193 nChanged 5 SP:Iteration 26Q (21491.160000 sec): 3 clusters Score: Raw -110096.138646 + Penalty 3254.972270 = -106841.166376 nChanged 11 SP:Iteration 27Q (21491.390000 sec): 3 clusters Score: Raw -110165.975919 + Penalty 3254.972270 = -106911.003648 nChanged 14 SP:Iteration 28Q (21491.540000 sec): 3 clusters Score: Raw -110218.070596 + Penalty 3254.972270 = -106963.098326 nChanged 9 SP:Iteration 29Q (21491.730000 sec): 3 clusters Score: Raw -110242.753456 + Penalty 3254.972270 = -106987.781185 nChanged 3 SP:Iteration 30Q (21491.890000 sec): 3 clusters Score: Raw -110252.822902 + Penalty 3254.972270 = -106997.850632 nChanged 4 SP:Iteration 31Q (21492.100000 sec): 3 clusters Score: Raw -110267.755661 + Penalty 3254.972270 = -107012.783391 nChanged 3 SP:Iteration 32Q (21492.290000 sec): 3 clusters Score: Raw -110273.354219 + Penalty 3254.972270 = -107018.381948 nChanged 1 SP:Iteration 33Q (21492.440000 sec): 3 clusters Score: Raw -110278.185830 + Penalty 3254.972270 = -107023.213560 nChanged 0 SP:Iteration 34F (21492.630000 sec): 3 clusters Score: Raw -110278.185830 + Penalty 3254.972270 = -107023.213560 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 46 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21492.740000 sec): 2 clusters Score: Raw -82607.796819 + Penalty 1553.794701 = -81054.002118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21492.890000 sec): 3 clusters Score: Raw -82687.945140 + Penalty 3107.589402 = -79580.355738 nChanged 119 SP:Iteration 1F (21493.090000 sec): 3 clusters Score: Raw -82999.668504 + Penalty 3107.589402 = -79892.079102 nChanged 38 SP:Iteration 2F (21493.250000 sec): 3 clusters Score: Raw -83208.577234 + Penalty 3107.589402 = -80100.987833 nChanged 42 SP:Iteration 3F (21493.440000 sec): 3 clusters Score: Raw -83516.919495 + Penalty 3107.589402 = -80409.330093 nChanged 33 SP:Iteration 4F (21493.580000 sec): 3 clusters Score: Raw -83704.761639 + Penalty 3107.589402 = -80597.172238 nChanged 26 SP:Iteration 5Q (21493.770000 sec): 3 clusters Score: Raw -83853.956730 + Penalty 3107.589402 = -80746.367329 nChanged 21 SP:Iteration 6Q (21493.930000 sec): 3 clusters Score: Raw -83950.897972 + Penalty 3107.589402 = -80843.308570 nChanged 9 SP:Iteration 7Q (21494.130000 sec): 3 clusters Score: Raw -83984.250597 + Penalty 3107.589402 = -80876.661196 nChanged 5 SP:Iteration 8Q (21494.300000 sec): 3 clusters Score: Raw -83996.480511 + Penalty 3107.589402 = -80888.891109 nChanged 2 SP:Iteration 9Q (21494.470000 sec): 3 clusters Score: Raw -84006.460076 + Penalty 3107.589402 = -80898.870674 nChanged 4 SP:Iteration 10Q (21494.670000 sec): 3 clusters Score: Raw -84017.972561 + Penalty 3107.589402 = -80910.383160 nChanged 2 SP:Iteration 11Q (21494.810000 sec): 3 clusters Score: Raw -84027.831471 + Penalty 3107.589402 = -80920.242070 nChanged 2 SP:Iteration 12Q (21495.010000 sec): 3 clusters Score: Raw -84032.225067 + Penalty 3107.589402 = -80924.635666 nChanged 1 SP:Iteration 13Q (21495.150000 sec): 3 clusters Score: Raw -84035.643145 + Penalty 3107.589402 = -80928.053744 nChanged 0 SP:Iteration 14F (21495.330000 sec): 3 clusters Score: Raw -84035.643145 + Penalty 3107.589402 = -80928.053744 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 47 (6534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21495.420000 sec): 2 clusters Score: Raw -1159799.260619 + Penalty 2178.624099 = -1157620.636521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21495.670000 sec): 3 clusters Score: Raw -1156528.352138 + Penalty 4357.248198 = -1152171.103940 nChanged 2560 SP:Iteration 1F (21495.880000 sec): 3 clusters Score: Raw -1158031.384556 + Penalty 4357.248198 = -1153674.136358 nChanged 472 SP:Iteration 2F (21496.030000 sec): 3 clusters Score: Raw -1158332.468552 + Penalty 4357.248198 = -1153975.220354 nChanged 351 SP:Iteration 3F (21496.280000 sec): 3 clusters Score: Raw -1158565.724177 + Penalty 4357.248198 = -1154208.475980 nChanged 297 SP:Iteration 4Q (21496.430000 sec): 3 clusters Score: Raw -1158763.417029 + Penalty 4357.248198 = -1154406.168831 nChanged 282 SP:Iteration 5Q (21496.650000 sec): 3 clusters Score: Raw -1158964.206468 + Penalty 4357.248198 = -1154606.958270 nChanged 296 SP:Iteration 6Q (21496.880000 sec): 3 clusters Score: Raw -1159154.205759 + Penalty 4357.248198 = -1154796.957561 nChanged 266 SP:Iteration 7Q (21497.080000 sec): 3 clusters Score: Raw -1159328.133315 + Penalty 4357.248198 = -1154970.885117 nChanged 273 SP:Iteration 8Q (21497.300000 sec): 3 clusters Score: Raw -1159516.496526 + Penalty 4357.248198 = -1155159.248328 nChanged 266 SP:Iteration 9Q (21497.520000 sec): 3 clusters Score: Raw -1159690.670885 + Penalty 4357.248198 = -1155333.422687 nChanged 199 SP:Iteration 10Q (21497.740000 sec): 3 clusters Score: Raw -1159820.095388 + Penalty 4357.248198 = -1155462.847190 nChanged 191 SP:Iteration 11Q (21497.960000 sec): 3 clusters Score: Raw -1159928.386158 + Penalty 4357.248198 = -1155571.137960 nChanged 165 SP:Iteration 12Q (21498.160000 sec): 3 clusters Score: Raw -1160021.072999 + Penalty 4357.248198 = -1155663.824801 nChanged 132 SP:Iteration 13Q (21498.330000 sec): 3 clusters Score: Raw -1160086.618476 + Penalty 4357.248198 = -1155729.370279 nChanged 104 SP:Iteration 14Q (21498.570000 sec): 3 clusters Score: Raw -1160138.281955 + Penalty 4357.248198 = -1155781.033758 nChanged 110 SP:Iteration 15Q (21498.790000 sec): 3 clusters Score: Raw -1160199.772271 + Penalty 4357.248198 = -1155842.524073 nChanged 86 SP:Iteration 16Q (21498.980000 sec): 3 clusters Score: Raw -1160250.002734 + Penalty 4357.248198 = -1155892.754536 nChanged 78 SP:Iteration 17Q (21499.170000 sec): 3 clusters Score: Raw -1160294.162917 + Penalty 4357.248198 = -1155936.914719 nChanged 60 SP:Iteration 18Q (21499.390000 sec): 3 clusters Score: Raw -1160325.046667 + Penalty 4357.248198 = -1155967.798469 nChanged 59 SP:Iteration 19Q (21499.630000 sec): 3 clusters Score: Raw -1160356.844827 + Penalty 4357.248198 = -1155999.596629 nChanged 51 SP:Iteration 20F (21499.800000 sec): 3 clusters Score: Raw -1160381.125699 + Penalty 4357.248198 = -1156023.877501 nChanged 42 SP:Iteration 21Q (21500.010000 sec): 3 clusters Score: Raw -1160399.003121 + Penalty 4357.248198 = -1156041.754923 nChanged 41 SP:Iteration 22Q (21500.220000 sec): 3 clusters Score: Raw -1160420.565813 + Penalty 4357.248198 = -1156063.317615 nChanged 45 SP:Iteration 23Q (21500.420000 sec): 3 clusters Score: Raw -1160450.806356 + Penalty 4357.248198 = -1156093.558159 nChanged 40 SP:Iteration 24Q (21500.610000 sec): 3 clusters Score: Raw -1160473.287811 + Penalty 4357.248198 = -1156116.039614 nChanged 34 SP:Iteration 25Q (21500.790000 sec): 3 clusters Score: Raw -1160488.530723 + Penalty 4357.248198 = -1156131.282526 nChanged 24 SP:Iteration 26Q (21501.000000 sec): 3 clusters Score: Raw -1160497.306718 + Penalty 4357.248198 = -1156140.058520 nChanged 18 SP:Iteration 27Q (21501.190000 sec): 3 clusters Score: Raw -1160503.018083 + Penalty 4357.248198 = -1156145.769885 nChanged 9 SP:Iteration 28Q (21501.380000 sec): 3 clusters Score: Raw -1160506.380488 + Penalty 4357.248198 = -1156149.132290 nChanged 8 SP:Iteration 29Q (21501.590000 sec): 3 clusters Score: Raw -1160509.773232 + Penalty 4357.248198 = -1156152.525034 nChanged 5 SP:Iteration 30Q (21501.810000 sec): 3 clusters Score: Raw -1160512.390196 + Penalty 4357.248198 = -1156155.141998 nChanged 7 SP:Iteration 31Q (21501.990000 sec): 3 clusters Score: Raw -1160514.786784 + Penalty 4357.248198 = -1156157.538586 nChanged 6 SP:Iteration 32Q (21502.250000 sec): 3 clusters Score: Raw -1160516.694348 + Penalty 4357.248198 = -1156159.446150 nChanged 11 SP:Iteration 33Q (21502.410000 sec): 3 clusters Score: Raw -1160520.041383 + Penalty 4357.248198 = -1156162.793185 nChanged 8 SP:Iteration 34Q (21502.620000 sec): 3 clusters Score: Raw -1160522.654293 + Penalty 4357.248198 = -1156165.406095 nChanged 7 SP:Iteration 35Q (21502.820000 sec): 3 clusters Score: Raw -1160525.104812 + Penalty 4357.248198 = -1156167.856614 nChanged 11 SP:Iteration 36Q (21503.040000 sec): 3 clusters Score: Raw -1160528.232273 + Penalty 4357.248198 = -1156170.984075 nChanged 12 SP:Iteration 37Q (21503.230000 sec): 3 clusters Score: Raw -1160532.381065 + Penalty 4357.248198 = -1156175.132868 nChanged 8 SP:Iteration 38Q (21503.430000 sec): 3 clusters Score: Raw -1160535.274915 + Penalty 4357.248198 = -1156178.026718 nChanged 9 SP:Iteration 39Q (21503.640000 sec): 3 clusters Score: Raw -1160539.217581 + Penalty 4357.248198 = -1156181.969383 nChanged 16 SP:Iteration 40F (21503.840000 sec): 3 clusters Score: Raw -1160545.083580 + Penalty 4357.248198 = -1156187.835382 nChanged 9 SP:Iteration 41Q (21504.040000 sec): 3 clusters Score: Raw -1160549.228634 + Penalty 4357.248198 = -1156191.980437 nChanged 8 SP:Iteration 42Q (21504.230000 sec): 3 clusters Score: Raw -1160552.646838 + Penalty 4357.248198 = -1156195.398640 nChanged 5 SP:Iteration 43Q (21504.410000 sec): 3 clusters Score: Raw -1160554.314595 + Penalty 4357.248198 = -1156197.066397 nChanged 3 SP:Iteration 44Q (21504.610000 sec): 3 clusters Score: Raw -1160555.118202 + Penalty 4357.248198 = -1156197.870004 nChanged 3 SP:Iteration 45Q (21504.790000 sec): 3 clusters Score: Raw -1160555.811917 + Penalty 4357.248198 = -1156198.563719 nChanged 0 SP:Iteration 46F (21505.020000 sec): 3 clusters Score: Raw -1160555.811917 + Penalty 4357.248198 = -1156198.563719 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 48 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21505.080000 sec): 2 clusters Score: Raw -37834.071688 + Penalty 1391.149005 = -36442.922683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21505.270000 sec): 3 clusters Score: Raw -38036.062718 + Penalty 2782.298010 = -35253.764707 nChanged 43 SP:Iteration 1F (21505.450000 sec): 3 clusters Score: Raw -38148.778517 + Penalty 2782.298010 = -35366.480507 nChanged 10 SP:Iteration 2Q (21505.630000 sec): 3 clusters Score: Raw -38219.607938 + Penalty 2782.298010 = -35437.309927 nChanged 10 SP:Iteration 3Q (21505.810000 sec): 3 clusters Score: Raw -38266.135165 + Penalty 2782.298010 = -35483.837154 nChanged 7 SP:Iteration 4Q (21505.990000 sec): 3 clusters Score: Raw -38285.544348 + Penalty 2782.298010 = -35503.246337 nChanged 2 SP:Iteration 5Q (21506.170000 sec): 3 clusters Score: Raw -38292.467310 + Penalty 2782.298010 = -35510.169300 nChanged 1 SP:Iteration 6Q (21506.350000 sec): 3 clusters Score: Raw -38298.274189 + Penalty 2782.298010 = -35515.976179 nChanged 0 SP:Iteration 7F (21506.510000 sec): 3 clusters Score: Raw -38298.274189 + Penalty 2782.298010 = -35515.976179 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 49 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21506.610000 sec): 2 clusters Score: Raw -23389.497630 + Penalty 1235.934442 = -22153.563188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21506.810000 sec): 3 clusters Score: Raw -23717.152875 + Penalty 2471.868884 = -21245.283991 nChanged 7 SP:Iteration 1Q (21506.990000 sec): 3 clusters Score: Raw -23758.264937 + Penalty 2471.868884 = -21286.396052 nChanged 1 SP:Iteration 2Q (21507.180000 sec): 3 clusters Score: Raw -23765.671556 + Penalty 2471.868884 = -21293.802672 nChanged 0 SP:Iteration 3F (21507.320000 sec): 3 clusters Score: Raw -23765.671556 + Penalty 2471.868884 = -21293.802672 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 50 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21507.410000 sec): 2 clusters Score: Raw -68854.777666 + Penalty 1492.611117 = -67362.166549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21507.590000 sec): 3 clusters Score: Raw -68901.306179 + Penalty 2985.222234 = -65916.083945 nChanged 58 SP:Iteration 1F (21507.750000 sec): 3 clusters Score: Raw -69040.885918 + Penalty 2985.222234 = -66055.663684 nChanged 15 SP:Iteration 2Q (21507.910000 sec): 3 clusters Score: Raw -69085.880621 + Penalty 2985.222234 = -66100.658386 nChanged 7 SP:Iteration 3Q (21508.090000 sec): 3 clusters Score: Raw -69102.444023 + Penalty 2985.222234 = -66117.221788 nChanged 5 SP:Iteration 4Q (21508.250000 sec): 3 clusters Score: Raw -69110.303465 + Penalty 2985.222234 = -66125.081231 nChanged 5 SP:Iteration 5Q (21508.450000 sec): 3 clusters Score: Raw -69126.502953 + Penalty 2985.222234 = -66141.280719 nChanged 3 SP:Iteration 6Q (21508.620000 sec): 3 clusters Score: Raw -69136.854567 + Penalty 2985.222234 = -66151.632332 nChanged 4 SP:Iteration 7Q (21508.810000 sec): 3 clusters Score: Raw -69143.680876 + Penalty 2985.222234 = -66158.458642 nChanged 0 SP:Iteration 8F (21508.970000 sec): 3 clusters Score: Raw -69143.680876 + Penalty 2985.222234 = -66158.458642 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 51 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21509.070000 sec): 2 clusters Score: Raw -110077.549750 + Penalty 1600.889244 = -108476.660507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21509.260000 sec): 3 clusters Score: Raw -110033.577648 + Penalty 3201.778487 = -106831.799160 nChanged 117 SP:Iteration 1F (21509.440000 sec): 3 clusters Score: Raw -110228.279030 + Penalty 3201.778487 = -107026.500543 nChanged 32 SP:Iteration 2F (21509.630000 sec): 3 clusters Score: Raw -110287.834506 + Penalty 3201.778487 = -107086.056019 nChanged 14 SP:Iteration 3Q (21509.790000 sec): 3 clusters Score: Raw -110308.856103 + Penalty 3201.778487 = -107107.077616 nChanged 6 SP:Iteration 4Q (21509.970000 sec): 3 clusters Score: Raw -110319.143736 + Penalty 3201.778487 = -107117.365249 nChanged 11 SP:Iteration 5Q (21510.170000 sec): 3 clusters Score: Raw -110337.455659 + Penalty 3201.778487 = -107135.677172 nChanged 7 SP:Iteration 6Q (21510.340000 sec): 3 clusters Score: Raw -110346.695529 + Penalty 3201.778487 = -107144.917041 nChanged 3 SP:Iteration 7Q (21510.520000 sec): 3 clusters Score: Raw -110352.219904 + Penalty 3201.778487 = -107150.441416 nChanged 1 SP:Iteration 8Q (21510.690000 sec): 3 clusters Score: Raw -110355.431465 + Penalty 3201.778487 = -107153.652977 nChanged 0 SP:Iteration 9F (21510.880000 sec): 3 clusters Score: Raw -110355.431465 + Penalty 3201.778487 = -107153.652977 nChanged 0 Iteration 219Q (21540.540000 sec): 53 clusters Score: Raw -140182964.908185 + Penalty 174909.277814 = -140008055.630371 nChanged 91 Iteration 220F (21613.830000 sec): 53 clusters Score: Raw -140183088.563449 + Penalty 174909.277814 = -140008179.285635 nChanged 96 Iteration 221Q (21647.120000 sec): 53 clusters Score: Raw -140183199.664625 + Penalty 174909.277814 = -140008290.386811 nChanged 75 Iteration 222Q (21683.000000 sec): 53 clusters Score: Raw -140183267.495531 + Penalty 174909.277814 = -140008358.217717 nChanged 86 Iteration 223Q (21713.610000 sec): 53 clusters Score: Raw -140183300.339170 + Penalty 174909.277814 = -140008391.061356 nChanged 49 Iteration 224Q (21745.250000 sec): 53 clusters Score: Raw -140183305.225510 + Penalty 174909.277814 = -140008395.947696 nChanged 41 Iteration 225Q (21782.100000 sec): 53 clusters Score: Raw -140183308.975236 + Penalty 174909.277814 = -140008399.697422 nChanged 42 Iteration 226Q (21817.390000 sec): 53 clusters Score: Raw -140183313.881779 + Penalty 174909.277814 = -140008404.603966 nChanged 35 Iteration 227Q (21850.760000 sec): 53 clusters Score: Raw -140183315.206276 + Penalty 174909.277814 = -140008405.928463 nChanged 26 Iteration 228Q (21884.690000 sec): 53 clusters Score: Raw -140183315.950814 + Penalty 174909.277814 = -140008406.673001 nChanged 19 Iteration 229Q (21912.390000 sec): 53 clusters Score: Raw -140183316.382369 + Penalty 174909.277814 = -140008407.104556 nChanged 21 Iteration 230Q (21958.230000 sec): 53 clusters Score: Raw -140183317.061587 + Penalty 174909.277814 = -140008407.783773 nChanged 23 Iteration 231Q (22000.050000 sec): 53 clusters Score: Raw -140183317.501145 + Penalty 174909.277814 = -140008408.223331 nChanged 20 Iteration 232Q (22041.280000 sec): 53 clusters Score: Raw -140183317.887811 + Penalty 174909.277814 = -140008408.609997 nChanged 19 Iteration 233Q (22080.970000 sec): 53 clusters Score: Raw -140183318.342781 + Penalty 174909.277814 = -140008409.064967 nChanged 18 Iteration 234Q (22115.490000 sec): 53 clusters Score: Raw -140183318.705250 + Penalty 174909.277814 = -140008409.427436 nChanged 11 Iteration 235Q (22154.280000 sec): 53 clusters Score: Raw -140183318.878985 + Penalty 174909.277814 = -140008409.601171 nChanged 12 Iteration 236Q (22193.570000 sec): 53 clusters Score: Raw -140183319.015513 + Penalty 174909.277814 = -140008409.737700 nChanged 13 Iteration 237Q (22230.740000 sec): 53 clusters Score: Raw -140183319.121938 + Penalty 174909.277814 = -140008409.844124 nChanged 9 Iteration 238Q (22268.040000 sec): 53 clusters Score: Raw -140183319.249881 + Penalty 174909.277814 = -140008409.972067 nChanged 4 Iteration 239Q (22312.100000 sec): 53 clusters Score: Raw -140183319.283187 + Penalty 174909.277814 = -140008410.005373 nChanged 3 Iteration 240F (22392.930000 sec): 53 clusters Score: Raw -140183319.303217 + Penalty 174909.277814 = -140008410.025404 nChanged 8 Iteration 241Q (22435.580000 sec): 53 clusters Score: Raw -140183319.357932 + Penalty 174909.277814 = -140008410.080118 nChanged 5 Iteration 242Q (22477.870000 sec): 53 clusters Score: Raw -140183319.390507 + Penalty 174909.277814 = -140008410.112694 nChanged 3 Iteration 243Q (22516.590000 sec): 53 clusters Score: Raw -140183319.410804 + Penalty 174909.277814 = -140008410.132991 nChanged 2 Iteration 244Q (22556.960000 sec): 53 clusters Score: Raw -140183319.422942 + Penalty 174909.277814 = -140008410.145129 nChanged 3 Iteration 245Q (22594.660000 sec): 53 clusters Score: Raw -140183319.439292 + Penalty 174909.277814 = -140008410.161479 nChanged 1 Iteration 246Q (22630.890000 sec): 53 clusters Score: Raw -140183319.443063 + Penalty 174909.277814 = -140008410.165249 nChanged 0 Iteration 247F (22706.570000 sec): 53 clusters Score: Raw -140183319.443063 + Penalty 174909.277814 = -140008410.165249 nChanged 0 Compute initial score before splitting: Score: Raw -140183319.443063 + Penalty 174909.277814 = -140008410.165249 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 1 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22706.650000 sec): 2 clusters Score: Raw -23115.673184 + Penalty 1237.627282 = -21878.045902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22706.840000 sec): 3 clusters Score: Raw -23385.175629 + Penalty 2475.254563 = -20909.921066 nChanged 9 SP:Iteration 1F (22707.020000 sec): 3 clusters Score: Raw -23435.668012 + Penalty 2475.254563 = -20960.413449 nChanged 1 SP:Iteration 2Q (22707.240000 sec): 3 clusters Score: Raw -23440.587781 + Penalty 2475.254563 = -20965.333218 nChanged 0 SP:Iteration 3F (22707.440000 sec): 3 clusters Score: Raw -23440.587781 + Penalty 2475.254563 = -20965.333218 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 2 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22707.580000 sec): 2 clusters Score: Raw -66697.445576 + Penalty 1491.401359 = -65206.044218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22707.750000 sec): 3 clusters Score: Raw -66853.996287 + Penalty 2982.802717 = -63871.193569 nChanged 72 SP:Iteration 1F (22707.920000 sec): 3 clusters Score: Raw -67067.007930 + Penalty 2982.802717 = -64084.205212 nChanged 17 SP:Iteration 2Q (22708.120000 sec): 3 clusters Score: Raw -67111.699031 + Penalty 2982.802717 = -64128.896313 nChanged 4 SP:Iteration 3Q (22708.270000 sec): 3 clusters Score: Raw -67119.602517 + Penalty 2982.802717 = -64136.799800 nChanged 2 SP:Iteration 4Q (22708.480000 sec): 3 clusters Score: Raw -67122.803553 + Penalty 2982.802717 = -64140.000836 nChanged 1 SP:Iteration 5Q (22708.630000 sec): 3 clusters Score: Raw -67124.178418 + Penalty 2982.802717 = -64141.375700 nChanged 1 SP:Iteration 6Q (22708.850000 sec): 3 clusters Score: Raw -67127.161154 + Penalty 2982.802717 = -64144.358437 nChanged 0 SP:Iteration 7F (22709.060000 sec): 3 clusters Score: Raw -67127.161154 + Penalty 2982.802717 = -64144.358437 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 3 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22709.150000 sec): 2 clusters Score: Raw -140063.998021 + Penalty 1656.228844 = -138407.769177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22709.380000 sec): 3 clusters Score: Raw -139942.369059 + Penalty 3312.457689 = -136629.911370 nChanged 175 SP:Iteration 1F (22709.530000 sec): 3 clusters Score: Raw -140188.054551 + Penalty 3312.457689 = -136875.596863 nChanged 54 SP:Iteration 2F (22709.750000 sec): 3 clusters Score: Raw -140284.846471 + Penalty 3312.457689 = -136972.388783 nChanged 29 SP:Iteration 3Q (22709.920000 sec): 3 clusters Score: Raw -140337.332759 + Penalty 3312.457689 = -137024.875070 nChanged 26 SP:Iteration 4Q (22710.080000 sec): 3 clusters Score: Raw -140380.497179 + Penalty 3312.457689 = -137068.039490 nChanged 10 SP:Iteration 5Q (22710.270000 sec): 3 clusters Score: Raw -140393.659477 + Penalty 3312.457689 = -137081.201788 nChanged 6 SP:Iteration 6Q (22710.410000 sec): 3 clusters Score: Raw -140407.529363 + Penalty 3312.457689 = -137095.071674 nChanged 7 SP:Iteration 7Q (22710.610000 sec): 3 clusters Score: Raw -140419.733648 + Penalty 3312.457689 = -137107.275959 nChanged 7 SP:Iteration 8Q (22710.830000 sec): 3 clusters Score: Raw -140430.248254 + Penalty 3312.457689 = -137117.790565 nChanged 6 SP:Iteration 9Q (22711.050000 sec): 3 clusters Score: Raw -140437.062286 + Penalty 3312.457689 = -137124.604597 nChanged 3 SP:Iteration 10Q (22711.220000 sec): 3 clusters Score: Raw -140442.491123 + Penalty 3312.457689 = -137130.033434 nChanged 1 SP:Iteration 11Q (22711.420000 sec): 3 clusters Score: Raw -140442.876364 + Penalty 3312.457689 = -137130.418676 nChanged 1 SP:Iteration 12Q (22711.560000 sec): 3 clusters Score: Raw -140444.605271 + Penalty 3312.457689 = -137132.147582 nChanged 3 SP:Iteration 13Q (22711.760000 sec): 3 clusters Score: Raw -140446.228856 + Penalty 3312.457689 = -137133.771167 nChanged 4 SP:Iteration 14Q (22711.920000 sec): 3 clusters Score: Raw -140450.083306 + Penalty 3312.457689 = -137137.625617 nChanged 3 SP:Iteration 15Q (22712.120000 sec): 3 clusters Score: Raw -140456.375980 + Penalty 3312.457689 = -137143.918291 nChanged 2 SP:Iteration 16Q (22712.300000 sec): 3 clusters Score: Raw -140457.642814 + Penalty 3312.457689 = -137145.185125 nChanged 1 SP:Iteration 17Q (22712.470000 sec): 3 clusters Score: Raw -140459.060177 + Penalty 3312.457689 = -137146.602488 nChanged 1 SP:Iteration 18Q (22712.640000 sec): 3 clusters Score: Raw -140459.733486 + Penalty 3312.457689 = -137147.275797 nChanged 0 SP:Iteration 19F (22712.830000 sec): 3 clusters Score: Raw -140459.733486 + Penalty 3312.457689 = -137147.275797 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 4 (184508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22713.800000 sec): 2 clusters Score: Raw -35751847.950084 + Penalty 3007.111129 = -35748840.838954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22715.020000 sec): 3 clusters Score: Raw -35631507.281095 + Penalty 6014.222259 = -35625493.058837 nChanged 88345 SP:Iteration 1F (22716.170000 sec): 3 clusters Score: Raw -35683197.348156 + Penalty 6014.222259 = -35677183.125897 nChanged 5460 SP:Iteration 2Q (22717.400000 sec): 3 clusters Score: Raw -35684427.663191 + Penalty 6014.222259 = -35678413.440932 nChanged 5834 SP:Iteration 3Q (22718.580000 sec): 3 clusters Score: Raw -35685975.455799 + Penalty 6014.222259 = -35679961.233540 nChanged 6732 SP:Iteration 4Q (22719.820000 sec): 3 clusters Score: Raw -35688236.696876 + Penalty 6014.222259 = -35682222.474617 nChanged 8187 SP:Iteration 5Q (22721.000000 sec): 3 clusters Score: Raw -35691749.605501 + Penalty 6014.222259 = -35685735.383242 nChanged 10235 SP:Iteration 6F (22722.180000 sec): 3 clusters Score: Raw -35697343.033021 + Penalty 6014.222259 = -35691328.810762 nChanged 12648 SP:Iteration 7F (22723.340000 sec): 3 clusters Score: Raw -35705943.016320 + Penalty 6014.222259 = -35699928.794062 nChanged 14406 SP:Iteration 8F (22724.460000 sec): 3 clusters Score: Raw -35717600.334601 + Penalty 6014.222259 = -35711586.112343 nChanged 14096 SP:Iteration 9F (22725.540000 sec): 3 clusters Score: Raw -35730156.766361 + Penalty 6014.222259 = -35724142.544102 nChanged 11143 SP:Iteration 10F (22726.610000 sec): 3 clusters Score: Raw -35740575.249152 + Penalty 6014.222259 = -35734561.026894 nChanged 7107 SP:Iteration 11Q (22727.720000 sec): 3 clusters Score: Raw -35747244.732030 + Penalty 6014.222259 = -35741230.509772 nChanged 3364 SP:Iteration 12Q (22728.780000 sec): 3 clusters Score: Raw -35750278.227681 + Penalty 6014.222259 = -35744264.005423 nChanged 1230 SP:Iteration 13Q (22729.830000 sec): 3 clusters Score: Raw -35751374.466683 + Penalty 6014.222259 = -35745360.244425 nChanged 467 SP:Iteration 14Q (22730.860000 sec): 3 clusters Score: Raw -35751779.257801 + Penalty 6014.222259 = -35745765.035542 nChanged 196 SP:Iteration 15Q (22731.880000 sec): 3 clusters Score: Raw -35751958.802393 + Penalty 6014.222259 = -35745944.580135 nChanged 105 SP:Iteration 16Q (22732.900000 sec): 3 clusters Score: Raw -35752059.490277 + Penalty 6014.222259 = -35746045.268018 nChanged 61 SP:Iteration 17Q (22733.910000 sec): 3 clusters Score: Raw -35752107.915101 + Penalty 6014.222259 = -35746093.692843 nChanged 43 SP:Iteration 18Q (22734.880000 sec): 3 clusters Score: Raw -35752142.433047 + Penalty 6014.222259 = -35746128.210789 nChanged 24 SP:Iteration 19Q (22736.090000 sec): 3 clusters Score: Raw -35752160.216669 + Penalty 6014.222259 = -35746145.994410 nChanged 21 SP:Iteration 20F (22737.300000 sec): 3 clusters Score: Raw -35752178.265319 + Penalty 6014.222259 = -35746164.043060 nChanged 18 SP:Iteration 21Q (22738.290000 sec): 3 clusters Score: Raw -35752191.244771 + Penalty 6014.222259 = -35746177.022512 nChanged 11 SP:Iteration 22Q (22739.330000 sec): 3 clusters Score: Raw -35752200.947485 + Penalty 6014.222259 = -35746186.725227 nChanged 11 SP:Iteration 23Q (22740.270000 sec): 3 clusters Score: Raw -35752211.853429 + Penalty 6014.222259 = -35746197.631170 nChanged 8 SP:Iteration 24Q (22741.340000 sec): 3 clusters Score: Raw -35752218.320645 + Penalty 6014.222259 = -35746204.098386 nChanged 9 SP:Iteration 25Q (22742.330000 sec): 3 clusters Score: Raw -35752224.431142 + Penalty 6014.222259 = -35746210.208884 nChanged 8 SP:Iteration 26Q (22743.270000 sec): 3 clusters Score: Raw -35752231.569163 + Penalty 6014.222259 = -35746217.346905 nChanged 10 SP:Iteration 27Q (22744.250000 sec): 3 clusters Score: Raw -35752239.982598 + Penalty 6014.222259 = -35746225.760339 nChanged 9 SP:Iteration 28Q (22745.190000 sec): 3 clusters Score: Raw -35752246.288661 + Penalty 6014.222259 = -35746232.066403 nChanged 2 SP:Iteration 29Q (22746.120000 sec): 3 clusters Score: Raw -35752247.599501 + Penalty 6014.222259 = -35746233.377243 nChanged 1 SP:Iteration 30Q (22747.230000 sec): 3 clusters Score: Raw -35752248.734609 + Penalty 6014.222259 = -35746234.512350 nChanged 2 SP:Iteration 31Q (22748.230000 sec): 3 clusters Score: Raw -35752249.767753 + Penalty 6014.222259 = -35746235.545494 nChanged 1 SP:Iteration 32Q (22749.350000 sec): 3 clusters Score: Raw -35752250.027581 + Penalty 6014.222259 = -35746235.805323 nChanged 0 SP:Iteration 33F (22750.510000 sec): 3 clusters Score: Raw -35752250.027581 + Penalty 6014.222259 = -35746235.805323 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 5 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22750.680000 sec): 2 clusters Score: Raw -55382.938939 + Penalty 1445.578513 = -53937.360425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22750.890000 sec): 3 clusters Score: Raw -55545.201408 + Penalty 2891.157026 = -52654.044381 nChanged 51 SP:Iteration 1F (22751.050000 sec): 3 clusters Score: Raw -55686.038442 + Penalty 2891.157026 = -52794.881416 nChanged 13 SP:Iteration 2Q (22751.210000 sec): 3 clusters Score: Raw -55736.526191 + Penalty 2891.157026 = -52845.369165 nChanged 15 SP:Iteration 3Q (22751.370000 sec): 3 clusters Score: Raw -55808.186230 + Penalty 2891.157026 = -52917.029203 nChanged 14 SP:Iteration 4Q (22751.530000 sec): 3 clusters Score: Raw -55869.541447 + Penalty 2891.157026 = -52978.384420 nChanged 6 SP:Iteration 5Q (22751.780000 sec): 3 clusters Score: Raw -55904.083687 + Penalty 2891.157026 = -53012.926661 nChanged 2 SP:Iteration 6Q (22751.940000 sec): 3 clusters Score: Raw -55911.623753 + Penalty 2891.157026 = -53020.466727 nChanged 2 SP:Iteration 7Q (22752.120000 sec): 3 clusters Score: Raw -55922.451356 + Penalty 2891.157026 = -53031.294330 nChanged 2 SP:Iteration 8Q (22752.350000 sec): 3 clusters Score: Raw -55930.258431 + Penalty 2891.157026 = -53039.101404 nChanged 2 SP:Iteration 9Q (22752.510000 sec): 3 clusters Score: Raw -55937.467723 + Penalty 2891.157026 = -53046.310696 nChanged 1 SP:Iteration 10Q (22752.740000 sec): 3 clusters Score: Raw -55941.533079 + Penalty 2891.157026 = -53050.376052 nChanged 0 SP:Iteration 11F (22752.950000 sec): 3 clusters Score: Raw -55941.533079 + Penalty 2891.157026 = -53050.376052 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 6 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22753.070000 sec): 2 clusters Score: Raw -126030.591809 + Penalty 1615.648747 = -124414.943062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22753.200000 sec): 3 clusters Score: Raw -125953.961847 + Penalty 3231.297495 = -122722.664352 nChanged 141 SP:Iteration 1F (22753.430000 sec): 3 clusters Score: Raw -126188.926282 + Penalty 3231.297495 = -122957.628787 nChanged 35 SP:Iteration 2F (22753.570000 sec): 3 clusters Score: Raw -126259.102644 + Penalty 3231.297495 = -123027.805149 nChanged 22 SP:Iteration 3Q (22753.790000 sec): 3 clusters Score: Raw -126303.132542 + Penalty 3231.297495 = -123071.835047 nChanged 16 SP:Iteration 4Q (22753.960000 sec): 3 clusters Score: Raw -126325.612574 + Penalty 3231.297495 = -123094.315080 nChanged 10 SP:Iteration 5Q (22754.160000 sec): 3 clusters Score: Raw -126344.371418 + Penalty 3231.297495 = -123113.073923 nChanged 10 SP:Iteration 6Q (22754.390000 sec): 3 clusters Score: Raw -126358.374667 + Penalty 3231.297495 = -123127.077172 nChanged 5 SP:Iteration 7Q (22754.610000 sec): 3 clusters Score: Raw -126368.349656 + Penalty 3231.297495 = -123137.052161 nChanged 4 SP:Iteration 8Q (22754.790000 sec): 3 clusters Score: Raw -126373.416307 + Penalty 3231.297495 = -123142.118812 nChanged 3 SP:Iteration 9Q (22754.960000 sec): 3 clusters Score: Raw -126379.815157 + Penalty 3231.297495 = -123148.517662 nChanged 3 SP:Iteration 10Q (22755.190000 sec): 3 clusters Score: Raw -126382.832960 + Penalty 3231.297495 = -123151.535466 nChanged 2 SP:Iteration 11Q (22755.390000 sec): 3 clusters Score: Raw -126384.383888 + Penalty 3231.297495 = -123153.086393 nChanged 1 SP:Iteration 12Q (22755.570000 sec): 3 clusters Score: Raw -126384.856144 + Penalty 3231.297495 = -123153.558649 nChanged 0 SP:Iteration 13F (22755.810000 sec): 3 clusters Score: Raw -126384.856144 + Penalty 3231.297495 = -123153.558649 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 7 (7961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22755.960000 sec): 2 clusters Score: Raw -1413940.719430 + Penalty 2227.612855 = -1411713.106575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22756.270000 sec): 3 clusters Score: Raw -1409723.584916 + Penalty 4455.225710 = -1405268.359206 nChanged 3207 SP:Iteration 1F (22756.520000 sec): 3 clusters Score: Raw -1411471.242494 + Penalty 4455.225710 = -1407016.016784 nChanged 525 SP:Iteration 2F (22756.810000 sec): 3 clusters Score: Raw -1411724.801045 + Penalty 4455.225710 = -1407269.575335 nChanged 396 SP:Iteration 3Q (22757.060000 sec): 3 clusters Score: Raw -1411911.983390 + Penalty 4455.225710 = -1407456.757680 nChanged 300 SP:Iteration 4Q (22757.350000 sec): 3 clusters Score: Raw -1412034.044341 + Penalty 4455.225710 = -1407578.818631 nChanged 236 SP:Iteration 5Q (22757.600000 sec): 3 clusters Score: Raw -1412119.661501 + Penalty 4455.225710 = -1407664.435791 nChanged 178 SP:Iteration 6Q (22757.880000 sec): 3 clusters Score: Raw -1412176.708222 + Penalty 4455.225710 = -1407721.482512 nChanged 153 SP:Iteration 7Q (22758.120000 sec): 3 clusters Score: Raw -1412223.151462 + Penalty 4455.225710 = -1407767.925752 nChanged 125 SP:Iteration 8Q (22758.310000 sec): 3 clusters Score: Raw -1412263.171044 + Penalty 4455.225710 = -1407807.945334 nChanged 129 SP:Iteration 9Q (22758.510000 sec): 3 clusters Score: Raw -1412303.610573 + Penalty 4455.225710 = -1407848.384863 nChanged 120 SP:Iteration 10Q (22758.750000 sec): 3 clusters Score: Raw -1412337.775129 + Penalty 4455.225710 = -1407882.549419 nChanged 86 SP:Iteration 11Q (22759.000000 sec): 3 clusters Score: Raw -1412363.806755 + Penalty 4455.225710 = -1407908.581045 nChanged 86 SP:Iteration 12Q (22759.230000 sec): 3 clusters Score: Raw -1412387.497858 + Penalty 4455.225710 = -1407932.272148 nChanged 86 SP:Iteration 13Q (22759.490000 sec): 3 clusters Score: Raw -1412416.340008 + Penalty 4455.225710 = -1407961.114298 nChanged 92 SP:Iteration 14Q (22759.670000 sec): 3 clusters Score: Raw -1412446.289102 + Penalty 4455.225710 = -1407991.063392 nChanged 95 SP:Iteration 15Q (22759.880000 sec): 3 clusters Score: Raw -1412479.880422 + Penalty 4455.225710 = -1408024.654712 nChanged 115 SP:Iteration 16Q (22760.090000 sec): 3 clusters Score: Raw -1412523.016579 + Penalty 4455.225710 = -1408067.790870 nChanged 120 SP:Iteration 17Q (22760.340000 sec): 3 clusters Score: Raw -1412569.815966 + Penalty 4455.225710 = -1408114.590256 nChanged 129 SP:Iteration 18Q (22760.500000 sec): 3 clusters Score: Raw -1412619.254925 + Penalty 4455.225710 = -1408164.029215 nChanged 115 SP:Iteration 19Q (22760.790000 sec): 3 clusters Score: Raw -1412664.845303 + Penalty 4455.225710 = -1408209.619593 nChanged 113 SP:Iteration 20F (22761.010000 sec): 3 clusters Score: Raw -1412709.360948 + Penalty 4455.225710 = -1408254.135238 nChanged 130 SP:Iteration 21Q (22761.260000 sec): 3 clusters Score: Raw -1412760.148443 + Penalty 4455.225710 = -1408304.922733 nChanged 114 SP:Iteration 22Q (22761.450000 sec): 3 clusters Score: Raw -1412812.411962 + Penalty 4455.225710 = -1408357.186252 nChanged 129 SP:Iteration 23Q (22761.700000 sec): 3 clusters Score: Raw -1412877.858236 + Penalty 4455.225710 = -1408422.632526 nChanged 152 SP:Iteration 24Q (22761.930000 sec): 3 clusters Score: Raw -1412954.939451 + Penalty 4455.225710 = -1408499.713741 nChanged 168 SP:Iteration 25Q (22762.160000 sec): 3 clusters Score: Raw -1413043.113374 + Penalty 4455.225710 = -1408587.887664 nChanged 152 SP:Iteration 26Q (22762.430000 sec): 3 clusters Score: Raw -1413117.037427 + Penalty 4455.225710 = -1408661.811717 nChanged 141 SP:Iteration 27Q (22762.710000 sec): 3 clusters Score: Raw -1413190.060437 + Penalty 4455.225710 = -1408734.834727 nChanged 163 SP:Iteration 28Q (22762.960000 sec): 3 clusters Score: Raw -1413283.230941 + Penalty 4455.225710 = -1408828.005231 nChanged 155 SP:Iteration 29Q (22763.180000 sec): 3 clusters Score: Raw -1413366.124117 + Penalty 4455.225710 = -1408910.898407 nChanged 143 SP:Iteration 30Q (22763.430000 sec): 3 clusters Score: Raw -1413442.649486 + Penalty 4455.225710 = -1408987.423776 nChanged 145 SP:Iteration 31Q (22763.670000 sec): 3 clusters Score: Raw -1413530.030254 + Penalty 4455.225710 = -1409074.804544 nChanged 150 SP:Iteration 32Q (22763.870000 sec): 3 clusters Score: Raw -1413622.848107 + Penalty 4455.225710 = -1409167.622397 nChanged 130 SP:Iteration 33Q (22764.120000 sec): 3 clusters Score: Raw -1413703.816359 + Penalty 4455.225710 = -1409248.590649 nChanged 121 SP:Iteration 34Q (22764.320000 sec): 3 clusters Score: Raw -1413768.906942 + Penalty 4455.225710 = -1409313.681232 nChanged 99 SP:Iteration 35Q (22764.540000 sec): 3 clusters Score: Raw -1413821.242829 + Penalty 4455.225710 = -1409366.017119 nChanged 86 SP:Iteration 36Q (22764.780000 sec): 3 clusters Score: Raw -1413873.039654 + Penalty 4455.225710 = -1409417.813944 nChanged 62 SP:Iteration 37Q (22765.050000 sec): 3 clusters Score: Raw -1413905.294815 + Penalty 4455.225710 = -1409450.069105 nChanged 68 SP:Iteration 38Q (22765.240000 sec): 3 clusters Score: Raw -1413937.105129 + Penalty 4455.225710 = -1409481.879419 nChanged 51 SP:Iteration 39Q (22765.520000 sec): 3 clusters Score: Raw -1413960.889171 + Penalty 4455.225710 = -1409505.663461 nChanged 43 SP:Iteration 40F (22765.730000 sec): 3 clusters Score: Raw -1413979.919833 + Penalty 4455.225710 = -1409524.694123 nChanged 41 SP:Iteration 41Q (22765.990000 sec): 3 clusters Score: Raw -1413999.610355 + Penalty 4455.225710 = -1409544.384645 nChanged 38 SP:Iteration 42Q (22766.220000 sec): 3 clusters Score: Raw -1414019.621883 + Penalty 4455.225710 = -1409564.396173 nChanged 32 SP:Iteration 43Q (22766.480000 sec): 3 clusters Score: Raw -1414035.870618 + Penalty 4455.225710 = -1409580.644908 nChanged 27 SP:Iteration 44Q (22766.740000 sec): 3 clusters Score: Raw -1414048.074569 + Penalty 4455.225710 = -1409592.848859 nChanged 18 SP:Iteration 45Q (22766.930000 sec): 3 clusters Score: Raw -1414055.177238 + Penalty 4455.225710 = -1409599.951528 nChanged 14 SP:Iteration 46Q (22767.120000 sec): 3 clusters Score: Raw -1414061.898175 + Penalty 4455.225710 = -1409606.672465 nChanged 16 SP:Iteration 47Q (22767.360000 sec): 3 clusters Score: Raw -1414070.079160 + Penalty 4455.225710 = -1409614.853450 nChanged 19 SP:Iteration 48Q (22767.580000 sec): 3 clusters Score: Raw -1414081.013604 + Penalty 4455.225710 = -1409625.787894 nChanged 25 SP:Iteration 49Q (22767.810000 sec): 3 clusters Score: Raw -1414095.152635 + Penalty 4455.225710 = -1409639.926925 nChanged 22 SP:Iteration 50Q (22768.040000 sec): 3 clusters Score: Raw -1414108.525492 + Penalty 4455.225710 = -1409653.299782 nChanged 20 SP:Iteration 51Q (22768.280000 sec): 3 clusters Score: Raw -1414119.385663 + Penalty 4455.225710 = -1409664.159953 nChanged 15 SP:Iteration 52Q (22768.480000 sec): 3 clusters Score: Raw -1414126.478626 + Penalty 4455.225710 = -1409671.252916 nChanged 14 SP:Iteration 53Q (22768.740000 sec): 3 clusters Score: Raw -1414132.933580 + Penalty 4455.225710 = -1409677.707870 nChanged 9 SP:Iteration 54Q (22768.950000 sec): 3 clusters Score: Raw -1414138.426339 + Penalty 4455.225710 = -1409683.200629 nChanged 11 SP:Iteration 55Q (22769.170000 sec): 3 clusters Score: Raw -1414142.424685 + Penalty 4455.225710 = -1409687.198975 nChanged 7 SP:Iteration 56Q (22769.400000 sec): 3 clusters Score: Raw -1414147.606348 + Penalty 4455.225710 = -1409692.380638 nChanged 5 SP:Iteration 57Q (22769.640000 sec): 3 clusters Score: Raw -1414149.142033 + Penalty 4455.225710 = -1409693.916323 nChanged 1 SP:Iteration 58Q (22769.930000 sec): 3 clusters Score: Raw -1414149.222368 + Penalty 4455.225710 = -1409693.996658 nChanged 1 SP:Iteration 59Q (22770.140000 sec): 3 clusters Score: Raw -1414149.602381 + Penalty 4455.225710 = -1409694.376671 nChanged 0 SP:Iteration 60F (22770.400000 sec): 3 clusters Score: Raw -1414149.602381 + Penalty 4455.225710 = -1409694.376671 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 8 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22770.480000 sec): 2 clusters Score: Raw -99012.250813 + Penalty 1590.537821 = -97421.712992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22770.700000 sec): 3 clusters Score: Raw -98995.747071 + Penalty 3181.075643 = -95814.671428 nChanged 127 SP:Iteration 1F (22770.870000 sec): 3 clusters Score: Raw -99214.232141 + Penalty 3181.075643 = -96033.156498 nChanged 24 SP:Iteration 2Q (22771.060000 sec): 3 clusters Score: Raw -99255.540071 + Penalty 3181.075643 = -96074.464428 nChanged 9 SP:Iteration 3Q (22771.240000 sec): 3 clusters Score: Raw -99273.529400 + Penalty 3181.075643 = -96092.453757 nChanged 7 SP:Iteration 4Q (22771.410000 sec): 3 clusters Score: Raw -99282.257804 + Penalty 3181.075643 = -96101.182161 nChanged 3 SP:Iteration 5Q (22771.590000 sec): 3 clusters Score: Raw -99285.435518 + Penalty 3181.075643 = -96104.359875 nChanged 1 SP:Iteration 6Q (22771.800000 sec): 3 clusters Score: Raw -99287.324614 + Penalty 3181.075643 = -96106.248971 nChanged 2 SP:Iteration 7Q (22772.020000 sec): 3 clusters Score: Raw -99294.923731 + Penalty 3181.075643 = -96113.848088 nChanged 3 SP:Iteration 8Q (22772.210000 sec): 3 clusters Score: Raw -99299.255895 + Penalty 3181.075643 = -96118.180253 nChanged 6 SP:Iteration 9Q (22772.420000 sec): 3 clusters Score: Raw -99310.972568 + Penalty 3181.075643 = -96129.896926 nChanged 2 SP:Iteration 10Q (22772.640000 sec): 3 clusters Score: Raw -99314.017740 + Penalty 3181.075643 = -96132.942097 nChanged 1 SP:Iteration 11Q (22772.850000 sec): 3 clusters Score: Raw -99314.674621 + Penalty 3181.075643 = -96133.598978 nChanged 1 SP:Iteration 12Q (22773.070000 sec): 3 clusters Score: Raw -99315.646631 + Penalty 3181.075643 = -96134.570988 nChanged 2 SP:Iteration 13Q (22773.260000 sec): 3 clusters Score: Raw -99322.561093 + Penalty 3181.075643 = -96141.485450 nChanged 2 SP:Iteration 14Q (22773.450000 sec): 3 clusters Score: Raw -99326.523317 + Penalty 3181.075643 = -96145.447674 nChanged 5 SP:Iteration 15Q (22773.650000 sec): 3 clusters Score: Raw -99338.559464 + Penalty 3181.075643 = -96157.483821 nChanged 7 SP:Iteration 16Q (22773.890000 sec): 3 clusters Score: Raw -99357.532544 + Penalty 3181.075643 = -96176.456902 nChanged 5 SP:Iteration 17Q (22774.090000 sec): 3 clusters Score: Raw -99369.563874 + Penalty 3181.075643 = -96188.488231 nChanged 2 SP:Iteration 18Q (22774.250000 sec): 3 clusters Score: Raw -99374.312359 + Penalty 3181.075643 = -96193.236716 nChanged 1 SP:Iteration 19Q (22774.420000 sec): 3 clusters Score: Raw -99375.880848 + Penalty 3181.075643 = -96194.805205 nChanged 0 SP:Iteration 20F (22774.600000 sec): 3 clusters Score: Raw -99375.880848 + Penalty 3181.075643 = -96194.805205 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 9 (21939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22774.800000 sec): 2 clusters Score: Raw -3892446.541912 + Penalty 2479.013246 = -3889967.528666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22775.120000 sec): 3 clusters Score: Raw -3879710.567918 + Penalty 4958.026492 = -3874752.541425 nChanged 9562 SP:Iteration 1F (22775.420000 sec): 3 clusters Score: Raw -3884880.210510 + Penalty 4958.026492 = -3879922.184017 nChanged 1116 SP:Iteration 2F (22775.710000 sec): 3 clusters Score: Raw -3885280.954069 + Penalty 4958.026492 = -3880322.927577 nChanged 942 SP:Iteration 3Q (22776.050000 sec): 3 clusters Score: Raw -3885600.910149 + Penalty 4958.026492 = -3880642.883657 nChanged 883 SP:Iteration 4Q (22776.360000 sec): 3 clusters Score: Raw -3885900.313314 + Penalty 4958.026492 = -3880942.286822 nChanged 823 SP:Iteration 5Q (22776.730000 sec): 3 clusters Score: Raw -3886200.428049 + Penalty 4958.026492 = -3881242.401557 nChanged 845 SP:Iteration 6Q (22777.040000 sec): 3 clusters Score: Raw -3886541.803028 + Penalty 4958.026492 = -3881583.776536 nChanged 891 SP:Iteration 7Q (22777.410000 sec): 3 clusters Score: Raw -3886917.500192 + Penalty 4958.026492 = -3881959.473700 nChanged 973 SP:Iteration 8Q (22777.750000 sec): 3 clusters Score: Raw -3887405.245174 + Penalty 4958.026492 = -3882447.218681 nChanged 1062 SP:Iteration 9Q (22778.090000 sec): 3 clusters Score: Raw -3888022.146484 + Penalty 4958.026492 = -3883064.119992 nChanged 1163 SP:Iteration 10F (22778.370000 sec): 3 clusters Score: Raw -3888783.778893 + Penalty 4958.026492 = -3883825.752400 nChanged 1148 SP:Iteration 11F (22778.720000 sec): 3 clusters Score: Raw -3889624.604891 + Penalty 4958.026492 = -3884666.578399 nChanged 1055 SP:Iteration 12Q (22779.040000 sec): 3 clusters Score: Raw -3890453.526856 + Penalty 4958.026492 = -3885495.500363 nChanged 846 SP:Iteration 13Q (22779.310000 sec): 3 clusters Score: Raw -3891162.004011 + Penalty 4958.026492 = -3886203.977519 nChanged 601 SP:Iteration 14Q (22779.610000 sec): 3 clusters Score: Raw -3891675.699278 + Penalty 4958.026492 = -3886717.672786 nChanged 404 SP:Iteration 15Q (22779.950000 sec): 3 clusters Score: Raw -3892068.511957 + Penalty 4958.026492 = -3887110.485464 nChanged 273 SP:Iteration 16Q (22780.280000 sec): 3 clusters Score: Raw -3892355.054917 + Penalty 4958.026492 = -3887397.028424 nChanged 167 SP:Iteration 17Q (22780.530000 sec): 3 clusters Score: Raw -3892506.740285 + Penalty 4958.026492 = -3887548.713792 nChanged 130 SP:Iteration 18Q (22780.840000 sec): 3 clusters Score: Raw -3892604.725481 + Penalty 4958.026492 = -3887646.698989 nChanged 74 SP:Iteration 19Q (22781.130000 sec): 3 clusters Score: Raw -3892656.173904 + Penalty 4958.026492 = -3887698.147412 nChanged 51 SP:Iteration 20F (22781.520000 sec): 3 clusters Score: Raw -3892688.936826 + Penalty 4958.026492 = -3887730.910334 nChanged 40 SP:Iteration 21Q (22781.820000 sec): 3 clusters Score: Raw -3892715.447253 + Penalty 4958.026492 = -3887757.420761 nChanged 29 SP:Iteration 22Q (22782.110000 sec): 3 clusters Score: Raw -3892733.594416 + Penalty 4958.026492 = -3887775.567923 nChanged 26 SP:Iteration 23Q (22782.420000 sec): 3 clusters Score: Raw -3892748.467681 + Penalty 4958.026492 = -3887790.441188 nChanged 18 SP:Iteration 24Q (22782.740000 sec): 3 clusters Score: Raw -3892757.865190 + Penalty 4958.026492 = -3887799.838697 nChanged 11 SP:Iteration 25Q (22783.050000 sec): 3 clusters Score: Raw -3892764.202908 + Penalty 4958.026492 = -3887806.176416 nChanged 7 SP:Iteration 26Q (22783.350000 sec): 3 clusters Score: Raw -3892768.625773 + Penalty 4958.026492 = -3887810.599281 nChanged 6 SP:Iteration 27Q (22783.650000 sec): 3 clusters Score: Raw -3892771.837075 + Penalty 4958.026492 = -3887813.810582 nChanged 5 SP:Iteration 28Q (22783.960000 sec): 3 clusters Score: Raw -3892774.621363 + Penalty 4958.026492 = -3887816.594871 nChanged 5 SP:Iteration 29Q (22784.270000 sec): 3 clusters Score: Raw -3892777.486596 + Penalty 4958.026492 = -3887819.460103 nChanged 9 SP:Iteration 30Q (22784.520000 sec): 3 clusters Score: Raw -3892780.945635 + Penalty 4958.026492 = -3887822.919143 nChanged 5 SP:Iteration 31Q (22784.770000 sec): 3 clusters Score: Raw -3892783.085769 + Penalty 4958.026492 = -3887825.059277 nChanged 3 SP:Iteration 32Q (22785.090000 sec): 3 clusters Score: Raw -3892784.961141 + Penalty 4958.026492 = -3887826.934649 nChanged 4 SP:Iteration 33Q (22785.410000 sec): 3 clusters Score: Raw -3892788.100771 + Penalty 4958.026492 = -3887830.074279 nChanged 4 SP:Iteration 34Q (22785.660000 sec): 3 clusters Score: Raw -3892790.389109 + Penalty 4958.026492 = -3887832.362617 nChanged 6 SP:Iteration 35Q (22785.980000 sec): 3 clusters Score: Raw -3892792.819473 + Penalty 4958.026492 = -3887834.792980 nChanged 4 SP:Iteration 36Q (22786.290000 sec): 3 clusters Score: Raw -3892795.478535 + Penalty 4958.026492 = -3887837.452043 nChanged 3 SP:Iteration 37Q (22786.590000 sec): 3 clusters Score: Raw -3892797.563011 + Penalty 4958.026492 = -3887839.536518 nChanged 2 SP:Iteration 38Q (22786.890000 sec): 3 clusters Score: Raw -3892798.980556 + Penalty 4958.026492 = -3887840.954064 nChanged 2 SP:Iteration 39Q (22787.270000 sec): 3 clusters Score: Raw -3892799.869868 + Penalty 4958.026492 = -3887841.843376 nChanged 1 SP:Iteration 40F (22787.580000 sec): 3 clusters Score: Raw -3892800.277642 + Penalty 4958.026492 = -3887842.251149 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 10 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22787.720000 sec): 2 clusters Score: Raw -66851.608957 + Penalty 1505.542957 = -65346.066000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22787.910000 sec): 3 clusters Score: Raw -66968.391678 + Penalty 3011.085913 = -63957.305765 nChanged 81 SP:Iteration 1F (22788.100000 sec): 3 clusters Score: Raw -67158.852209 + Penalty 3011.085913 = -64147.766296 nChanged 30 SP:Iteration 2F (22788.240000 sec): 3 clusters Score: Raw -67250.094511 + Penalty 3011.085913 = -64239.008598 nChanged 20 SP:Iteration 3Q (22788.430000 sec): 3 clusters Score: Raw -67303.957918 + Penalty 3011.085913 = -64292.872005 nChanged 7 SP:Iteration 4Q (22788.630000 sec): 3 clusters Score: Raw -67340.765742 + Penalty 3011.085913 = -64329.679829 nChanged 7 SP:Iteration 5Q (22788.800000 sec): 3 clusters Score: Raw -67386.506599 + Penalty 3011.085913 = -64375.420686 nChanged 4 SP:Iteration 6Q (22788.970000 sec): 3 clusters Score: Raw -67453.182009 + Penalty 3011.085913 = -64442.096096 nChanged 11 SP:Iteration 7Q (22789.130000 sec): 3 clusters Score: Raw -67508.509465 + Penalty 3011.085913 = -64497.423552 nChanged 9 SP:Iteration 8Q (22789.360000 sec): 3 clusters Score: Raw -67558.629843 + Penalty 3011.085913 = -64547.543930 nChanged 8 SP:Iteration 9Q (22789.510000 sec): 3 clusters Score: Raw -67625.712597 + Penalty 3011.085913 = -64614.626684 nChanged 10 SP:Iteration 10Q (22789.730000 sec): 3 clusters Score: Raw -67695.802042 + Penalty 3011.085913 = -64684.716129 nChanged 11 SP:Iteration 11Q (22789.940000 sec): 3 clusters Score: Raw -67749.036374 + Penalty 3011.085913 = -64737.950461 nChanged 12 SP:Iteration 12Q (22790.150000 sec): 3 clusters Score: Raw -67792.630636 + Penalty 3011.085913 = -64781.544723 nChanged 8 SP:Iteration 13Q (22790.360000 sec): 3 clusters Score: Raw -67827.709937 + Penalty 3011.085913 = -64816.624024 nChanged 8 SP:Iteration 14Q (22790.580000 sec): 3 clusters Score: Raw -67867.264636 + Penalty 3011.085913 = -64856.178723 nChanged 8 SP:Iteration 15Q (22790.750000 sec): 3 clusters Score: Raw -67892.736913 + Penalty 3011.085913 = -64881.651000 nChanged 3 SP:Iteration 16Q (22790.950000 sec): 3 clusters Score: Raw -67902.426100 + Penalty 3011.085913 = -64891.340187 nChanged 2 SP:Iteration 17Q (22791.150000 sec): 3 clusters Score: Raw -67908.387746 + Penalty 3011.085913 = -64897.301833 nChanged 4 SP:Iteration 18Q (22791.350000 sec): 3 clusters Score: Raw -67925.512125 + Penalty 3011.085913 = -64914.426212 nChanged 5 SP:Iteration 19Q (22791.540000 sec): 3 clusters Score: Raw -67941.013260 + Penalty 3011.085913 = -64929.927347 nChanged 2 SP:Iteration 20F (22791.750000 sec): 3 clusters Score: Raw -67959.453109 + Penalty 3011.085913 = -64948.367196 nChanged 5 SP:Iteration 21Q (22791.960000 sec): 3 clusters Score: Raw -68059.641373 + Penalty 3011.085913 = -65048.555460 nChanged 6 SP:Iteration 22Q (22792.190000 sec): 3 clusters Score: Raw -68089.476852 + Penalty 3011.085913 = -65078.390939 nChanged 8 SP:Iteration 23Q (22792.340000 sec): 3 clusters Score: Raw -68119.897404 + Penalty 3011.085913 = -65108.811491 nChanged 5 SP:Iteration 24Q (22792.580000 sec): 3 clusters Score: Raw -68148.778029 + Penalty 3011.085913 = -65137.692116 nChanged 3 SP:Iteration 25Q (22792.760000 sec): 3 clusters Score: Raw -68163.581395 + Penalty 3011.085913 = -65152.495482 nChanged 1 SP:Iteration 26Q (22793.010000 sec): 3 clusters Score: Raw -68165.942172 + Penalty 3011.085913 = -65154.856258 nChanged 0 SP:Iteration 27F (22793.180000 sec): 3 clusters Score: Raw -68165.942172 + Penalty 3011.085913 = -65154.856258 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 11 (7693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22793.310000 sec): 2 clusters Score: Raw -1461524.747093 + Penalty 2219.120394 = -1459305.626699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22793.570000 sec): 3 clusters Score: Raw -1457586.259470 + Penalty 4438.240787 = -1453148.018683 nChanged 3075 SP:Iteration 1F (22793.760000 sec): 3 clusters Score: Raw -1459403.692745 + Penalty 4438.240787 = -1454965.451958 nChanged 566 SP:Iteration 2F (22794.010000 sec): 3 clusters Score: Raw -1459760.038876 + Penalty 4438.240787 = -1455321.798089 nChanged 465 SP:Iteration 3F (22794.300000 sec): 3 clusters Score: Raw -1460106.546861 + Penalty 4438.240787 = -1455668.306073 nChanged 444 SP:Iteration 4F (22794.530000 sec): 3 clusters Score: Raw -1460492.389519 + Penalty 4438.240787 = -1456054.148732 nChanged 476 SP:Iteration 5F (22794.750000 sec): 3 clusters Score: Raw -1460985.239893 + Penalty 4438.240787 = -1456546.999105 nChanged 533 SP:Iteration 6F (22794.930000 sec): 3 clusters Score: Raw -1461605.647112 + Penalty 4438.240787 = -1457167.406324 nChanged 531 SP:Iteration 7F (22795.200000 sec): 3 clusters Score: Raw -1462232.120286 + Penalty 4438.240787 = -1457793.879499 nChanged 434 SP:Iteration 8F (22795.450000 sec): 3 clusters Score: Raw -1462621.604513 + Penalty 4438.240787 = -1458183.363726 nChanged 273 SP:Iteration 9Q (22795.640000 sec): 3 clusters Score: Raw -1462797.421953 + Penalty 4438.240787 = -1458359.181165 nChanged 152 SP:Iteration 10Q (22795.860000 sec): 3 clusters Score: Raw -1462868.831547 + Penalty 4438.240787 = -1458430.590759 nChanged 101 SP:Iteration 11Q (22796.110000 sec): 3 clusters Score: Raw -1462911.578274 + Penalty 4438.240787 = -1458473.337487 nChanged 82 SP:Iteration 12Q (22796.310000 sec): 3 clusters Score: Raw -1462947.945022 + Penalty 4438.240787 = -1458509.704235 nChanged 57 SP:Iteration 13Q (22796.540000 sec): 3 clusters Score: Raw -1462968.221710 + Penalty 4438.240787 = -1458529.980922 nChanged 46 SP:Iteration 14Q (22796.730000 sec): 3 clusters Score: Raw -1462985.269313 + Penalty 4438.240787 = -1458547.028525 nChanged 42 SP:Iteration 15Q (22797.010000 sec): 3 clusters Score: Raw -1462998.270639 + Penalty 4438.240787 = -1458560.029851 nChanged 31 SP:Iteration 16Q (22797.240000 sec): 3 clusters Score: Raw -1463007.423368 + Penalty 4438.240787 = -1458569.182581 nChanged 25 SP:Iteration 17Q (22797.440000 sec): 3 clusters Score: Raw -1463013.386065 + Penalty 4438.240787 = -1458575.145278 nChanged 15 SP:Iteration 18Q (22797.720000 sec): 3 clusters Score: Raw -1463017.866835 + Penalty 4438.240787 = -1458579.626047 nChanged 23 SP:Iteration 19Q (22797.890000 sec): 3 clusters Score: Raw -1463023.795709 + Penalty 4438.240787 = -1458585.554922 nChanged 18 SP:Iteration 20F (22798.080000 sec): 3 clusters Score: Raw -1463027.742016 + Penalty 4438.240787 = -1458589.501229 nChanged 15 SP:Iteration 21Q (22798.350000 sec): 3 clusters Score: Raw -1463030.512147 + Penalty 4438.240787 = -1458592.271360 nChanged 12 SP:Iteration 22Q (22798.550000 sec): 3 clusters Score: Raw -1463032.890541 + Penalty 4438.240787 = -1458594.649754 nChanged 6 SP:Iteration 23Q (22798.780000 sec): 3 clusters Score: Raw -1463034.023993 + Penalty 4438.240787 = -1458595.783206 nChanged 5 SP:Iteration 24Q (22799.020000 sec): 3 clusters Score: Raw -1463035.168687 + Penalty 4438.240787 = -1458596.927899 nChanged 5 SP:Iteration 25Q (22799.210000 sec): 3 clusters Score: Raw -1463036.017291 + Penalty 4438.240787 = -1458597.776503 nChanged 3 SP:Iteration 26Q (22799.440000 sec): 3 clusters Score: Raw -1463036.568363 + Penalty 4438.240787 = -1458598.327576 nChanged 1 SP:Iteration 27Q (22799.670000 sec): 3 clusters Score: Raw -1463036.670477 + Penalty 4438.240787 = -1458598.429690 nChanged 0 SP:Iteration 28F (22799.840000 sec): 3 clusters Score: Raw -1463036.670477 + Penalty 4438.240787 = -1458598.429690 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 12 (2854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22799.960000 sec): 2 clusters Score: Raw -497301.278652 + Penalty 1973.206246 = -495328.072406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22800.160000 sec): 3 clusters Score: Raw -496113.089945 + Penalty 3946.412492 = -492166.677453 nChanged 1002 SP:Iteration 1F (22800.340000 sec): 3 clusters Score: Raw -496859.647608 + Penalty 3946.412492 = -492913.235116 nChanged 253 SP:Iteration 2F (22800.570000 sec): 3 clusters Score: Raw -497117.299887 + Penalty 3946.412492 = -493170.887396 nChanged 169 SP:Iteration 3F (22800.730000 sec): 3 clusters Score: Raw -497286.883530 + Penalty 3946.412492 = -493340.471038 nChanged 136 SP:Iteration 4Q (22800.940000 sec): 3 clusters Score: Raw -497446.056228 + Penalty 3946.412492 = -493499.643736 nChanged 149 SP:Iteration 5F (22801.140000 sec): 3 clusters Score: Raw -497622.962334 + Penalty 3946.412492 = -493676.549842 nChanged 122 SP:Iteration 6Q (22801.360000 sec): 3 clusters Score: Raw -497727.580126 + Penalty 3946.412492 = -493781.167634 nChanged 94 SP:Iteration 7Q (22801.520000 sec): 3 clusters Score: Raw -497809.523019 + Penalty 3946.412492 = -493863.110528 nChanged 76 SP:Iteration 8Q (22801.680000 sec): 3 clusters Score: Raw -497872.072379 + Penalty 3946.412492 = -493925.659887 nChanged 60 SP:Iteration 9Q (22801.830000 sec): 3 clusters Score: Raw -497921.936584 + Penalty 3946.412492 = -493975.524092 nChanged 43 SP:Iteration 10Q (22802.030000 sec): 3 clusters Score: Raw -497955.242408 + Penalty 3946.412492 = -494008.829916 nChanged 40 SP:Iteration 11Q (22802.230000 sec): 3 clusters Score: Raw -497984.104932 + Penalty 3946.412492 = -494037.692440 nChanged 39 SP:Iteration 12Q (22802.370000 sec): 3 clusters Score: Raw -498015.705470 + Penalty 3946.412492 = -494069.292978 nChanged 32 SP:Iteration 13Q (22802.560000 sec): 3 clusters Score: Raw -498037.532601 + Penalty 3946.412492 = -494091.120109 nChanged 25 SP:Iteration 14Q (22802.790000 sec): 3 clusters Score: Raw -498054.488327 + Penalty 3946.412492 = -494108.075835 nChanged 21 SP:Iteration 15Q (22803.000000 sec): 3 clusters Score: Raw -498063.332512 + Penalty 3946.412492 = -494116.920020 nChanged 9 SP:Iteration 16Q (22803.230000 sec): 3 clusters Score: Raw -498067.932593 + Penalty 3946.412492 = -494121.520101 nChanged 8 SP:Iteration 17Q (22803.430000 sec): 3 clusters Score: Raw -498072.933148 + Penalty 3946.412492 = -494126.520656 nChanged 4 SP:Iteration 18Q (22803.590000 sec): 3 clusters Score: Raw -498075.153946 + Penalty 3946.412492 = -494128.741454 nChanged 8 SP:Iteration 19Q (22803.780000 sec): 3 clusters Score: Raw -498078.301049 + Penalty 3946.412492 = -494131.888557 nChanged 3 SP:Iteration 20F (22803.940000 sec): 3 clusters Score: Raw -498079.069533 + Penalty 3946.412492 = -494132.657042 nChanged 2 SP:Iteration 21Q (22804.110000 sec): 3 clusters Score: Raw -498079.450922 + Penalty 3946.412492 = -494133.038430 nChanged 2 SP:Iteration 22Q (22804.290000 sec): 3 clusters Score: Raw -498080.406219 + Penalty 3946.412492 = -494133.993727 nChanged 7 SP:Iteration 23Q (22804.470000 sec): 3 clusters Score: Raw -498083.613637 + Penalty 3946.412492 = -494137.201145 nChanged 8 SP:Iteration 24Q (22804.650000 sec): 3 clusters Score: Raw -498087.132172 + Penalty 3946.412492 = -494140.719681 nChanged 7 SP:Iteration 25Q (22804.830000 sec): 3 clusters Score: Raw -498089.585343 + Penalty 3946.412492 = -494143.172851 nChanged 5 SP:Iteration 26Q (22805.030000 sec): 3 clusters Score: Raw -498091.761329 + Penalty 3946.412492 = -494145.348837 nChanged 6 SP:Iteration 27Q (22805.200000 sec): 3 clusters Score: Raw -498094.850418 + Penalty 3946.412492 = -494148.437926 nChanged 7 SP:Iteration 28Q (22805.450000 sec): 3 clusters Score: Raw -498098.443479 + Penalty 3946.412492 = -494152.030988 nChanged 6 SP:Iteration 29Q (22805.670000 sec): 3 clusters Score: Raw -498100.958197 + Penalty 3946.412492 = -494154.545706 nChanged 2 SP:Iteration 30Q (22805.880000 sec): 3 clusters Score: Raw -498101.769781 + Penalty 3946.412492 = -494155.357290 nChanged 0 SP:Iteration 31F (22806.110000 sec): 3 clusters Score: Raw -498101.769781 + Penalty 3946.412492 = -494155.357290 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 13 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22806.180000 sec): 2 clusters Score: Raw -178272.675653 + Penalty 1730.597008 = -176542.078645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22806.380000 sec): 3 clusters Score: Raw -178072.118929 + Penalty 3461.194016 = -174610.924912 nChanged 297 SP:Iteration 1F (22806.540000 sec): 3 clusters Score: Raw -178485.901860 + Penalty 3461.194016 = -175024.707844 nChanged 88 SP:Iteration 2F (22806.690000 sec): 3 clusters Score: Raw -178630.464650 + Penalty 3461.194016 = -175169.270634 nChanged 56 SP:Iteration 3F (22806.860000 sec): 3 clusters Score: Raw -178722.099536 + Penalty 3461.194016 = -175260.905519 nChanged 39 SP:Iteration 4Q (22807.060000 sec): 3 clusters Score: Raw -178817.182423 + Penalty 3461.194016 = -175355.988407 nChanged 38 SP:Iteration 5Q (22807.240000 sec): 3 clusters Score: Raw -178873.942812 + Penalty 3461.194016 = -175412.748796 nChanged 29 SP:Iteration 6Q (22807.390000 sec): 3 clusters Score: Raw -178927.615596 + Penalty 3461.194016 = -175466.421580 nChanged 29 SP:Iteration 7Q (22807.590000 sec): 3 clusters Score: Raw -178977.970420 + Penalty 3461.194016 = -175516.776404 nChanged 22 SP:Iteration 8Q (22807.740000 sec): 3 clusters Score: Raw -179006.278837 + Penalty 3461.194016 = -175545.084821 nChanged 14 SP:Iteration 9Q (22807.910000 sec): 3 clusters Score: Raw -179024.401294 + Penalty 3461.194016 = -175563.207278 nChanged 12 SP:Iteration 10Q (22808.060000 sec): 3 clusters Score: Raw -179037.875570 + Penalty 3461.194016 = -175576.681553 nChanged 9 SP:Iteration 11Q (22808.190000 sec): 3 clusters Score: Raw -179048.243947 + Penalty 3461.194016 = -175587.049930 nChanged 7 SP:Iteration 12Q (22808.360000 sec): 3 clusters Score: Raw -179057.338328 + Penalty 3461.194016 = -175596.144312 nChanged 4 SP:Iteration 13Q (22808.540000 sec): 3 clusters Score: Raw -179063.579414 + Penalty 3461.194016 = -175602.385398 nChanged 4 SP:Iteration 14Q (22808.720000 sec): 3 clusters Score: Raw -179076.809799 + Penalty 3461.194016 = -175615.615783 nChanged 3 SP:Iteration 15Q (22808.910000 sec): 3 clusters Score: Raw -179094.513416 + Penalty 3461.194016 = -175633.319400 nChanged 5 SP:Iteration 16Q (22809.060000 sec): 3 clusters Score: Raw -179100.519957 + Penalty 3461.194016 = -175639.325940 nChanged 2 SP:Iteration 17Q (22809.250000 sec): 3 clusters Score: Raw -179104.091048 + Penalty 3461.194016 = -175642.897031 nChanged 0 SP:Iteration 18F (22809.400000 sec): 3 clusters Score: Raw -179104.091048 + Penalty 3461.194016 = -175642.897031 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 14 (196325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22810.370000 sec): 2 clusters Score: Raw -35673614.458748 + Penalty 3022.506629 = -35670591.952119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22811.540000 sec): 3 clusters Score: Raw -35544819.959555 + Penalty 6045.013257 = -35538774.946298 nChanged 94421 SP:Iteration 1F (22812.680000 sec): 3 clusters Score: Raw -35599953.753512 + Penalty 6045.013257 = -35593908.740254 nChanged 5381 SP:Iteration 2Q (22813.870000 sec): 3 clusters Score: Raw -35601176.003059 + Penalty 6045.013257 = -35595130.989802 nChanged 5920 SP:Iteration 3Q (22815.320000 sec): 3 clusters Score: Raw -35602832.524785 + Penalty 6045.013257 = -35596787.511527 nChanged 6902 SP:Iteration 4Q (22816.660000 sec): 3 clusters Score: Raw -35605280.110901 + Penalty 6045.013257 = -35599235.097643 nChanged 8082 SP:Iteration 5Q (22817.910000 sec): 3 clusters Score: Raw -35608934.243506 + Penalty 6045.013257 = -35602889.230249 nChanged 9673 SP:Iteration 6Q (22819.260000 sec): 3 clusters Score: Raw -35614306.208047 + Penalty 6045.013257 = -35608261.194790 nChanged 11219 SP:Iteration 7F (22820.440000 sec): 3 clusters Score: Raw -35621720.544394 + Penalty 6045.013257 = -35615675.531137 nChanged 12417 SP:Iteration 8F (22821.680000 sec): 3 clusters Score: Raw -35630727.638207 + Penalty 6045.013257 = -35624682.624949 nChanged 12473 SP:Iteration 9F (22822.890000 sec): 3 clusters Score: Raw -35639853.379725 + Penalty 6045.013257 = -35633808.366468 nChanged 11702 SP:Iteration 10F (22824.120000 sec): 3 clusters Score: Raw -35648343.762157 + Penalty 6045.013257 = -35642298.748900 nChanged 10527 SP:Iteration 11F (22825.470000 sec): 3 clusters Score: Raw -35655909.488763 + Penalty 6045.013257 = -35649864.475506 nChanged 8960 SP:Iteration 12Q (22826.710000 sec): 3 clusters Score: Raw -35662384.003733 + Penalty 6045.013257 = -35656338.990476 nChanged 6760 SP:Iteration 13Q (22827.830000 sec): 3 clusters Score: Raw -35667170.124319 + Penalty 6045.013257 = -35661125.111061 nChanged 4446 SP:Iteration 14Q (22828.880000 sec): 3 clusters Score: Raw -35670230.681279 + Penalty 6045.013257 = -35664185.668022 nChanged 2638 SP:Iteration 15Q (22829.950000 sec): 3 clusters Score: Raw -35671948.291022 + Penalty 6045.013257 = -35665903.277765 nChanged 1489 SP:Iteration 16Q (22831.030000 sec): 3 clusters Score: Raw -35672872.506985 + Penalty 6045.013257 = -35666827.493728 nChanged 857 SP:Iteration 17Q (22832.080000 sec): 3 clusters Score: Raw -35673389.964150 + Penalty 6045.013257 = -35667344.950892 nChanged 529 SP:Iteration 18Q (22833.150000 sec): 3 clusters Score: Raw -35673684.325187 + Penalty 6045.013257 = -35667639.311929 nChanged 280 SP:Iteration 19Q (22834.250000 sec): 3 clusters Score: Raw -35673837.543403 + Penalty 6045.013257 = -35667792.530146 nChanged 162 SP:Iteration 20F (22835.450000 sec): 3 clusters Score: Raw -35673924.368849 + Penalty 6045.013257 = -35667879.355592 nChanged 110 SP:Iteration 21Q (22836.530000 sec): 3 clusters Score: Raw -35673983.465102 + Penalty 6045.013257 = -35667938.451844 nChanged 88 SP:Iteration 22Q (22837.560000 sec): 3 clusters Score: Raw -35674029.685855 + Penalty 6045.013257 = -35667984.672598 nChanged 65 SP:Iteration 23Q (22838.610000 sec): 3 clusters Score: Raw -35674066.290843 + Penalty 6045.013257 = -35668021.277586 nChanged 59 SP:Iteration 24Q (22839.640000 sec): 3 clusters Score: Raw -35674096.316647 + Penalty 6045.013257 = -35668051.303390 nChanged 43 SP:Iteration 25Q (22840.590000 sec): 3 clusters Score: Raw -35674118.523470 + Penalty 6045.013257 = -35668073.510213 nChanged 28 SP:Iteration 26Q (22841.570000 sec): 3 clusters Score: Raw -35674135.933254 + Penalty 6045.013257 = -35668090.919997 nChanged 24 SP:Iteration 27Q (22842.580000 sec): 3 clusters Score: Raw -35674149.911801 + Penalty 6045.013257 = -35668104.898544 nChanged 24 SP:Iteration 28Q (22843.600000 sec): 3 clusters Score: Raw -35674161.744247 + Penalty 6045.013257 = -35668116.730989 nChanged 18 SP:Iteration 29Q (22844.650000 sec): 3 clusters Score: Raw -35674170.445517 + Penalty 6045.013257 = -35668125.432260 nChanged 13 SP:Iteration 30Q (22845.560000 sec): 3 clusters Score: Raw -35674176.497267 + Penalty 6045.013257 = -35668131.484010 nChanged 12 SP:Iteration 31Q (22846.500000 sec): 3 clusters Score: Raw -35674180.682502 + Penalty 6045.013257 = -35668135.669245 nChanged 11 SP:Iteration 32Q (22847.500000 sec): 3 clusters Score: Raw -35674185.225588 + Penalty 6045.013257 = -35668140.212331 nChanged 3 SP:Iteration 33Q (22848.520000 sec): 3 clusters Score: Raw -35674187.384609 + Penalty 6045.013257 = -35668142.371352 nChanged 4 SP:Iteration 34Q (22849.590000 sec): 3 clusters Score: Raw -35674188.842886 + Penalty 6045.013257 = -35668143.829628 nChanged 1 SP:Iteration 35Q (22850.580000 sec): 3 clusters Score: Raw -35674189.343474 + Penalty 6045.013257 = -35668144.330217 nChanged 2 SP:Iteration 36Q (22851.740000 sec): 3 clusters Score: Raw -35674190.940398 + Penalty 6045.013257 = -35668145.927141 nChanged 7 SP:Iteration 37Q (22852.760000 sec): 3 clusters Score: Raw -35674194.601744 + Penalty 6045.013257 = -35668149.588487 nChanged 6 SP:Iteration 38Q (22853.740000 sec): 3 clusters Score: Raw -35674198.857107 + Penalty 6045.013257 = -35668153.843850 nChanged 4 SP:Iteration 39Q (22854.760000 sec): 3 clusters Score: Raw -35674201.457811 + Penalty 6045.013257 = -35668156.444553 nChanged 7 SP:Iteration 40F (22855.960000 sec): 3 clusters Score: Raw -35674203.919309 + Penalty 6045.013257 = -35668158.906051 nChanged 5 SP:Iteration 41Q (22857.030000 sec): 3 clusters Score: Raw -35674206.066447 + Penalty 6045.013257 = -35668161.053190 nChanged 6 SP:Iteration 42Q (22858.130000 sec): 3 clusters Score: Raw -35674208.351426 + Penalty 6045.013257 = -35668163.338168 nChanged 2 SP:Iteration 43Q (22859.130000 sec): 3 clusters Score: Raw -35674209.428310 + Penalty 6045.013257 = -35668164.415053 nChanged 3 SP:Iteration 44Q (22860.110000 sec): 3 clusters Score: Raw -35674210.641598 + Penalty 6045.013257 = -35668165.628341 nChanged 2 SP:Iteration 45Q (22861.060000 sec): 3 clusters Score: Raw -35674212.642665 + Penalty 6045.013257 = -35668167.629408 nChanged 0 SP:Iteration 46F (22862.150000 sec): 3 clusters Score: Raw -35674212.642665 + Penalty 6045.013257 = -35668167.629408 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 15 (29131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22862.420000 sec): 2 clusters Score: Raw -5479130.581322 + Penalty 2549.330428 = -5476581.250894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22862.770000 sec): 3 clusters Score: Raw -5461573.208140 + Penalty 5098.660856 = -5456474.547284 nChanged 13200 SP:Iteration 1F (22863.150000 sec): 3 clusters Score: Raw -5468677.887501 + Penalty 5098.660856 = -5463579.226645 nChanged 1304 SP:Iteration 2Q (22863.490000 sec): 3 clusters Score: Raw -5469048.774683 + Penalty 5098.660856 = -5463950.113826 nChanged 1105 SP:Iteration 3Q (22863.820000 sec): 3 clusters Score: Raw -5469313.297185 + Penalty 5098.660856 = -5464214.636328 nChanged 836 SP:Iteration 4Q (22864.200000 sec): 3 clusters Score: Raw -5469490.185996 + Penalty 5098.660856 = -5464391.525139 nChanged 726 SP:Iteration 5Q (22864.590000 sec): 3 clusters Score: Raw -5469640.828336 + Penalty 5098.660856 = -5464542.167479 nChanged 679 SP:Iteration 6Q (22864.940000 sec): 3 clusters Score: Raw -5469782.351861 + Penalty 5098.660856 = -5464683.691004 nChanged 610 SP:Iteration 7Q (22865.300000 sec): 3 clusters Score: Raw -5469910.492825 + Penalty 5098.660856 = -5464811.831968 nChanged 619 SP:Iteration 8Q (22865.730000 sec): 3 clusters Score: Raw -5470040.956383 + Penalty 5098.660856 = -5464942.295526 nChanged 626 SP:Iteration 9Q (22866.040000 sec): 3 clusters Score: Raw -5470186.778310 + Penalty 5098.660856 = -5465088.117454 nChanged 710 SP:Iteration 10Q (22866.450000 sec): 3 clusters Score: Raw -5470391.508396 + Penalty 5098.660856 = -5465292.847539 nChanged 808 SP:Iteration 11Q (22866.750000 sec): 3 clusters Score: Raw -5470659.436655 + Penalty 5098.660856 = -5465560.775799 nChanged 967 SP:Iteration 12Q (22867.140000 sec): 3 clusters Score: Raw -5471060.838811 + Penalty 5098.660856 = -5465962.177954 nChanged 1255 SP:Iteration 13Q (22867.450000 sec): 3 clusters Score: Raw -5471724.204146 + Penalty 5098.660856 = -5466625.543290 nChanged 1601 SP:Iteration 14F (22867.770000 sec): 3 clusters Score: Raw -5472764.460447 + Penalty 5098.660856 = -5467665.799591 nChanged 1789 SP:Iteration 15F (22868.130000 sec): 3 clusters Score: Raw -5474101.046980 + Penalty 5098.660856 = -5469002.386124 nChanged 1825 SP:Iteration 16F (22868.460000 sec): 3 clusters Score: Raw -5475611.233708 + Penalty 5098.660856 = -5470512.572852 nChanged 1539 SP:Iteration 17F (22868.800000 sec): 3 clusters Score: Raw -5476953.372399 + Penalty 5098.660856 = -5471854.711542 nChanged 1109 SP:Iteration 18Q (22869.140000 sec): 3 clusters Score: Raw -5477910.186597 + Penalty 5098.660856 = -5472811.525741 nChanged 718 SP:Iteration 19Q (22869.490000 sec): 3 clusters Score: Raw -5478493.338776 + Penalty 5098.660856 = -5473394.677919 nChanged 402 SP:Iteration 20F (22869.760000 sec): 3 clusters Score: Raw -5478824.542377 + Penalty 5098.660856 = -5473725.881520 nChanged 244 SP:Iteration 21Q (22870.070000 sec): 3 clusters Score: Raw -5479046.383682 + Penalty 5098.660856 = -5473947.722826 nChanged 148 SP:Iteration 22Q (22870.380000 sec): 3 clusters Score: Raw -5479185.381412 + Penalty 5098.660856 = -5474086.720555 nChanged 100 SP:Iteration 23Q (22870.740000 sec): 3 clusters Score: Raw -5479277.675743 + Penalty 5098.660856 = -5474179.014887 nChanged 67 SP:Iteration 24Q (22871.010000 sec): 3 clusters Score: Raw -5479338.467914 + Penalty 5098.660856 = -5474239.807057 nChanged 38 SP:Iteration 25Q (22871.330000 sec): 3 clusters Score: Raw -5479372.082086 + Penalty 5098.660856 = -5474273.421229 nChanged 31 SP:Iteration 26Q (22871.640000 sec): 3 clusters Score: Raw -5479398.346028 + Penalty 5098.660856 = -5474299.685172 nChanged 33 SP:Iteration 27Q (22871.950000 sec): 3 clusters Score: Raw -5479424.046991 + Penalty 5098.660856 = -5474325.386134 nChanged 12 SP:Iteration 28Q (22872.310000 sec): 3 clusters Score: Raw -5479432.404169 + Penalty 5098.660856 = -5474333.743313 nChanged 8 SP:Iteration 29Q (22872.640000 sec): 3 clusters Score: Raw -5479437.376177 + Penalty 5098.660856 = -5474338.715321 nChanged 5 SP:Iteration 30Q (22872.980000 sec): 3 clusters Score: Raw -5479442.258802 + Penalty 5098.660856 = -5474343.597946 nChanged 4 SP:Iteration 31Q (22873.300000 sec): 3 clusters Score: Raw -5479446.250050 + Penalty 5098.660856 = -5474347.589194 nChanged 2 SP:Iteration 32Q (22873.640000 sec): 3 clusters Score: Raw -5479446.948167 + Penalty 5098.660856 = -5474348.287310 nChanged 0 SP:Iteration 33F (22873.990000 sec): 3 clusters Score: Raw -5479446.948167 + Penalty 5098.660856 = -5474348.287310 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 16 (1988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22874.100000 sec): 2 clusters Score: Raw -331804.409405 + Penalty 1883.531328 = -329920.878077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22874.320000 sec): 3 clusters Score: Raw -331133.313874 + Penalty 3767.062656 = -327366.251218 nChanged 629 SP:Iteration 1F (22874.480000 sec): 3 clusters Score: Raw -331716.139393 + Penalty 3767.062656 = -327949.076737 nChanged 175 SP:Iteration 2F (22874.660000 sec): 3 clusters Score: Raw -332035.577206 + Penalty 3767.062656 = -328268.514550 nChanged 163 SP:Iteration 3F (22874.890000 sec): 3 clusters Score: Raw -332313.572995 + Penalty 3767.062656 = -328546.510339 nChanged 149 SP:Iteration 4F (22875.090000 sec): 3 clusters Score: Raw -332534.764048 + Penalty 3767.062656 = -328767.701392 nChanged 118 SP:Iteration 5F (22875.340000 sec): 3 clusters Score: Raw -332710.312313 + Penalty 3767.062656 = -328943.249657 nChanged 102 SP:Iteration 6F (22875.500000 sec): 3 clusters Score: Raw -332888.939837 + Penalty 3767.062656 = -329121.877181 nChanged 85 SP:Iteration 7Q (22875.780000 sec): 3 clusters Score: Raw -333016.220526 + Penalty 3767.062656 = -329249.157870 nChanged 66 SP:Iteration 8Q (22876.000000 sec): 3 clusters Score: Raw -333125.386823 + Penalty 3767.062656 = -329358.324167 nChanged 56 SP:Iteration 9Q (22876.160000 sec): 3 clusters Score: Raw -333201.941257 + Penalty 3767.062656 = -329434.878601 nChanged 36 SP:Iteration 10Q (22876.370000 sec): 3 clusters Score: Raw -333245.393021 + Penalty 3767.062656 = -329478.330365 nChanged 30 SP:Iteration 11Q (22876.550000 sec): 3 clusters Score: Raw -333273.485954 + Penalty 3767.062656 = -329506.423298 nChanged 18 SP:Iteration 12Q (22876.790000 sec): 3 clusters Score: Raw -333288.523892 + Penalty 3767.062656 = -329521.461236 nChanged 12 SP:Iteration 13Q (22877.000000 sec): 3 clusters Score: Raw -333302.104394 + Penalty 3767.062656 = -329535.041738 nChanged 12 SP:Iteration 14Q (22877.190000 sec): 3 clusters Score: Raw -333313.057607 + Penalty 3767.062656 = -329545.994951 nChanged 12 SP:Iteration 15Q (22877.390000 sec): 3 clusters Score: Raw -333320.885794 + Penalty 3767.062656 = -329553.823138 nChanged 6 SP:Iteration 16Q (22877.550000 sec): 3 clusters Score: Raw -333327.310189 + Penalty 3767.062656 = -329560.247533 nChanged 4 SP:Iteration 17Q (22877.790000 sec): 3 clusters Score: Raw -333332.918973 + Penalty 3767.062656 = -329565.856317 nChanged 4 SP:Iteration 18Q (22877.950000 sec): 3 clusters Score: Raw -333339.977071 + Penalty 3767.062656 = -329572.914415 nChanged 5 SP:Iteration 19Q (22878.140000 sec): 3 clusters Score: Raw -333345.383539 + Penalty 3767.062656 = -329578.320883 nChanged 5 SP:Iteration 20F (22878.310000 sec): 3 clusters Score: Raw -333348.440828 + Penalty 3767.062656 = -329581.378172 nChanged 3 SP:Iteration 21Q (22878.500000 sec): 3 clusters Score: Raw -333353.707423 + Penalty 3767.062656 = -329586.644767 nChanged 3 SP:Iteration 22Q (22878.700000 sec): 3 clusters Score: Raw -333358.253696 + Penalty 3767.062656 = -329591.191040 nChanged 4 SP:Iteration 23Q (22878.850000 sec): 3 clusters Score: Raw -333363.391610 + Penalty 3767.062656 = -329596.328954 nChanged 10 SP:Iteration 24Q (22879.050000 sec): 3 clusters Score: Raw -333372.276754 + Penalty 3767.062656 = -329605.214097 nChanged 4 SP:Iteration 25Q (22879.210000 sec): 3 clusters Score: Raw -333377.074260 + Penalty 3767.062656 = -329610.011604 nChanged 6 SP:Iteration 26Q (22879.430000 sec): 3 clusters Score: Raw -333381.634741 + Penalty 3767.062656 = -329614.572085 nChanged 2 SP:Iteration 27Q (22879.580000 sec): 3 clusters Score: Raw -333383.225356 + Penalty 3767.062656 = -329616.162700 nChanged 3 SP:Iteration 28Q (22879.790000 sec): 3 clusters Score: Raw -333385.542615 + Penalty 3767.062656 = -329618.479959 nChanged 2 SP:Iteration 29Q (22879.950000 sec): 3 clusters Score: Raw -333387.746168 + Penalty 3767.062656 = -329620.683512 nChanged 2 SP:Iteration 30Q (22880.170000 sec): 3 clusters Score: Raw -333390.335711 + Penalty 3767.062656 = -329623.273054 nChanged 1 SP:Iteration 31Q (22880.360000 sec): 3 clusters Score: Raw -333390.744893 + Penalty 3767.062656 = -329623.682237 nChanged 0 SP:Iteration 32F (22880.530000 sec): 3 clusters Score: Raw -333390.744893 + Penalty 3767.062656 = -329623.682237 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 17 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22880.640000 sec): 2 clusters Score: Raw -37564.547991 + Penalty 1419.449105 = -36145.098885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22880.850000 sec): 3 clusters Score: Raw -37901.580762 + Penalty 2838.898211 = -35062.682552 nChanged 65 SP:Iteration 1F (22881.120000 sec): 3 clusters Score: Raw -38150.186372 + Penalty 2838.898211 = -35311.288162 nChanged 16 SP:Iteration 2F (22881.330000 sec): 3 clusters Score: Raw -38250.452951 + Penalty 2838.898211 = -35411.554740 nChanged 9 SP:Iteration 3Q (22881.540000 sec): 3 clusters Score: Raw -38296.093599 + Penalty 2838.898211 = -35457.195389 nChanged 8 SP:Iteration 4Q (22881.770000 sec): 3 clusters Score: Raw -38330.629824 + Penalty 2838.898211 = -35491.731614 nChanged 5 SP:Iteration 5Q (22881.960000 sec): 3 clusters Score: Raw -38361.369197 + Penalty 2838.898211 = -35522.470987 nChanged 5 SP:Iteration 6Q (22882.170000 sec): 3 clusters Score: Raw -38386.379205 + Penalty 2838.898211 = -35547.480994 nChanged 3 SP:Iteration 7Q (22882.470000 sec): 3 clusters Score: Raw -38402.670729 + Penalty 2838.898211 = -35563.772519 nChanged 1 SP:Iteration 8Q (22882.670000 sec): 3 clusters Score: Raw -38406.663941 + Penalty 2838.898211 = -35567.765730 nChanged 0 SP:Iteration 9F (22882.950000 sec): 3 clusters Score: Raw -38406.663941 + Penalty 2838.898211 = -35567.765730 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22883.010000 sec): 2 clusters Score: Raw -42069.133014 + Penalty 1370.312329 = -40698.820685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22883.350000 sec): 3 clusters Score: Raw -42297.486755 + Penalty 2740.624658 = -39556.862098 nChanged 41 SP:Iteration 1F (22883.570000 sec): 3 clusters Score: Raw -42446.741906 + Penalty 2740.624658 = -39706.117248 nChanged 9 SP:Iteration 2Q (22883.770000 sec): 3 clusters Score: Raw -42495.856125 + Penalty 2740.624658 = -39755.231467 nChanged 4 SP:Iteration 3Q (22883.930000 sec): 3 clusters Score: Raw -42538.469334 + Penalty 2740.624658 = -39797.844677 nChanged 0 SP:Iteration 4F (22884.170000 sec): 3 clusters Score: Raw -42538.469334 + Penalty 2740.624658 = -39797.844677 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 19 (2856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22884.250000 sec): 2 clusters Score: Raw -489751.484760 + Penalty 1973.379976 = -487778.104784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22884.480000 sec): 3 clusters Score: Raw -488619.971891 + Penalty 3946.759952 = -484673.211938 nChanged 1021 SP:Iteration 1F (22884.720000 sec): 3 clusters Score: Raw -489450.320619 + Penalty 3946.759952 = -485503.560667 nChanged 261 SP:Iteration 2F (22884.970000 sec): 3 clusters Score: Raw -489720.713648 + Penalty 3946.759952 = -485773.953695 nChanged 180 SP:Iteration 3F (22885.150000 sec): 3 clusters Score: Raw -489930.564059 + Penalty 3946.759952 = -485983.804107 nChanged 151 SP:Iteration 4F (22885.340000 sec): 3 clusters Score: Raw -490074.559923 + Penalty 3946.759952 = -486127.799970 nChanged 103 SP:Iteration 5Q (22885.530000 sec): 3 clusters Score: Raw -490157.855328 + Penalty 3946.759952 = -486211.095376 nChanged 77 SP:Iteration 6Q (22885.760000 sec): 3 clusters Score: Raw -490218.809289 + Penalty 3946.759952 = -486272.049337 nChanged 66 SP:Iteration 7Q (22885.940000 sec): 3 clusters Score: Raw -490285.851695 + Penalty 3946.759952 = -486339.091743 nChanged 65 SP:Iteration 8Q (22886.150000 sec): 3 clusters Score: Raw -490341.079959 + Penalty 3946.759952 = -486394.320006 nChanged 46 SP:Iteration 9Q (22886.330000 sec): 3 clusters Score: Raw -490368.042596 + Penalty 3946.759952 = -486421.282643 nChanged 34 SP:Iteration 10Q (22886.530000 sec): 3 clusters Score: Raw -490386.775713 + Penalty 3946.759952 = -486440.015760 nChanged 27 SP:Iteration 11Q (22886.770000 sec): 3 clusters Score: Raw -490404.041667 + Penalty 3946.759952 = -486457.281714 nChanged 23 SP:Iteration 12Q (22886.950000 sec): 3 clusters Score: Raw -490415.960169 + Penalty 3946.759952 = -486469.200217 nChanged 24 SP:Iteration 13Q (22887.110000 sec): 3 clusters Score: Raw -490428.980520 + Penalty 3946.759952 = -486482.220568 nChanged 18 SP:Iteration 14Q (22887.280000 sec): 3 clusters Score: Raw -490437.362752 + Penalty 3946.759952 = -486490.602800 nChanged 17 SP:Iteration 15Q (22887.490000 sec): 3 clusters Score: Raw -490444.851110 + Penalty 3946.759952 = -486498.091158 nChanged 10 SP:Iteration 16Q (22887.710000 sec): 3 clusters Score: Raw -490448.537007 + Penalty 3946.759952 = -486501.777055 nChanged 14 SP:Iteration 17Q (22887.890000 sec): 3 clusters Score: Raw -490455.831871 + Penalty 3946.759952 = -486509.071918 nChanged 19 SP:Iteration 18Q (22888.090000 sec): 3 clusters Score: Raw -490465.119843 + Penalty 3946.759952 = -486518.359891 nChanged 17 SP:Iteration 19Q (22888.270000 sec): 3 clusters Score: Raw -490474.409628 + Penalty 3946.759952 = -486527.649676 nChanged 9 SP:Iteration 20F (22888.470000 sec): 3 clusters Score: Raw -490479.866456 + Penalty 3946.759952 = -486533.106504 nChanged 13 SP:Iteration 21Q (22888.650000 sec): 3 clusters Score: Raw -490486.916660 + Penalty 3946.759952 = -486540.156707 nChanged 12 SP:Iteration 22Q (22888.860000 sec): 3 clusters Score: Raw -490491.835392 + Penalty 3946.759952 = -486545.075439 nChanged 14 SP:Iteration 23Q (22889.040000 sec): 3 clusters Score: Raw -490496.956233 + Penalty 3946.759952 = -486550.196281 nChanged 10 SP:Iteration 24Q (22889.190000 sec): 3 clusters Score: Raw -490501.286113 + Penalty 3946.759952 = -486554.526160 nChanged 15 SP:Iteration 25Q (22889.360000 sec): 3 clusters Score: Raw -490507.333981 + Penalty 3946.759952 = -486560.574029 nChanged 9 SP:Iteration 26Q (22889.550000 sec): 3 clusters Score: Raw -490510.406834 + Penalty 3946.759952 = -486563.646882 nChanged 3 SP:Iteration 27Q (22889.720000 sec): 3 clusters Score: Raw -490512.081909 + Penalty 3946.759952 = -486565.321956 nChanged 5 SP:Iteration 28Q (22889.910000 sec): 3 clusters Score: Raw -490513.552484 + Penalty 3946.759952 = -486566.792531 nChanged 4 SP:Iteration 29Q (22890.090000 sec): 3 clusters Score: Raw -490514.710121 + Penalty 3946.759952 = -486567.950168 nChanged 3 SP:Iteration 30Q (22890.280000 sec): 3 clusters Score: Raw -490515.913549 + Penalty 3946.759952 = -486569.153597 nChanged 5 SP:Iteration 31Q (22890.460000 sec): 3 clusters Score: Raw -490517.305971 + Penalty 3946.759952 = -486570.546018 nChanged 4 SP:Iteration 32Q (22890.670000 sec): 3 clusters Score: Raw -490518.408515 + Penalty 3946.759952 = -486571.648563 nChanged 1 SP:Iteration 33Q (22890.900000 sec): 3 clusters Score: Raw -490518.890060 + Penalty 3946.759952 = -486572.130108 nChanged 2 SP:Iteration 34Q (22891.100000 sec): 3 clusters Score: Raw -490519.565608 + Penalty 3946.759952 = -486572.805655 nChanged 4 SP:Iteration 35Q (22891.330000 sec): 3 clusters Score: Raw -490522.108228 + Penalty 3946.759952 = -486575.348275 nChanged 5 SP:Iteration 36Q (22891.520000 sec): 3 clusters Score: Raw -490524.239167 + Penalty 3946.759952 = -486577.479214 nChanged 6 SP:Iteration 37Q (22891.710000 sec): 3 clusters Score: Raw -490526.589703 + Penalty 3946.759952 = -486579.829751 nChanged 5 SP:Iteration 38Q (22891.910000 sec): 3 clusters Score: Raw -490528.653841 + Penalty 3946.759952 = -486581.893888 nChanged 5 SP:Iteration 39Q (22892.100000 sec): 3 clusters Score: Raw -490530.427939 + Penalty 3946.759952 = -486583.667987 nChanged 4 SP:Iteration 40F (22892.280000 sec): 3 clusters Score: Raw -490531.938240 + Penalty 3946.759952 = -486585.178288 nChanged 12 SP:Iteration 41Q (22892.480000 sec): 3 clusters Score: Raw -490536.102460 + Penalty 3946.759952 = -486589.342508 nChanged 3 SP:Iteration 42Q (22892.650000 sec): 3 clusters Score: Raw -490537.928594 + Penalty 3946.759952 = -486591.168641 nChanged 2 SP:Iteration 43Q (22892.860000 sec): 3 clusters Score: Raw -490539.169817 + Penalty 3946.759952 = -486592.409865 nChanged 4 SP:Iteration 44Q (22893.080000 sec): 3 clusters Score: Raw -490540.057045 + Penalty 3946.759952 = -486593.297092 nChanged 1 SP:Iteration 45Q (22893.240000 sec): 3 clusters Score: Raw -490540.484528 + Penalty 3946.759952 = -486593.724575 nChanged 0 SP:Iteration 46F (22893.440000 sec): 3 clusters Score: Raw -490540.484528 + Penalty 3946.759952 = -486593.724575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 20 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22893.520000 sec): 2 clusters Score: Raw -85567.438163 + Penalty 1539.230830 = -84028.207333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22893.650000 sec): 3 clusters Score: Raw -85620.812446 + Penalty 3078.461660 = -82542.350786 nChanged 96 SP:Iteration 1F (22893.870000 sec): 3 clusters Score: Raw -85803.380106 + Penalty 3078.461660 = -82724.918446 nChanged 19 SP:Iteration 2Q (22894.070000 sec): 3 clusters Score: Raw -85848.136534 + Penalty 3078.461660 = -82769.674875 nChanged 11 SP:Iteration 3Q (22894.240000 sec): 3 clusters Score: Raw -85876.714416 + Penalty 3078.461660 = -82798.252757 nChanged 10 SP:Iteration 4Q (22894.450000 sec): 3 clusters Score: Raw -85892.732011 + Penalty 3078.461660 = -82814.270351 nChanged 4 SP:Iteration 5Q (22894.620000 sec): 3 clusters Score: Raw -85898.141153 + Penalty 3078.461660 = -82819.679494 nChanged 3 SP:Iteration 6Q (22894.830000 sec): 3 clusters Score: Raw -85900.737382 + Penalty 3078.461660 = -82822.275722 nChanged 5 SP:Iteration 7Q (22895.000000 sec): 3 clusters Score: Raw -85906.887427 + Penalty 3078.461660 = -82828.425767 nChanged 2 SP:Iteration 8Q (22895.200000 sec): 3 clusters Score: Raw -85911.467263 + Penalty 3078.461660 = -82833.005603 nChanged 2 SP:Iteration 9Q (22895.400000 sec): 3 clusters Score: Raw -85914.946859 + Penalty 3078.461660 = -82836.485199 nChanged 1 SP:Iteration 10Q (22895.610000 sec): 3 clusters Score: Raw -85916.679114 + Penalty 3078.461660 = -82838.217454 nChanged 2 SP:Iteration 11Q (22895.810000 sec): 3 clusters Score: Raw -85927.435423 + Penalty 3078.461660 = -82848.973763 nChanged 0 SP:Iteration 12F (22895.990000 sec): 3 clusters Score: Raw -85927.435423 + Penalty 3078.461660 = -82848.973763 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 21 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22896.100000 sec): 2 clusters Score: Raw -86224.706445 + Penalty 1522.691369 = -84702.015076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22896.270000 sec): 3 clusters Score: Raw -86292.989095 + Penalty 3045.382738 = -83247.606357 nChanged 76 SP:Iteration 1F (22896.430000 sec): 3 clusters Score: Raw -86473.076880 + Penalty 3045.382738 = -83427.694142 nChanged 20 SP:Iteration 2Q (22896.590000 sec): 3 clusters Score: Raw -86516.749021 + Penalty 3045.382738 = -83471.366283 nChanged 3 SP:Iteration 3Q (22896.760000 sec): 3 clusters Score: Raw -86524.528677 + Penalty 3045.382738 = -83479.145939 nChanged 3 SP:Iteration 4Q (22896.930000 sec): 3 clusters Score: Raw -86539.389292 + Penalty 3045.382738 = -83494.006554 nChanged 2 SP:Iteration 5Q (22897.130000 sec): 3 clusters Score: Raw -86543.785359 + Penalty 3045.382738 = -83498.402621 nChanged 1 SP:Iteration 6Q (22897.330000 sec): 3 clusters Score: Raw -86548.124746 + Penalty 3045.382738 = -83502.742008 nChanged 1 SP:Iteration 7Q (22897.480000 sec): 3 clusters Score: Raw -86550.368267 + Penalty 3045.382738 = -83504.985529 nChanged 1 SP:Iteration 8Q (22897.710000 sec): 3 clusters Score: Raw -86551.080821 + Penalty 3045.382738 = -83505.698083 nChanged 1 SP:Iteration 9Q (22897.870000 sec): 3 clusters Score: Raw -86554.713942 + Penalty 3045.382738 = -83509.331205 nChanged 1 SP:Iteration 10Q (22898.070000 sec): 3 clusters Score: Raw -86556.327235 + Penalty 3045.382738 = -83510.944497 nChanged 1 SP:Iteration 11Q (22898.270000 sec): 3 clusters Score: Raw -86557.636267 + Penalty 3045.382738 = -83512.253529 nChanged 0 SP:Iteration 12F (22898.420000 sec): 3 clusters Score: Raw -86557.636267 + Penalty 3045.382738 = -83512.253529 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 22 (6159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22898.570000 sec): 2 clusters Score: Raw -1040465.975302 + Penalty 2163.966087 = -1038302.009215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22898.760000 sec): 3 clusters Score: Raw -1037346.373684 + Penalty 4327.932174 = -1033018.441510 nChanged 2431 SP:Iteration 1F (22898.950000 sec): 3 clusters Score: Raw -1038759.896700 + Penalty 4327.932174 = -1034431.964526 nChanged 530 SP:Iteration 2F (22899.200000 sec): 3 clusters Score: Raw -1039113.111200 + Penalty 4327.932174 = -1034785.179026 nChanged 362 SP:Iteration 3F (22899.430000 sec): 3 clusters Score: Raw -1039332.507037 + Penalty 4327.932174 = -1035004.574863 nChanged 293 SP:Iteration 4Q (22899.600000 sec): 3 clusters Score: Raw -1039509.968430 + Penalty 4327.932174 = -1035182.036256 nChanged 213 SP:Iteration 5Q (22899.810000 sec): 3 clusters Score: Raw -1039620.908209 + Penalty 4327.932174 = -1035292.976035 nChanged 181 SP:Iteration 6Q (22900.020000 sec): 3 clusters Score: Raw -1039704.207891 + Penalty 4327.932174 = -1035376.275717 nChanged 139 SP:Iteration 7Q (22900.220000 sec): 3 clusters Score: Raw -1039768.997484 + Penalty 4327.932174 = -1035441.065310 nChanged 120 SP:Iteration 8Q (22900.500000 sec): 3 clusters Score: Raw -1039822.424868 + Penalty 4327.932174 = -1035494.492694 nChanged 122 SP:Iteration 9Q (22900.670000 sec): 3 clusters Score: Raw -1039877.985712 + Penalty 4327.932174 = -1035550.053538 nChanged 117 SP:Iteration 10Q (22900.910000 sec): 3 clusters Score: Raw -1039935.003784 + Penalty 4327.932174 = -1035607.071610 nChanged 124 SP:Iteration 11Q (22901.130000 sec): 3 clusters Score: Raw -1039989.659086 + Penalty 4327.932174 = -1035661.726912 nChanged 123 SP:Iteration 12Q (22901.350000 sec): 3 clusters Score: Raw -1040044.656467 + Penalty 4327.932174 = -1035716.724293 nChanged 116 SP:Iteration 13Q (22901.560000 sec): 3 clusters Score: Raw -1040110.568885 + Penalty 4327.932174 = -1035782.636711 nChanged 124 SP:Iteration 14Q (22901.810000 sec): 3 clusters Score: Raw -1040172.862000 + Penalty 4327.932174 = -1035844.929826 nChanged 111 SP:Iteration 15Q (22902.020000 sec): 3 clusters Score: Raw -1040241.044879 + Penalty 4327.932174 = -1035913.112705 nChanged 109 SP:Iteration 16Q (22902.290000 sec): 3 clusters Score: Raw -1040313.275974 + Penalty 4327.932174 = -1035985.343800 nChanged 124 SP:Iteration 17Q (22902.500000 sec): 3 clusters Score: Raw -1040394.476581 + Penalty 4327.932174 = -1036066.544407 nChanged 105 SP:Iteration 18Q (22902.710000 sec): 3 clusters Score: Raw -1040467.611296 + Penalty 4327.932174 = -1036139.679122 nChanged 107 SP:Iteration 19Q (22902.920000 sec): 3 clusters Score: Raw -1040540.181951 + Penalty 4327.932174 = -1036212.249777 nChanged 104 SP:Iteration 20F (22903.170000 sec): 3 clusters Score: Raw -1040613.413135 + Penalty 4327.932174 = -1036285.480961 nChanged 103 SP:Iteration 21Q (22903.370000 sec): 3 clusters Score: Raw -1040682.758712 + Penalty 4327.932174 = -1036354.826538 nChanged 99 SP:Iteration 22Q (22903.640000 sec): 3 clusters Score: Raw -1040756.159516 + Penalty 4327.932174 = -1036428.227342 nChanged 92 SP:Iteration 23Q (22903.840000 sec): 3 clusters Score: Raw -1040824.569805 + Penalty 4327.932174 = -1036496.637631 nChanged 78 SP:Iteration 24Q (22904.080000 sec): 3 clusters Score: Raw -1040873.435451 + Penalty 4327.932174 = -1036545.503277 nChanged 66 SP:Iteration 25Q (22904.270000 sec): 3 clusters Score: Raw -1040915.422985 + Penalty 4327.932174 = -1036587.490811 nChanged 34 SP:Iteration 26Q (22904.490000 sec): 3 clusters Score: Raw -1040935.224246 + Penalty 4327.932174 = -1036607.292072 nChanged 30 SP:Iteration 27Q (22904.710000 sec): 3 clusters Score: Raw -1040956.226401 + Penalty 4327.932174 = -1036628.294227 nChanged 33 SP:Iteration 28Q (22904.930000 sec): 3 clusters Score: Raw -1040979.880608 + Penalty 4327.932174 = -1036651.948434 nChanged 30 SP:Iteration 29Q (22905.120000 sec): 3 clusters Score: Raw -1040999.564701 + Penalty 4327.932174 = -1036671.632527 nChanged 27 SP:Iteration 30Q (22905.350000 sec): 3 clusters Score: Raw -1041022.439200 + Penalty 4327.932174 = -1036694.507026 nChanged 35 SP:Iteration 31Q (22905.520000 sec): 3 clusters Score: Raw -1041048.574888 + Penalty 4327.932174 = -1036720.642714 nChanged 32 SP:Iteration 32Q (22905.740000 sec): 3 clusters Score: Raw -1041073.073707 + Penalty 4327.932174 = -1036745.141533 nChanged 30 SP:Iteration 33Q (22905.960000 sec): 3 clusters Score: Raw -1041095.192487 + Penalty 4327.932174 = -1036767.260313 nChanged 32 SP:Iteration 34Q (22906.190000 sec): 3 clusters Score: Raw -1041122.094930 + Penalty 4327.932174 = -1036794.162756 nChanged 22 SP:Iteration 35Q (22906.460000 sec): 3 clusters Score: Raw -1041137.192436 + Penalty 4327.932174 = -1036809.260262 nChanged 22 SP:Iteration 36Q (22906.640000 sec): 3 clusters Score: Raw -1041148.835978 + Penalty 4327.932174 = -1036820.903804 nChanged 23 SP:Iteration 37Q (22906.890000 sec): 3 clusters Score: Raw -1041166.097334 + Penalty 4327.932174 = -1036838.165160 nChanged 29 SP:Iteration 38Q (22907.030000 sec): 3 clusters Score: Raw -1041191.261235 + Penalty 4327.932174 = -1036863.329061 nChanged 31 SP:Iteration 39Q (22907.290000 sec): 3 clusters Score: Raw -1041222.170487 + Penalty 4327.932174 = -1036894.238313 nChanged 28 SP:Iteration 40F (22907.530000 sec): 3 clusters Score: Raw -1041256.348162 + Penalty 4327.932174 = -1036928.415988 nChanged 35 SP:Iteration 41Q (22907.690000 sec): 3 clusters Score: Raw -1041278.782195 + Penalty 4327.932174 = -1036950.850021 nChanged 30 SP:Iteration 42Q (22907.920000 sec): 3 clusters Score: Raw -1041294.423085 + Penalty 4327.932174 = -1036966.490911 nChanged 19 SP:Iteration 43Q (22908.160000 sec): 3 clusters Score: Raw -1041304.530178 + Penalty 4327.932174 = -1036976.598004 nChanged 8 SP:Iteration 44Q (22908.450000 sec): 3 clusters Score: Raw -1041308.575881 + Penalty 4327.932174 = -1036980.643707 nChanged 4 SP:Iteration 45Q (22908.650000 sec): 3 clusters Score: Raw -1041310.215899 + Penalty 4327.932174 = -1036982.283725 nChanged 5 SP:Iteration 46Q (22908.860000 sec): 3 clusters Score: Raw -1041312.225190 + Penalty 4327.932174 = -1036984.293016 nChanged 8 SP:Iteration 47Q (22909.080000 sec): 3 clusters Score: Raw -1041316.615773 + Penalty 4327.932174 = -1036988.683599 nChanged 8 SP:Iteration 48Q (22909.310000 sec): 3 clusters Score: Raw -1041321.438985 + Penalty 4327.932174 = -1036993.506811 nChanged 6 SP:Iteration 49Q (22909.570000 sec): 3 clusters Score: Raw -1041324.010386 + Penalty 4327.932174 = -1036996.078212 nChanged 7 SP:Iteration 50Q (22909.850000 sec): 3 clusters Score: Raw -1041328.043788 + Penalty 4327.932174 = -1037000.111614 nChanged 7 SP:Iteration 51Q (22910.070000 sec): 3 clusters Score: Raw -1041331.354160 + Penalty 4327.932174 = -1037003.421986 nChanged 1 SP:Iteration 52Q (22910.280000 sec): 3 clusters Score: Raw -1041332.071018 + Penalty 4327.932174 = -1037004.138844 nChanged 1 SP:Iteration 53Q (22910.470000 sec): 3 clusters Score: Raw -1041332.331190 + Penalty 4327.932174 = -1037004.399016 nChanged 0 SP:Iteration 54F (22910.740000 sec): 3 clusters Score: Raw -1041332.331190 + Penalty 4327.932174 = -1037004.399016 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 23 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22910.870000 sec): 2 clusters Score: Raw -58037.376480 + Penalty 1437.422322 = -56599.954158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22911.080000 sec): 3 clusters Score: Raw -58153.097588 + Penalty 2874.844644 = -55278.252944 nChanged 28 SP:Iteration 1F (22911.220000 sec): 3 clusters Score: Raw -58228.676913 + Penalty 2874.844644 = -55353.832268 nChanged 11 SP:Iteration 2Q (22911.410000 sec): 3 clusters Score: Raw -58268.840296 + Penalty 2874.844644 = -55393.995651 nChanged 6 SP:Iteration 3Q (22911.620000 sec): 3 clusters Score: Raw -58286.981155 + Penalty 2874.844644 = -55412.136510 nChanged 1 SP:Iteration 4Q (22911.780000 sec): 3 clusters Score: Raw -58289.663579 + Penalty 2874.844644 = -55414.818935 nChanged 0 SP:Iteration 5F (22911.960000 sec): 3 clusters Score: Raw -58289.663579 + Penalty 2874.844644 = -55414.818935 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 24 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22912.080000 sec): 2 clusters Score: Raw -350639.456208 + Penalty 1877.469927 = -348761.986281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22912.260000 sec): 3 clusters Score: Raw -349963.056855 + Penalty 3754.939853 = -346208.117001 nChanged 621 SP:Iteration 1F (22912.430000 sec): 3 clusters Score: Raw -350461.781906 + Penalty 3754.939853 = -346706.842053 nChanged 123 SP:Iteration 2F (22912.600000 sec): 3 clusters Score: Raw -350559.385082 + Penalty 3754.939853 = -346804.445229 nChanged 65 SP:Iteration 3Q (22912.800000 sec): 3 clusters Score: Raw -350608.099923 + Penalty 3754.939853 = -346853.160070 nChanged 33 SP:Iteration 4Q (22912.960000 sec): 3 clusters Score: Raw -350634.347272 + Penalty 3754.939853 = -346879.407419 nChanged 37 SP:Iteration 5Q (22913.150000 sec): 3 clusters Score: Raw -350670.125855 + Penalty 3754.939853 = -346915.186002 nChanged 31 SP:Iteration 6Q (22913.340000 sec): 3 clusters Score: Raw -350695.383000 + Penalty 3754.939853 = -346940.443147 nChanged 24 SP:Iteration 7Q (22913.580000 sec): 3 clusters Score: Raw -350713.898051 + Penalty 3754.939853 = -346958.958198 nChanged 14 SP:Iteration 8Q (22913.750000 sec): 3 clusters Score: Raw -350723.556913 + Penalty 3754.939853 = -346968.617060 nChanged 10 SP:Iteration 9Q (22913.950000 sec): 3 clusters Score: Raw -350729.186289 + Penalty 3754.939853 = -346974.246436 nChanged 9 SP:Iteration 10Q (22914.130000 sec): 3 clusters Score: Raw -350733.950159 + Penalty 3754.939853 = -346979.010306 nChanged 3 SP:Iteration 11Q (22914.310000 sec): 3 clusters Score: Raw -350735.975540 + Penalty 3754.939853 = -346981.035687 nChanged 6 SP:Iteration 12Q (22914.520000 sec): 3 clusters Score: Raw -350739.019263 + Penalty 3754.939853 = -346984.079410 nChanged 8 SP:Iteration 13Q (22914.760000 sec): 3 clusters Score: Raw -350746.494149 + Penalty 3754.939853 = -346991.554296 nChanged 10 SP:Iteration 14Q (22914.930000 sec): 3 clusters Score: Raw -350752.661592 + Penalty 3754.939853 = -346997.721739 nChanged 4 SP:Iteration 15Q (22915.160000 sec): 3 clusters Score: Raw -350754.987346 + Penalty 3754.939853 = -347000.047493 nChanged 4 SP:Iteration 16Q (22915.330000 sec): 3 clusters Score: Raw -350758.676145 + Penalty 3754.939853 = -347003.736292 nChanged 4 SP:Iteration 17Q (22915.550000 sec): 3 clusters Score: Raw -350761.693249 + Penalty 3754.939853 = -347006.753396 nChanged 2 SP:Iteration 18Q (22915.700000 sec): 3 clusters Score: Raw -350763.797078 + Penalty 3754.939853 = -347008.857225 nChanged 5 SP:Iteration 19Q (22915.920000 sec): 3 clusters Score: Raw -350767.804616 + Penalty 3754.939853 = -347012.864763 nChanged 6 SP:Iteration 20F (22916.100000 sec): 3 clusters Score: Raw -350772.625349 + Penalty 3754.939853 = -347017.685496 nChanged 1 SP:Iteration 21Q (22916.310000 sec): 3 clusters Score: Raw -350772.965413 + Penalty 3754.939853 = -347018.025560 nChanged 3 SP:Iteration 22Q (22916.500000 sec): 3 clusters Score: Raw -350775.380525 + Penalty 3754.939853 = -347020.440672 nChanged 3 SP:Iteration 23Q (22916.680000 sec): 3 clusters Score: Raw -350776.680037 + Penalty 3754.939853 = -347021.740184 nChanged 1 SP:Iteration 24Q (22916.840000 sec): 3 clusters Score: Raw -350777.199899 + Penalty 3754.939853 = -347022.260046 nChanged 0 SP:Iteration 25F (22917.040000 sec): 3 clusters Score: Raw -350777.199899 + Penalty 3754.939853 = -347022.260046 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 25 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22917.090000 sec): 2 clusters Score: Raw -37508.030899 + Penalty 1377.133977 = -36130.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22917.240000 sec): 3 clusters Score: Raw -37797.585856 + Penalty 2754.267954 = -35043.317902 nChanged 33 SP:Iteration 1F (22917.460000 sec): 3 clusters Score: Raw -37900.844494 + Penalty 2754.267954 = -35146.576540 nChanged 8 SP:Iteration 2Q (22917.640000 sec): 3 clusters Score: Raw -37923.080267 + Penalty 2754.267954 = -35168.812313 nChanged 6 SP:Iteration 3Q (22917.850000 sec): 3 clusters Score: Raw -37948.137740 + Penalty 2754.267954 = -35193.869786 nChanged 4 SP:Iteration 4Q (22918.100000 sec): 3 clusters Score: Raw -37966.124466 + Penalty 2754.267954 = -35211.856512 nChanged 4 SP:Iteration 5Q (22918.270000 sec): 3 clusters Score: Raw -37977.615216 + Penalty 2754.267954 = -35223.347262 nChanged 4 SP:Iteration 6Q (22918.500000 sec): 3 clusters Score: Raw -37987.838560 + Penalty 2754.267954 = -35233.570606 nChanged 1 SP:Iteration 7Q (22918.720000 sec): 3 clusters Score: Raw -37992.325340 + Penalty 2754.267954 = -35238.057386 nChanged 1 SP:Iteration 8Q (22918.860000 sec): 3 clusters Score: Raw -38000.133879 + Penalty 2754.267954 = -35245.865925 nChanged 2 SP:Iteration 9Q (22919.060000 sec): 3 clusters Score: Raw -38005.083205 + Penalty 2754.267954 = -35250.815250 nChanged 1 SP:Iteration 10Q (22919.220000 sec): 3 clusters Score: Raw -38006.384888 + Penalty 2754.267954 = -35252.116934 nChanged 0 SP:Iteration 11F (22919.480000 sec): 3 clusters Score: Raw -38006.384888 + Penalty 2754.267954 = -35252.116934 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 26 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22919.560000 sec): 2 clusters Score: Raw -180937.726950 + Penalty 1723.326511 = -179214.400439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22919.740000 sec): 3 clusters Score: Raw -180668.085563 + Penalty 3446.653022 = -177221.432540 nChanged 255 SP:Iteration 1F (22919.960000 sec): 3 clusters Score: Raw -180954.392048 + Penalty 3446.653022 = -177507.739026 nChanged 91 SP:Iteration 2F (22920.130000 sec): 3 clusters Score: Raw -181126.357266 + Penalty 3446.653022 = -177679.704243 nChanged 45 SP:Iteration 3Q (22920.320000 sec): 3 clusters Score: Raw -181229.228725 + Penalty 3446.653022 = -177782.575703 nChanged 34 SP:Iteration 4Q (22920.540000 sec): 3 clusters Score: Raw -181315.517638 + Penalty 3446.653022 = -177868.864616 nChanged 26 SP:Iteration 5Q (22920.730000 sec): 3 clusters Score: Raw -181376.674539 + Penalty 3446.653022 = -177930.021517 nChanged 31 SP:Iteration 6Q (22920.920000 sec): 3 clusters Score: Raw -181433.225608 + Penalty 3446.653022 = -177986.572586 nChanged 24 SP:Iteration 7Q (22921.100000 sec): 3 clusters Score: Raw -181468.301145 + Penalty 3446.653022 = -178021.648122 nChanged 30 SP:Iteration 8Q (22921.270000 sec): 3 clusters Score: Raw -181513.234903 + Penalty 3446.653022 = -178066.581880 nChanged 24 SP:Iteration 9Q (22921.450000 sec): 3 clusters Score: Raw -181550.358245 + Penalty 3446.653022 = -178103.705223 nChanged 23 SP:Iteration 10Q (22921.680000 sec): 3 clusters Score: Raw -181594.572837 + Penalty 3446.653022 = -178147.919815 nChanged 23 SP:Iteration 11Q (22921.850000 sec): 3 clusters Score: Raw -181649.434219 + Penalty 3446.653022 = -178202.781196 nChanged 27 SP:Iteration 12Q (22922.100000 sec): 3 clusters Score: Raw -181695.428325 + Penalty 3446.653022 = -178248.775303 nChanged 25 SP:Iteration 13Q (22922.300000 sec): 3 clusters Score: Raw -181746.244995 + Penalty 3446.653022 = -178299.591973 nChanged 26 SP:Iteration 14Q (22922.490000 sec): 3 clusters Score: Raw -181780.835990 + Penalty 3446.653022 = -178334.182968 nChanged 14 SP:Iteration 15Q (22922.640000 sec): 3 clusters Score: Raw -181799.052002 + Penalty 3446.653022 = -178352.398980 nChanged 11 SP:Iteration 16Q (22922.860000 sec): 3 clusters Score: Raw -181810.562465 + Penalty 3446.653022 = -178363.909442 nChanged 13 SP:Iteration 17Q (22923.040000 sec): 3 clusters Score: Raw -181836.445989 + Penalty 3446.653022 = -178389.792967 nChanged 9 SP:Iteration 18Q (22923.250000 sec): 3 clusters Score: Raw -181845.686069 + Penalty 3446.653022 = -178399.033047 nChanged 8 SP:Iteration 19Q (22923.470000 sec): 3 clusters Score: Raw -181857.292142 + Penalty 3446.653022 = -178410.639120 nChanged 4 SP:Iteration 20F (22923.600000 sec): 3 clusters Score: Raw -181864.198335 + Penalty 3446.653022 = -178417.545313 nChanged 4 SP:Iteration 21Q (22923.820000 sec): 3 clusters Score: Raw -181869.947665 + Penalty 3446.653022 = -178423.294642 nChanged 3 SP:Iteration 22Q (22923.960000 sec): 3 clusters Score: Raw -181873.369077 + Penalty 3446.653022 = -178426.716055 nChanged 2 SP:Iteration 23Q (22924.120000 sec): 3 clusters Score: Raw -181875.791948 + Penalty 3446.653022 = -178429.138926 nChanged 2 SP:Iteration 24Q (22924.320000 sec): 3 clusters Score: Raw -181879.344661 + Penalty 3446.653022 = -178432.691639 nChanged 1 SP:Iteration 25Q (22924.490000 sec): 3 clusters Score: Raw -181880.276867 + Penalty 3446.653022 = -178433.623845 nChanged 2 SP:Iteration 26Q (22924.690000 sec): 3 clusters Score: Raw -181881.494181 + Penalty 3446.653022 = -178434.841159 nChanged 2 SP:Iteration 27Q (22924.880000 sec): 3 clusters Score: Raw -181884.059307 + Penalty 3446.653022 = -178437.406285 nChanged 2 SP:Iteration 28Q (22925.090000 sec): 3 clusters Score: Raw -181885.579435 + Penalty 3446.653022 = -178438.926413 nChanged 1 SP:Iteration 29Q (22925.280000 sec): 3 clusters Score: Raw -181887.273025 + Penalty 3446.653022 = -178440.620002 nChanged 1 SP:Iteration 30Q (22925.450000 sec): 3 clusters Score: Raw -181888.119462 + Penalty 3446.653022 = -178441.466440 nChanged 1 SP:Iteration 31Q (22925.650000 sec): 3 clusters Score: Raw -181888.817096 + Penalty 3446.653022 = -178442.164074 nChanged 1 SP:Iteration 32Q (22925.820000 sec): 3 clusters Score: Raw -181889.688734 + Penalty 3446.653022 = -178443.035711 nChanged 0 SP:Iteration 33F (22926.040000 sec): 3 clusters Score: Raw -181889.688734 + Penalty 3446.653022 = -178443.035711 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 27 (22053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22926.230000 sec): 2 clusters Score: Raw -3957080.884939 + Penalty 2480.298574 = -3954600.586365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22926.510000 sec): 3 clusters Score: Raw -3944210.154599 + Penalty 4960.597147 = -3939249.557452 nChanged 9788 SP:Iteration 1F (22926.810000 sec): 3 clusters Score: Raw -3949523.082400 + Penalty 4960.597147 = -3944562.485253 nChanged 1342 SP:Iteration 2F (22927.140000 sec): 3 clusters Score: Raw -3950143.749969 + Penalty 4960.597147 = -3945183.152821 nChanged 1245 SP:Iteration 3F (22927.450000 sec): 3 clusters Score: Raw -3950730.680226 + Penalty 4960.597147 = -3945770.083078 nChanged 1180 SP:Iteration 4F (22927.780000 sec): 3 clusters Score: Raw -3951380.544267 + Penalty 4960.597147 = -3946419.947120 nChanged 1246 SP:Iteration 5F (22928.110000 sec): 3 clusters Score: Raw -3952175.911962 + Penalty 4960.597147 = -3947215.314815 nChanged 1337 SP:Iteration 6F (22928.460000 sec): 3 clusters Score: Raw -3953092.837878 + Penalty 4960.597147 = -3948132.240731 nChanged 1230 SP:Iteration 7F (22928.740000 sec): 3 clusters Score: Raw -3954012.144735 + Penalty 4960.597147 = -3949051.547588 nChanged 1092 SP:Iteration 8Q (22929.050000 sec): 3 clusters Score: Raw -3954787.522128 + Penalty 4960.597147 = -3949826.924981 nChanged 849 SP:Iteration 9Q (22929.360000 sec): 3 clusters Score: Raw -3955297.003650 + Penalty 4960.597147 = -3950336.406503 nChanged 634 SP:Iteration 10Q (22929.660000 sec): 3 clusters Score: Raw -3955677.571274 + Penalty 4960.597147 = -3950716.974127 nChanged 515 SP:Iteration 11Q (22929.960000 sec): 3 clusters Score: Raw -3955981.817319 + Penalty 4960.597147 = -3951021.220171 nChanged 404 SP:Iteration 12Q (22930.290000 sec): 3 clusters Score: Raw -3956201.287343 + Penalty 4960.597147 = -3951240.690195 nChanged 331 SP:Iteration 13Q (22930.610000 sec): 3 clusters Score: Raw -3956374.460366 + Penalty 4960.597147 = -3951413.863219 nChanged 289 SP:Iteration 14Q (22930.890000 sec): 3 clusters Score: Raw -3956535.312269 + Penalty 4960.597147 = -3951574.715122 nChanged 240 SP:Iteration 15Q (22931.220000 sec): 3 clusters Score: Raw -3956677.407069 + Penalty 4960.597147 = -3951716.809922 nChanged 224 SP:Iteration 16Q (22931.550000 sec): 3 clusters Score: Raw -3956809.506801 + Penalty 4960.597147 = -3951848.909654 nChanged 179 SP:Iteration 17Q (22931.860000 sec): 3 clusters Score: Raw -3956919.896127 + Penalty 4960.597147 = -3951959.298979 nChanged 159 SP:Iteration 18Q (22932.180000 sec): 3 clusters Score: Raw -3957026.288673 + Penalty 4960.597147 = -3952065.691526 nChanged 132 SP:Iteration 19Q (22932.460000 sec): 3 clusters Score: Raw -3957104.088696 + Penalty 4960.597147 = -3952143.491548 nChanged 102 SP:Iteration 20F (22932.760000 sec): 3 clusters Score: Raw -3957174.486579 + Penalty 4960.597147 = -3952213.889432 nChanged 91 SP:Iteration 21Q (22933.120000 sec): 3 clusters Score: Raw -3957238.195487 + Penalty 4960.597147 = -3952277.598339 nChanged 83 SP:Iteration 22Q (22933.440000 sec): 3 clusters Score: Raw -3957291.485362 + Penalty 4960.597147 = -3952330.888215 nChanged 72 SP:Iteration 23Q (22933.730000 sec): 3 clusters Score: Raw -3957329.229688 + Penalty 4960.597147 = -3952368.632541 nChanged 45 SP:Iteration 24Q (22934.080000 sec): 3 clusters Score: Raw -3957355.840706 + Penalty 4960.597147 = -3952395.243559 nChanged 42 SP:Iteration 25Q (22934.410000 sec): 3 clusters Score: Raw -3957384.834984 + Penalty 4960.597147 = -3952424.237837 nChanged 37 SP:Iteration 26Q (22934.650000 sec): 3 clusters Score: Raw -3957408.108782 + Penalty 4960.597147 = -3952447.511635 nChanged 39 SP:Iteration 27Q (22934.960000 sec): 3 clusters Score: Raw -3957432.063987 + Penalty 4960.597147 = -3952471.466840 nChanged 32 SP:Iteration 28Q (22935.240000 sec): 3 clusters Score: Raw -3957452.822563 + Penalty 4960.597147 = -3952492.225416 nChanged 22 SP:Iteration 29Q (22935.630000 sec): 3 clusters Score: Raw -3957463.980400 + Penalty 4960.597147 = -3952503.383253 nChanged 17 SP:Iteration 30Q (22935.950000 sec): 3 clusters Score: Raw -3957472.015830 + Penalty 4960.597147 = -3952511.418683 nChanged 25 SP:Iteration 31Q (22936.250000 sec): 3 clusters Score: Raw -3957484.259225 + Penalty 4960.597147 = -3952523.662078 nChanged 14 SP:Iteration 32Q (22936.640000 sec): 3 clusters Score: Raw -3957490.856154 + Penalty 4960.597147 = -3952530.259007 nChanged 12 SP:Iteration 33Q (22936.980000 sec): 3 clusters Score: Raw -3957497.335724 + Penalty 4960.597147 = -3952536.738577 nChanged 10 SP:Iteration 34Q (22937.310000 sec): 3 clusters Score: Raw -3957501.153804 + Penalty 4960.597147 = -3952540.556657 nChanged 9 SP:Iteration 35Q (22937.670000 sec): 3 clusters Score: Raw -3957504.801637 + Penalty 4960.597147 = -3952544.204490 nChanged 9 SP:Iteration 36Q (22937.940000 sec): 3 clusters Score: Raw -3957509.482709 + Penalty 4960.597147 = -3952548.885561 nChanged 7 SP:Iteration 37Q (22938.220000 sec): 3 clusters Score: Raw -3957513.228335 + Penalty 4960.597147 = -3952552.631187 nChanged 8 SP:Iteration 38Q (22938.510000 sec): 3 clusters Score: Raw -3957517.556601 + Penalty 4960.597147 = -3952556.959454 nChanged 4 SP:Iteration 39Q (22938.800000 sec): 3 clusters Score: Raw -3957519.655966 + Penalty 4960.597147 = -3952559.058819 nChanged 2 SP:Iteration 40F (22939.070000 sec): 3 clusters Score: Raw -3957520.658988 + Penalty 4960.597147 = -3952560.061840 nChanged 4 SP:Iteration 41Q (22939.360000 sec): 3 clusters Score: Raw -3957523.405362 + Penalty 4960.597147 = -3952562.808214 nChanged 3 SP:Iteration 42Q (22939.650000 sec): 3 clusters Score: Raw -3957524.682161 + Penalty 4960.597147 = -3952564.085014 nChanged 4 SP:Iteration 43Q (22939.950000 sec): 3 clusters Score: Raw -3957527.214686 + Penalty 4960.597147 = -3952566.617539 nChanged 4 SP:Iteration 44Q (22940.220000 sec): 3 clusters Score: Raw -3957528.874417 + Penalty 4960.597147 = -3952568.277269 nChanged 2 SP:Iteration 45Q (22940.540000 sec): 3 clusters Score: Raw -3957529.679913 + Penalty 4960.597147 = -3952569.082766 nChanged 2 SP:Iteration 46Q (22940.810000 sec): 3 clusters Score: Raw -3957530.798917 + Penalty 4960.597147 = -3952570.201770 nChanged 4 SP:Iteration 47Q (22941.100000 sec): 3 clusters Score: Raw -3957532.365960 + Penalty 4960.597147 = -3952571.768813 nChanged 3 SP:Iteration 48Q (22941.390000 sec): 3 clusters Score: Raw -3957534.057529 + Penalty 4960.597147 = -3952573.460382 nChanged 4 SP:Iteration 49Q (22941.620000 sec): 3 clusters Score: Raw -3957535.725740 + Penalty 4960.597147 = -3952575.128592 nChanged 0 SP:Iteration 50F (22941.900000 sec): 3 clusters Score: Raw -3957535.725740 + Penalty 4960.597147 = -3952575.128592 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 28 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22942.000000 sec): 2 clusters Score: Raw -98072.613569 + Penalty 1589.315140 = -96483.298429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22942.200000 sec): 3 clusters Score: Raw -98088.382678 + Penalty 3178.630280 = -94909.752398 nChanged 142 SP:Iteration 1F (22942.340000 sec): 3 clusters Score: Raw -98318.770655 + Penalty 3178.630280 = -95140.140375 nChanged 37 SP:Iteration 2F (22942.480000 sec): 3 clusters Score: Raw -98388.687484 + Penalty 3178.630280 = -95210.057203 nChanged 18 SP:Iteration 3Q (22942.660000 sec): 3 clusters Score: Raw -98432.495614 + Penalty 3178.630280 = -95253.865334 nChanged 12 SP:Iteration 4Q (22942.800000 sec): 3 clusters Score: Raw -98477.552023 + Penalty 3178.630280 = -95298.921742 nChanged 16 SP:Iteration 5Q (22943.010000 sec): 3 clusters Score: Raw -98510.403002 + Penalty 3178.630280 = -95331.772722 nChanged 5 SP:Iteration 6Q (22943.160000 sec): 3 clusters Score: Raw -98521.381457 + Penalty 3178.630280 = -95342.751176 nChanged 4 SP:Iteration 7Q (22943.320000 sec): 3 clusters Score: Raw -98526.981297 + Penalty 3178.630280 = -95348.351016 nChanged 3 SP:Iteration 8Q (22943.490000 sec): 3 clusters Score: Raw -98531.403218 + Penalty 3178.630280 = -95352.772938 nChanged 3 SP:Iteration 9Q (22943.700000 sec): 3 clusters Score: Raw -98537.649821 + Penalty 3178.630280 = -95359.019541 nChanged 2 SP:Iteration 10Q (22943.840000 sec): 3 clusters Score: Raw -98539.549251 + Penalty 3178.630280 = -95360.918971 nChanged 1 SP:Iteration 11Q (22944.020000 sec): 3 clusters Score: Raw -98549.613232 + Penalty 3178.630280 = -95370.982952 nChanged 1 SP:Iteration 12Q (22944.210000 sec): 3 clusters Score: Raw -98550.495264 + Penalty 3178.630280 = -95371.864984 nChanged 1 SP:Iteration 13Q (22944.390000 sec): 3 clusters Score: Raw -98551.072517 + Penalty 3178.630280 = -95372.442237 nChanged 0 SP:Iteration 14F (22944.540000 sec): 3 clusters Score: Raw -98551.072517 + Penalty 3178.630280 = -95372.442237 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 29 (173655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22945.390000 sec): 2 clusters Score: Raw -31351445.256836 + Penalty 2992.076811 = -31348453.180025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22946.460000 sec): 3 clusters Score: Raw -31237799.640682 + Penalty 5984.153622 = -31231815.487060 nChanged 83404 SP:Iteration 1F (22947.580000 sec): 3 clusters Score: Raw -31285725.945288 + Penalty 5984.153622 = -31279741.791666 nChanged 4127 SP:Iteration 2Q (22948.650000 sec): 3 clusters Score: Raw -31286462.066907 + Penalty 5984.153622 = -31280477.913284 nChanged 4272 SP:Iteration 3Q (22949.760000 sec): 3 clusters Score: Raw -31287328.378643 + Penalty 5984.153622 = -31281344.225020 nChanged 4672 SP:Iteration 4Q (22950.840000 sec): 3 clusters Score: Raw -31288493.797628 + Penalty 5984.153622 = -31282509.644005 nChanged 5727 SP:Iteration 5Q (22951.920000 sec): 3 clusters Score: Raw -31290431.638912 + Penalty 5984.153622 = -31284447.485290 nChanged 8147 SP:Iteration 6Q (22953.000000 sec): 3 clusters Score: Raw -31294243.391083 + Penalty 5984.153622 = -31288259.237461 nChanged 11639 SP:Iteration 7F (22954.090000 sec): 3 clusters Score: Raw -31301663.124158 + Penalty 5984.153622 = -31295678.970536 nChanged 15555 SP:Iteration 8F (22955.180000 sec): 3 clusters Score: Raw -31314736.372099 + Penalty 5984.153622 = -31308752.218477 nChanged 16740 SP:Iteration 9F (22956.230000 sec): 3 clusters Score: Raw -31331466.081690 + Penalty 5984.153622 = -31325481.928067 nChanged 12470 SP:Iteration 10F (22957.310000 sec): 3 clusters Score: Raw -31344383.770710 + Penalty 5984.153622 = -31338399.617088 nChanged 5504 SP:Iteration 11Q (22958.370000 sec): 3 clusters Score: Raw -31349768.333736 + Penalty 5984.153622 = -31343784.180113 nChanged 1556 SP:Iteration 12Q (22959.310000 sec): 3 clusters Score: Raw -31351183.247421 + Penalty 5984.153622 = -31345199.093799 nChanged 428 SP:Iteration 13Q (22960.160000 sec): 3 clusters Score: Raw -31351583.199016 + Penalty 5984.153622 = -31345599.045394 nChanged 151 SP:Iteration 14Q (22961.040000 sec): 3 clusters Score: Raw -31351723.537530 + Penalty 5984.153622 = -31345739.383908 nChanged 83 SP:Iteration 15Q (22961.950000 sec): 3 clusters Score: Raw -31351812.034713 + Penalty 5984.153622 = -31345827.881091 nChanged 43 SP:Iteration 16Q (22962.850000 sec): 3 clusters Score: Raw -31351854.166903 + Penalty 5984.153622 = -31345870.013281 nChanged 30 SP:Iteration 17Q (22963.750000 sec): 3 clusters Score: Raw -31351883.553955 + Penalty 5984.153622 = -31345899.400333 nChanged 19 SP:Iteration 18Q (22964.590000 sec): 3 clusters Score: Raw -31351906.734179 + Penalty 5984.153622 = -31345922.580557 nChanged 10 SP:Iteration 19Q (22965.460000 sec): 3 clusters Score: Raw -31351917.060726 + Penalty 5984.153622 = -31345932.907104 nChanged 8 SP:Iteration 20F (22966.450000 sec): 3 clusters Score: Raw -31351925.811946 + Penalty 5984.153622 = -31345941.658323 nChanged 7 SP:Iteration 21Q (22967.300000 sec): 3 clusters Score: Raw -31351934.054529 + Penalty 5984.153622 = -31345949.900907 nChanged 7 SP:Iteration 22Q (22968.220000 sec): 3 clusters Score: Raw -31351940.373109 + Penalty 5984.153622 = -31345956.219487 nChanged 3 SP:Iteration 23Q (22969.080000 sec): 3 clusters Score: Raw -31351943.668474 + Penalty 5984.153622 = -31345959.514851 nChanged 0 SP:Iteration 24F (22970.140000 sec): 3 clusters Score: Raw -31351943.668474 + Penalty 5984.153622 = -31345959.514851 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 30 (47820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22970.520000 sec): 2 clusters Score: Raw -8828867.056860 + Penalty 2672.249412 = -8826194.807448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22970.930000 sec): 3 clusters Score: Raw -8799097.821900 + Penalty 5344.498824 = -8793753.323076 nChanged 22140 SP:Iteration 1F (22971.390000 sec): 3 clusters Score: Raw -8811352.735915 + Penalty 5344.498824 = -8806008.237092 nChanged 1961 SP:Iteration 2Q (22971.890000 sec): 3 clusters Score: Raw -8811903.960043 + Penalty 5344.498824 = -8806559.461219 nChanged 1970 SP:Iteration 3Q (22972.420000 sec): 3 clusters Score: Raw -8812531.719175 + Penalty 5344.498824 = -8807187.220351 nChanged 2091 SP:Iteration 4Q (22972.980000 sec): 3 clusters Score: Raw -8813286.048914 + Penalty 5344.498824 = -8807941.550090 nChanged 2242 SP:Iteration 5Q (22973.520000 sec): 3 clusters Score: Raw -8814266.909458 + Penalty 5344.498824 = -8808922.410634 nChanged 2659 SP:Iteration 6F (22973.980000 sec): 3 clusters Score: Raw -8815718.889449 + Penalty 5344.498824 = -8810374.390626 nChanged 3135 SP:Iteration 7F (22974.480000 sec): 3 clusters Score: Raw -8817820.939015 + Penalty 5344.498824 = -8812476.440191 nChanged 3400 SP:Iteration 8F (22974.980000 sec): 3 clusters Score: Raw -8820475.881000 + Penalty 5344.498824 = -8815131.382176 nChanged 3346 SP:Iteration 9F (22975.430000 sec): 3 clusters Score: Raw -8823438.028153 + Penalty 5344.498824 = -8818093.529329 nChanged 2711 SP:Iteration 10F (22975.870000 sec): 3 clusters Score: Raw -8825938.194046 + Penalty 5344.498824 = -8820593.695222 nChanged 1770 SP:Iteration 11Q (22976.390000 sec): 3 clusters Score: Raw -8827619.689092 + Penalty 5344.498824 = -8822275.190269 nChanged 898 SP:Iteration 12Q (22976.800000 sec): 3 clusters Score: Raw -8828465.469343 + Penalty 5344.498824 = -8823120.970520 nChanged 339 SP:Iteration 13Q (22977.230000 sec): 3 clusters Score: Raw -8828814.233204 + Penalty 5344.498824 = -8823469.734381 nChanged 135 SP:Iteration 14Q (22977.630000 sec): 3 clusters Score: Raw -8828985.649475 + Penalty 5344.498824 = -8823641.150652 nChanged 50 SP:Iteration 15Q (22978.090000 sec): 3 clusters Score: Raw -8829054.536968 + Penalty 5344.498824 = -8823710.038145 nChanged 29 SP:Iteration 16Q (22978.480000 sec): 3 clusters Score: Raw -8829096.856328 + Penalty 5344.498824 = -8823752.357505 nChanged 16 SP:Iteration 17Q (22978.860000 sec): 3 clusters Score: Raw -8829124.377404 + Penalty 5344.498824 = -8823779.878580 nChanged 7 SP:Iteration 18Q (22979.310000 sec): 3 clusters Score: Raw -8829134.981483 + Penalty 5344.498824 = -8823790.482659 nChanged 6 SP:Iteration 19Q (22979.700000 sec): 3 clusters Score: Raw -8829143.476874 + Penalty 5344.498824 = -8823798.978051 nChanged 3 SP:Iteration 20F (22980.110000 sec): 3 clusters Score: Raw -8829150.470737 + Penalty 5344.498824 = -8823805.971913 nChanged 4 SP:Iteration 21Q (22980.470000 sec): 3 clusters Score: Raw -8829158.280699 + Penalty 5344.498824 = -8823813.781875 nChanged 4 SP:Iteration 22Q (22980.940000 sec): 3 clusters Score: Raw -8829166.009157 + Penalty 5344.498824 = -8823821.510334 nChanged 4 SP:Iteration 23Q (22981.330000 sec): 3 clusters Score: Raw -8829172.521485 + Penalty 5344.498824 = -8823828.022662 nChanged 3 SP:Iteration 24Q (22981.740000 sec): 3 clusters Score: Raw -8829176.230018 + Penalty 5344.498824 = -8823831.731194 nChanged 4 SP:Iteration 25Q (22982.140000 sec): 3 clusters Score: Raw -8829182.637268 + Penalty 5344.498824 = -8823838.138445 nChanged 2 SP:Iteration 26Q (22982.570000 sec): 3 clusters Score: Raw -8829187.620410 + Penalty 5344.498824 = -8823843.121586 nChanged 2 SP:Iteration 27Q (22982.950000 sec): 3 clusters Score: Raw -8829189.865720 + Penalty 5344.498824 = -8823845.366897 nChanged 0 SP:Iteration 28F (22983.350000 sec): 3 clusters Score: Raw -8829189.865720 + Penalty 5344.498824 = -8823845.366897 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 31 (29261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22983.590000 sec): 2 clusters Score: Raw -5060035.329805 + Penalty 2550.434691 = -5057484.895114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22983.960000 sec): 3 clusters Score: Raw -5042411.378020 + Penalty 5100.869382 = -5037310.508638 nChanged 13157 SP:Iteration 1F (22984.360000 sec): 3 clusters Score: Raw -5049573.760256 + Penalty 5100.869382 = -5044472.890874 nChanged 1369 SP:Iteration 2Q (22984.660000 sec): 3 clusters Score: Raw -5050010.904382 + Penalty 5100.869382 = -5044910.035001 nChanged 1233 SP:Iteration 3Q (22985.030000 sec): 3 clusters Score: Raw -5050439.152652 + Penalty 5100.869382 = -5045338.283270 nChanged 1174 SP:Iteration 4Q (22985.410000 sec): 3 clusters Score: Raw -5050859.443282 + Penalty 5100.869382 = -5045758.573900 nChanged 1131 SP:Iteration 5Q (22985.710000 sec): 3 clusters Score: Raw -5051334.588765 + Penalty 5100.869382 = -5046233.719383 nChanged 1154 SP:Iteration 6Q (22986.040000 sec): 3 clusters Score: Raw -5051880.928524 + Penalty 5100.869382 = -5046780.059143 nChanged 1292 SP:Iteration 7Q (22986.400000 sec): 3 clusters Score: Raw -5052521.159888 + Penalty 5100.869382 = -5047420.290506 nChanged 1298 SP:Iteration 8Q (22986.720000 sec): 3 clusters Score: Raw -5053143.828818 + Penalty 5100.869382 = -5048042.959436 nChanged 1279 SP:Iteration 9Q (22987.080000 sec): 3 clusters Score: Raw -5053755.111174 + Penalty 5100.869382 = -5048654.241792 nChanged 1275 SP:Iteration 10Q (22987.410000 sec): 3 clusters Score: Raw -5054412.848850 + Penalty 5100.869382 = -5049311.979468 nChanged 1280 SP:Iteration 11Q (22987.790000 sec): 3 clusters Score: Raw -5055139.816663 + Penalty 5100.869382 = -5050038.947281 nChanged 1252 SP:Iteration 12Q (22988.130000 sec): 3 clusters Score: Raw -5055844.492003 + Penalty 5100.869382 = -5050743.622621 nChanged 1090 SP:Iteration 13Q (22988.510000 sec): 3 clusters Score: Raw -5056371.394746 + Penalty 5100.869382 = -5051270.525364 nChanged 882 SP:Iteration 14Q (22988.880000 sec): 3 clusters Score: Raw -5056742.594546 + Penalty 5100.869382 = -5051641.725165 nChanged 692 SP:Iteration 15Q (22989.350000 sec): 3 clusters Score: Raw -5056952.866576 + Penalty 5100.869382 = -5051851.997194 nChanged 470 SP:Iteration 16Q (22989.730000 sec): 3 clusters Score: Raw -5057094.259668 + Penalty 5100.869382 = -5051993.390286 nChanged 439 SP:Iteration 17Q (22990.090000 sec): 3 clusters Score: Raw -5057230.204640 + Penalty 5100.869382 = -5052129.335258 nChanged 417 SP:Iteration 18Q (22990.410000 sec): 3 clusters Score: Raw -5057354.618267 + Penalty 5100.869382 = -5052253.748885 nChanged 377 SP:Iteration 19Q (22990.710000 sec): 3 clusters Score: Raw -5057460.226146 + Penalty 5100.869382 = -5052359.356764 nChanged 337 SP:Iteration 20F (22991.080000 sec): 3 clusters Score: Raw -5057561.120610 + Penalty 5100.869382 = -5052460.251228 nChanged 347 SP:Iteration 21Q (22991.470000 sec): 3 clusters Score: Raw -5057665.728981 + Penalty 5100.869382 = -5052564.859599 nChanged 364 SP:Iteration 22Q (22991.810000 sec): 3 clusters Score: Raw -5057775.286065 + Penalty 5100.869382 = -5052674.416683 nChanged 379 SP:Iteration 23Q (22992.200000 sec): 3 clusters Score: Raw -5057899.070798 + Penalty 5100.869382 = -5052798.201416 nChanged 413 SP:Iteration 24Q (22992.560000 sec): 3 clusters Score: Raw -5058050.983019 + Penalty 5100.869382 = -5052950.113637 nChanged 466 SP:Iteration 25Q (22992.930000 sec): 3 clusters Score: Raw -5058232.663927 + Penalty 5100.869382 = -5053131.794546 nChanged 482 SP:Iteration 26Q (22993.290000 sec): 3 clusters Score: Raw -5058429.005750 + Penalty 5100.869382 = -5053328.136369 nChanged 487 SP:Iteration 27Q (22993.570000 sec): 3 clusters Score: Raw -5058639.804258 + Penalty 5100.869382 = -5053538.934876 nChanged 500 SP:Iteration 28Q (22993.920000 sec): 3 clusters Score: Raw -5058863.603147 + Penalty 5100.869382 = -5053762.733765 nChanged 511 SP:Iteration 29Q (22994.350000 sec): 3 clusters Score: Raw -5059109.299570 + Penalty 5100.869382 = -5054008.430188 nChanged 495 SP:Iteration 30Q (22994.670000 sec): 3 clusters Score: Raw -5059356.603299 + Penalty 5100.869382 = -5054255.733917 nChanged 476 SP:Iteration 31Q (22995.000000 sec): 3 clusters Score: Raw -5059589.759243 + Penalty 5100.869382 = -5054488.889861 nChanged 426 SP:Iteration 32Q (22995.330000 sec): 3 clusters Score: Raw -5059829.779930 + Penalty 5100.869382 = -5054728.910548 nChanged 433 SP:Iteration 33Q (22995.650000 sec): 3 clusters Score: Raw -5060070.366689 + Penalty 5100.869382 = -5054969.497307 nChanged 378 SP:Iteration 34Q (22996.010000 sec): 3 clusters Score: Raw -5060275.009867 + Penalty 5100.869382 = -5055174.140485 nChanged 351 SP:Iteration 35Q (22996.280000 sec): 3 clusters Score: Raw -5060477.774061 + Penalty 5100.869382 = -5055376.904680 nChanged 304 SP:Iteration 36Q (22996.600000 sec): 3 clusters Score: Raw -5060659.747126 + Penalty 5100.869382 = -5055558.877744 nChanged 266 SP:Iteration 37Q (22996.860000 sec): 3 clusters Score: Raw -5060821.414106 + Penalty 5100.869382 = -5055720.544724 nChanged 207 SP:Iteration 38Q (22997.190000 sec): 3 clusters Score: Raw -5060924.493910 + Penalty 5100.869382 = -5055823.624528 nChanged 164 SP:Iteration 39Q (22997.480000 sec): 3 clusters Score: Raw -5060994.742675 + Penalty 5100.869382 = -5055893.873293 nChanged 126 SP:Iteration 40F (22997.770000 sec): 3 clusters Score: Raw -5061042.205879 + Penalty 5100.869382 = -5055941.336498 nChanged 116 SP:Iteration 41Q (22998.100000 sec): 3 clusters Score: Raw -5061084.490537 + Penalty 5100.869382 = -5055983.621155 nChanged 92 SP:Iteration 42Q (22998.400000 sec): 3 clusters Score: Raw -5061110.853258 + Penalty 5100.869382 = -5056009.983876 nChanged 73 SP:Iteration 43Q (22998.710000 sec): 3 clusters Score: Raw -5061130.597780 + Penalty 5100.869382 = -5056029.728399 nChanged 67 SP:Iteration 44Q (22999.030000 sec): 3 clusters Score: Raw -5061149.693202 + Penalty 5100.869382 = -5056048.823820 nChanged 58 SP:Iteration 45Q (22999.320000 sec): 3 clusters Score: Raw -5061166.005782 + Penalty 5100.869382 = -5056065.136400 nChanged 51 SP:Iteration 46Q (22999.610000 sec): 3 clusters Score: Raw -5061178.841432 + Penalty 5100.869382 = -5056077.972051 nChanged 35 SP:Iteration 47Q (22999.940000 sec): 3 clusters Score: Raw -5061186.885791 + Penalty 5100.869382 = -5056086.016409 nChanged 27 SP:Iteration 48Q (23000.250000 sec): 3 clusters Score: Raw -5061192.827964 + Penalty 5100.869382 = -5056091.958582 nChanged 37 SP:Iteration 49Q (23000.530000 sec): 3 clusters Score: Raw -5061200.973842 + Penalty 5100.869382 = -5056100.104460 nChanged 31 SP:Iteration 50Q (23000.830000 sec): 3 clusters Score: Raw -5061209.103455 + Penalty 5100.869382 = -5056108.234073 nChanged 25 SP:Iteration 51Q (23001.170000 sec): 3 clusters Score: Raw -5061216.376098 + Penalty 5100.869382 = -5056115.506716 nChanged 25 SP:Iteration 52Q (23001.490000 sec): 3 clusters Score: Raw -5061224.437614 + Penalty 5100.869382 = -5056123.568233 nChanged 22 SP:Iteration 53Q (23001.880000 sec): 3 clusters Score: Raw -5061230.005441 + Penalty 5100.869382 = -5056129.136059 nChanged 20 SP:Iteration 54Q (23002.170000 sec): 3 clusters Score: Raw -5061234.605701 + Penalty 5100.869382 = -5056133.736319 nChanged 11 SP:Iteration 55Q (23002.490000 sec): 3 clusters Score: Raw -5061236.949890 + Penalty 5100.869382 = -5056136.080508 nChanged 12 SP:Iteration 56Q (23002.790000 sec): 3 clusters Score: Raw -5061239.456758 + Penalty 5100.869382 = -5056138.587377 nChanged 9 SP:Iteration 57Q (23003.120000 sec): 3 clusters Score: Raw -5061241.131463 + Penalty 5100.869382 = -5056140.262082 nChanged 12 SP:Iteration 58Q (23003.410000 sec): 3 clusters Score: Raw -5061243.546092 + Penalty 5100.869382 = -5056142.676711 nChanged 6 SP:Iteration 59Q (23003.780000 sec): 3 clusters Score: Raw -5061245.064363 + Penalty 5100.869382 = -5056144.194981 nChanged 10 SP:Iteration 60F (23004.120000 sec): 3 clusters Score: Raw -5061247.414622 + Penalty 5100.869382 = -5056146.545240 nChanged 9 SP:Iteration 61Q (23004.440000 sec): 3 clusters Score: Raw -5061249.773575 + Penalty 5100.869382 = -5056148.904193 nChanged 11 SP:Iteration 62Q (23004.730000 sec): 3 clusters Score: Raw -5061252.147288 + Penalty 5100.869382 = -5056151.277907 nChanged 2 SP:Iteration 63Q (23005.080000 sec): 3 clusters Score: Raw -5061252.518522 + Penalty 5100.869382 = -5056151.649140 nChanged 1 SP:Iteration 64Q (23005.420000 sec): 3 clusters Score: Raw -5061252.817431 + Penalty 5100.869382 = -5056151.948050 nChanged 0 SP:Iteration 65F (23005.760000 sec): 3 clusters Score: Raw -5061252.817431 + Penalty 5100.869382 = -5056151.948050 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 32 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23005.830000 sec): 2 clusters Score: Raw -38325.567086 + Penalty 1435.910122 = -36889.656964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23006.010000 sec): 3 clusters Score: Raw -38640.807942 + Penalty 2871.820245 = -35768.987697 nChanged 70 SP:Iteration 1F (23006.200000 sec): 3 clusters Score: Raw -38909.910387 + Penalty 2871.820245 = -36038.090142 nChanged 24 SP:Iteration 2F (23006.390000 sec): 3 clusters Score: Raw -39002.020949 + Penalty 2871.820245 = -36130.200705 nChanged 11 SP:Iteration 3Q (23006.580000 sec): 3 clusters Score: Raw -39141.627113 + Penalty 2871.820245 = -36269.806869 nChanged 9 SP:Iteration 4Q (23006.760000 sec): 3 clusters Score: Raw -39241.083810 + Penalty 2871.820245 = -36369.263566 nChanged 3 SP:Iteration 5Q (23006.970000 sec): 3 clusters Score: Raw -39270.260487 + Penalty 2871.820245 = -36398.440243 nChanged 0 SP:Iteration 6F (23007.140000 sec): 3 clusters Score: Raw -39270.260487 + Penalty 2871.820245 = -36398.440243 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 33 (6903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23007.240000 sec): 2 clusters Score: Raw -1242677.972437 + Penalty 2192.248422 = -1240485.724015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23007.480000 sec): 3 clusters Score: Raw -1239208.595245 + Penalty 4384.496844 = -1234824.098401 nChanged 2742 SP:Iteration 1F (23007.700000 sec): 3 clusters Score: Raw -1240954.300112 + Penalty 4384.496844 = -1236569.803268 nChanged 607 SP:Iteration 2F (23007.920000 sec): 3 clusters Score: Raw -1241467.268422 + Penalty 4384.496844 = -1237082.771578 nChanged 547 SP:Iteration 3F (23008.150000 sec): 3 clusters Score: Raw -1241967.633176 + Penalty 4384.496844 = -1237583.136332 nChanged 507 SP:Iteration 4F (23008.360000 sec): 3 clusters Score: Raw -1242390.405134 + Penalty 4384.496844 = -1238005.908290 nChanged 425 SP:Iteration 5F (23008.600000 sec): 3 clusters Score: Raw -1242720.541049 + Penalty 4384.496844 = -1238336.044205 nChanged 346 SP:Iteration 6F (23008.800000 sec): 3 clusters Score: Raw -1242965.422418 + Penalty 4384.496844 = -1238580.925574 nChanged 275 SP:Iteration 7Q (23009.030000 sec): 3 clusters Score: Raw -1243152.672725 + Penalty 4384.496844 = -1238768.175881 nChanged 192 SP:Iteration 8Q (23009.220000 sec): 3 clusters Score: Raw -1243272.999788 + Penalty 4384.496844 = -1238888.502944 nChanged 167 SP:Iteration 9Q (23009.470000 sec): 3 clusters Score: Raw -1243373.387269 + Penalty 4384.496844 = -1238988.890425 nChanged 153 SP:Iteration 10Q (23009.640000 sec): 3 clusters Score: Raw -1243463.557788 + Penalty 4384.496844 = -1239079.060944 nChanged 114 SP:Iteration 11Q (23009.880000 sec): 3 clusters Score: Raw -1243540.700497 + Penalty 4384.496844 = -1239156.203653 nChanged 107 SP:Iteration 12Q (23010.080000 sec): 3 clusters Score: Raw -1243611.070291 + Penalty 4384.496844 = -1239226.573447 nChanged 102 SP:Iteration 13Q (23010.320000 sec): 3 clusters Score: Raw -1243675.832417 + Penalty 4384.496844 = -1239291.335573 nChanged 82 SP:Iteration 14Q (23010.480000 sec): 3 clusters Score: Raw -1243737.612467 + Penalty 4384.496844 = -1239353.115623 nChanged 72 SP:Iteration 15Q (23010.740000 sec): 3 clusters Score: Raw -1243798.902523 + Penalty 4384.496844 = -1239414.405679 nChanged 63 SP:Iteration 16Q (23010.930000 sec): 3 clusters Score: Raw -1243834.173687 + Penalty 4384.496844 = -1239449.676843 nChanged 41 SP:Iteration 17Q (23011.120000 sec): 3 clusters Score: Raw -1243854.183131 + Penalty 4384.496844 = -1239469.686287 nChanged 39 SP:Iteration 18Q (23011.320000 sec): 3 clusters Score: Raw -1243872.053576 + Penalty 4384.496844 = -1239487.556732 nChanged 27 SP:Iteration 19Q (23011.570000 sec): 3 clusters Score: Raw -1243880.148087 + Penalty 4384.496844 = -1239495.651243 nChanged 16 SP:Iteration 20F (23011.810000 sec): 3 clusters Score: Raw -1243884.221708 + Penalty 4384.496844 = -1239499.724864 nChanged 14 SP:Iteration 21Q (23012.020000 sec): 3 clusters Score: Raw -1243889.553404 + Penalty 4384.496844 = -1239505.056560 nChanged 8 SP:Iteration 22Q (23012.290000 sec): 3 clusters Score: Raw -1243892.272938 + Penalty 4384.496844 = -1239507.776094 nChanged 10 SP:Iteration 23Q (23012.480000 sec): 3 clusters Score: Raw -1243896.252484 + Penalty 4384.496844 = -1239511.755641 nChanged 16 SP:Iteration 24Q (23012.750000 sec): 3 clusters Score: Raw -1243904.544711 + Penalty 4384.496844 = -1239520.047867 nChanged 22 SP:Iteration 25Q (23012.990000 sec): 3 clusters Score: Raw -1243916.277054 + Penalty 4384.496844 = -1239531.780210 nChanged 24 SP:Iteration 26Q (23013.190000 sec): 3 clusters Score: Raw -1243930.683352 + Penalty 4384.496844 = -1239546.186508 nChanged 24 SP:Iteration 27Q (23013.450000 sec): 3 clusters Score: Raw -1243941.926823 + Penalty 4384.496844 = -1239557.429979 nChanged 19 SP:Iteration 28Q (23013.640000 sec): 3 clusters Score: Raw -1243947.342303 + Penalty 4384.496844 = -1239562.845459 nChanged 11 SP:Iteration 29Q (23013.870000 sec): 3 clusters Score: Raw -1243949.857852 + Penalty 4384.496844 = -1239565.361008 nChanged 7 SP:Iteration 30Q (23014.070000 sec): 3 clusters Score: Raw -1243953.507978 + Penalty 4384.496844 = -1239569.011134 nChanged 7 SP:Iteration 31Q (23014.320000 sec): 3 clusters Score: Raw -1243957.585233 + Penalty 4384.496844 = -1239573.088389 nChanged 7 SP:Iteration 32Q (23014.570000 sec): 3 clusters Score: Raw -1243958.919523 + Penalty 4384.496844 = -1239574.422679 nChanged 4 SP:Iteration 33Q (23014.800000 sec): 3 clusters Score: Raw -1243960.487608 + Penalty 4384.496844 = -1239575.990764 nChanged 6 SP:Iteration 34Q (23015.060000 sec): 3 clusters Score: Raw -1243962.155947 + Penalty 4384.496844 = -1239577.659103 nChanged 3 SP:Iteration 35Q (23015.240000 sec): 3 clusters Score: Raw -1243963.620930 + Penalty 4384.496844 = -1239579.124086 nChanged 9 SP:Iteration 36Q (23015.490000 sec): 3 clusters Score: Raw -1243968.722154 + Penalty 4384.496844 = -1239584.225310 nChanged 10 SP:Iteration 37Q (23015.690000 sec): 3 clusters Score: Raw -1243973.689159 + Penalty 4384.496844 = -1239589.192315 nChanged 10 SP:Iteration 38Q (23015.870000 sec): 3 clusters Score: Raw -1243977.478477 + Penalty 4384.496844 = -1239592.981633 nChanged 8 SP:Iteration 39Q (23016.090000 sec): 3 clusters Score: Raw -1243982.338014 + Penalty 4384.496844 = -1239597.841170 nChanged 10 SP:Iteration 40F (23016.340000 sec): 3 clusters Score: Raw -1243986.979019 + Penalty 4384.496844 = -1239602.482175 nChanged 9 SP:Iteration 41Q (23016.530000 sec): 3 clusters Score: Raw -1243991.063547 + Penalty 4384.496844 = -1239606.566703 nChanged 10 SP:Iteration 42Q (23016.750000 sec): 3 clusters Score: Raw -1243996.232803 + Penalty 4384.496844 = -1239611.735960 nChanged 14 SP:Iteration 43Q (23016.990000 sec): 3 clusters Score: Raw -1244003.602956 + Penalty 4384.496844 = -1239619.106112 nChanged 13 SP:Iteration 44Q (23017.220000 sec): 3 clusters Score: Raw -1244011.448252 + Penalty 4384.496844 = -1239626.951409 nChanged 10 SP:Iteration 45Q (23017.420000 sec): 3 clusters Score: Raw -1244014.634239 + Penalty 4384.496844 = -1239630.137395 nChanged 5 SP:Iteration 46Q (23017.690000 sec): 3 clusters Score: Raw -1244016.531884 + Penalty 4384.496844 = -1239632.035040 nChanged 2 SP:Iteration 47Q (23017.890000 sec): 3 clusters Score: Raw -1244017.065537 + Penalty 4384.496844 = -1239632.568693 nChanged 2 SP:Iteration 48Q (23018.150000 sec): 3 clusters Score: Raw -1244017.548489 + Penalty 4384.496844 = -1239633.051645 nChanged 1 SP:Iteration 49Q (23018.370000 sec): 3 clusters Score: Raw -1244017.739985 + Penalty 4384.496844 = -1239633.243141 nChanged 1 SP:Iteration 50Q (23018.560000 sec): 3 clusters Score: Raw -1244017.930758 + Penalty 4384.496844 = -1239633.433914 nChanged 0 SP:Iteration 51F (23018.760000 sec): 3 clusters Score: Raw -1244017.930758 + Penalty 4384.496844 = -1239633.433914 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 34 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23018.850000 sec): 2 clusters Score: Raw -162848.067054 + Penalty 1695.924490 = -161152.142564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23019.020000 sec): 3 clusters Score: Raw -162618.521283 + Penalty 3391.848980 = -159226.672304 nChanged 223 SP:Iteration 1F (23019.210000 sec): 3 clusters Score: Raw -162872.625641 + Penalty 3391.848980 = -159480.776662 nChanged 51 SP:Iteration 2F (23019.380000 sec): 3 clusters Score: Raw -162948.663155 + Penalty 3391.848980 = -159556.814175 nChanged 32 SP:Iteration 3Q (23019.550000 sec): 3 clusters Score: Raw -163000.083434 + Penalty 3391.848980 = -159608.234454 nChanged 18 SP:Iteration 4Q (23019.750000 sec): 3 clusters Score: Raw -163022.540591 + Penalty 3391.848980 = -159630.691612 nChanged 9 SP:Iteration 5Q (23019.950000 sec): 3 clusters Score: Raw -163036.310488 + Penalty 3391.848980 = -159644.461509 nChanged 8 SP:Iteration 6Q (23020.180000 sec): 3 clusters Score: Raw -163050.385887 + Penalty 3391.848980 = -159658.536908 nChanged 9 SP:Iteration 7Q (23020.350000 sec): 3 clusters Score: Raw -163060.648977 + Penalty 3391.848980 = -159668.799998 nChanged 2 SP:Iteration 8Q (23020.520000 sec): 3 clusters Score: Raw -163063.437528 + Penalty 3391.848980 = -159671.588548 nChanged 3 SP:Iteration 9Q (23020.670000 sec): 3 clusters Score: Raw -163066.126294 + Penalty 3391.848980 = -159674.277315 nChanged 3 SP:Iteration 10Q (23020.890000 sec): 3 clusters Score: Raw -163068.643245 + Penalty 3391.848980 = -159676.794265 nChanged 2 SP:Iteration 11Q (23021.050000 sec): 3 clusters Score: Raw -163070.793141 + Penalty 3391.848980 = -159678.944161 nChanged 5 SP:Iteration 12Q (23021.260000 sec): 3 clusters Score: Raw -163076.056917 + Penalty 3391.848980 = -159684.207937 nChanged 5 SP:Iteration 13Q (23021.470000 sec): 3 clusters Score: Raw -163082.652648 + Penalty 3391.848980 = -159690.803668 nChanged 5 SP:Iteration 14Q (23021.670000 sec): 3 clusters Score: Raw -163088.126761 + Penalty 3391.848980 = -159696.277781 nChanged 2 SP:Iteration 15Q (23021.800000 sec): 3 clusters Score: Raw -163090.690349 + Penalty 3391.848980 = -159698.841369 nChanged 2 SP:Iteration 16Q (23021.990000 sec): 3 clusters Score: Raw -163092.199772 + Penalty 3391.848980 = -159700.350792 nChanged 2 SP:Iteration 17Q (23022.210000 sec): 3 clusters Score: Raw -163094.367798 + Penalty 3391.848980 = -159702.518818 nChanged 1 SP:Iteration 18Q (23022.410000 sec): 3 clusters Score: Raw -163095.351886 + Penalty 3391.848980 = -159703.502906 nChanged 0 SP:Iteration 19F (23022.600000 sec): 3 clusters Score: Raw -163095.351886 + Penalty 3391.848980 = -159703.502906 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 35 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23022.690000 sec): 2 clusters Score: Raw -82750.426412 + Penalty 1554.265736 = -81196.160675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23022.910000 sec): 3 clusters Score: Raw -82822.800307 + Penalty 3108.531472 = -79714.268835 nChanged 117 SP:Iteration 1F (23023.100000 sec): 3 clusters Score: Raw -83113.623353 + Penalty 3108.531472 = -80005.091881 nChanged 33 SP:Iteration 2F (23023.260000 sec): 3 clusters Score: Raw -83235.578482 + Penalty 3108.531472 = -80127.047010 nChanged 26 SP:Iteration 3Q (23023.440000 sec): 3 clusters Score: Raw -83337.648709 + Penalty 3108.531472 = -80229.117237 nChanged 24 SP:Iteration 4Q (23023.620000 sec): 3 clusters Score: Raw -83421.393552 + Penalty 3108.531472 = -80312.862080 nChanged 18 SP:Iteration 5Q (23023.830000 sec): 3 clusters Score: Raw -83489.430392 + Penalty 3108.531472 = -80380.898920 nChanged 10 SP:Iteration 6Q (23024.030000 sec): 3 clusters Score: Raw -83533.375304 + Penalty 3108.531472 = -80424.843832 nChanged 13 SP:Iteration 7Q (23024.210000 sec): 3 clusters Score: Raw -83606.128973 + Penalty 3108.531472 = -80497.597501 nChanged 9 SP:Iteration 8Q (23024.390000 sec): 3 clusters Score: Raw -83638.854741 + Penalty 3108.531472 = -80530.323269 nChanged 4 SP:Iteration 9Q (23024.580000 sec): 3 clusters Score: Raw -83650.322924 + Penalty 3108.531472 = -80541.791451 nChanged 5 SP:Iteration 10Q (23024.780000 sec): 3 clusters Score: Raw -83658.652942 + Penalty 3108.531472 = -80550.121470 nChanged 4 SP:Iteration 11Q (23024.980000 sec): 3 clusters Score: Raw -83673.144335 + Penalty 3108.531472 = -80564.612863 nChanged 4 SP:Iteration 12Q (23025.160000 sec): 3 clusters Score: Raw -83679.462863 + Penalty 3108.531472 = -80570.931391 nChanged 1 SP:Iteration 13Q (23025.350000 sec): 3 clusters Score: Raw -83681.506761 + Penalty 3108.531472 = -80572.975289 nChanged 0 SP:Iteration 14F (23025.580000 sec): 3 clusters Score: Raw -83681.506761 + Penalty 3108.531472 = -80572.975289 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 36 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23025.670000 sec): 2 clusters Score: Raw -57206.205207 + Penalty 1441.904372 = -55764.300835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23025.870000 sec): 3 clusters Score: Raw -57279.274242 + Penalty 2883.808744 = -54395.465498 nChanged 29 SP:Iteration 1F (23026.000000 sec): 3 clusters Score: Raw -57356.650589 + Penalty 2883.808744 = -54472.841845 nChanged 13 SP:Iteration 2Q (23026.210000 sec): 3 clusters Score: Raw -57399.192006 + Penalty 2883.808744 = -54515.383262 nChanged 7 SP:Iteration 3Q (23026.420000 sec): 3 clusters Score: Raw -57420.511159 + Penalty 2883.808744 = -54536.702416 nChanged 3 SP:Iteration 4Q (23026.580000 sec): 3 clusters Score: Raw -57430.112023 + Penalty 2883.808744 = -54546.303279 nChanged 3 SP:Iteration 5Q (23026.750000 sec): 3 clusters Score: Raw -57439.083104 + Penalty 2883.808744 = -54555.274360 nChanged 0 SP:Iteration 6F (23026.940000 sec): 3 clusters Score: Raw -57439.083104 + Penalty 2883.808744 = -54555.274360 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 37 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23027.020000 sec): 2 clusters Score: Raw -353374.247730 + Penalty 1880.013539 = -351494.234191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23027.190000 sec): 3 clusters Score: Raw -352644.572743 + Penalty 3760.027077 = -348884.545666 nChanged 611 SP:Iteration 1F (23027.360000 sec): 3 clusters Score: Raw -353132.334111 + Penalty 3760.027077 = -349372.307034 nChanged 184 SP:Iteration 2F (23027.520000 sec): 3 clusters Score: Raw -353354.291813 + Penalty 3760.027077 = -349594.264736 nChanged 116 SP:Iteration 3F (23027.720000 sec): 3 clusters Score: Raw -353477.815829 + Penalty 3760.027077 = -349717.788752 nChanged 68 SP:Iteration 4Q (23027.900000 sec): 3 clusters Score: Raw -353546.363210 + Penalty 3760.027077 = -349786.336133 nChanged 56 SP:Iteration 5Q (23028.080000 sec): 3 clusters Score: Raw -353601.567507 + Penalty 3760.027077 = -349841.540430 nChanged 44 SP:Iteration 6Q (23028.240000 sec): 3 clusters Score: Raw -353646.698680 + Penalty 3760.027077 = -349886.671603 nChanged 40 SP:Iteration 7Q (23028.410000 sec): 3 clusters Score: Raw -353682.943048 + Penalty 3760.027077 = -349922.915971 nChanged 34 SP:Iteration 8Q (23028.540000 sec): 3 clusters Score: Raw -353737.405199 + Penalty 3760.027077 = -349977.378122 nChanged 45 SP:Iteration 9Q (23028.730000 sec): 3 clusters Score: Raw -353797.044359 + Penalty 3760.027077 = -350037.017282 nChanged 54 SP:Iteration 10Q (23028.900000 sec): 3 clusters Score: Raw -353861.521574 + Penalty 3760.027077 = -350101.494497 nChanged 43 SP:Iteration 11Q (23029.060000 sec): 3 clusters Score: Raw -353902.040004 + Penalty 3760.027077 = -350142.012927 nChanged 25 SP:Iteration 12Q (23029.240000 sec): 3 clusters Score: Raw -353919.856734 + Penalty 3760.027077 = -350159.829657 nChanged 16 SP:Iteration 13Q (23029.400000 sec): 3 clusters Score: Raw -353932.644061 + Penalty 3760.027077 = -350172.616984 nChanged 13 SP:Iteration 14Q (23029.620000 sec): 3 clusters Score: Raw -353942.956109 + Penalty 3760.027077 = -350182.929031 nChanged 10 SP:Iteration 15Q (23029.780000 sec): 3 clusters Score: Raw -353952.983626 + Penalty 3760.027077 = -350192.956549 nChanged 9 SP:Iteration 16Q (23029.960000 sec): 3 clusters Score: Raw -353959.378028 + Penalty 3760.027077 = -350199.350951 nChanged 9 SP:Iteration 17Q (23030.140000 sec): 3 clusters Score: Raw -353965.182061 + Penalty 3760.027077 = -350205.154984 nChanged 7 SP:Iteration 18Q (23030.320000 sec): 3 clusters Score: Raw -353971.747195 + Penalty 3760.027077 = -350211.720117 nChanged 8 SP:Iteration 19Q (23030.470000 sec): 3 clusters Score: Raw -353976.745440 + Penalty 3760.027077 = -350216.718363 nChanged 9 SP:Iteration 20F (23030.660000 sec): 3 clusters Score: Raw -353982.782827 + Penalty 3760.027077 = -350222.755750 nChanged 8 SP:Iteration 21Q (23030.880000 sec): 3 clusters Score: Raw -353987.323964 + Penalty 3760.027077 = -350227.296887 nChanged 8 SP:Iteration 22Q (23031.030000 sec): 3 clusters Score: Raw -353991.420643 + Penalty 3760.027077 = -350231.393566 nChanged 6 SP:Iteration 23Q (23031.240000 sec): 3 clusters Score: Raw -353995.482645 + Penalty 3760.027077 = -350235.455568 nChanged 5 SP:Iteration 24Q (23031.410000 sec): 3 clusters Score: Raw -354001.940940 + Penalty 3760.027077 = -350241.913863 nChanged 6 SP:Iteration 25Q (23031.580000 sec): 3 clusters Score: Raw -354004.881697 + Penalty 3760.027077 = -350244.854620 nChanged 4 SP:Iteration 26Q (23031.760000 sec): 3 clusters Score: Raw -354007.186829 + Penalty 3760.027077 = -350247.159752 nChanged 4 SP:Iteration 27Q (23031.950000 sec): 3 clusters Score: Raw -354009.191000 + Penalty 3760.027077 = -350249.163923 nChanged 4 SP:Iteration 28Q (23032.120000 sec): 3 clusters Score: Raw -354012.318332 + Penalty 3760.027077 = -350252.291255 nChanged 4 SP:Iteration 29Q (23032.300000 sec): 3 clusters Score: Raw -354015.495641 + Penalty 3760.027077 = -350255.468563 nChanged 2 SP:Iteration 30Q (23032.490000 sec): 3 clusters Score: Raw -354016.696840 + Penalty 3760.027077 = -350256.669763 nChanged 1 SP:Iteration 31Q (23032.690000 sec): 3 clusters Score: Raw -354017.125320 + Penalty 3760.027077 = -350257.098243 nChanged 1 SP:Iteration 32Q (23032.870000 sec): 3 clusters Score: Raw -354017.489944 + Penalty 3760.027077 = -350257.462867 nChanged 1 SP:Iteration 33Q (23033.070000 sec): 3 clusters Score: Raw -354018.550554 + Penalty 3760.027077 = -350258.523477 nChanged 1 SP:Iteration 34Q (23033.250000 sec): 3 clusters Score: Raw -354018.975187 + Penalty 3760.027077 = -350258.948110 nChanged 0 SP:Iteration 35F (23033.440000 sec): 3 clusters Score: Raw -354018.975187 + Penalty 3760.027077 = -350258.948110 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 38 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23033.540000 sec): 2 clusters Score: Raw -10094.805473 + Penalty 1124.084674 = -8970.720798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23033.720000 sec): 3 clusters Score: Raw -10611.597135 + Penalty 2248.169349 = -8363.427786 nChanged 7 SP:Iteration 1F (23033.920000 sec): 3 clusters Score: Raw -10736.501095 + Penalty 2248.169349 = -8488.331746 nChanged 1 SP:Iteration 2Q (23034.050000 sec): 3 clusters Score: Raw -10755.615070 + Penalty 2248.169349 = -8507.445721 nChanged 0 SP:Iteration 3F (23034.240000 sec): 3 clusters Score: Raw -10755.615070 + Penalty 2248.169349 = -8507.445721 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 39 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23034.360000 sec): 2 clusters Score: Raw -307889.211937 + Penalty 1850.629305 = -306038.582632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23034.530000 sec): 3 clusters Score: Raw -307265.802896 + Penalty 3701.258610 = -303564.544285 nChanged 512 SP:Iteration 1F (23034.720000 sec): 3 clusters Score: Raw -307748.644934 + Penalty 3701.258610 = -304047.386324 nChanged 141 SP:Iteration 2F (23034.900000 sec): 3 clusters Score: Raw -307929.571901 + Penalty 3701.258610 = -304228.313291 nChanged 100 SP:Iteration 3F (23035.090000 sec): 3 clusters Score: Raw -308040.889636 + Penalty 3701.258610 = -304339.631025 nChanged 59 SP:Iteration 4Q (23035.290000 sec): 3 clusters Score: Raw -308100.155009 + Penalty 3701.258610 = -304398.896399 nChanged 32 SP:Iteration 5Q (23035.470000 sec): 3 clusters Score: Raw -308131.076693 + Penalty 3701.258610 = -304429.818083 nChanged 26 SP:Iteration 6Q (23035.660000 sec): 3 clusters Score: Raw -308161.773420 + Penalty 3701.258610 = -304460.514810 nChanged 25 SP:Iteration 7Q (23035.800000 sec): 3 clusters Score: Raw -308183.428638 + Penalty 3701.258610 = -304482.170028 nChanged 19 SP:Iteration 8Q (23035.970000 sec): 3 clusters Score: Raw -308204.259186 + Penalty 3701.258610 = -304503.000576 nChanged 14 SP:Iteration 9Q (23036.170000 sec): 3 clusters Score: Raw -308220.326674 + Penalty 3701.258610 = -304519.068063 nChanged 16 SP:Iteration 10Q (23036.350000 sec): 3 clusters Score: Raw -308233.019548 + Penalty 3701.258610 = -304531.760938 nChanged 7 SP:Iteration 11Q (23036.570000 sec): 3 clusters Score: Raw -308238.233671 + Penalty 3701.258610 = -304536.975061 nChanged 8 SP:Iteration 12Q (23036.730000 sec): 3 clusters Score: Raw -308244.000783 + Penalty 3701.258610 = -304542.742173 nChanged 8 SP:Iteration 13Q (23036.930000 sec): 3 clusters Score: Raw -308248.863772 + Penalty 3701.258610 = -304547.605162 nChanged 6 SP:Iteration 14Q (23037.100000 sec): 3 clusters Score: Raw -308255.041556 + Penalty 3701.258610 = -304553.782946 nChanged 11 SP:Iteration 15Q (23037.290000 sec): 3 clusters Score: Raw -308270.561980 + Penalty 3701.258610 = -304569.303370 nChanged 17 SP:Iteration 16Q (23037.480000 sec): 3 clusters Score: Raw -308284.882777 + Penalty 3701.258610 = -304583.624167 nChanged 11 SP:Iteration 17Q (23037.650000 sec): 3 clusters Score: Raw -308293.931061 + Penalty 3701.258610 = -304592.672451 nChanged 10 SP:Iteration 18Q (23037.850000 sec): 3 clusters Score: Raw -308302.752564 + Penalty 3701.258610 = -304601.493954 nChanged 10 SP:Iteration 19Q (23038.020000 sec): 3 clusters Score: Raw -308312.034581 + Penalty 3701.258610 = -304610.775971 nChanged 10 SP:Iteration 20F (23038.150000 sec): 3 clusters Score: Raw -308319.701949 + Penalty 3701.258610 = -304618.443339 nChanged 9 SP:Iteration 21Q (23038.320000 sec): 3 clusters Score: Raw -308327.491813 + Penalty 3701.258610 = -304626.233203 nChanged 5 SP:Iteration 22Q (23038.490000 sec): 3 clusters Score: Raw -308331.380953 + Penalty 3701.258610 = -304630.122343 nChanged 3 SP:Iteration 23Q (23038.700000 sec): 3 clusters Score: Raw -308333.953418 + Penalty 3701.258610 = -304632.694808 nChanged 4 SP:Iteration 24Q (23038.880000 sec): 3 clusters Score: Raw -308337.736390 + Penalty 3701.258610 = -304636.477780 nChanged 4 SP:Iteration 25Q (23039.060000 sec): 3 clusters Score: Raw -308340.044453 + Penalty 3701.258610 = -304638.785843 nChanged 4 SP:Iteration 26Q (23039.260000 sec): 3 clusters Score: Raw -308343.698434 + Penalty 3701.258610 = -304642.439824 nChanged 2 SP:Iteration 27Q (23039.410000 sec): 3 clusters Score: Raw -308345.583286 + Penalty 3701.258610 = -304644.324676 nChanged 3 SP:Iteration 28Q (23039.610000 sec): 3 clusters Score: Raw -308346.769081 + Penalty 3701.258610 = -304645.510471 nChanged 4 SP:Iteration 29Q (23039.830000 sec): 3 clusters Score: Raw -308350.425548 + Penalty 3701.258610 = -304649.166938 nChanged 5 SP:Iteration 30Q (23039.960000 sec): 3 clusters Score: Raw -308357.263272 + Penalty 3701.258610 = -304656.004662 nChanged 6 SP:Iteration 31Q (23040.160000 sec): 3 clusters Score: Raw -308361.970765 + Penalty 3701.258610 = -304660.712154 nChanged 3 SP:Iteration 32Q (23040.340000 sec): 3 clusters Score: Raw -308364.087139 + Penalty 3701.258610 = -304662.828529 nChanged 3 SP:Iteration 33Q (23040.530000 sec): 3 clusters Score: Raw -308365.978870 + Penalty 3701.258610 = -304664.720260 nChanged 4 SP:Iteration 34Q (23040.710000 sec): 3 clusters Score: Raw -308368.396921 + Penalty 3701.258610 = -304667.138311 nChanged 2 SP:Iteration 35Q (23040.890000 sec): 3 clusters Score: Raw -308370.370777 + Penalty 3701.258610 = -304669.112167 nChanged 2 SP:Iteration 36Q (23041.050000 sec): 3 clusters Score: Raw -308372.911050 + Penalty 3701.258610 = -304671.652440 nChanged 5 SP:Iteration 37Q (23041.220000 sec): 3 clusters Score: Raw -308376.385943 + Penalty 3701.258610 = -304675.127333 nChanged 5 SP:Iteration 38Q (23041.400000 sec): 3 clusters Score: Raw -308380.390434 + Penalty 3701.258610 = -304679.131824 nChanged 9 SP:Iteration 39Q (23041.620000 sec): 3 clusters Score: Raw -308388.895949 + Penalty 3701.258610 = -304687.637338 nChanged 8 SP:Iteration 40F (23041.790000 sec): 3 clusters Score: Raw -308396.205325 + Penalty 3701.258610 = -304694.946715 nChanged 10 SP:Iteration 41Q (23041.970000 sec): 3 clusters Score: Raw -308408.817502 + Penalty 3701.258610 = -304707.558892 nChanged 12 SP:Iteration 42Q (23042.150000 sec): 3 clusters Score: Raw -308418.870907 + Penalty 3701.258610 = -304717.612297 nChanged 8 SP:Iteration 43Q (23042.320000 sec): 3 clusters Score: Raw -308425.456499 + Penalty 3701.258610 = -304724.197889 nChanged 7 SP:Iteration 44Q (23042.540000 sec): 3 clusters Score: Raw -308430.061777 + Penalty 3701.258610 = -304728.803167 nChanged 0 SP:Iteration 45F (23042.760000 sec): 3 clusters Score: Raw -308430.061777 + Penalty 3701.258610 = -304728.803167 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 40 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23042.850000 sec): 2 clusters Score: Raw -191110.218895 + Penalty 1726.166237 = -189384.052658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23043.020000 sec): 3 clusters Score: Raw -190883.080553 + Penalty 3452.332474 = -187430.748079 nChanged 280 SP:Iteration 1F (23043.190000 sec): 3 clusters Score: Raw -191182.302420 + Penalty 3452.332474 = -187729.969946 nChanged 57 SP:Iteration 2F (23043.350000 sec): 3 clusters Score: Raw -191321.210030 + Penalty 3452.332474 = -187868.877556 nChanged 34 SP:Iteration 3Q (23043.490000 sec): 3 clusters Score: Raw -191455.853970 + Penalty 3452.332474 = -188003.521497 nChanged 56 SP:Iteration 4F (23043.710000 sec): 3 clusters Score: Raw -191564.494657 + Penalty 3452.332474 = -188112.162183 nChanged 66 SP:Iteration 5F (23043.860000 sec): 3 clusters Score: Raw -191685.675228 + Penalty 3452.332474 = -188233.342755 nChanged 58 SP:Iteration 6F (23044.070000 sec): 3 clusters Score: Raw -191811.269566 + Penalty 3452.332474 = -188358.937092 nChanged 49 SP:Iteration 7Q (23044.210000 sec): 3 clusters Score: Raw -191910.171854 + Penalty 3452.332474 = -188457.839381 nChanged 32 SP:Iteration 8Q (23044.410000 sec): 3 clusters Score: Raw -191972.505144 + Penalty 3452.332474 = -188520.172670 nChanged 17 SP:Iteration 9Q (23044.550000 sec): 3 clusters Score: Raw -191999.884372 + Penalty 3452.332474 = -188547.551898 nChanged 14 SP:Iteration 10Q (23044.760000 sec): 3 clusters Score: Raw -192027.708959 + Penalty 3452.332474 = -188575.376485 nChanged 13 SP:Iteration 11Q (23044.920000 sec): 3 clusters Score: Raw -192057.424240 + Penalty 3452.332474 = -188605.091766 nChanged 17 SP:Iteration 12Q (23045.150000 sec): 3 clusters Score: Raw -192093.339402 + Penalty 3452.332474 = -188641.006929 nChanged 12 SP:Iteration 13Q (23045.290000 sec): 3 clusters Score: Raw -192114.814667 + Penalty 3452.332474 = -188662.482193 nChanged 13 SP:Iteration 14Q (23045.480000 sec): 3 clusters Score: Raw -192142.511607 + Penalty 3452.332474 = -188690.179133 nChanged 10 SP:Iteration 15Q (23045.660000 sec): 3 clusters Score: Raw -192164.906776 + Penalty 3452.332474 = -188712.574302 nChanged 9 SP:Iteration 16Q (23045.810000 sec): 3 clusters Score: Raw -192179.375521 + Penalty 3452.332474 = -188727.043048 nChanged 2 SP:Iteration 17Q (23046.020000 sec): 3 clusters Score: Raw -192181.921125 + Penalty 3452.332474 = -188729.588651 nChanged 1 SP:Iteration 18Q (23046.170000 sec): 3 clusters Score: Raw -192183.579392 + Penalty 3452.332474 = -188731.246918 nChanged 0 SP:Iteration 19F (23046.390000 sec): 3 clusters Score: Raw -192183.579392 + Penalty 3452.332474 = -188731.246918 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 41 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23046.480000 sec): 2 clusters Score: Raw -18669.869789 + Penalty 1312.739597 = -17357.130192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23046.650000 sec): 3 clusters Score: Raw -19095.653356 + Penalty 2625.479193 = -16470.174163 nChanged 20 SP:Iteration 1F (23046.840000 sec): 3 clusters Score: Raw -19183.619164 + Penalty 2625.479193 = -16558.139971 nChanged 4 SP:Iteration 2Q (23047.000000 sec): 3 clusters Score: Raw -19201.663605 + Penalty 2625.479193 = -16576.184412 nChanged 4 SP:Iteration 3Q (23047.220000 sec): 3 clusters Score: Raw -19213.821375 + Penalty 2625.479193 = -16588.342182 nChanged 1 SP:Iteration 4Q (23047.340000 sec): 3 clusters Score: Raw -19221.893479 + Penalty 2625.479193 = -16596.414286 nChanged 2 SP:Iteration 5Q (23047.560000 sec): 3 clusters Score: Raw -19229.359902 + Penalty 2625.479193 = -16603.880709 nChanged 1 SP:Iteration 6Q (23047.690000 sec): 3 clusters Score: Raw -19233.246803 + Penalty 2625.479193 = -16607.767610 nChanged 0 SP:Iteration 7F (23047.850000 sec): 3 clusters Score: Raw -19233.246803 + Penalty 2625.479193 = -16607.767610 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 42 (1109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23047.960000 sec): 2 clusters Score: Raw -186368.791968 + Penalty 1738.781069 = -184630.010899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23048.160000 sec): 3 clusters Score: Raw -186088.163359 + Penalty 3477.562138 = -182610.601221 nChanged 287 SP:Iteration 1F (23048.350000 sec): 3 clusters Score: Raw -186404.936684 + Penalty 3477.562138 = -182927.374546 nChanged 73 SP:Iteration 2F (23048.570000 sec): 3 clusters Score: Raw -186509.170318 + Penalty 3477.562138 = -183031.608180 nChanged 43 SP:Iteration 3Q (23048.760000 sec): 3 clusters Score: Raw -186555.752432 + Penalty 3477.562138 = -183078.190294 nChanged 19 SP:Iteration 4Q (23048.920000 sec): 3 clusters Score: Raw -186580.719514 + Penalty 3477.562138 = -183103.157376 nChanged 15 SP:Iteration 5Q (23049.080000 sec): 3 clusters Score: Raw -186602.440440 + Penalty 3477.562138 = -183124.878302 nChanged 13 SP:Iteration 6Q (23049.250000 sec): 3 clusters Score: Raw -186617.616249 + Penalty 3477.562138 = -183140.054111 nChanged 6 SP:Iteration 7Q (23049.410000 sec): 3 clusters Score: Raw -186626.956034 + Penalty 3477.562138 = -183149.393896 nChanged 4 SP:Iteration 8Q (23049.630000 sec): 3 clusters Score: Raw -186629.984506 + Penalty 3477.562138 = -183152.422368 nChanged 7 SP:Iteration 9Q (23049.790000 sec): 3 clusters Score: Raw -186637.589213 + Penalty 3477.562138 = -183160.027075 nChanged 3 SP:Iteration 10Q (23049.990000 sec): 3 clusters Score: Raw -186641.292368 + Penalty 3477.562138 = -183163.730230 nChanged 2 SP:Iteration 11Q (23050.190000 sec): 3 clusters Score: Raw -186642.495741 + Penalty 3477.562138 = -183164.933603 nChanged 0 SP:Iteration 12F (23050.370000 sec): 3 clusters Score: Raw -186642.495741 + Penalty 3477.562138 = -183164.933603 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23050.470000 sec): 2 clusters Score: Raw -18121.443453 + Penalty 1283.685134 = -16837.758320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23050.670000 sec): 3 clusters Score: Raw -18564.863098 + Penalty 2567.370267 = -15997.492830 nChanged 27 SP:Iteration 1F (23050.840000 sec): 3 clusters Score: Raw -18695.235447 + Penalty 2567.370267 = -16127.865180 nChanged 6 SP:Iteration 2Q (23051.040000 sec): 3 clusters Score: Raw -18723.158710 + Penalty 2567.370267 = -16155.788443 nChanged 3 SP:Iteration 3Q (23051.190000 sec): 3 clusters Score: Raw -18733.040890 + Penalty 2567.370267 = -16165.670622 nChanged 0 SP:Iteration 4F (23051.430000 sec): 3 clusters Score: Raw -18733.040890 + Penalty 2567.370267 = -16165.670622 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 44 (3291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23051.490000 sec): 2 clusters Score: Raw -591055.978081 + Penalty 2008.538794 = -589047.439287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23051.690000 sec): 3 clusters Score: Raw -589612.211476 + Penalty 4017.077587 = -585595.133889 nChanged 1125 SP:Iteration 1F (23051.950000 sec): 3 clusters Score: Raw -590306.444802 + Penalty 4017.077587 = -586289.367215 nChanged 259 SP:Iteration 2F (23052.110000 sec): 3 clusters Score: Raw -590483.289352 + Penalty 4017.077587 = -586466.211765 nChanged 159 SP:Iteration 3Q (23052.290000 sec): 3 clusters Score: Raw -590583.184328 + Penalty 4017.077587 = -586566.106740 nChanged 127 SP:Iteration 4Q (23052.500000 sec): 3 clusters Score: Raw -590677.443706 + Penalty 4017.077587 = -586660.366119 nChanged 105 SP:Iteration 5Q (23052.680000 sec): 3 clusters Score: Raw -590757.052868 + Penalty 4017.077587 = -586739.975280 nChanged 87 SP:Iteration 6Q (23052.890000 sec): 3 clusters Score: Raw -590808.861903 + Penalty 4017.077587 = -586791.784315 nChanged 61 SP:Iteration 7Q (23053.080000 sec): 3 clusters Score: Raw -590847.035317 + Penalty 4017.077587 = -586829.957729 nChanged 53 SP:Iteration 8Q (23053.230000 sec): 3 clusters Score: Raw -590877.104844 + Penalty 4017.077587 = -586860.027256 nChanged 61 SP:Iteration 9Q (23053.430000 sec): 3 clusters Score: Raw -590915.525402 + Penalty 4017.077587 = -586898.447815 nChanged 49 SP:Iteration 10Q (23053.580000 sec): 3 clusters Score: Raw -590946.054571 + Penalty 4017.077587 = -586928.976983 nChanged 55 SP:Iteration 11Q (23053.780000 sec): 3 clusters Score: Raw -590979.237464 + Penalty 4017.077587 = -586962.159876 nChanged 43 SP:Iteration 12Q (23054.000000 sec): 3 clusters Score: Raw -591002.874639 + Penalty 4017.077587 = -586985.797052 nChanged 44 SP:Iteration 13Q (23054.160000 sec): 3 clusters Score: Raw -591029.244790 + Penalty 4017.077587 = -587012.167203 nChanged 30 SP:Iteration 14Q (23054.360000 sec): 3 clusters Score: Raw -591045.966053 + Penalty 4017.077587 = -587028.888466 nChanged 32 SP:Iteration 15Q (23054.580000 sec): 3 clusters Score: Raw -591061.740549 + Penalty 4017.077587 = -587044.662962 nChanged 23 SP:Iteration 16Q (23054.780000 sec): 3 clusters Score: Raw -591072.312608 + Penalty 4017.077587 = -587055.235020 nChanged 20 SP:Iteration 17Q (23054.940000 sec): 3 clusters Score: Raw -591082.629735 + Penalty 4017.077587 = -587065.552147 nChanged 21 SP:Iteration 18Q (23055.160000 sec): 3 clusters Score: Raw -591091.738237 + Penalty 4017.077587 = -587074.660649 nChanged 21 SP:Iteration 19Q (23055.360000 sec): 3 clusters Score: Raw -591100.103994 + Penalty 4017.077587 = -587083.026407 nChanged 17 SP:Iteration 20F (23055.550000 sec): 3 clusters Score: Raw -591108.291055 + Penalty 4017.077587 = -587091.213468 nChanged 21 SP:Iteration 21Q (23055.770000 sec): 3 clusters Score: Raw -591119.568990 + Penalty 4017.077587 = -587102.491403 nChanged 21 SP:Iteration 22Q (23055.940000 sec): 3 clusters Score: Raw -591129.089679 + Penalty 4017.077587 = -587112.012092 nChanged 18 SP:Iteration 23Q (23056.150000 sec): 3 clusters Score: Raw -591136.009300 + Penalty 4017.077587 = -587118.931713 nChanged 16 SP:Iteration 24Q (23056.320000 sec): 3 clusters Score: Raw -591144.474348 + Penalty 4017.077587 = -587127.396761 nChanged 21 SP:Iteration 25Q (23056.520000 sec): 3 clusters Score: Raw -591154.224089 + Penalty 4017.077587 = -587137.146502 nChanged 16 SP:Iteration 26Q (23056.700000 sec): 3 clusters Score: Raw -591163.752742 + Penalty 4017.077587 = -587146.675154 nChanged 21 SP:Iteration 27Q (23056.910000 sec): 3 clusters Score: Raw -591171.799877 + Penalty 4017.077587 = -587154.722290 nChanged 16 SP:Iteration 28Q (23057.130000 sec): 3 clusters Score: Raw -591178.305774 + Penalty 4017.077587 = -587161.228186 nChanged 12 SP:Iteration 29Q (23057.330000 sec): 3 clusters Score: Raw -591183.411552 + Penalty 4017.077587 = -587166.333965 nChanged 12 SP:Iteration 30Q (23057.500000 sec): 3 clusters Score: Raw -591187.334127 + Penalty 4017.077587 = -587170.256539 nChanged 7 SP:Iteration 31Q (23057.710000 sec): 3 clusters Score: Raw -591191.015858 + Penalty 4017.077587 = -587173.938270 nChanged 7 SP:Iteration 32Q (23057.890000 sec): 3 clusters Score: Raw -591193.366470 + Penalty 4017.077587 = -587176.288882 nChanged 5 SP:Iteration 33Q (23058.080000 sec): 3 clusters Score: Raw -591194.874972 + Penalty 4017.077587 = -587177.797385 nChanged 5 SP:Iteration 34Q (23058.270000 sec): 3 clusters Score: Raw -591196.364491 + Penalty 4017.077587 = -587179.286903 nChanged 6 SP:Iteration 35Q (23058.430000 sec): 3 clusters Score: Raw -591198.705989 + Penalty 4017.077587 = -587181.628402 nChanged 10 SP:Iteration 36Q (23058.660000 sec): 3 clusters Score: Raw -591202.426772 + Penalty 4017.077587 = -587185.349184 nChanged 11 SP:Iteration 37Q (23058.920000 sec): 3 clusters Score: Raw -591207.261083 + Penalty 4017.077587 = -587190.183495 nChanged 10 SP:Iteration 38Q (23059.100000 sec): 3 clusters Score: Raw -591211.769068 + Penalty 4017.077587 = -587194.691480 nChanged 10 SP:Iteration 39Q (23059.290000 sec): 3 clusters Score: Raw -591218.471226 + Penalty 4017.077587 = -587201.393638 nChanged 17 SP:Iteration 40F (23059.470000 sec): 3 clusters Score: Raw -591226.101552 + Penalty 4017.077587 = -587209.023964 nChanged 13 SP:Iteration 41Q (23059.680000 sec): 3 clusters Score: Raw -591229.475511 + Penalty 4017.077587 = -587212.397924 nChanged 5 SP:Iteration 42Q (23059.900000 sec): 3 clusters Score: Raw -591232.568909 + Penalty 4017.077587 = -587215.491322 nChanged 6 SP:Iteration 43Q (23060.110000 sec): 3 clusters Score: Raw -591234.333937 + Penalty 4017.077587 = -587217.256350 nChanged 5 SP:Iteration 44Q (23060.290000 sec): 3 clusters Score: Raw -591235.675813 + Penalty 4017.077587 = -587218.598226 nChanged 2 SP:Iteration 45Q (23060.490000 sec): 3 clusters Score: Raw -591236.603684 + Penalty 4017.077587 = -587219.526096 nChanged 2 SP:Iteration 46Q (23060.660000 sec): 3 clusters Score: Raw -591236.980723 + Penalty 4017.077587 = -587219.903136 nChanged 3 SP:Iteration 47Q (23060.850000 sec): 3 clusters Score: Raw -591237.566083 + Penalty 4017.077587 = -587220.488496 nChanged 1 SP:Iteration 48Q (23061.060000 sec): 3 clusters Score: Raw -591237.864660 + Penalty 4017.077587 = -587220.787073 nChanged 1 SP:Iteration 49Q (23061.230000 sec): 3 clusters Score: Raw -591238.066708 + Penalty 4017.077587 = -587220.989121 nChanged 2 SP:Iteration 50Q (23061.500000 sec): 3 clusters Score: Raw -591238.520341 + Penalty 4017.077587 = -587221.442753 nChanged 2 SP:Iteration 51Q (23061.670000 sec): 3 clusters Score: Raw -591239.663894 + Penalty 4017.077587 = -587222.586307 nChanged 1 SP:Iteration 52Q (23061.850000 sec): 3 clusters Score: Raw -591239.786253 + Penalty 4017.077587 = -587222.708665 nChanged 0 SP:Iteration 53F (23062.080000 sec): 3 clusters Score: Raw -591239.786253 + Penalty 4017.077587 = -587222.708665 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 45 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23062.180000 sec): 2 clusters Score: Raw -109457.440363 + Penalty 1628.534763 = -107828.905600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23062.390000 sec): 3 clusters Score: Raw -109446.239873 + Penalty 3257.069525 = -106189.170348 nChanged 185 SP:Iteration 1F (23062.600000 sec): 3 clusters Score: Raw -109862.881509 + Penalty 3257.069525 = -106605.811984 nChanged 69 SP:Iteration 2F (23062.760000 sec): 3 clusters Score: Raw -110151.845259 + Penalty 3257.069525 = -106894.775733 nChanged 62 SP:Iteration 3F (23063.010000 sec): 3 clusters Score: Raw -110428.861605 + Penalty 3257.069525 = -107171.792080 nChanged 40 SP:Iteration 4F (23063.160000 sec): 3 clusters Score: Raw -110586.520287 + Penalty 3257.069525 = -107329.450762 nChanged 20 SP:Iteration 5Q (23063.340000 sec): 3 clusters Score: Raw -110662.916381 + Penalty 3257.069525 = -107405.846856 nChanged 15 SP:Iteration 6Q (23063.500000 sec): 3 clusters Score: Raw -110696.778706 + Penalty 3257.069525 = -107439.709181 nChanged 8 SP:Iteration 7Q (23063.680000 sec): 3 clusters Score: Raw -110720.113156 + Penalty 3257.069525 = -107463.043631 nChanged 2 SP:Iteration 8Q (23063.900000 sec): 3 clusters Score: Raw -110722.310154 + Penalty 3257.069525 = -107465.240629 nChanged 1 SP:Iteration 9Q (23064.060000 sec): 3 clusters Score: Raw -110728.033216 + Penalty 3257.069525 = -107470.963691 nChanged 2 SP:Iteration 10Q (23064.220000 sec): 3 clusters Score: Raw -110739.231603 + Penalty 3257.069525 = -107482.162078 nChanged 1 SP:Iteration 11Q (23064.390000 sec): 3 clusters Score: Raw -110743.658426 + Penalty 3257.069525 = -107486.588901 nChanged 0 SP:Iteration 12F (23064.560000 sec): 3 clusters Score: Raw -110743.658426 + Penalty 3257.069525 = -107486.588901 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 46 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23064.630000 sec): 2 clusters Score: Raw -80378.633357 + Penalty 1547.104507 = -78831.528850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23064.850000 sec): 3 clusters Score: Raw -80407.936757 + Penalty 3094.209014 = -77313.727743 nChanged 107 SP:Iteration 1F (23065.050000 sec): 3 clusters Score: Raw -80694.280443 + Penalty 3094.209014 = -77600.071429 nChanged 41 SP:Iteration 2F (23065.240000 sec): 3 clusters Score: Raw -80979.716861 + Penalty 3094.209014 = -77885.507847 nChanged 18 SP:Iteration 3Q (23065.450000 sec): 3 clusters Score: Raw -81133.917746 + Penalty 3094.209014 = -78039.708732 nChanged 12 SP:Iteration 4Q (23065.630000 sec): 3 clusters Score: Raw -81158.803906 + Penalty 3094.209014 = -78064.594892 nChanged 8 SP:Iteration 5Q (23065.800000 sec): 3 clusters Score: Raw -81183.202398 + Penalty 3094.209014 = -78088.993384 nChanged 7 SP:Iteration 6Q (23066.050000 sec): 3 clusters Score: Raw -81201.938907 + Penalty 3094.209014 = -78107.729893 nChanged 5 SP:Iteration 7Q (23066.280000 sec): 3 clusters Score: Raw -81217.276438 + Penalty 3094.209014 = -78123.067424 nChanged 7 SP:Iteration 8Q (23066.430000 sec): 3 clusters Score: Raw -81252.552041 + Penalty 3094.209014 = -78158.343027 nChanged 5 SP:Iteration 9Q (23066.640000 sec): 3 clusters Score: Raw -81265.388719 + Penalty 3094.209014 = -78171.179705 nChanged 2 SP:Iteration 10Q (23066.820000 sec): 3 clusters Score: Raw -81269.925023 + Penalty 3094.209014 = -78175.716009 nChanged 2 SP:Iteration 11Q (23066.990000 sec): 3 clusters Score: Raw -81283.703128 + Penalty 3094.209014 = -78189.494114 nChanged 4 SP:Iteration 12Q (23067.130000 sec): 3 clusters Score: Raw -81297.306496 + Penalty 3094.209014 = -78203.097482 nChanged 1 SP:Iteration 13Q (23067.370000 sec): 3 clusters Score: Raw -81298.697264 + Penalty 3094.209014 = -78204.488250 nChanged 1 SP:Iteration 14Q (23067.550000 sec): 3 clusters Score: Raw -81301.743963 + Penalty 3094.209014 = -78207.534949 nChanged 0 SP:Iteration 15F (23067.780000 sec): 3 clusters Score: Raw -81301.774698 + Penalty 3094.209014 = -78207.565684 nChanged 1 SP:Iteration 16Q (23067.950000 sec): 3 clusters Score: Raw -81305.247342 + Penalty 3094.209014 = -78211.038328 nChanged 1 SP:Iteration 17Q (23068.120000 sec): 3 clusters Score: Raw -81306.104618 + Penalty 3094.209014 = -78211.895604 nChanged 0 SP:Iteration 18F (23068.280000 sec): 3 clusters Score: Raw -81306.104618 + Penalty 3094.209014 = -78211.895604 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 47 (6537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23068.450000 sec): 2 clusters Score: Raw -1160300.761150 + Penalty 2178.737939 = -1158122.023211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23068.650000 sec): 3 clusters Score: Raw -1157051.157081 + Penalty 4357.475877 = -1152693.681204 nChanged 2567 SP:Iteration 1F (23068.880000 sec): 3 clusters Score: Raw -1158375.487942 + Penalty 4357.475877 = -1154018.012065 nChanged 457 SP:Iteration 2F (23069.060000 sec): 3 clusters Score: Raw -1158718.311329 + Penalty 4357.475877 = -1154360.835452 nChanged 384 SP:Iteration 3F (23069.250000 sec): 3 clusters Score: Raw -1159006.316507 + Penalty 4357.475877 = -1154648.840630 nChanged 321 SP:Iteration 4Q (23069.470000 sec): 3 clusters Score: Raw -1159173.127136 + Penalty 4357.475877 = -1154815.651259 nChanged 275 SP:Iteration 5Q (23069.690000 sec): 3 clusters Score: Raw -1159304.786395 + Penalty 4357.475877 = -1154947.310518 nChanged 208 SP:Iteration 6Q (23069.870000 sec): 3 clusters Score: Raw -1159407.316844 + Penalty 4357.475877 = -1155049.840967 nChanged 203 SP:Iteration 7Q (23070.110000 sec): 3 clusters Score: Raw -1159503.847697 + Penalty 4357.475877 = -1155146.371820 nChanged 171 SP:Iteration 8Q (23070.330000 sec): 3 clusters Score: Raw -1159577.987298 + Penalty 4357.475877 = -1155220.511421 nChanged 168 SP:Iteration 9Q (23070.570000 sec): 3 clusters Score: Raw -1159663.321540 + Penalty 4357.475877 = -1155305.845662 nChanged 195 SP:Iteration 10Q (23070.770000 sec): 3 clusters Score: Raw -1159766.350013 + Penalty 4357.475877 = -1155408.874136 nChanged 210 SP:Iteration 11Q (23071.000000 sec): 3 clusters Score: Raw -1159876.990038 + Penalty 4357.475877 = -1155519.514160 nChanged 215 SP:Iteration 12Q (23071.150000 sec): 3 clusters Score: Raw -1160002.912000 + Penalty 4357.475877 = -1155645.436123 nChanged 214 SP:Iteration 13Q (23071.370000 sec): 3 clusters Score: Raw -1160149.946830 + Penalty 4357.475877 = -1155792.470952 nChanged 225 SP:Iteration 14Q (23071.550000 sec): 3 clusters Score: Raw -1160324.752428 + Penalty 4357.475877 = -1155967.276551 nChanged 210 SP:Iteration 15Q (23071.770000 sec): 3 clusters Score: Raw -1160501.914104 + Penalty 4357.475877 = -1156144.438227 nChanged 153 SP:Iteration 16Q (23072.030000 sec): 3 clusters Score: Raw -1160636.074289 + Penalty 4357.475877 = -1156278.598411 nChanged 110 SP:Iteration 17Q (23072.210000 sec): 3 clusters Score: Raw -1160731.458209 + Penalty 4357.475877 = -1156373.982331 nChanged 88 SP:Iteration 18Q (23072.480000 sec): 3 clusters Score: Raw -1160806.465328 + Penalty 4357.475877 = -1156448.989451 nChanged 77 SP:Iteration 19Q (23072.680000 sec): 3 clusters Score: Raw -1160880.484730 + Penalty 4357.475877 = -1156523.008852 nChanged 61 SP:Iteration 20F (23072.920000 sec): 3 clusters Score: Raw -1160949.635417 + Penalty 4357.475877 = -1156592.159540 nChanged 54 SP:Iteration 21Q (23073.140000 sec): 3 clusters Score: Raw -1161002.978523 + Penalty 4357.475877 = -1156645.502645 nChanged 30 SP:Iteration 22Q (23073.330000 sec): 3 clusters Score: Raw -1161037.526291 + Penalty 4357.475877 = -1156680.050414 nChanged 28 SP:Iteration 23Q (23073.520000 sec): 3 clusters Score: Raw -1161071.004061 + Penalty 4357.475877 = -1156713.528183 nChanged 30 SP:Iteration 24Q (23073.750000 sec): 3 clusters Score: Raw -1161109.796828 + Penalty 4357.475877 = -1156752.320951 nChanged 26 SP:Iteration 25Q (23074.010000 sec): 3 clusters Score: Raw -1161143.212775 + Penalty 4357.475877 = -1156785.736898 nChanged 25 SP:Iteration 26Q (23074.270000 sec): 3 clusters Score: Raw -1161178.668716 + Penalty 4357.475877 = -1156821.192839 nChanged 20 SP:Iteration 27Q (23074.440000 sec): 3 clusters Score: Raw -1161204.094541 + Penalty 4357.475877 = -1156846.618663 nChanged 26 SP:Iteration 28Q (23074.630000 sec): 3 clusters Score: Raw -1161236.769609 + Penalty 4357.475877 = -1156879.293732 nChanged 24 SP:Iteration 29Q (23074.860000 sec): 3 clusters Score: Raw -1161261.332890 + Penalty 4357.475877 = -1156903.857013 nChanged 17 SP:Iteration 30Q (23075.030000 sec): 3 clusters Score: Raw -1161286.686813 + Penalty 4357.475877 = -1156929.210936 nChanged 23 SP:Iteration 31Q (23075.230000 sec): 3 clusters Score: Raw -1161318.737183 + Penalty 4357.475877 = -1156961.261306 nChanged 18 SP:Iteration 32Q (23075.430000 sec): 3 clusters Score: Raw -1161350.760958 + Penalty 4357.475877 = -1156993.285081 nChanged 16 SP:Iteration 33Q (23075.650000 sec): 3 clusters Score: Raw -1161376.066506 + Penalty 4357.475877 = -1157018.590629 nChanged 14 SP:Iteration 34Q (23075.900000 sec): 3 clusters Score: Raw -1161399.744855 + Penalty 4357.475877 = -1157042.268978 nChanged 12 SP:Iteration 35Q (23076.100000 sec): 3 clusters Score: Raw -1161428.668353 + Penalty 4357.475877 = -1157071.192476 nChanged 11 SP:Iteration 36Q (23076.320000 sec): 3 clusters Score: Raw -1161445.069544 + Penalty 4357.475877 = -1157087.593667 nChanged 1 SP:Iteration 37Q (23076.510000 sec): 3 clusters Score: Raw -1161445.865118 + Penalty 4357.475877 = -1157088.389241 nChanged 0 SP:Iteration 38F (23076.720000 sec): 3 clusters Score: Raw -1161445.865118 + Penalty 4357.475877 = -1157088.389241 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 48 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23076.830000 sec): 2 clusters Score: Raw -37834.071688 + Penalty 1391.149005 = -36442.922683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23076.990000 sec): 3 clusters Score: Raw -38020.367015 + Penalty 2782.298010 = -35238.069004 nChanged 34 SP:Iteration 1F (23077.180000 sec): 3 clusters Score: Raw -38134.399148 + Penalty 2782.298010 = -35352.101138 nChanged 14 SP:Iteration 2F (23077.320000 sec): 3 clusters Score: Raw -38208.404246 + Penalty 2782.298010 = -35426.106236 nChanged 12 SP:Iteration 3Q (23077.440000 sec): 3 clusters Score: Raw -38257.211359 + Penalty 2782.298010 = -35474.913348 nChanged 13 SP:Iteration 4Q (23077.570000 sec): 3 clusters Score: Raw -38352.508702 + Penalty 2782.298010 = -35570.210691 nChanged 6 SP:Iteration 5Q (23077.690000 sec): 3 clusters Score: Raw -38388.522247 + Penalty 2782.298010 = -35606.224236 nChanged 5 SP:Iteration 6Q (23077.820000 sec): 3 clusters Score: Raw -38422.159398 + Penalty 2782.298010 = -35639.861387 nChanged 4 SP:Iteration 7Q (23077.950000 sec): 3 clusters Score: Raw -38465.372042 + Penalty 2782.298010 = -35683.074031 nChanged 3 SP:Iteration 8Q (23078.080000 sec): 3 clusters Score: Raw -38495.738801 + Penalty 2782.298010 = -35713.440790 nChanged 5 SP:Iteration 9Q (23078.210000 sec): 3 clusters Score: Raw -38528.786829 + Penalty 2782.298010 = -35746.488819 nChanged 1 SP:Iteration 10Q (23078.330000 sec): 3 clusters Score: Raw -38533.190863 + Penalty 2782.298010 = -35750.892853 nChanged 0 SP:Iteration 11F (23078.460000 sec): 3 clusters Score: Raw -38534.637136 + Penalty 2782.298010 = -35752.339126 nChanged 1 SP:Iteration 12Q (23078.590000 sec): 3 clusters Score: Raw -38551.605801 + Penalty 2782.298010 = -35769.307790 nChanged 2 SP:Iteration 13Q (23078.760000 sec): 3 clusters Score: Raw -38574.526758 + Penalty 2782.298010 = -35792.228748 nChanged 4 SP:Iteration 14Q (23078.930000 sec): 3 clusters Score: Raw -38608.425676 + Penalty 2782.298010 = -35826.127665 nChanged 1 SP:Iteration 15Q (23079.080000 sec): 3 clusters Score: Raw -38618.382890 + Penalty 2782.298010 = -35836.084879 nChanged 0 SP:Iteration 16F (23079.210000 sec): 3 clusters Score: Raw -38618.382890 + Penalty 2782.298010 = -35836.084879 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 49 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23079.270000 sec): 2 clusters Score: Raw -23389.497630 + Penalty 1235.934442 = -22153.563188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23079.400000 sec): 3 clusters Score: Raw -23612.770442 + Penalty 2471.868884 = -21140.901558 nChanged 11 SP:Iteration 1F (23079.530000 sec): 3 clusters Score: Raw -23667.437859 + Penalty 2471.868884 = -21195.568974 nChanged 1 SP:Iteration 2Q (23079.650000 sec): 3 clusters Score: Raw -23671.421838 + Penalty 2471.868884 = -21199.552953 nChanged 0 SP:Iteration 3F (23079.780000 sec): 3 clusters Score: Raw -23671.421838 + Penalty 2471.868884 = -21199.552953 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 50 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23079.850000 sec): 2 clusters Score: Raw -68854.777666 + Penalty 1492.611117 = -67362.166549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23079.970000 sec): 3 clusters Score: Raw -68875.528583 + Penalty 2985.222234 = -65890.306348 nChanged 58 SP:Iteration 1F (23080.110000 sec): 3 clusters Score: Raw -69021.823099 + Penalty 2985.222234 = -66036.600865 nChanged 17 SP:Iteration 2Q (23080.250000 sec): 3 clusters Score: Raw -69064.146622 + Penalty 2985.222234 = -66078.924387 nChanged 6 SP:Iteration 3Q (23080.500000 sec): 3 clusters Score: Raw -69087.999049 + Penalty 2985.222234 = -66102.776815 nChanged 3 SP:Iteration 4Q (23080.680000 sec): 3 clusters Score: Raw -69096.451245 + Penalty 2985.222234 = -66111.229010 nChanged 1 SP:Iteration 5Q (23080.850000 sec): 3 clusters Score: Raw -69100.711240 + Penalty 2985.222234 = -66115.489005 nChanged 0 SP:Iteration 6F (23081.020000 sec): 3 clusters Score: Raw -69100.711240 + Penalty 2985.222234 = -66115.489005 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 51 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23081.140000 sec): 2 clusters Score: Raw -109256.455947 + Penalty 1598.931854 = -107657.524093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23081.290000 sec): 3 clusters Score: Raw -109179.105835 + Penalty 3197.863708 = -105981.242127 nChanged 129 SP:Iteration 1F (23081.490000 sec): 3 clusters Score: Raw -109378.760073 + Penalty 3197.863708 = -106180.896365 nChanged 31 SP:Iteration 2Q (23081.670000 sec): 3 clusters Score: Raw -109429.638968 + Penalty 3197.863708 = -106231.775260 nChanged 13 SP:Iteration 3Q (23081.890000 sec): 3 clusters Score: Raw -109458.167684 + Penalty 3197.863708 = -106260.303976 nChanged 9 SP:Iteration 4Q (23082.050000 sec): 3 clusters Score: Raw -109470.983107 + Penalty 3197.863708 = -106273.119399 nChanged 6 SP:Iteration 5Q (23082.230000 sec): 3 clusters Score: Raw -109482.358569 + Penalty 3197.863708 = -106284.494861 nChanged 3 SP:Iteration 6Q (23082.440000 sec): 3 clusters Score: Raw -109486.360189 + Penalty 3197.863708 = -106288.496481 nChanged 1 SP:Iteration 7Q (23082.610000 sec): 3 clusters Score: Raw -109490.502595 + Penalty 3197.863708 = -106292.638887 nChanged 0 SP:Iteration 8F (23082.810000 sec): 3 clusters Score: Raw -109490.502595 + Penalty 3197.863708 = -106292.638887 nChanged 0 Memory request: 0.00 GB would take us to total of 5.80 GB. Trying to split cluster 52 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23082.910000 sec): 2 clusters Score: Raw -48004.236749 + Penalty 1420.258241 = -46583.978507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23083.090000 sec): 3 clusters Score: Raw -48115.159994 + Penalty 2840.516483 = -45274.643511 nChanged 42 SP:Iteration 1F (23083.270000 sec): 3 clusters Score: Raw -48266.739170 + Penalty 2840.516483 = -45426.222687 nChanged 9 SP:Iteration 2Q (23083.470000 sec): 3 clusters Score: Raw -48314.000952 + Penalty 2840.516483 = -45473.484470 nChanged 6 SP:Iteration 3Q (23083.670000 sec): 3 clusters Score: Raw -48338.481210 + Penalty 2840.516483 = -45497.964728 nChanged 10 SP:Iteration 4Q (23083.920000 sec): 3 clusters Score: Raw -48383.032983 + Penalty 2840.516483 = -45542.516501 nChanged 6 SP:Iteration 5Q (23084.110000 sec): 3 clusters Score: Raw -48401.348695 + Penalty 2840.516483 = -45560.832212 nChanged 6 SP:Iteration 6Q (23084.310000 sec): 3 clusters Score: Raw -48450.740418 + Penalty 2840.516483 = -45610.223935 nChanged 6 SP:Iteration 7Q (23084.530000 sec): 3 clusters Score: Raw -48492.485052 + Penalty 2840.516483 = -45651.968569 nChanged 2 SP:Iteration 8Q (23084.760000 sec): 3 clusters Score: Raw -48503.168060 + Penalty 2840.516483 = -45662.651577 nChanged 2 SP:Iteration 9Q (23084.950000 sec): 3 clusters Score: Raw -48511.372919 + Penalty 2840.516483 = -45670.856436 nChanged 1 SP:Iteration 10Q (23085.190000 sec): 3 clusters Score: Raw -48514.243439 + Penalty 2840.516483 = -45673.726956 nChanged 0 SP:Iteration 11F (23085.390000 sec): 3 clusters Score: Raw -48514.243439 + Penalty 2840.516483 = -45673.726956 nChanged 0 ------ Evaluating fit on full set of 2330695 points ------ Score: Raw -420479230.129918 + Penalty 189076.987422 = -420290153.142496 Time taken for this iteration:12168.410000 seconds. 21->53 Clusters: Score -420290153.142496, best is -420262919.999559 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 16599 (time per iteration =509.686803 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 872549117100.000000 (time per metric unit =9.696063ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 26176473513000.000000 (time per metric unit=323.202101ps) That took 8460.291248 seconds.