warning: commands will be executed using /bin/sh job 5307 at Thu Feb 19 16:14:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse33-150217/YutaMouse33-150217/YutaMouse33-150217 ElecNo 7 UseFeatures 11111111111111111111111100000 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 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 0.001000 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 4.68 and 7.03 GB of RAM. Memory request: 2.34 GB would take us to total of 2.34 GB. ---------------------------------------------------------- Loaded 1044049 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.78 GB would take us to total of 3.12 GB. ------ Running on subset of 348016 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 16 (2563 points): Lose 314.434808 but Gain 2073.500607 Iteration 0F (15.860000 sec): 19 clusters Score: Raw -37168924.015123 + Penalty 37323.010924 = -37131601.004199 nChanged 327776 Deleting Class 6 (907 points): Lose 659.330849 but Gain 2073.500607 Iteration 1F (21.860000 sec): 18 clusters Score: Raw -39058247.762159 + Penalty 35249.510317 = -39022998.251842 nChanged 143750 Iteration 2F (27.540000 sec): 18 clusters Score: Raw -39384259.600621 + Penalty 35249.510317 = -39349010.090304 nChanged 71572 Iteration 3F (33.210000 sec): 18 clusters Score: Raw -39486481.771916 + Penalty 35249.510317 = -39451232.261599 nChanged 56315 Iteration 4F (38.780000 sec): 18 clusters Score: Raw -39547039.138717 + Penalty 35249.510317 = -39511789.628400 nChanged 42559 Iteration 5F (44.290000 sec): 18 clusters Score: Raw -39585489.011929 + Penalty 35249.510317 = -39550239.501612 nChanged 32056 Deleting Class 12 (1569 points): Lose 1784.011841 but Gain 2073.500607 Iteration 6F (49.770000 sec): 17 clusters Score: Raw -39609750.028660 + Penalty 33176.009710 = -39576574.018949 nChanged 25931 Iteration 7F (54.940000 sec): 17 clusters Score: Raw -39629918.236488 + Penalty 33176.009710 = -39596742.226777 nChanged 19261 Iteration 8F (60.110000 sec): 17 clusters Score: Raw -39643061.350645 + Penalty 33176.009710 = -39609885.340935 nChanged 15516 Iteration 9Q (62.000000 sec): 17 clusters Score: Raw -39653394.611719 + Penalty 33176.009710 = -39620218.602009 nChanged 13160 Iteration 10Q (63.770000 sec): 17 clusters Score: Raw -39661719.221203 + Penalty 33176.009710 = -39628543.211493 nChanged 11152 Iteration 11Q (65.450000 sec): 17 clusters Score: Raw -39667693.878944 + Penalty 33176.009710 = -39634517.869234 nChanged 9479 Iteration 12Q (67.050000 sec): 17 clusters Score: Raw -39672472.626246 + Penalty 33176.009710 = -39639296.616536 nChanged 8189 Iteration 13Q (68.580000 sec): 17 clusters Score: Raw -39676339.903363 + Penalty 33176.009710 = -39643163.893653 nChanged 7084 Iteration 14Q (70.070000 sec): 17 clusters Score: Raw -39679433.008141 + Penalty 33176.009710 = -39646256.998431 nChanged 6067 Iteration 15Q (71.500000 sec): 17 clusters Score: Raw -39681857.727700 + Penalty 33176.009710 = -39648681.717990 nChanged 5314 Iteration 16Q (72.920000 sec): 17 clusters Score: Raw -39683833.410771 + Penalty 33176.009710 = -39650657.401060 nChanged 4584 Iteration 17Q (74.300000 sec): 17 clusters Score: Raw -39685445.046242 + Penalty 33176.009710 = -39652269.036532 nChanged 4112 Iteration 18Q (75.640000 sec): 17 clusters Score: Raw -39686756.967672 + Penalty 33176.009710 = -39653580.957961 nChanged 3583 Iteration 19Q (76.970000 sec): 17 clusters Score: Raw -39687853.020825 + Penalty 33176.009710 = -39654677.011115 nChanged 3314 Writing temp clu file Compute initial score before splitting: Score: Raw -39687853.020825 + Penalty 33176.009710 = -39654677.011115 Memory request: 0.56 GB would take us to total of 3.68 GB. Trying to split cluster 1 (249020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.900000 sec): 2 clusters Score: Raw -28603190.888288 + Penalty 2019.109380 = -28601171.778907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.560000 sec): 3 clusters Score: Raw -28437108.102492 + Penalty 4038.218760 = -28433069.883732 nChanged 121087 SP:Iteration 1F (79.220000 sec): 3 clusters Score: Raw -28511093.228393 + Penalty 4038.218760 = -28507055.009632 nChanged 9700 SP:Iteration 2Q (79.880000 sec): 3 clusters Score: Raw -28515034.363988 + Penalty 4038.218760 = -28510996.145227 nChanged 12319 SP:Iteration 3Q (80.550000 sec): 3 clusters Score: Raw -28522013.822279 + Penalty 4038.218760 = -28517975.603519 nChanged 15291 SP:Iteration 4F (81.200000 sec): 3 clusters Score: Raw -28532950.734878 + Penalty 4038.218760 = -28528912.516118 nChanged 17829 SP:Iteration 5F (81.850000 sec): 3 clusters Score: Raw -28547738.219447 + Penalty 4038.218760 = -28543700.000687 nChanged 19217 SP:Iteration 6F (82.500000 sec): 3 clusters Score: Raw -28564424.637969 + Penalty 4038.218760 = -28560386.419209 nChanged 17672 SP:Iteration 7F (83.130000 sec): 3 clusters Score: Raw -28580173.503654 + Penalty 4038.218760 = -28576135.284894 nChanged 14206 SP:Iteration 8F (83.770000 sec): 3 clusters Score: Raw -28590593.236106 + Penalty 4038.218760 = -28586555.017346 nChanged 9411 SP:Iteration 9Q (84.380000 sec): 3 clusters Score: Raw -28594849.498633 + Penalty 4038.218760 = -28590811.279873 nChanged 5591 SP:Iteration 10Q (85.000000 sec): 3 clusters Score: Raw -28596417.634943 + Penalty 4038.218760 = -28592379.416183 nChanged 3437 SP:Iteration 11Q (85.630000 sec): 3 clusters Score: Raw -28597089.116451 + Penalty 4038.218760 = -28593050.897691 nChanged 2263 SP:Iteration 12Q (86.240000 sec): 3 clusters Score: Raw -28597437.116141 + Penalty 4038.218760 = -28593398.897381 nChanged 1691 SP:Iteration 13Q (86.860000 sec): 3 clusters Score: Raw -28597655.323635 + Penalty 4038.218760 = -28593617.104875 nChanged 1409 SP:Iteration 14Q (87.480000 sec): 3 clusters Score: Raw -28597816.663453 + Penalty 4038.218760 = -28593778.444692 nChanged 1188 SP:Iteration 15Q (88.100000 sec): 3 clusters Score: Raw -28597938.057720 + Penalty 4038.218760 = -28593899.838960 nChanged 1003 SP:Iteration 16Q (88.720000 sec): 3 clusters Score: Raw -28598041.125593 + Penalty 4038.218760 = -28594002.906833 nChanged 952 SP:Iteration 17Q (89.320000 sec): 3 clusters Score: Raw -28598133.668992 + Penalty 4038.218760 = -28594095.450232 nChanged 935 SP:Iteration 18Q (89.920000 sec): 3 clusters Score: Raw -28598226.657499 + Penalty 4038.218760 = -28594188.438738 nChanged 994 SP:Iteration 19Q (90.530000 sec): 3 clusters Score: Raw -28598333.855364 + Penalty 4038.218760 = -28594295.636603 nChanged 1087 SP:Iteration 20F (91.170000 sec): 3 clusters Score: Raw -28598458.876691 + Penalty 4038.218760 = -28594420.657930 nChanged 1149 SP:Iteration 21Q (91.780000 sec): 3 clusters Score: Raw -28598602.394147 + Penalty 4038.218760 = -28594564.175386 nChanged 1154 SP:Iteration 22Q (92.380000 sec): 3 clusters Score: Raw -28598744.645828 + Penalty 4038.218760 = -28594706.427068 nChanged 1099 SP:Iteration 23Q (92.980000 sec): 3 clusters Score: Raw -28598879.504157 + Penalty 4038.218760 = -28594841.285396 nChanged 1099 SP:Iteration 24Q (93.600000 sec): 3 clusters Score: Raw -28599020.955029 + Penalty 4038.218760 = -28594982.736269 nChanged 1159 SP:Iteration 25Q (94.200000 sec): 3 clusters Score: Raw -28599169.602957 + Penalty 4038.218760 = -28595131.384197 nChanged 1151 SP:Iteration 26Q (94.800000 sec): 3 clusters Score: Raw -28599324.257462 + Penalty 4038.218760 = -28595286.038702 nChanged 1162 SP:Iteration 27Q (95.400000 sec): 3 clusters Score: Raw -28599482.626367 + Penalty 4038.218760 = -28595444.407607 nChanged 1170 SP:Iteration 28Q (96.000000 sec): 3 clusters Score: Raw -28599636.405144 + Penalty 4038.218760 = -28595598.186383 nChanged 1136 SP:Iteration 29Q (96.590000 sec): 3 clusters Score: Raw -28599777.254154 + Penalty 4038.218760 = -28595739.035394 nChanged 1100 SP:Iteration 30Q (97.180000 sec): 3 clusters Score: Raw -28599913.310830 + Penalty 4038.218760 = -28595875.092069 nChanged 1111 SP:Iteration 31Q (97.780000 sec): 3 clusters Score: Raw -28600049.660724 + Penalty 4038.218760 = -28596011.441964 nChanged 1091 SP:Iteration 32Q (98.380000 sec): 3 clusters Score: Raw -28600187.334444 + Penalty 4038.218760 = -28596149.115684 nChanged 1141 SP:Iteration 33Q (98.980000 sec): 3 clusters Score: Raw -28600334.442762 + Penalty 4038.218760 = -28596296.224001 nChanged 1128 SP:Iteration 34Q (99.590000 sec): 3 clusters Score: Raw -28600470.660239 + Penalty 4038.218760 = -28596432.441479 nChanged 1055 SP:Iteration 35Q (100.190000 sec): 3 clusters Score: Raw -28600592.160341 + Penalty 4038.218760 = -28596553.941580 nChanged 1014 SP:Iteration 36Q (100.760000 sec): 3 clusters Score: Raw -28600701.743559 + Penalty 4038.218760 = -28596663.524798 nChanged 953 SP:Iteration 37Q (101.360000 sec): 3 clusters Score: Raw -28600801.583904 + Penalty 4038.218760 = -28596763.365144 nChanged 951 SP:Iteration 38Q (101.950000 sec): 3 clusters Score: Raw -28600897.461103 + Penalty 4038.218760 = -28596859.242342 nChanged 894 SP:Iteration 39Q (102.540000 sec): 3 clusters Score: Raw -28600983.484655 + Penalty 4038.218760 = -28596945.265894 nChanged 870 SP:Iteration 40F (103.170000 sec): 3 clusters Score: Raw -28601065.518968 + Penalty 4038.218760 = -28597027.300208 nChanged 900 SP:Iteration 41Q (103.750000 sec): 3 clusters Score: Raw -28601152.228938 + Penalty 4038.218760 = -28597114.010178 nChanged 885 SP:Iteration 42Q (104.310000 sec): 3 clusters Score: Raw -28601234.637557 + Penalty 4038.218760 = -28597196.418797 nChanged 825 SP:Iteration 43Q (104.880000 sec): 3 clusters Score: Raw -28601308.098730 + Penalty 4038.218760 = -28597269.879970 nChanged 794 SP:Iteration 44Q (105.450000 sec): 3 clusters Score: Raw -28601376.409284 + Penalty 4038.218760 = -28597338.190524 nChanged 762 SP:Iteration 45Q (106.040000 sec): 3 clusters Score: Raw -28601447.444058 + Penalty 4038.218760 = -28597409.225298 nChanged 771 SP:Iteration 46Q (106.630000 sec): 3 clusters Score: Raw -28601525.098885 + Penalty 4038.218760 = -28597486.880125 nChanged 737 SP:Iteration 47Q (107.210000 sec): 3 clusters Score: Raw -28601600.644621 + Penalty 4038.218760 = -28597562.425861 nChanged 712 SP:Iteration 48Q (107.800000 sec): 3 clusters Score: Raw -28601673.069014 + Penalty 4038.218760 = -28597634.850254 nChanged 674 SP:Iteration 49Q (108.390000 sec): 3 clusters Score: Raw -28601741.952798 + Penalty 4038.218760 = -28597703.734037 nChanged 681 SP:Iteration 50Q (108.970000 sec): 3 clusters Score: Raw -28601823.332967 + Penalty 4038.218760 = -28597785.114207 nChanged 742 SP:Iteration 51Q (109.540000 sec): 3 clusters Score: Raw -28601926.087416 + Penalty 4038.218760 = -28597887.868655 nChanged 850 SP:Iteration 52Q (110.130000 sec): 3 clusters Score: Raw -28602055.311282 + Penalty 4038.218760 = -28598017.092521 nChanged 962 SP:Iteration 53Q (110.720000 sec): 3 clusters Score: Raw -28602221.959545 + Penalty 4038.218760 = -28598183.740785 nChanged 1050 SP:Iteration 54Q (111.290000 sec): 3 clusters Score: Raw -28602412.961607 + Penalty 4038.218760 = -28598374.742847 nChanged 1060 SP:Iteration 55Q (111.880000 sec): 3 clusters Score: Raw -28602631.363912 + Penalty 4038.218760 = -28598593.145152 nChanged 1191 SP:Iteration 56Q (112.460000 sec): 3 clusters Score: Raw -28602914.858146 + Penalty 4038.218760 = -28598876.639386 nChanged 1272 SP:Iteration 57Q (113.040000 sec): 3 clusters Score: Raw -28603273.396339 + Penalty 4038.218760 = -28599235.177579 nChanged 1399 SP:Iteration 58Q (113.590000 sec): 3 clusters Score: Raw -28603718.494902 + Penalty 4038.218760 = -28599680.276141 nChanged 1529 SP:Iteration 59Q (114.130000 sec): 3 clusters Score: Raw -28604283.846744 + Penalty 4038.218760 = -28600245.627983 nChanged 1656 SP:Iteration 60F (114.760000 sec): 3 clusters Score: Raw -28604996.681595 + Penalty 4038.218760 = -28600958.462835 nChanged 1846 SP:Iteration 61Q (115.300000 sec): 3 clusters Score: Raw -28605923.385401 + Penalty 4038.218760 = -28601885.166641 nChanged 1889 SP:Iteration 62Q (115.830000 sec): 3 clusters Score: Raw -28607011.177480 + Penalty 4038.218760 = -28602972.958720 nChanged 1941 SP:Iteration 63Q (116.370000 sec): 3 clusters Score: Raw -28608254.448994 + Penalty 4038.218760 = -28604216.230234 nChanged 1928 SP:Iteration 64Q (116.890000 sec): 3 clusters Score: Raw -28609477.686589 + Penalty 4038.218760 = -28605439.467828 nChanged 1796 SP:Iteration 65Q (117.420000 sec): 3 clusters Score: Raw -28610491.346710 + Penalty 4038.218760 = -28606453.127950 nChanged 1485 SP:Iteration 66Q (117.930000 sec): 3 clusters Score: Raw -28611112.497963 + Penalty 4038.218760 = -28607074.279203 nChanged 1140 SP:Iteration 67Q (118.440000 sec): 3 clusters Score: Raw -28611392.684604 + Penalty 4038.218760 = -28607354.465843 nChanged 758 SP:Iteration 68Q (118.960000 sec): 3 clusters Score: Raw -28611499.860001 + Penalty 4038.218760 = -28607461.641241 nChanged 487 SP:Iteration 69Q (119.460000 sec): 3 clusters Score: Raw -28611540.733254 + Penalty 4038.218760 = -28607502.514494 nChanged 319 SP:Iteration 70Q (119.970000 sec): 3 clusters Score: Raw -28611557.484888 + Penalty 4038.218760 = -28607519.266128 nChanged 197 SP:Iteration 71Q (120.480000 sec): 3 clusters Score: Raw -28611564.944336 + Penalty 4038.218760 = -28607526.725576 nChanged 134 SP:Iteration 72Q (120.990000 sec): 3 clusters Score: Raw -28611569.128740 + Penalty 4038.218760 = -28607530.909980 nChanged 114 SP:Iteration 73Q (121.500000 sec): 3 clusters Score: Raw -28611572.201718 + Penalty 4038.218760 = -28607533.982957 nChanged 87 SP:Iteration 74Q (122.010000 sec): 3 clusters Score: Raw -28611574.246168 + Penalty 4038.218760 = -28607536.027408 nChanged 65 SP:Iteration 75Q (122.520000 sec): 3 clusters Score: Raw -28611575.626337 + Penalty 4038.218760 = -28607537.407577 nChanged 69 SP:Iteration 76Q (123.030000 sec): 3 clusters Score: Raw -28611576.987269 + Penalty 4038.218760 = -28607538.768509 nChanged 61 SP:Iteration 77Q (123.540000 sec): 3 clusters Score: Raw -28611578.089614 + Penalty 4038.218760 = -28607539.870854 nChanged 46 SP:Iteration 78Q (124.050000 sec): 3 clusters Score: Raw -28611578.766916 + Penalty 4038.218760 = -28607540.548156 nChanged 28 SP:Iteration 79Q (124.570000 sec): 3 clusters Score: Raw -28611579.075632 + Penalty 4038.218760 = -28607540.856872 nChanged 16 SP:Iteration 80F (125.200000 sec): 3 clusters Score: Raw -28611579.258670 + Penalty 4038.218760 = -28607541.039910 nChanged 20 SP:Iteration 81Q (125.710000 sec): 3 clusters Score: Raw -28611579.482434 + Penalty 4038.218760 = -28607541.263674 nChanged 11 SP:Iteration 82Q (126.220000 sec): 3 clusters Score: Raw -28611579.606431 + Penalty 4038.218760 = -28607541.387671 nChanged 12 SP:Iteration 83Q (126.730000 sec): 3 clusters Score: Raw -28611579.773160 + Penalty 4038.218760 = -28607541.554400 nChanged 14 SP:Iteration 84Q (127.240000 sec): 3 clusters Score: Raw -28611579.935912 + Penalty 4038.218760 = -28607541.717152 nChanged 13 SP:Iteration 85Q (127.750000 sec): 3 clusters Score: Raw -28611580.040695 + Penalty 4038.218760 = -28607541.821935 nChanged 11 SP:Iteration 86Q (128.260000 sec): 3 clusters Score: Raw -28611580.123835 + Penalty 4038.218760 = -28607541.905074 nChanged 7 SP:Iteration 87Q (128.770000 sec): 3 clusters Score: Raw -28611580.175843 + Penalty 4038.218760 = -28607541.957082 nChanged 7 SP:Iteration 88Q (129.280000 sec): 3 clusters Score: Raw -28611580.262983 + Penalty 4038.218760 = -28607542.044223 nChanged 8 SP:Iteration 89Q (129.780000 sec): 3 clusters Score: Raw -28611580.343615 + Penalty 4038.218760 = -28607542.124855 nChanged 9 SP:Iteration 90Q (130.300000 sec): 3 clusters Score: Raw -28611580.446460 + Penalty 4038.218760 = -28607542.227699 nChanged 12 SP:Iteration 91Q (130.810000 sec): 3 clusters Score: Raw -28611580.567283 + Penalty 4038.218760 = -28607542.348522 nChanged 11 SP:Iteration 92Q (131.320000 sec): 3 clusters Score: Raw -28611580.663805 + Penalty 4038.218760 = -28607542.445045 nChanged 9 SP:Iteration 93Q (131.830000 sec): 3 clusters Score: Raw -28611580.734036 + Penalty 4038.218760 = -28607542.515276 nChanged 8 SP:Iteration 94Q (132.340000 sec): 3 clusters Score: Raw -28611580.788504 + Penalty 4038.218760 = -28607542.569743 nChanged 5 SP:Iteration 95Q (132.840000 sec): 3 clusters Score: Raw -28611580.813524 + Penalty 4038.218760 = -28607542.594763 nChanged 2 SP:Iteration 96Q (133.350000 sec): 3 clusters Score: Raw -28611580.830705 + Penalty 4038.218760 = -28607542.611944 nChanged 2 SP:Iteration 97Q (133.870000 sec): 3 clusters Score: Raw -28611580.843005 + Penalty 4038.218760 = -28607542.624245 nChanged 1 SP:Iteration 98Q (134.390000 sec): 3 clusters Score: Raw -28611580.846338 + Penalty 4038.218760 = -28607542.627578 nChanged 0 SP:Iteration 99F (135.010000 sec): 3 clusters Score: Raw -28611580.846338 + Penalty 4038.218760 = -28607542.627578 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 3.68 GB. Trying to split cluster 2 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.140000 sec): 2 clusters Score: Raw -134260.516814 + Penalty 1148.023342 = -133112.493472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.140000 sec): 3 clusters Score: Raw -133871.232575 + Penalty 2296.046684 = -131575.185891 nChanged 352 SP:Iteration 1F (135.140000 sec): 3 clusters Score: Raw -134141.682535 + Penalty 2296.046684 = -131845.635851 nChanged 80 SP:Iteration 2F (135.150000 sec): 3 clusters Score: Raw -134199.141648 + Penalty 2296.046684 = -131903.094964 nChanged 42 SP:Iteration 3Q (135.150000 sec): 3 clusters Score: Raw -134232.199586 + Penalty 2296.046684 = -131936.152902 nChanged 25 SP:Iteration 4Q (135.150000 sec): 3 clusters Score: Raw -134252.804587 + Penalty 2296.046684 = -131956.757903 nChanged 24 SP:Iteration 5Q (135.150000 sec): 3 clusters Score: Raw -134271.989004 + Penalty 2296.046684 = -131975.942320 nChanged 20 SP:Iteration 6Q (135.160000 sec): 3 clusters Score: Raw -134290.999843 + Penalty 2296.046684 = -131994.953159 nChanged 18 SP:Iteration 7Q (135.160000 sec): 3 clusters Score: Raw -134305.501373 + Penalty 2296.046684 = -132009.454689 nChanged 9 SP:Iteration 8Q (135.160000 sec): 3 clusters Score: Raw -134309.838262 + Penalty 2296.046684 = -132013.791578 nChanged 4 SP:Iteration 9Q (135.170000 sec): 3 clusters Score: Raw -134313.758726 + Penalty 2296.046684 = -132017.712042 nChanged 2 SP:Iteration 10Q (135.170000 sec): 3 clusters Score: Raw -134316.380742 + Penalty 2296.046684 = -132020.334058 nChanged 3 SP:Iteration 11Q (135.170000 sec): 3 clusters Score: Raw -134319.337213 + Penalty 2296.046684 = -132023.290529 nChanged 6 SP:Iteration 12Q (135.170000 sec): 3 clusters Score: Raw -134325.933412 + Penalty 2296.046684 = -132029.886728 nChanged 6 SP:Iteration 13Q (135.180000 sec): 3 clusters Score: Raw -134330.077616 + Penalty 2296.046684 = -132034.030932 nChanged 3 SP:Iteration 14Q (135.180000 sec): 3 clusters Score: Raw -134331.695195 + Penalty 2296.046684 = -132035.648511 nChanged 3 SP:Iteration 15Q (135.180000 sec): 3 clusters Score: Raw -134333.592902 + Penalty 2296.046684 = -132037.546218 nChanged 2 SP:Iteration 16Q (135.190000 sec): 3 clusters Score: Raw -134334.144809 + Penalty 2296.046684 = -132038.098124 nChanged 1 SP:Iteration 17Q (135.190000 sec): 3 clusters Score: Raw -134334.723284 + Penalty 2296.046684 = -132038.676600 nChanged 1 SP:Iteration 18Q (135.190000 sec): 3 clusters Score: Raw -134335.535941 + Penalty 2296.046684 = -132039.489257 nChanged 1 SP:Iteration 19Q (135.190000 sec): 3 clusters Score: Raw -134335.768411 + Penalty 2296.046684 = -132039.721727 nChanged 2 SP:Iteration 20F (135.200000 sec): 3 clusters Score: Raw -134337.868712 + Penalty 2296.046684 = -132041.822028 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (9374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.230000 sec): 2 clusters Score: Raw -1110239.186904 + Penalty 1486.175467 = -1108753.011438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.250000 sec): 3 clusters Score: Raw -1105018.124327 + Penalty 2972.350933 = -1102045.773394 nChanged 4040 SP:Iteration 1F (135.270000 sec): 3 clusters Score: Raw -1107246.376460 + Penalty 2972.350933 = -1104274.025527 nChanged 547 SP:Iteration 2F (135.290000 sec): 3 clusters Score: Raw -1107499.648313 + Penalty 2972.350933 = -1104527.297380 nChanged 448 SP:Iteration 3Q (135.320000 sec): 3 clusters Score: Raw -1107705.421001 + Penalty 2972.350933 = -1104733.070068 nChanged 401 SP:Iteration 4Q (135.340000 sec): 3 clusters Score: Raw -1107881.797266 + Penalty 2972.350933 = -1104909.446333 nChanged 367 SP:Iteration 5Q (135.360000 sec): 3 clusters Score: Raw -1108067.818398 + Penalty 2972.350933 = -1105095.467465 nChanged 382 SP:Iteration 6Q (135.390000 sec): 3 clusters Score: Raw -1108284.714693 + Penalty 2972.350933 = -1105312.363760 nChanged 403 SP:Iteration 7Q (135.410000 sec): 3 clusters Score: Raw -1108531.551879 + Penalty 2972.350933 = -1105559.200946 nChanged 472 SP:Iteration 8F (135.430000 sec): 3 clusters Score: Raw -1108861.198060 + Penalty 2972.350933 = -1105888.847127 nChanged 476 SP:Iteration 9F (135.450000 sec): 3 clusters Score: Raw -1109205.084698 + Penalty 2972.350933 = -1106232.733765 nChanged 461 SP:Iteration 10Q (135.470000 sec): 3 clusters Score: Raw -1109507.020257 + Penalty 2972.350933 = -1106534.669324 nChanged 362 SP:Iteration 11Q (135.500000 sec): 3 clusters Score: Raw -1109714.020733 + Penalty 2972.350933 = -1106741.669800 nChanged 283 SP:Iteration 12Q (135.520000 sec): 3 clusters Score: Raw -1109856.353791 + Penalty 2972.350933 = -1106884.002858 nChanged 217 SP:Iteration 13Q (135.540000 sec): 3 clusters Score: Raw -1109934.139156 + Penalty 2972.350933 = -1106961.788223 nChanged 131 SP:Iteration 14Q (135.570000 sec): 3 clusters Score: Raw -1109973.660293 + Penalty 2972.350933 = -1107001.309360 nChanged 95 SP:Iteration 15Q (135.590000 sec): 3 clusters Score: Raw -1110003.646604 + Penalty 2972.350933 = -1107031.295671 nChanged 82 SP:Iteration 16Q (135.610000 sec): 3 clusters Score: Raw -1110024.114550 + Penalty 2972.350933 = -1107051.763617 nChanged 68 SP:Iteration 17Q (135.630000 sec): 3 clusters Score: Raw -1110040.510463 + Penalty 2972.350933 = -1107068.159530 nChanged 54 SP:Iteration 18Q (135.650000 sec): 3 clusters Score: Raw -1110052.703316 + Penalty 2972.350933 = -1107080.352383 nChanged 43 SP:Iteration 19Q (135.670000 sec): 3 clusters Score: Raw -1110061.842758 + Penalty 2972.350933 = -1107089.491825 nChanged 43 SP:Iteration 20F (135.700000 sec): 3 clusters Score: Raw -1110068.887237 + Penalty 2972.350933 = -1107096.536304 nChanged 39 SP:Iteration 21Q (135.720000 sec): 3 clusters Score: Raw -1110076.763682 + Penalty 2972.350933 = -1107104.412749 nChanged 35 SP:Iteration 22Q (135.740000 sec): 3 clusters Score: Raw -1110082.445683 + Penalty 2972.350933 = -1107110.094750 nChanged 27 SP:Iteration 23Q (135.770000 sec): 3 clusters Score: Raw -1110086.469739 + Penalty 2972.350933 = -1107114.118806 nChanged 20 SP:Iteration 24Q (135.790000 sec): 3 clusters Score: Raw -1110089.751186 + Penalty 2972.350933 = -1107117.400253 nChanged 19 SP:Iteration 25Q (135.810000 sec): 3 clusters Score: Raw -1110092.511932 + Penalty 2972.350933 = -1107120.160999 nChanged 22 SP:Iteration 26Q (135.830000 sec): 3 clusters Score: Raw -1110095.793912 + Penalty 2972.350933 = -1107123.442979 nChanged 13 SP:Iteration 27Q (135.860000 sec): 3 clusters Score: Raw -1110097.785062 + Penalty 2972.350933 = -1107125.434129 nChanged 13 SP:Iteration 28Q (135.880000 sec): 3 clusters Score: Raw -1110099.813788 + Penalty 2972.350933 = -1107127.462855 nChanged 12 SP:Iteration 29Q (135.900000 sec): 3 clusters Score: Raw -1110101.866213 + Penalty 2972.350933 = -1107129.515280 nChanged 14 SP:Iteration 30Q (135.920000 sec): 3 clusters Score: Raw -1110104.306165 + Penalty 2972.350933 = -1107131.955232 nChanged 11 SP:Iteration 31Q (135.950000 sec): 3 clusters Score: Raw -1110105.685531 + Penalty 2972.350933 = -1107133.334598 nChanged 12 SP:Iteration 32Q (135.970000 sec): 3 clusters Score: Raw -1110107.380281 + Penalty 2972.350933 = -1107135.029348 nChanged 14 SP:Iteration 33Q (135.990000 sec): 3 clusters Score: Raw -1110109.403843 + Penalty 2972.350933 = -1107137.052910 nChanged 14 SP:Iteration 34Q (136.010000 sec): 3 clusters Score: Raw -1110110.933273 + Penalty 2972.350933 = -1107138.582340 nChanged 14 SP:Iteration 35Q (136.030000 sec): 3 clusters Score: Raw -1110113.451604 + Penalty 2972.350933 = -1107141.100671 nChanged 15 SP:Iteration 36Q (136.050000 sec): 3 clusters Score: Raw -1110115.608802 + Penalty 2972.350933 = -1107143.257869 nChanged 14 SP:Iteration 37Q (136.080000 sec): 3 clusters Score: Raw -1110117.595773 + Penalty 2972.350933 = -1107145.244840 nChanged 12 SP:Iteration 38Q (136.100000 sec): 3 clusters Score: Raw -1110119.329203 + Penalty 2972.350933 = -1107146.978270 nChanged 9 SP:Iteration 39Q (136.120000 sec): 3 clusters Score: Raw -1110120.124740 + Penalty 2972.350933 = -1107147.773807 nChanged 8 SP:Iteration 40F (136.150000 sec): 3 clusters Score: Raw -1110120.804710 + Penalty 2972.350933 = -1107148.453777 nChanged 5 SP:Iteration 41Q (136.170000 sec): 3 clusters Score: Raw -1110121.363164 + Penalty 2972.350933 = -1107149.012231 nChanged 7 SP:Iteration 42Q (136.190000 sec): 3 clusters Score: Raw -1110122.263906 + Penalty 2972.350933 = -1107149.912973 nChanged 3 SP:Iteration 43Q (136.210000 sec): 3 clusters Score: Raw -1110122.559021 + Penalty 2972.350933 = -1107150.208088 nChanged 5 SP:Iteration 44Q (136.230000 sec): 3 clusters Score: Raw -1110123.059753 + Penalty 2972.350933 = -1107150.708820 nChanged 4 SP:Iteration 45Q (136.260000 sec): 3 clusters Score: Raw -1110123.345200 + Penalty 2972.350933 = -1107150.994267 nChanged 2 SP:Iteration 46Q (136.280000 sec): 3 clusters Score: Raw -1110123.574599 + Penalty 2972.350933 = -1107151.223666 nChanged 1 SP:Iteration 47Q (136.300000 sec): 3 clusters Score: Raw -1110123.653393 + Penalty 2972.350933 = -1107151.302460 nChanged 0 SP:Iteration 48F (136.330000 sec): 3 clusters Score: Raw -1110123.653393 + Penalty 2972.350933 = -1107151.302460 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.330000 sec): 2 clusters Score: Raw -151379.931092 + Penalty 1177.534813 = -150202.396279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.340000 sec): 3 clusters Score: Raw -150890.441578 + Penalty 2355.069626 = -148535.371952 nChanged 466 SP:Iteration 1F (136.340000 sec): 3 clusters Score: Raw -151310.836012 + Penalty 2355.069626 = -148955.766386 nChanged 128 SP:Iteration 2F (136.340000 sec): 3 clusters Score: Raw -151475.263582 + Penalty 2355.069626 = -149120.193956 nChanged 99 SP:Iteration 3F (136.350000 sec): 3 clusters Score: Raw -151668.741191 + Penalty 2355.069626 = -149313.671565 nChanged 101 SP:Iteration 4F (136.350000 sec): 3 clusters Score: Raw -151994.074652 + Penalty 2355.069626 = -149639.005026 nChanged 83 SP:Iteration 5F (136.350000 sec): 3 clusters Score: Raw -152304.249818 + Penalty 2355.069626 = -149949.180192 nChanged 99 SP:Iteration 6F (136.360000 sec): 3 clusters Score: Raw -152508.188953 + Penalty 2355.069626 = -150153.119327 nChanged 69 SP:Iteration 7Q (136.360000 sec): 3 clusters Score: Raw -152697.594770 + Penalty 2355.069626 = -150342.525144 nChanged 50 SP:Iteration 8Q (136.360000 sec): 3 clusters Score: Raw -152880.050338 + Penalty 2355.069626 = -150524.980712 nChanged 37 SP:Iteration 9Q (136.370000 sec): 3 clusters Score: Raw -153067.496147 + Penalty 2355.069626 = -150712.426521 nChanged 33 SP:Iteration 10Q (136.370000 sec): 3 clusters Score: Raw -153367.122637 + Penalty 2355.069626 = -151012.053011 nChanged 20 SP:Iteration 11Q (136.370000 sec): 3 clusters Score: Raw -153433.095579 + Penalty 2355.069626 = -151078.025953 nChanged 13 SP:Iteration 12Q (136.370000 sec): 3 clusters Score: Raw -153443.874598 + Penalty 2355.069626 = -151088.804972 nChanged 6 SP:Iteration 13Q (136.380000 sec): 3 clusters Score: Raw -153449.613995 + Penalty 2355.069626 = -151094.544369 nChanged 5 SP:Iteration 14Q (136.380000 sec): 3 clusters Score: Raw -153454.668245 + Penalty 2355.069626 = -151099.598619 nChanged 4 SP:Iteration 15Q (136.380000 sec): 3 clusters Score: Raw -153457.457327 + Penalty 2355.069626 = -151102.387701 nChanged 1 SP:Iteration 16Q (136.390000 sec): 3 clusters Score: Raw -153457.953591 + Penalty 2355.069626 = -151102.883965 nChanged 0 SP:Iteration 17F (136.390000 sec): 3 clusters Score: Raw -153457.953591 + Penalty 2355.069626 = -151102.883965 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.390000 sec): 2 clusters Score: Raw -113906.759570 + Penalty 1126.997697 = -112779.761873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.390000 sec): 3 clusters Score: Raw -113632.068868 + Penalty 2253.995395 = -111378.073473 nChanged 334 SP:Iteration 1F (136.400000 sec): 3 clusters Score: Raw -114427.597103 + Penalty 2253.995395 = -112173.601708 nChanged 147 SP:Iteration 2F (136.400000 sec): 3 clusters Score: Raw -115215.073569 + Penalty 2253.995395 = -112961.078174 nChanged 133 SP:Iteration 3F (136.400000 sec): 3 clusters Score: Raw -115533.726581 + Penalty 2253.995395 = -113279.731186 nChanged 70 SP:Iteration 4F (136.410000 sec): 3 clusters Score: Raw -115706.834186 + Penalty 2253.995395 = -113452.838791 nChanged 25 SP:Iteration 5Q (136.410000 sec): 3 clusters Score: Raw -115773.539718 + Penalty 2253.995395 = -113519.544323 nChanged 7 SP:Iteration 6Q (136.410000 sec): 3 clusters Score: Raw -115787.865081 + Penalty 2253.995395 = -113533.869686 nChanged 4 SP:Iteration 7Q (136.410000 sec): 3 clusters Score: Raw -115797.483149 + Penalty 2253.995395 = -113543.487754 nChanged 0 SP:Iteration 8F (136.410000 sec): 3 clusters Score: Raw -115797.483149 + Penalty 2253.995395 = -113543.487754 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (5560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.430000 sec): 2 clusters Score: Raw -664770.603685 + Penalty 1401.294925 = -663369.308760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.450000 sec): 3 clusters Score: Raw -661857.284859 + Penalty 2802.589851 = -659054.695008 nChanged 2302 SP:Iteration 1F (136.460000 sec): 3 clusters Score: Raw -663020.283164 + Penalty 2802.589851 = -660217.693313 nChanged 351 SP:Iteration 2F (136.470000 sec): 3 clusters Score: Raw -663175.614078 + Penalty 2802.589851 = -660373.024227 nChanged 264 SP:Iteration 3Q (136.490000 sec): 3 clusters Score: Raw -663296.387187 + Penalty 2802.589851 = -660493.797336 nChanged 223 SP:Iteration 4Q (136.500000 sec): 3 clusters Score: Raw -663394.769424 + Penalty 2802.589851 = -660592.179573 nChanged 187 SP:Iteration 5Q (136.510000 sec): 3 clusters Score: Raw -663479.865528 + Penalty 2802.589851 = -660677.275677 nChanged 178 SP:Iteration 6Q (136.530000 sec): 3 clusters Score: Raw -663560.218294 + Penalty 2802.589851 = -660757.628443 nChanged 166 SP:Iteration 7Q (136.540000 sec): 3 clusters Score: Raw -663640.796279 + Penalty 2802.589851 = -660838.206428 nChanged 157 SP:Iteration 8Q (136.550000 sec): 3 clusters Score: Raw -663718.387286 + Penalty 2802.589851 = -660915.797435 nChanged 150 SP:Iteration 9Q (136.570000 sec): 3 clusters Score: Raw -663803.380814 + Penalty 2802.589851 = -661000.790963 nChanged 168 SP:Iteration 10Q (136.580000 sec): 3 clusters Score: Raw -663896.058770 + Penalty 2802.589851 = -661093.468919 nChanged 168 SP:Iteration 11Q (136.590000 sec): 3 clusters Score: Raw -663995.667774 + Penalty 2802.589851 = -661193.077923 nChanged 162 SP:Iteration 12Q (136.610000 sec): 3 clusters Score: Raw -664098.145179 + Penalty 2802.589851 = -661295.555328 nChanged 187 SP:Iteration 13Q (136.620000 sec): 3 clusters Score: Raw -664218.876139 + Penalty 2802.589851 = -661416.286288 nChanged 169 SP:Iteration 14Q (136.630000 sec): 3 clusters Score: Raw -664343.425781 + Penalty 2802.589851 = -661540.835931 nChanged 150 SP:Iteration 15Q (136.640000 sec): 3 clusters Score: Raw -664451.548386 + Penalty 2802.589851 = -661648.958535 nChanged 127 SP:Iteration 16Q (136.650000 sec): 3 clusters Score: Raw -664541.101066 + Penalty 2802.589851 = -661738.511215 nChanged 107 SP:Iteration 17Q (136.670000 sec): 3 clusters Score: Raw -664621.099950 + Penalty 2802.589851 = -661818.510099 nChanged 95 SP:Iteration 18Q (136.680000 sec): 3 clusters Score: Raw -664699.536201 + Penalty 2802.589851 = -661896.946350 nChanged 77 SP:Iteration 19Q (136.690000 sec): 3 clusters Score: Raw -664774.106153 + Penalty 2802.589851 = -661971.516302 nChanged 52 SP:Iteration 20F (136.700000 sec): 3 clusters Score: Raw -664847.919623 + Penalty 2802.589851 = -662045.329772 nChanged 55 SP:Iteration 21Q (136.710000 sec): 3 clusters Score: Raw -664918.116780 + Penalty 2802.589851 = -662115.526929 nChanged 41 SP:Iteration 22Q (136.730000 sec): 3 clusters Score: Raw -664962.618720 + Penalty 2802.589851 = -662160.028870 nChanged 41 SP:Iteration 23Q (136.730000 sec): 3 clusters Score: Raw -664996.933608 + Penalty 2802.589851 = -662194.343758 nChanged 18 SP:Iteration 24Q (136.750000 sec): 3 clusters Score: Raw -665010.719439 + Penalty 2802.589851 = -662208.129588 nChanged 15 SP:Iteration 25Q (136.760000 sec): 3 clusters Score: Raw -665019.681227 + Penalty 2802.589851 = -662217.091376 nChanged 10 SP:Iteration 26Q (136.770000 sec): 3 clusters Score: Raw -665025.923398 + Penalty 2802.589851 = -662223.333547 nChanged 9 SP:Iteration 27Q (136.780000 sec): 3 clusters Score: Raw -665034.999455 + Penalty 2802.589851 = -662232.409604 nChanged 9 SP:Iteration 28Q (136.790000 sec): 3 clusters Score: Raw -665039.944358 + Penalty 2802.589851 = -662237.354508 nChanged 6 SP:Iteration 29Q (136.800000 sec): 3 clusters Score: Raw -665043.454423 + Penalty 2802.589851 = -662240.864572 nChanged 1 SP:Iteration 30Q (136.810000 sec): 3 clusters Score: Raw -665044.017247 + Penalty 2802.589851 = -662241.427396 nChanged 2 SP:Iteration 31Q (136.820000 sec): 3 clusters Score: Raw -665045.410033 + Penalty 2802.589851 = -662242.820182 nChanged 2 SP:Iteration 32Q (136.830000 sec): 3 clusters Score: Raw -665046.142878 + Penalty 2802.589851 = -662243.553027 nChanged 2 SP:Iteration 33Q (136.840000 sec): 3 clusters Score: Raw -665047.169489 + Penalty 2802.589851 = -662244.579639 nChanged 1 SP:Iteration 34Q (136.850000 sec): 3 clusters Score: Raw -665047.928855 + Penalty 2802.589851 = -662245.339004 nChanged 0 SP:Iteration 35F (136.860000 sec): 3 clusters Score: Raw -665047.928855 + Penalty 2802.589851 = -662245.339004 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.870000 sec): 2 clusters Score: Raw -50261.181079 + Penalty 1007.582741 = -49253.598338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.870000 sec): 3 clusters Score: Raw -50329.505277 + Penalty 2015.165482 = -48314.339796 nChanged 126 SP:Iteration 1F (136.870000 sec): 3 clusters Score: Raw -50657.254599 + Penalty 2015.165482 = -48642.089118 nChanged 36 SP:Iteration 2F (136.870000 sec): 3 clusters Score: Raw -50741.591919 + Penalty 2015.165482 = -48726.426437 nChanged 16 SP:Iteration 3Q (136.870000 sec): 3 clusters Score: Raw -50784.692884 + Penalty 2015.165482 = -48769.527403 nChanged 8 SP:Iteration 4Q (136.870000 sec): 3 clusters Score: Raw -50799.413808 + Penalty 2015.165482 = -48784.248327 nChanged 7 SP:Iteration 5Q (136.870000 sec): 3 clusters Score: Raw -50823.780814 + Penalty 2015.165482 = -48808.615332 nChanged 5 SP:Iteration 6Q (136.870000 sec): 3 clusters Score: Raw -50838.654598 + Penalty 2015.165482 = -48823.489117 nChanged 7 SP:Iteration 7Q (136.880000 sec): 3 clusters Score: Raw -50876.361826 + Penalty 2015.165482 = -48861.196345 nChanged 7 SP:Iteration 8Q (136.880000 sec): 3 clusters Score: Raw -50906.365566 + Penalty 2015.165482 = -48891.200084 nChanged 8 SP:Iteration 9Q (136.880000 sec): 3 clusters Score: Raw -50939.397575 + Penalty 2015.165482 = -48924.232093 nChanged 9 SP:Iteration 10Q (136.880000 sec): 3 clusters Score: Raw -50963.821919 + Penalty 2015.165482 = -48948.656438 nChanged 7 SP:Iteration 11Q (136.880000 sec): 3 clusters Score: Raw -50988.282124 + Penalty 2015.165482 = -48973.116642 nChanged 5 SP:Iteration 12Q (136.880000 sec): 3 clusters Score: Raw -51005.146017 + Penalty 2015.165482 = -48989.980536 nChanged 5 SP:Iteration 13Q (136.880000 sec): 3 clusters Score: Raw -51023.068725 + Penalty 2015.165482 = -49007.903244 nChanged 4 SP:Iteration 14Q (136.890000 sec): 3 clusters Score: Raw -51029.817260 + Penalty 2015.165482 = -49014.651778 nChanged 2 SP:Iteration 15Q (136.890000 sec): 3 clusters Score: Raw -51037.176179 + Penalty 2015.165482 = -49022.010698 nChanged 6 SP:Iteration 16Q (136.890000 sec): 3 clusters Score: Raw -51072.068066 + Penalty 2015.165482 = -49056.902584 nChanged 6 SP:Iteration 17Q (136.890000 sec): 3 clusters Score: Raw -51090.839944 + Penalty 2015.165482 = -49075.674462 nChanged 5 SP:Iteration 18Q (136.890000 sec): 3 clusters Score: Raw -51103.282843 + Penalty 2015.165482 = -49088.117361 nChanged 6 SP:Iteration 19Q (136.890000 sec): 3 clusters Score: Raw -51125.520962 + Penalty 2015.165482 = -49110.355481 nChanged 5 SP:Iteration 20F (136.890000 sec): 3 clusters Score: Raw -51145.599937 + Penalty 2015.165482 = -49130.434456 nChanged 7 SP:Iteration 21Q (136.890000 sec): 3 clusters Score: Raw -51197.748614 + Penalty 2015.165482 = -49182.583132 nChanged 11 SP:Iteration 22Q (136.890000 sec): 3 clusters Score: Raw -51229.833105 + Penalty 2015.165482 = -49214.667624 nChanged 1 SP:Iteration 23Q (136.890000 sec): 3 clusters Score: Raw -51230.461622 + Penalty 2015.165482 = -49215.296141 nChanged 0 SP:Iteration 24F (136.890000 sec): 3 clusters Score: Raw -51230.461622 + Penalty 2015.165482 = -49215.296141 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 9 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.920000 sec): 2 clusters Score: Raw -1041809.206190 + Penalty 1480.423590 = -1040328.782600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.950000 sec): 3 clusters Score: Raw -1036750.623811 + Penalty 2960.847181 = -1033789.776630 nChanged 3820 SP:Iteration 1F (136.970000 sec): 3 clusters Score: Raw -1038834.295803 + Penalty 2960.847181 = -1035873.448622 nChanged 565 SP:Iteration 2F (136.990000 sec): 3 clusters Score: Raw -1039061.681443 + Penalty 2960.847181 = -1036100.834262 nChanged 409 SP:Iteration 3Q (137.010000 sec): 3 clusters Score: Raw -1039202.261375 + Penalty 2960.847181 = -1036241.414194 nChanged 310 SP:Iteration 4Q (137.030000 sec): 3 clusters Score: Raw -1039297.365963 + Penalty 2960.847181 = -1036336.518782 nChanged 261 SP:Iteration 5Q (137.060000 sec): 3 clusters Score: Raw -1039394.679871 + Penalty 2960.847181 = -1036433.832690 nChanged 262 SP:Iteration 6Q (137.080000 sec): 3 clusters Score: Raw -1039493.109080 + Penalty 2960.847181 = -1036532.261899 nChanged 268 SP:Iteration 7Q (137.110000 sec): 3 clusters Score: Raw -1039594.290849 + Penalty 2960.847181 = -1036633.443668 nChanged 252 SP:Iteration 8Q (137.130000 sec): 3 clusters Score: Raw -1039702.106491 + Penalty 2960.847181 = -1036741.259310 nChanged 287 SP:Iteration 9Q (137.150000 sec): 3 clusters Score: Raw -1039813.944275 + Penalty 2960.847181 = -1036853.097094 nChanged 288 SP:Iteration 10Q (137.170000 sec): 3 clusters Score: Raw -1039942.628766 + Penalty 2960.847181 = -1036981.781585 nChanged 301 SP:Iteration 11Q (137.190000 sec): 3 clusters Score: Raw -1040088.809175 + Penalty 2960.847181 = -1037127.961994 nChanged 302 SP:Iteration 12Q (137.210000 sec): 3 clusters Score: Raw -1040236.809168 + Penalty 2960.847181 = -1037275.961987 nChanged 295 SP:Iteration 13Q (137.240000 sec): 3 clusters Score: Raw -1040391.298538 + Penalty 2960.847181 = -1037430.451358 nChanged 279 SP:Iteration 14Q (137.260000 sec): 3 clusters Score: Raw -1040538.949389 + Penalty 2960.847181 = -1037578.102208 nChanged 276 SP:Iteration 15Q (137.280000 sec): 3 clusters Score: Raw -1040663.301365 + Penalty 2960.847181 = -1037702.454184 nChanged 224 SP:Iteration 16Q (137.300000 sec): 3 clusters Score: Raw -1040763.983517 + Penalty 2960.847181 = -1037803.136336 nChanged 235 SP:Iteration 17Q (137.330000 sec): 3 clusters Score: Raw -1040852.986023 + Penalty 2960.847181 = -1037892.138842 nChanged 179 SP:Iteration 18Q (137.350000 sec): 3 clusters Score: Raw -1040911.785899 + Penalty 2960.847181 = -1037950.938718 nChanged 133 SP:Iteration 19Q (137.370000 sec): 3 clusters Score: Raw -1040948.278865 + Penalty 2960.847181 = -1037987.431684 nChanged 92 SP:Iteration 20F (137.390000 sec): 3 clusters Score: Raw -1040968.334142 + Penalty 2960.847181 = -1038007.486961 nChanged 69 SP:Iteration 21Q (137.410000 sec): 3 clusters Score: Raw -1040984.886168 + Penalty 2960.847181 = -1038024.038987 nChanged 61 SP:Iteration 22Q (137.430000 sec): 3 clusters Score: Raw -1040999.582672 + Penalty 2960.847181 = -1038038.735491 nChanged 62 SP:Iteration 23Q (137.450000 sec): 3 clusters Score: Raw -1041012.881855 + Penalty 2960.847181 = -1038052.034674 nChanged 56 SP:Iteration 24Q (137.470000 sec): 3 clusters Score: Raw -1041026.115998 + Penalty 2960.847181 = -1038065.268818 nChanged 57 SP:Iteration 25Q (137.500000 sec): 3 clusters Score: Raw -1041040.271962 + Penalty 2960.847181 = -1038079.424781 nChanged 53 SP:Iteration 26Q (137.520000 sec): 3 clusters Score: Raw -1041055.090976 + Penalty 2960.847181 = -1038094.243795 nChanged 62 SP:Iteration 27Q (137.540000 sec): 3 clusters Score: Raw -1041073.076540 + Penalty 2960.847181 = -1038112.229359 nChanged 63 SP:Iteration 28Q (137.560000 sec): 3 clusters Score: Raw -1041088.922956 + Penalty 2960.847181 = -1038128.075775 nChanged 52 SP:Iteration 29Q (137.580000 sec): 3 clusters Score: Raw -1041100.718363 + Penalty 2960.847181 = -1038139.871182 nChanged 49 SP:Iteration 30Q (137.600000 sec): 3 clusters Score: Raw -1041112.470538 + Penalty 2960.847181 = -1038151.623357 nChanged 64 SP:Iteration 31Q (137.620000 sec): 3 clusters Score: Raw -1041127.781020 + Penalty 2960.847181 = -1038166.933839 nChanged 59 SP:Iteration 32Q (137.640000 sec): 3 clusters Score: Raw -1041143.946410 + Penalty 2960.847181 = -1038183.099229 nChanged 68 SP:Iteration 33Q (137.660000 sec): 3 clusters Score: Raw -1041163.409950 + Penalty 2960.847181 = -1038202.562769 nChanged 61 SP:Iteration 34Q (137.690000 sec): 3 clusters Score: Raw -1041180.037524 + Penalty 2960.847181 = -1038219.190343 nChanged 57 SP:Iteration 35Q (137.710000 sec): 3 clusters Score: Raw -1041195.539312 + Penalty 2960.847181 = -1038234.692131 nChanged 70 SP:Iteration 36Q (137.730000 sec): 3 clusters Score: Raw -1041217.403045 + Penalty 2960.847181 = -1038256.555864 nChanged 77 SP:Iteration 37Q (137.750000 sec): 3 clusters Score: Raw -1041242.467752 + Penalty 2960.847181 = -1038281.620571 nChanged 90 SP:Iteration 38Q (137.770000 sec): 3 clusters Score: Raw -1041272.996405 + Penalty 2960.847181 = -1038312.149224 nChanged 90 SP:Iteration 39Q (137.790000 sec): 3 clusters Score: Raw -1041304.695557 + Penalty 2960.847181 = -1038343.848376 nChanged 95 SP:Iteration 40F (137.810000 sec): 3 clusters Score: Raw -1041341.662242 + Penalty 2960.847181 = -1038380.815061 nChanged 89 SP:Iteration 41Q (137.830000 sec): 3 clusters Score: Raw -1041376.723837 + Penalty 2960.847181 = -1038415.876656 nChanged 98 SP:Iteration 42Q (137.850000 sec): 3 clusters Score: Raw -1041415.780278 + Penalty 2960.847181 = -1038454.933098 nChanged 112 SP:Iteration 43Q (137.870000 sec): 3 clusters Score: Raw -1041464.464511 + Penalty 2960.847181 = -1038503.617331 nChanged 101 SP:Iteration 44Q (137.890000 sec): 3 clusters Score: Raw -1041506.743398 + Penalty 2960.847181 = -1038545.896217 nChanged 88 SP:Iteration 45Q (137.910000 sec): 3 clusters Score: Raw -1041548.030903 + Penalty 2960.847181 = -1038587.183722 nChanged 96 SP:Iteration 46Q (137.930000 sec): 3 clusters Score: Raw -1041589.204540 + Penalty 2960.847181 = -1038628.357359 nChanged 90 SP:Iteration 47Q (137.950000 sec): 3 clusters Score: Raw -1041626.471873 + Penalty 2960.847181 = -1038665.624692 nChanged 89 SP:Iteration 48Q (137.970000 sec): 3 clusters Score: Raw -1041663.621459 + Penalty 2960.847181 = -1038702.774279 nChanged 80 SP:Iteration 49Q (137.990000 sec): 3 clusters Score: Raw -1041703.621910 + Penalty 2960.847181 = -1038742.774729 nChanged 102 SP:Iteration 50Q (138.010000 sec): 3 clusters Score: Raw -1041746.703758 + Penalty 2960.847181 = -1038785.856577 nChanged 74 SP:Iteration 51Q (138.030000 sec): 3 clusters Score: Raw -1041781.148958 + Penalty 2960.847181 = -1038820.301778 nChanged 80 SP:Iteration 52Q (138.050000 sec): 3 clusters Score: Raw -1041815.755371 + Penalty 2960.847181 = -1038854.908191 nChanged 62 SP:Iteration 53Q (138.070000 sec): 3 clusters Score: Raw -1041842.918112 + Penalty 2960.847181 = -1038882.070931 nChanged 64 SP:Iteration 54Q (138.090000 sec): 3 clusters Score: Raw -1041871.523667 + Penalty 2960.847181 = -1038910.676486 nChanged 50 SP:Iteration 55Q (138.110000 sec): 3 clusters Score: Raw -1041887.817698 + Penalty 2960.847181 = -1038926.970517 nChanged 32 SP:Iteration 56Q (138.130000 sec): 3 clusters Score: Raw -1041899.556689 + Penalty 2960.847181 = -1038938.709508 nChanged 38 SP:Iteration 57Q (138.150000 sec): 3 clusters Score: Raw -1041915.037458 + Penalty 2960.847181 = -1038954.190277 nChanged 42 SP:Iteration 58Q (138.160000 sec): 3 clusters Score: Raw -1041932.233248 + Penalty 2960.847181 = -1038971.386068 nChanged 49 SP:Iteration 59Q (138.180000 sec): 3 clusters Score: Raw -1041950.674713 + Penalty 2960.847181 = -1038989.827532 nChanged 42 SP:Iteration 60F (138.210000 sec): 3 clusters Score: Raw -1041966.025713 + Penalty 2960.847181 = -1039005.178532 nChanged 42 SP:Iteration 61Q (138.220000 sec): 3 clusters Score: Raw -1041981.781289 + Penalty 2960.847181 = -1039020.934109 nChanged 42 SP:Iteration 62Q (138.240000 sec): 3 clusters Score: Raw -1041998.080616 + Penalty 2960.847181 = -1039037.233436 nChanged 33 SP:Iteration 63Q (138.260000 sec): 3 clusters Score: Raw -1042008.186988 + Penalty 2960.847181 = -1039047.339808 nChanged 20 SP:Iteration 64Q (138.280000 sec): 3 clusters Score: Raw -1042013.110759 + Penalty 2960.847181 = -1039052.263579 nChanged 14 SP:Iteration 65Q (138.300000 sec): 3 clusters Score: Raw -1042017.298648 + Penalty 2960.847181 = -1039056.451467 nChanged 14 SP:Iteration 66Q (138.310000 sec): 3 clusters Score: Raw -1042020.878119 + Penalty 2960.847181 = -1039060.030938 nChanged 7 SP:Iteration 67Q (138.330000 sec): 3 clusters Score: Raw -1042022.530713 + Penalty 2960.847181 = -1039061.683532 nChanged 8 SP:Iteration 68Q (138.350000 sec): 3 clusters Score: Raw -1042025.172832 + Penalty 2960.847181 = -1039064.325652 nChanged 9 SP:Iteration 69Q (138.370000 sec): 3 clusters Score: Raw -1042029.207199 + Penalty 2960.847181 = -1039068.360018 nChanged 13 SP:Iteration 70Q (138.390000 sec): 3 clusters Score: Raw -1042033.820904 + Penalty 2960.847181 = -1039072.973723 nChanged 16 SP:Iteration 71Q (138.400000 sec): 3 clusters Score: Raw -1042039.522973 + Penalty 2960.847181 = -1039078.675792 nChanged 13 SP:Iteration 72Q (138.420000 sec): 3 clusters Score: Raw -1042043.498057 + Penalty 2960.847181 = -1039082.650876 nChanged 13 SP:Iteration 73Q (138.440000 sec): 3 clusters Score: Raw -1042048.463758 + Penalty 2960.847181 = -1039087.616577 nChanged 12 SP:Iteration 74Q (138.460000 sec): 3 clusters Score: Raw -1042052.031126 + Penalty 2960.847181 = -1039091.183945 nChanged 5 SP:Iteration 75Q (138.470000 sec): 3 clusters Score: Raw -1042053.259524 + Penalty 2960.847181 = -1039092.412344 nChanged 8 SP:Iteration 76Q (138.490000 sec): 3 clusters Score: Raw -1042055.233799 + Penalty 2960.847181 = -1039094.386618 nChanged 10 SP:Iteration 77Q (138.510000 sec): 3 clusters Score: Raw -1042058.193389 + Penalty 2960.847181 = -1039097.346208 nChanged 11 SP:Iteration 78Q (138.530000 sec): 3 clusters Score: Raw -1042061.317731 + Penalty 2960.847181 = -1039100.470550 nChanged 8 SP:Iteration 79Q (138.550000 sec): 3 clusters Score: Raw -1042063.674826 + Penalty 2960.847181 = -1039102.827645 nChanged 7 SP:Iteration 80F (138.570000 sec): 3 clusters Score: Raw -1042065.479628 + Penalty 2960.847181 = -1039104.632447 nChanged 10 SP:Iteration 81Q (138.580000 sec): 3 clusters Score: Raw -1042067.990957 + Penalty 2960.847181 = -1039107.143776 nChanged 3 SP:Iteration 82Q (138.600000 sec): 3 clusters Score: Raw -1042068.584042 + Penalty 2960.847181 = -1039107.736861 nChanged 2 SP:Iteration 83Q (138.620000 sec): 3 clusters Score: Raw -1042069.058510 + Penalty 2960.847181 = -1039108.211330 nChanged 2 SP:Iteration 84Q (138.640000 sec): 3 clusters Score: Raw -1042069.552034 + Penalty 2960.847181 = -1039108.704853 nChanged 3 SP:Iteration 85Q (138.650000 sec): 3 clusters Score: Raw -1042070.643485 + Penalty 2960.847181 = -1039109.796304 nChanged 5 SP:Iteration 86Q (138.670000 sec): 3 clusters Score: Raw -1042072.078567 + Penalty 2960.847181 = -1039111.231386 nChanged 4 SP:Iteration 87Q (138.690000 sec): 3 clusters Score: Raw -1042072.949946 + Penalty 2960.847181 = -1039112.102765 nChanged 1 SP:Iteration 88Q (138.710000 sec): 3 clusters Score: Raw -1042073.091627 + Penalty 2960.847181 = -1039112.244447 nChanged 5 SP:Iteration 89Q (138.720000 sec): 3 clusters Score: Raw -1042073.940664 + Penalty 2960.847181 = -1039113.093483 nChanged 3 SP:Iteration 90Q (138.740000 sec): 3 clusters Score: Raw -1042074.530977 + Penalty 2960.847181 = -1039113.683796 nChanged 2 SP:Iteration 91Q (138.760000 sec): 3 clusters Score: Raw -1042075.198304 + Penalty 2960.847181 = -1039114.351123 nChanged 0 SP:Iteration 92F (138.780000 sec): 3 clusters Score: Raw -1042075.198304 + Penalty 2960.847181 = -1039114.351123 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 10 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.790000 sec): 2 clusters Score: Raw -297016.946499 + Penalty 1268.323395 = -295748.623104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.790000 sec): 3 clusters Score: Raw -295918.965598 + Penalty 2536.646789 = -293382.318808 nChanged 863 SP:Iteration 1F (138.800000 sec): 3 clusters Score: Raw -296403.586624 + Penalty 2536.646789 = -293866.939835 nChanged 153 SP:Iteration 2F (138.810000 sec): 3 clusters Score: Raw -296494.596672 + Penalty 2536.646789 = -293957.949883 nChanged 86 SP:Iteration 3Q (138.810000 sec): 3 clusters Score: Raw -296540.983016 + Penalty 2536.646789 = -294004.336226 nChanged 64 SP:Iteration 4Q (138.820000 sec): 3 clusters Score: Raw -296574.755661 + Penalty 2536.646789 = -294038.108872 nChanged 53 SP:Iteration 5Q (138.830000 sec): 3 clusters Score: Raw -296599.463200 + Penalty 2536.646789 = -294062.816410 nChanged 40 SP:Iteration 6Q (138.830000 sec): 3 clusters Score: Raw -296614.334339 + Penalty 2536.646789 = -294077.687550 nChanged 29 SP:Iteration 7Q (138.840000 sec): 3 clusters Score: Raw -296628.008172 + Penalty 2536.646789 = -294091.361382 nChanged 26 SP:Iteration 8Q (138.840000 sec): 3 clusters Score: Raw -296639.645639 + Penalty 2536.646789 = -294102.998849 nChanged 29 SP:Iteration 9Q (138.850000 sec): 3 clusters Score: Raw -296651.475812 + Penalty 2536.646789 = -294114.829023 nChanged 31 SP:Iteration 10Q (138.850000 sec): 3 clusters Score: Raw -296663.990659 + Penalty 2536.646789 = -294127.343870 nChanged 22 SP:Iteration 11Q (138.860000 sec): 3 clusters Score: Raw -296672.980799 + Penalty 2536.646789 = -294136.334010 nChanged 16 SP:Iteration 12Q (138.870000 sec): 3 clusters Score: Raw -296682.227282 + Penalty 2536.646789 = -294145.580493 nChanged 21 SP:Iteration 13Q (138.870000 sec): 3 clusters Score: Raw -296693.757721 + Penalty 2536.646789 = -294157.110932 nChanged 22 SP:Iteration 14Q (138.880000 sec): 3 clusters Score: Raw -296701.620807 + Penalty 2536.646789 = -294164.974017 nChanged 19 SP:Iteration 15Q (138.890000 sec): 3 clusters Score: Raw -296710.344833 + Penalty 2536.646789 = -294173.698044 nChanged 22 SP:Iteration 16Q (138.890000 sec): 3 clusters Score: Raw -296721.806919 + Penalty 2536.646789 = -294185.160130 nChanged 34 SP:Iteration 17Q (138.900000 sec): 3 clusters Score: Raw -296739.617732 + Penalty 2536.646789 = -294202.970943 nChanged 35 SP:Iteration 18Q (138.900000 sec): 3 clusters Score: Raw -296757.024688 + Penalty 2536.646789 = -294220.377898 nChanged 29 SP:Iteration 19Q (138.910000 sec): 3 clusters Score: Raw -296772.305512 + Penalty 2536.646789 = -294235.658722 nChanged 23 SP:Iteration 20F (138.910000 sec): 3 clusters Score: Raw -296785.045192 + Penalty 2536.646789 = -294248.398403 nChanged 28 SP:Iteration 21Q (138.920000 sec): 3 clusters Score: Raw -296800.563637 + Penalty 2536.646789 = -294263.916848 nChanged 31 SP:Iteration 22Q (138.930000 sec): 3 clusters Score: Raw -296817.052391 + Penalty 2536.646789 = -294280.405602 nChanged 29 SP:Iteration 23Q (138.930000 sec): 3 clusters Score: Raw -296831.473706 + Penalty 2536.646789 = -294294.826917 nChanged 35 SP:Iteration 24Q (138.940000 sec): 3 clusters Score: Raw -296856.383825 + Penalty 2536.646789 = -294319.737036 nChanged 43 SP:Iteration 25Q (138.950000 sec): 3 clusters Score: Raw -296886.762433 + Penalty 2536.646789 = -294350.115644 nChanged 41 SP:Iteration 26Q (138.950000 sec): 3 clusters Score: Raw -296914.717867 + Penalty 2536.646789 = -294378.071078 nChanged 39 SP:Iteration 27Q (138.960000 sec): 3 clusters Score: Raw -296938.768501 + Penalty 2536.646789 = -294402.121712 nChanged 30 SP:Iteration 28Q (138.960000 sec): 3 clusters Score: Raw -296958.563765 + Penalty 2536.646789 = -294421.916975 nChanged 24 SP:Iteration 29Q (138.970000 sec): 3 clusters Score: Raw -296973.097217 + Penalty 2536.646789 = -294436.450428 nChanged 21 SP:Iteration 30Q (138.970000 sec): 3 clusters Score: Raw -296988.393727 + Penalty 2536.646789 = -294451.746938 nChanged 19 SP:Iteration 31Q (138.980000 sec): 3 clusters Score: Raw -297002.151104 + Penalty 2536.646789 = -294465.504315 nChanged 25 SP:Iteration 32Q (138.990000 sec): 3 clusters Score: Raw -297017.590629 + Penalty 2536.646789 = -294480.943840 nChanged 26 SP:Iteration 33Q (138.990000 sec): 3 clusters Score: Raw -297035.821077 + Penalty 2536.646789 = -294499.174288 nChanged 26 SP:Iteration 34Q (139.000000 sec): 3 clusters Score: Raw -297053.280188 + Penalty 2536.646789 = -294516.633399 nChanged 20 SP:Iteration 35Q (139.000000 sec): 3 clusters Score: Raw -297068.062170 + Penalty 2536.646789 = -294531.415380 nChanged 21 SP:Iteration 36Q (139.010000 sec): 3 clusters Score: Raw -297081.311291 + Penalty 2536.646789 = -294544.664502 nChanged 21 SP:Iteration 37Q (139.010000 sec): 3 clusters Score: Raw -297095.370803 + Penalty 2536.646789 = -294558.724014 nChanged 11 SP:Iteration 38Q (139.020000 sec): 3 clusters Score: Raw -297103.163770 + Penalty 2536.646789 = -294566.516981 nChanged 10 SP:Iteration 39Q (139.030000 sec): 3 clusters Score: Raw -297107.983286 + Penalty 2536.646789 = -294571.336496 nChanged 6 SP:Iteration 40F (139.030000 sec): 3 clusters Score: Raw -297111.711463 + Penalty 2536.646789 = -294575.064674 nChanged 5 SP:Iteration 41Q (139.030000 sec): 3 clusters Score: Raw -297115.160775 + Penalty 2536.646789 = -294578.513986 nChanged 7 SP:Iteration 42Q (139.040000 sec): 3 clusters Score: Raw -297119.366271 + Penalty 2536.646789 = -294582.719482 nChanged 4 SP:Iteration 43Q (139.050000 sec): 3 clusters Score: Raw -297121.874138 + Penalty 2536.646789 = -294585.227349 nChanged 1 SP:Iteration 44Q (139.050000 sec): 3 clusters Score: Raw -297122.391622 + Penalty 2536.646789 = -294585.744832 nChanged 1 SP:Iteration 45Q (139.060000 sec): 3 clusters Score: Raw -297123.347423 + Penalty 2536.646789 = -294586.700633 nChanged 1 SP:Iteration 46Q (139.060000 sec): 3 clusters Score: Raw -297123.700601 + Penalty 2536.646789 = -294587.053811 nChanged 1 SP:Iteration 47Q (139.070000 sec): 3 clusters Score: Raw -297124.115794 + Penalty 2536.646789 = -294587.469005 nChanged 0 SP:Iteration 48F (139.070000 sec): 3 clusters Score: Raw -297124.115794 + Penalty 2536.646789 = -294587.469005 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 11 (9492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.110000 sec): 2 clusters Score: Raw -1092323.429520 + Penalty 1488.208250 = -1090835.221269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.130000 sec): 3 clusters Score: Raw -1086894.208963 + Penalty 2976.416501 = -1083917.792462 nChanged 4125 SP:Iteration 1F (139.160000 sec): 3 clusters Score: Raw -1089215.313426 + Penalty 2976.416501 = -1086238.896925 nChanged 552 SP:Iteration 2F (139.180000 sec): 3 clusters Score: Raw -1089442.215956 + Penalty 2976.416501 = -1086465.799455 nChanged 424 SP:Iteration 3Q (139.200000 sec): 3 clusters Score: Raw -1089625.231503 + Penalty 2976.416501 = -1086648.815003 nChanged 377 SP:Iteration 4Q (139.220000 sec): 3 clusters Score: Raw -1089811.275366 + Penalty 2976.416501 = -1086834.858865 nChanged 409 SP:Iteration 5Q (139.250000 sec): 3 clusters Score: Raw -1090042.519699 + Penalty 2976.416501 = -1087066.103199 nChanged 428 SP:Iteration 6Q (139.270000 sec): 3 clusters Score: Raw -1090301.689240 + Penalty 2976.416501 = -1087325.272739 nChanged 435 SP:Iteration 7Q (139.300000 sec): 3 clusters Score: Raw -1090567.618783 + Penalty 2976.416501 = -1087591.202282 nChanged 393 SP:Iteration 8Q (139.320000 sec): 3 clusters Score: Raw -1090808.396656 + Penalty 2976.416501 = -1087831.980155 nChanged 379 SP:Iteration 9Q (139.340000 sec): 3 clusters Score: Raw -1091033.611953 + Penalty 2976.416501 = -1088057.195452 nChanged 308 SP:Iteration 10Q (139.370000 sec): 3 clusters Score: Raw -1091189.924792 + Penalty 2976.416501 = -1088213.508291 nChanged 255 SP:Iteration 11Q (139.390000 sec): 3 clusters Score: Raw -1091308.119424 + Penalty 2976.416501 = -1088331.702923 nChanged 211 SP:Iteration 12Q (139.410000 sec): 3 clusters Score: Raw -1091378.124260 + Penalty 2976.416501 = -1088401.707759 nChanged 132 SP:Iteration 13Q (139.430000 sec): 3 clusters Score: Raw -1091423.580967 + Penalty 2976.416501 = -1088447.164466 nChanged 111 SP:Iteration 14Q (139.450000 sec): 3 clusters Score: Raw -1091456.328807 + Penalty 2976.416501 = -1088479.912306 nChanged 92 SP:Iteration 15Q (139.470000 sec): 3 clusters Score: Raw -1091486.235865 + Penalty 2976.416501 = -1088509.819364 nChanged 90 SP:Iteration 16Q (139.500000 sec): 3 clusters Score: Raw -1091508.603874 + Penalty 2976.416501 = -1088532.187373 nChanged 81 SP:Iteration 17Q (139.520000 sec): 3 clusters Score: Raw -1091529.106385 + Penalty 2976.416501 = -1088552.689885 nChanged 82 SP:Iteration 18Q (139.540000 sec): 3 clusters Score: Raw -1091549.637307 + Penalty 2976.416501 = -1088573.220806 nChanged 69 SP:Iteration 19Q (139.560000 sec): 3 clusters Score: Raw -1091569.888058 + Penalty 2976.416501 = -1088593.471557 nChanged 84 SP:Iteration 20F (139.580000 sec): 3 clusters Score: Raw -1091592.968826 + Penalty 2976.416501 = -1088616.552325 nChanged 82 SP:Iteration 21Q (139.610000 sec): 3 clusters Score: Raw -1091616.604836 + Penalty 2976.416501 = -1088640.188335 nChanged 79 SP:Iteration 22Q (139.630000 sec): 3 clusters Score: Raw -1091639.915674 + Penalty 2976.416501 = -1088663.499173 nChanged 91 SP:Iteration 23Q (139.650000 sec): 3 clusters Score: Raw -1091669.183394 + Penalty 2976.416501 = -1088692.766893 nChanged 86 SP:Iteration 24Q (139.670000 sec): 3 clusters Score: Raw -1091697.032950 + Penalty 2976.416501 = -1088720.616449 nChanged 91 SP:Iteration 25Q (139.690000 sec): 3 clusters Score: Raw -1091727.072853 + Penalty 2976.416501 = -1088750.656353 nChanged 88 SP:Iteration 26Q (139.720000 sec): 3 clusters Score: Raw -1091750.381233 + Penalty 2976.416501 = -1088773.964732 nChanged 69 SP:Iteration 27Q (139.740000 sec): 3 clusters Score: Raw -1091767.842333 + Penalty 2976.416501 = -1088791.425832 nChanged 63 SP:Iteration 28Q (139.760000 sec): 3 clusters Score: Raw -1091783.815584 + Penalty 2976.416501 = -1088807.399083 nChanged 69 SP:Iteration 29Q (139.780000 sec): 3 clusters Score: Raw -1091801.626289 + Penalty 2976.416501 = -1088825.209788 nChanged 65 SP:Iteration 30Q (139.800000 sec): 3 clusters Score: Raw -1091819.529383 + Penalty 2976.416501 = -1088843.112882 nChanged 66 SP:Iteration 31Q (139.820000 sec): 3 clusters Score: Raw -1091835.899595 + Penalty 2976.416501 = -1088859.483094 nChanged 70 SP:Iteration 32Q (139.840000 sec): 3 clusters Score: Raw -1091854.063715 + Penalty 2976.416501 = -1088877.647214 nChanged 65 SP:Iteration 33Q (139.860000 sec): 3 clusters Score: Raw -1091876.225887 + Penalty 2976.416501 = -1088899.809386 nChanged 90 SP:Iteration 34Q (139.890000 sec): 3 clusters Score: Raw -1091904.972786 + Penalty 2976.416501 = -1088928.556285 nChanged 90 SP:Iteration 35Q (139.910000 sec): 3 clusters Score: Raw -1091936.940688 + Penalty 2976.416501 = -1088960.524187 nChanged 104 SP:Iteration 36Q (139.930000 sec): 3 clusters Score: Raw -1091972.469561 + Penalty 2976.416501 = -1088996.053060 nChanged 103 SP:Iteration 37Q (139.950000 sec): 3 clusters Score: Raw -1092006.175127 + Penalty 2976.416501 = -1089029.758627 nChanged 87 SP:Iteration 38Q (139.970000 sec): 3 clusters Score: Raw -1092034.286133 + Penalty 2976.416501 = -1089057.869632 nChanged 81 SP:Iteration 39Q (139.990000 sec): 3 clusters Score: Raw -1092060.807492 + Penalty 2976.416501 = -1089084.390991 nChanged 90 SP:Iteration 40F (140.020000 sec): 3 clusters Score: Raw -1092097.916384 + Penalty 2976.416501 = -1089121.499883 nChanged 98 SP:Iteration 41Q (140.040000 sec): 3 clusters Score: Raw -1092136.607102 + Penalty 2976.416501 = -1089160.190602 nChanged 96 SP:Iteration 42Q (140.060000 sec): 3 clusters Score: Raw -1092180.136027 + Penalty 2976.416501 = -1089203.719527 nChanged 96 SP:Iteration 43Q (140.080000 sec): 3 clusters Score: Raw -1092229.170942 + Penalty 2976.416501 = -1089252.754441 nChanged 119 SP:Iteration 44Q (140.100000 sec): 3 clusters Score: Raw -1092290.642374 + Penalty 2976.416501 = -1089314.225873 nChanged 118 SP:Iteration 45Q (140.120000 sec): 3 clusters Score: Raw -1092352.233235 + Penalty 2976.416501 = -1089375.816734 nChanged 107 SP:Iteration 46Q (140.140000 sec): 3 clusters Score: Raw -1092414.444414 + Penalty 2976.416501 = -1089438.027913 nChanged 112 SP:Iteration 47Q (140.160000 sec): 3 clusters Score: Raw -1092476.812159 + Penalty 2976.416501 = -1089500.395658 nChanged 103 SP:Iteration 48Q (140.180000 sec): 3 clusters Score: Raw -1092520.598464 + Penalty 2976.416501 = -1089544.181964 nChanged 66 SP:Iteration 49Q (140.200000 sec): 3 clusters Score: Raw -1092544.645227 + Penalty 2976.416501 = -1089568.228726 nChanged 57 SP:Iteration 50Q (140.220000 sec): 3 clusters Score: Raw -1092564.500746 + Penalty 2976.416501 = -1089588.084245 nChanged 53 SP:Iteration 51Q (140.240000 sec): 3 clusters Score: Raw -1092584.925643 + Penalty 2976.416501 = -1089608.509142 nChanged 46 SP:Iteration 52Q (140.260000 sec): 3 clusters Score: Raw -1092599.603313 + Penalty 2976.416501 = -1089623.186812 nChanged 41 SP:Iteration 53Q (140.280000 sec): 3 clusters Score: Raw -1092615.051325 + Penalty 2976.416501 = -1089638.634824 nChanged 40 SP:Iteration 54Q (140.300000 sec): 3 clusters Score: Raw -1092637.462255 + Penalty 2976.416501 = -1089661.045755 nChanged 45 SP:Iteration 55Q (140.320000 sec): 3 clusters Score: Raw -1092656.154994 + Penalty 2976.416501 = -1089679.738493 nChanged 40 SP:Iteration 56Q (140.340000 sec): 3 clusters Score: Raw -1092673.459965 + Penalty 2976.416501 = -1089697.043465 nChanged 37 SP:Iteration 57Q (140.360000 sec): 3 clusters Score: Raw -1092684.954000 + Penalty 2976.416501 = -1089708.537500 nChanged 25 SP:Iteration 58Q (140.380000 sec): 3 clusters Score: Raw -1092690.116920 + Penalty 2976.416501 = -1089713.700419 nChanged 13 SP:Iteration 59Q (140.390000 sec): 3 clusters Score: Raw -1092693.018877 + Penalty 2976.416501 = -1089716.602377 nChanged 8 SP:Iteration 60F (140.420000 sec): 3 clusters Score: Raw -1092694.349717 + Penalty 2976.416501 = -1089717.933216 nChanged 4 SP:Iteration 61Q (140.440000 sec): 3 clusters Score: Raw -1092694.951102 + Penalty 2976.416501 = -1089718.534601 nChanged 3 SP:Iteration 62Q (140.460000 sec): 3 clusters Score: Raw -1092695.506973 + Penalty 2976.416501 = -1089719.090473 nChanged 4 SP:Iteration 63Q (140.480000 sec): 3 clusters Score: Raw -1092696.469853 + Penalty 2976.416501 = -1089720.053353 nChanged 4 SP:Iteration 64Q (140.500000 sec): 3 clusters Score: Raw -1092697.268134 + Penalty 2976.416501 = -1089720.851633 nChanged 6 SP:Iteration 65Q (140.510000 sec): 3 clusters Score: Raw -1092698.478685 + Penalty 2976.416501 = -1089722.062184 nChanged 8 SP:Iteration 66Q (140.530000 sec): 3 clusters Score: Raw -1092700.070906 + Penalty 2976.416501 = -1089723.654406 nChanged 7 SP:Iteration 67Q (140.550000 sec): 3 clusters Score: Raw -1092701.330854 + Penalty 2976.416501 = -1089724.914353 nChanged 6 SP:Iteration 68Q (140.570000 sec): 3 clusters Score: Raw -1092701.964616 + Penalty 2976.416501 = -1089725.548115 nChanged 1 SP:Iteration 69Q (140.590000 sec): 3 clusters Score: Raw -1092702.070693 + Penalty 2976.416501 = -1089725.654192 nChanged 0 SP:Iteration 70F (140.620000 sec): 3 clusters Score: Raw -1092702.070693 + Penalty 2976.416501 = -1089725.654192 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (14147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.650000 sec): 2 clusters Score: Raw -1674813.476399 + Penalty 1553.054403 = -1673260.421996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.690000 sec): 3 clusters Score: Raw -1666499.324130 + Penalty 3106.108807 = -1663393.215324 nChanged 6343 SP:Iteration 1F (140.720000 sec): 3 clusters Score: Raw -1669894.585301 + Penalty 3106.108807 = -1666788.476495 nChanged 896 SP:Iteration 2F (140.760000 sec): 3 clusters Score: Raw -1670343.648832 + Penalty 3106.108807 = -1667237.540025 nChanged 929 SP:Iteration 3F (140.790000 sec): 3 clusters Score: Raw -1670868.865894 + Penalty 3106.108807 = -1667762.757087 nChanged 917 SP:Iteration 4F (140.830000 sec): 3 clusters Score: Raw -1671446.733604 + Penalty 3106.108807 = -1668340.624797 nChanged 891 SP:Iteration 5F (140.860000 sec): 3 clusters Score: Raw -1672068.513584 + Penalty 3106.108807 = -1668962.404777 nChanged 884 SP:Iteration 6F (140.900000 sec): 3 clusters Score: Raw -1672758.534429 + Penalty 3106.108807 = -1669652.425622 nChanged 795 SP:Iteration 7F (140.940000 sec): 3 clusters Score: Raw -1673455.230089 + Penalty 3106.108807 = -1670349.121282 nChanged 631 SP:Iteration 8Q (140.970000 sec): 3 clusters Score: Raw -1674015.080332 + Penalty 3106.108807 = -1670908.971525 nChanged 451 SP:Iteration 9Q (141.000000 sec): 3 clusters Score: Raw -1674347.870268 + Penalty 3106.108807 = -1671241.761461 nChanged 306 SP:Iteration 10Q (141.040000 sec): 3 clusters Score: Raw -1674523.046945 + Penalty 3106.108807 = -1671416.938138 nChanged 199 SP:Iteration 11Q (141.060000 sec): 3 clusters Score: Raw -1674617.992397 + Penalty 3106.108807 = -1671511.883590 nChanged 121 SP:Iteration 12Q (141.100000 sec): 3 clusters Score: Raw -1674665.324964 + Penalty 3106.108807 = -1671559.216157 nChanged 101 SP:Iteration 13Q (141.120000 sec): 3 clusters Score: Raw -1674702.579126 + Penalty 3106.108807 = -1671596.470320 nChanged 88 SP:Iteration 14Q (141.160000 sec): 3 clusters Score: Raw -1674731.665324 + Penalty 3106.108807 = -1671625.556517 nChanged 75 SP:Iteration 15Q (141.180000 sec): 3 clusters Score: Raw -1674754.867560 + Penalty 3106.108807 = -1671648.758753 nChanged 54 SP:Iteration 16Q (141.210000 sec): 3 clusters Score: Raw -1674769.913118 + Penalty 3106.108807 = -1671663.804312 nChanged 56 SP:Iteration 17Q (141.240000 sec): 3 clusters Score: Raw -1674786.764162 + Penalty 3106.108807 = -1671680.655355 nChanged 47 SP:Iteration 18Q (141.270000 sec): 3 clusters Score: Raw -1674799.593144 + Penalty 3106.108807 = -1671693.484337 nChanged 44 SP:Iteration 19Q (141.300000 sec): 3 clusters Score: Raw -1674811.073063 + Penalty 3106.108807 = -1671704.964256 nChanged 41 SP:Iteration 20F (141.340000 sec): 3 clusters Score: Raw -1674822.666699 + Penalty 3106.108807 = -1671716.557893 nChanged 38 SP:Iteration 21Q (141.360000 sec): 3 clusters Score: Raw -1674831.190015 + Penalty 3106.108807 = -1671725.081208 nChanged 26 SP:Iteration 22Q (141.390000 sec): 3 clusters Score: Raw -1674836.167649 + Penalty 3106.108807 = -1671730.058843 nChanged 19 SP:Iteration 23Q (141.420000 sec): 3 clusters Score: Raw -1674839.820054 + Penalty 3106.108807 = -1671733.711247 nChanged 21 SP:Iteration 24Q (141.440000 sec): 3 clusters Score: Raw -1674844.130535 + Penalty 3106.108807 = -1671738.021728 nChanged 26 SP:Iteration 25Q (141.480000 sec): 3 clusters Score: Raw -1674848.554787 + Penalty 3106.108807 = -1671742.445981 nChanged 20 SP:Iteration 26Q (141.500000 sec): 3 clusters Score: Raw -1674853.496803 + Penalty 3106.108807 = -1671747.387996 nChanged 27 SP:Iteration 27Q (141.530000 sec): 3 clusters Score: Raw -1674861.344422 + Penalty 3106.108807 = -1671755.235615 nChanged 35 SP:Iteration 28Q (141.560000 sec): 3 clusters Score: Raw -1674869.059050 + Penalty 3106.108807 = -1671762.950243 nChanged 30 SP:Iteration 29Q (141.590000 sec): 3 clusters Score: Raw -1674877.567255 + Penalty 3106.108807 = -1671771.458448 nChanged 30 SP:Iteration 30Q (141.620000 sec): 3 clusters Score: Raw -1674885.466941 + Penalty 3106.108807 = -1671779.358134 nChanged 23 SP:Iteration 31Q (141.640000 sec): 3 clusters Score: Raw -1674892.690418 + Penalty 3106.108807 = -1671786.581612 nChanged 25 SP:Iteration 32Q (141.670000 sec): 3 clusters Score: Raw -1674899.591831 + Penalty 3106.108807 = -1671793.483024 nChanged 24 SP:Iteration 33Q (141.700000 sec): 3 clusters Score: Raw -1674906.338574 + Penalty 3106.108807 = -1671800.229768 nChanged 25 SP:Iteration 34Q (141.730000 sec): 3 clusters Score: Raw -1674914.040467 + Penalty 3106.108807 = -1671807.931660 nChanged 22 SP:Iteration 35Q (141.760000 sec): 3 clusters Score: Raw -1674919.486464 + Penalty 3106.108807 = -1671813.377657 nChanged 21 SP:Iteration 36Q (141.780000 sec): 3 clusters Score: Raw -1674924.682070 + Penalty 3106.108807 = -1671818.573264 nChanged 24 SP:Iteration 37Q (141.810000 sec): 3 clusters Score: Raw -1674930.424125 + Penalty 3106.108807 = -1671824.315319 nChanged 15 SP:Iteration 38Q (141.840000 sec): 3 clusters Score: Raw -1674933.404130 + Penalty 3106.108807 = -1671827.295323 nChanged 10 SP:Iteration 39Q (141.860000 sec): 3 clusters Score: Raw -1674935.066248 + Penalty 3106.108807 = -1671828.957441 nChanged 4 SP:Iteration 40F (141.900000 sec): 3 clusters Score: Raw -1674936.104903 + Penalty 3106.108807 = -1671829.996096 nChanged 3 SP:Iteration 41Q (141.920000 sec): 3 clusters Score: Raw -1674936.570895 + Penalty 3106.108807 = -1671830.462089 nChanged 3 SP:Iteration 42Q (141.950000 sec): 3 clusters Score: Raw -1674937.214879 + Penalty 3106.108807 = -1671831.106073 nChanged 3 SP:Iteration 43Q (141.980000 sec): 3 clusters Score: Raw -1674937.733436 + Penalty 3106.108807 = -1671831.624630 nChanged 2 SP:Iteration 44Q (142.010000 sec): 3 clusters Score: Raw -1674938.337576 + Penalty 3106.108807 = -1671832.228770 nChanged 3 SP:Iteration 45Q (142.030000 sec): 3 clusters Score: Raw -1674939.021202 + Penalty 3106.108807 = -1671832.912396 nChanged 6 SP:Iteration 46Q (142.060000 sec): 3 clusters Score: Raw -1674939.984435 + Penalty 3106.108807 = -1671833.875629 nChanged 4 SP:Iteration 47Q (142.090000 sec): 3 clusters Score: Raw -1674940.578967 + Penalty 3106.108807 = -1671834.470161 nChanged 1 SP:Iteration 48Q (142.120000 sec): 3 clusters Score: Raw -1674941.119577 + Penalty 3106.108807 = -1671835.010771 nChanged 3 SP:Iteration 49Q (142.140000 sec): 3 clusters Score: Raw -1674941.706948 + Penalty 3106.108807 = -1671835.598141 nChanged 5 SP:Iteration 50Q (142.170000 sec): 3 clusters Score: Raw -1674942.639564 + Penalty 3106.108807 = -1671836.530757 nChanged 4 SP:Iteration 51Q (142.190000 sec): 3 clusters Score: Raw -1674943.590634 + Penalty 3106.108807 = -1671837.481827 nChanged 6 SP:Iteration 52Q (142.220000 sec): 3 clusters Score: Raw -1674944.822593 + Penalty 3106.108807 = -1671838.713787 nChanged 9 SP:Iteration 53Q (142.250000 sec): 3 clusters Score: Raw -1674946.599902 + Penalty 3106.108807 = -1671840.491095 nChanged 9 SP:Iteration 54Q (142.270000 sec): 3 clusters Score: Raw -1674948.420851 + Penalty 3106.108807 = -1671842.312044 nChanged 12 SP:Iteration 55Q (142.300000 sec): 3 clusters Score: Raw -1674950.160601 + Penalty 3106.108807 = -1671844.051794 nChanged 6 SP:Iteration 56Q (142.330000 sec): 3 clusters Score: Raw -1674950.991204 + Penalty 3106.108807 = -1671844.882397 nChanged 4 SP:Iteration 57Q (142.360000 sec): 3 clusters Score: Raw -1674951.804380 + Penalty 3106.108807 = -1671845.695574 nChanged 6 SP:Iteration 58Q (142.380000 sec): 3 clusters Score: Raw -1674952.948738 + Penalty 3106.108807 = -1671846.839932 nChanged 6 SP:Iteration 59Q (142.410000 sec): 3 clusters Score: Raw -1674953.889815 + Penalty 3106.108807 = -1671847.781008 nChanged 9 SP:Iteration 60F (142.440000 sec): 3 clusters Score: Raw -1674955.560615 + Penalty 3106.108807 = -1671849.451808 nChanged 8 SP:Iteration 61Q (142.470000 sec): 3 clusters Score: Raw -1674957.832302 + Penalty 3106.108807 = -1671851.723496 nChanged 13 SP:Iteration 62Q (142.500000 sec): 3 clusters Score: Raw -1674960.633695 + Penalty 3106.108807 = -1671854.524889 nChanged 16 SP:Iteration 63Q (142.520000 sec): 3 clusters Score: Raw -1674963.933168 + Penalty 3106.108807 = -1671857.824362 nChanged 14 SP:Iteration 64Q (142.550000 sec): 3 clusters Score: Raw -1674967.408989 + Penalty 3106.108807 = -1671861.300182 nChanged 7 SP:Iteration 65Q (142.580000 sec): 3 clusters Score: Raw -1674968.466386 + Penalty 3106.108807 = -1671862.357579 nChanged 10 SP:Iteration 66Q (142.600000 sec): 3 clusters Score: Raw -1674970.007712 + Penalty 3106.108807 = -1671863.898905 nChanged 2 SP:Iteration 67Q (142.630000 sec): 3 clusters Score: Raw -1674970.273288 + Penalty 3106.108807 = -1671864.164481 nChanged 1 SP:Iteration 68Q (142.660000 sec): 3 clusters Score: Raw -1674970.389443 + Penalty 3106.108807 = -1671864.280636 nChanged 1 SP:Iteration 69Q (142.680000 sec): 3 clusters Score: Raw -1674970.539248 + Penalty 3106.108807 = -1671864.430441 nChanged 1 SP:Iteration 70Q (142.710000 sec): 3 clusters Score: Raw -1674970.626314 + Penalty 3106.108807 = -1671864.517507 nChanged 4 SP:Iteration 71Q (142.740000 sec): 3 clusters Score: Raw -1674971.409837 + Penalty 3106.108807 = -1671865.301031 nChanged 4 SP:Iteration 72Q (142.760000 sec): 3 clusters Score: Raw -1674971.729684 + Penalty 3106.108807 = -1671865.620878 nChanged 0 SP:Iteration 73F (142.800000 sec): 3 clusters Score: Raw -1674971.729684 + Penalty 3106.108807 = -1671865.620878 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (35806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.900000 sec): 2 clusters Score: Raw -4186081.634454 + Penalty 1703.953998 = -4184377.680456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.990000 sec): 3 clusters Score: Raw -4163799.214896 + Penalty 3407.907996 = -4160391.306900 nChanged 16658 SP:Iteration 1F (143.080000 sec): 3 clusters Score: Raw -4173163.666496 + Penalty 3407.907996 = -4169755.758501 nChanged 1710 SP:Iteration 2Q (143.180000 sec): 3 clusters Score: Raw -4173852.050939 + Penalty 3407.907996 = -4170444.142944 nChanged 1866 SP:Iteration 3F (143.270000 sec): 3 clusters Score: Raw -4174758.071911 + Penalty 3407.907996 = -4171350.163915 nChanged 1873 SP:Iteration 4F (143.360000 sec): 3 clusters Score: Raw -4175787.112440 + Penalty 3407.907996 = -4172379.204444 nChanged 1865 SP:Iteration 5F (143.450000 sec): 3 clusters Score: Raw -4176932.196033 + Penalty 3407.907996 = -4173524.288037 nChanged 2022 SP:Iteration 6F (143.540000 sec): 3 clusters Score: Raw -4178294.105553 + Penalty 3407.907996 = -4174886.197557 nChanged 2085 SP:Iteration 7F (143.640000 sec): 3 clusters Score: Raw -4179705.754044 + Penalty 3407.907996 = -4176297.846048 nChanged 2127 SP:Iteration 8F (143.730000 sec): 3 clusters Score: Raw -4181171.748277 + Penalty 3407.907996 = -4177763.840281 nChanged 2241 SP:Iteration 9F (143.820000 sec): 3 clusters Score: Raw -4183009.733593 + Penalty 3407.907996 = -4179601.825597 nChanged 2417 SP:Iteration 10F (143.910000 sec): 3 clusters Score: Raw -4185166.444320 + Penalty 3407.907996 = -4181758.536325 nChanged 1911 SP:Iteration 11F (144.010000 sec): 3 clusters Score: Raw -4186497.733942 + Penalty 3407.907996 = -4183089.825947 nChanged 1202 SP:Iteration 12Q (144.100000 sec): 3 clusters Score: Raw -4187049.568414 + Penalty 3407.907996 = -4183641.660418 nChanged 752 SP:Iteration 13Q (144.180000 sec): 3 clusters Score: Raw -4187283.974496 + Penalty 3407.907996 = -4183876.066501 nChanged 420 SP:Iteration 14Q (144.270000 sec): 3 clusters Score: Raw -4187385.331035 + Penalty 3407.907996 = -4183977.423040 nChanged 305 SP:Iteration 15Q (144.350000 sec): 3 clusters Score: Raw -4187448.022778 + Penalty 3407.907996 = -4184040.114782 nChanged 224 SP:Iteration 16Q (144.440000 sec): 3 clusters Score: Raw -4187485.146034 + Penalty 3407.907996 = -4184077.238038 nChanged 179 SP:Iteration 17Q (144.520000 sec): 3 clusters Score: Raw -4187509.122329 + Penalty 3407.907996 = -4184101.214333 nChanged 161 SP:Iteration 18Q (144.600000 sec): 3 clusters Score: Raw -4187527.786678 + Penalty 3407.907996 = -4184119.878682 nChanged 132 SP:Iteration 19Q (144.690000 sec): 3 clusters Score: Raw -4187541.727098 + Penalty 3407.907996 = -4184133.819102 nChanged 120 SP:Iteration 20F (144.780000 sec): 3 clusters Score: Raw -4187553.603582 + Penalty 3407.907996 = -4184145.695586 nChanged 102 SP:Iteration 21Q (144.870000 sec): 3 clusters Score: Raw -4187563.161426 + Penalty 3407.907996 = -4184155.253431 nChanged 86 SP:Iteration 22Q (144.950000 sec): 3 clusters Score: Raw -4187571.347747 + Penalty 3407.907996 = -4184163.439751 nChanged 85 SP:Iteration 23Q (145.050000 sec): 3 clusters Score: Raw -4187578.656472 + Penalty 3407.907996 = -4184170.748477 nChanged 69 SP:Iteration 24Q (145.130000 sec): 3 clusters Score: Raw -4187583.439897 + Penalty 3407.907996 = -4184175.531901 nChanged 63 SP:Iteration 25Q (145.210000 sec): 3 clusters Score: Raw -4187588.059922 + Penalty 3407.907996 = -4184180.151926 nChanged 56 SP:Iteration 26Q (145.300000 sec): 3 clusters Score: Raw -4187591.766305 + Penalty 3407.907996 = -4184183.858309 nChanged 50 SP:Iteration 27Q (145.390000 sec): 3 clusters Score: Raw -4187594.925029 + Penalty 3407.907996 = -4184187.017033 nChanged 44 SP:Iteration 28Q (145.470000 sec): 3 clusters Score: Raw -4187597.726225 + Penalty 3407.907996 = -4184189.818229 nChanged 50 SP:Iteration 29Q (145.560000 sec): 3 clusters Score: Raw -4187601.069694 + Penalty 3407.907996 = -4184193.161699 nChanged 38 SP:Iteration 30Q (145.640000 sec): 3 clusters Score: Raw -4187603.748705 + Penalty 3407.907996 = -4184195.840710 nChanged 42 SP:Iteration 31Q (145.730000 sec): 3 clusters Score: Raw -4187606.393110 + Penalty 3407.907996 = -4184198.485114 nChanged 40 SP:Iteration 32Q (145.810000 sec): 3 clusters Score: Raw -4187608.506815 + Penalty 3407.907996 = -4184200.598820 nChanged 31 SP:Iteration 33Q (145.890000 sec): 3 clusters Score: Raw -4187610.303656 + Penalty 3407.907996 = -4184202.395660 nChanged 31 SP:Iteration 34Q (145.980000 sec): 3 clusters Score: Raw -4187611.970311 + Penalty 3407.907996 = -4184204.062315 nChanged 19 SP:Iteration 35Q (146.070000 sec): 3 clusters Score: Raw -4187612.838064 + Penalty 3407.907996 = -4184204.930068 nChanged 23 SP:Iteration 36Q (146.150000 sec): 3 clusters Score: Raw -4187613.851614 + Penalty 3407.907996 = -4184205.943618 nChanged 23 SP:Iteration 37Q (146.230000 sec): 3 clusters Score: Raw -4187614.885752 + Penalty 3407.907996 = -4184206.977756 nChanged 11 SP:Iteration 38Q (146.320000 sec): 3 clusters Score: Raw -4187615.316338 + Penalty 3407.907996 = -4184207.408342 nChanged 5 SP:Iteration 39Q (146.400000 sec): 3 clusters Score: Raw -4187615.477835 + Penalty 3407.907996 = -4184207.569839 nChanged 5 SP:Iteration 40F (146.490000 sec): 3 clusters Score: Raw -4187615.629182 + Penalty 3407.907996 = -4184207.721186 nChanged 4 SP:Iteration 41Q (146.570000 sec): 3 clusters Score: Raw -4187615.722861 + Penalty 3407.907996 = -4184207.814865 nChanged 2 SP:Iteration 42Q (146.660000 sec): 3 clusters Score: Raw -4187615.787160 + Penalty 3407.907996 = -4184207.879164 nChanged 1 SP:Iteration 43Q (146.740000 sec): 3 clusters Score: Raw -4187615.815742 + Penalty 3407.907996 = -4184207.907746 nChanged 1 SP:Iteration 44Q (146.830000 sec): 3 clusters Score: Raw -4187615.826970 + Penalty 3407.907996 = -4184207.918975 nChanged 0 SP:Iteration 45F (146.920000 sec): 3 clusters Score: Raw -4187615.826970 + Penalty 3407.907996 = -4184207.918975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 15 (1731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.940000 sec): 2 clusters Score: Raw -174562.463261 + Penalty 1211.673865 = -173350.789396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.950000 sec): 3 clusters Score: Raw -173931.541959 + Penalty 2423.347730 = -171508.194228 nChanged 641 SP:Iteration 1F (146.950000 sec): 3 clusters Score: Raw -175119.920323 + Penalty 2423.347730 = -172696.572593 nChanged 244 SP:Iteration 2F (146.950000 sec): 3 clusters Score: Raw -176066.643398 + Penalty 2423.347730 = -173643.295667 nChanged 139 SP:Iteration 3F (146.960000 sec): 3 clusters Score: Raw -176429.421513 + Penalty 2423.347730 = -174006.073782 nChanged 80 SP:Iteration 4Q (146.960000 sec): 3 clusters Score: Raw -176590.714527 + Penalty 2423.347730 = -174167.366797 nChanged 55 SP:Iteration 5Q (146.960000 sec): 3 clusters Score: Raw -176734.074934 + Penalty 2423.347730 = -174310.727204 nChanged 54 SP:Iteration 6Q (146.970000 sec): 3 clusters Score: Raw -176927.243810 + Penalty 2423.347730 = -174503.896080 nChanged 54 SP:Iteration 7Q (146.970000 sec): 3 clusters Score: Raw -177137.931154 + Penalty 2423.347730 = -174714.583424 nChanged 41 SP:Iteration 8Q (146.970000 sec): 3 clusters Score: Raw -177217.960811 + Penalty 2423.347730 = -174794.613080 nChanged 21 SP:Iteration 9Q (146.980000 sec): 3 clusters Score: Raw -177238.703525 + Penalty 2423.347730 = -174815.355794 nChanged 20 SP:Iteration 10Q (146.980000 sec): 3 clusters Score: Raw -177263.468839 + Penalty 2423.347730 = -174840.121108 nChanged 15 SP:Iteration 11Q (146.980000 sec): 3 clusters Score: Raw -177294.439506 + Penalty 2423.347730 = -174871.091775 nChanged 13 SP:Iteration 12Q (146.990000 sec): 3 clusters Score: Raw -177316.972974 + Penalty 2423.347730 = -174893.625244 nChanged 18 SP:Iteration 13Q (146.990000 sec): 3 clusters Score: Raw -177349.899506 + Penalty 2423.347730 = -174926.551775 nChanged 19 SP:Iteration 14Q (146.990000 sec): 3 clusters Score: Raw -177389.224737 + Penalty 2423.347730 = -174965.877006 nChanged 18 SP:Iteration 15Q (146.990000 sec): 3 clusters Score: Raw -177442.473425 + Penalty 2423.347730 = -175019.125694 nChanged 15 SP:Iteration 16Q (147.000000 sec): 3 clusters Score: Raw -177462.391442 + Penalty 2423.347730 = -175039.043712 nChanged 13 SP:Iteration 17Q (147.000000 sec): 3 clusters Score: Raw -177477.230780 + Penalty 2423.347730 = -175053.883049 nChanged 8 SP:Iteration 18Q (147.010000 sec): 3 clusters Score: Raw -177487.204498 + Penalty 2423.347730 = -175063.856768 nChanged 6 SP:Iteration 19Q (147.010000 sec): 3 clusters Score: Raw -177495.520481 + Penalty 2423.347730 = -175072.172751 nChanged 8 SP:Iteration 20F (147.010000 sec): 3 clusters Score: Raw -177512.587251 + Penalty 2423.347730 = -175089.239521 nChanged 6 SP:Iteration 21Q (147.010000 sec): 3 clusters Score: Raw -177526.228706 + Penalty 2423.347730 = -175102.880975 nChanged 8 SP:Iteration 22Q (147.020000 sec): 3 clusters Score: Raw -177535.249731 + Penalty 2423.347730 = -175111.902000 nChanged 7 SP:Iteration 23Q (147.020000 sec): 3 clusters Score: Raw -177545.381896 + Penalty 2423.347730 = -175122.034165 nChanged 6 SP:Iteration 24Q (147.030000 sec): 3 clusters Score: Raw -177560.749502 + Penalty 2423.347730 = -175137.401771 nChanged 5 SP:Iteration 25Q (147.030000 sec): 3 clusters Score: Raw -177569.630087 + Penalty 2423.347730 = -175146.282357 nChanged 12 SP:Iteration 26Q (147.030000 sec): 3 clusters Score: Raw -177607.987876 + Penalty 2423.347730 = -175184.640145 nChanged 11 SP:Iteration 27Q (147.030000 sec): 3 clusters Score: Raw -177648.704295 + Penalty 2423.347730 = -175225.356565 nChanged 19 SP:Iteration 28Q (147.030000 sec): 3 clusters Score: Raw -177727.433389 + Penalty 2423.347730 = -175304.085659 nChanged 13 SP:Iteration 29Q (147.040000 sec): 3 clusters Score: Raw -177766.499472 + Penalty 2423.347730 = -175343.151742 nChanged 7 SP:Iteration 30Q (147.040000 sec): 3 clusters Score: Raw -177776.085319 + Penalty 2423.347730 = -175352.737589 nChanged 3 SP:Iteration 31Q (147.050000 sec): 3 clusters Score: Raw -177781.393506 + Penalty 2423.347730 = -175358.045776 nChanged 4 SP:Iteration 32Q (147.050000 sec): 3 clusters Score: Raw -177786.638323 + Penalty 2423.347730 = -175363.290592 nChanged 2 SP:Iteration 33Q (147.050000 sec): 3 clusters Score: Raw -177788.927768 + Penalty 2423.347730 = -175365.580037 nChanged 0 SP:Iteration 34F (147.050000 sec): 3 clusters Score: Raw -177788.927768 + Penalty 2423.347730 = -175365.580037 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 3.68 GB. Trying to split cluster 17 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.060000 sec): 2 clusters Score: Raw -250254.820743 + Penalty 1242.920216 = -249011.900527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.070000 sec): 3 clusters Score: Raw -249357.318850 + Penalty 2485.840431 = -246871.478418 nChanged 740 SP:Iteration 1F (147.070000 sec): 3 clusters Score: Raw -249826.885801 + Penalty 2485.840431 = -247341.045370 nChanged 174 SP:Iteration 2F (147.080000 sec): 3 clusters Score: Raw -249949.336681 + Penalty 2485.840431 = -247463.496250 nChanged 90 SP:Iteration 3Q (147.080000 sec): 3 clusters Score: Raw -249999.186617 + Penalty 2485.840431 = -247513.346186 nChanged 50 SP:Iteration 4Q (147.090000 sec): 3 clusters Score: Raw -250026.493442 + Penalty 2485.840431 = -247540.653010 nChanged 30 SP:Iteration 5Q (147.090000 sec): 3 clusters Score: Raw -250043.544747 + Penalty 2485.840431 = -247557.704315 nChanged 25 SP:Iteration 6Q (147.100000 sec): 3 clusters Score: Raw -250054.670773 + Penalty 2485.840431 = -247568.830342 nChanged 11 SP:Iteration 7Q (147.100000 sec): 3 clusters Score: Raw -250061.244195 + Penalty 2485.840431 = -247575.403764 nChanged 19 SP:Iteration 8Q (147.110000 sec): 3 clusters Score: Raw -250072.526924 + Penalty 2485.840431 = -247586.686492 nChanged 15 SP:Iteration 9Q (147.110000 sec): 3 clusters Score: Raw -250079.389650 + Penalty 2485.840431 = -247593.549218 nChanged 15 SP:Iteration 10Q (147.110000 sec): 3 clusters Score: Raw -250087.921992 + Penalty 2485.840431 = -247602.081561 nChanged 18 SP:Iteration 11Q (147.120000 sec): 3 clusters Score: Raw -250098.776870 + Penalty 2485.840431 = -247612.936439 nChanged 14 SP:Iteration 12Q (147.130000 sec): 3 clusters Score: Raw -250108.607069 + Penalty 2485.840431 = -247622.766638 nChanged 19 SP:Iteration 13Q (147.130000 sec): 3 clusters Score: Raw -250122.633976 + Penalty 2485.840431 = -247636.793544 nChanged 23 SP:Iteration 14Q (147.130000 sec): 3 clusters Score: Raw -250136.883107 + Penalty 2485.840431 = -247651.042676 nChanged 26 SP:Iteration 15Q (147.140000 sec): 3 clusters Score: Raw -250150.913956 + Penalty 2485.840431 = -247665.073524 nChanged 16 SP:Iteration 16Q (147.150000 sec): 3 clusters Score: Raw -250157.405043 + Penalty 2485.840431 = -247671.564612 nChanged 7 SP:Iteration 17Q (147.150000 sec): 3 clusters Score: Raw -250161.119572 + Penalty 2485.840431 = -247675.279140 nChanged 13 SP:Iteration 18Q (147.150000 sec): 3 clusters Score: Raw -250170.505569 + Penalty 2485.840431 = -247684.665138 nChanged 17 SP:Iteration 19Q (147.160000 sec): 3 clusters Score: Raw -250179.805325 + Penalty 2485.840431 = -247693.964894 nChanged 17 SP:Iteration 20F (147.170000 sec): 3 clusters Score: Raw -250188.708082 + Penalty 2485.840431 = -247702.867651 nChanged 13 SP:Iteration 21Q (147.170000 sec): 3 clusters Score: Raw -250196.325276 + Penalty 2485.840431 = -247710.484844 nChanged 16 SP:Iteration 22Q (147.170000 sec): 3 clusters Score: Raw -250205.595250 + Penalty 2485.840431 = -247719.754819 nChanged 15 SP:Iteration 23Q (147.180000 sec): 3 clusters Score: Raw -250212.878917 + Penalty 2485.840431 = -247727.038485 nChanged 9 SP:Iteration 24Q (147.190000 sec): 3 clusters Score: Raw -250218.216966 + Penalty 2485.840431 = -247732.376535 nChanged 16 SP:Iteration 25Q (147.190000 sec): 3 clusters Score: Raw -250226.930235 + Penalty 2485.840431 = -247741.089804 nChanged 15 SP:Iteration 26Q (147.190000 sec): 3 clusters Score: Raw -250238.021345 + Penalty 2485.840431 = -247752.180914 nChanged 17 SP:Iteration 27Q (147.200000 sec): 3 clusters Score: Raw -250250.212268 + Penalty 2485.840431 = -247764.371837 nChanged 16 SP:Iteration 28Q (147.200000 sec): 3 clusters Score: Raw -250259.969078 + Penalty 2485.840431 = -247774.128646 nChanged 8 SP:Iteration 29Q (147.210000 sec): 3 clusters Score: Raw -250264.189327 + Penalty 2485.840431 = -247778.348895 nChanged 9 SP:Iteration 30Q (147.210000 sec): 3 clusters Score: Raw -250269.732746 + Penalty 2485.840431 = -247783.892314 nChanged 11 SP:Iteration 31Q (147.220000 sec): 3 clusters Score: Raw -250278.153089 + Penalty 2485.840431 = -247792.312658 nChanged 9 SP:Iteration 32Q (147.220000 sec): 3 clusters Score: Raw -250286.767127 + Penalty 2485.840431 = -247800.926696 nChanged 14 SP:Iteration 33Q (147.230000 sec): 3 clusters Score: Raw -250297.769150 + Penalty 2485.840431 = -247811.928719 nChanged 12 SP:Iteration 34Q (147.230000 sec): 3 clusters Score: Raw -250306.331104 + Penalty 2485.840431 = -247820.490672 nChanged 8 SP:Iteration 35Q (147.240000 sec): 3 clusters Score: Raw -250310.611710 + Penalty 2485.840431 = -247824.771278 nChanged 9 SP:Iteration 36Q (147.240000 sec): 3 clusters Score: Raw -250314.992988 + Penalty 2485.840431 = -247829.152557 nChanged 5 SP:Iteration 37Q (147.250000 sec): 3 clusters Score: Raw -250317.041085 + Penalty 2485.840431 = -247831.200654 nChanged 2 SP:Iteration 38Q (147.250000 sec): 3 clusters Score: Raw -250317.666362 + Penalty 2485.840431 = -247831.825930 nChanged 0 SP:Iteration 39F (147.250000 sec): 3 clusters Score: Raw -250317.666362 + Penalty 2485.840431 = -247831.825930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (3124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.270000 sec): 2 clusters Score: Raw -332548.424914 + Penalty 1307.616296 = -331240.808619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.270000 sec): 3 clusters Score: Raw -331088.108090 + Penalty 2615.232591 = -328472.875499 nChanged 1216 SP:Iteration 1F (147.280000 sec): 3 clusters Score: Raw -332358.582372 + Penalty 2615.232591 = -329743.349780 nChanged 425 SP:Iteration 2F (147.290000 sec): 3 clusters Score: Raw -333201.198508 + Penalty 2615.232591 = -330585.965917 nChanged 408 SP:Iteration 3F (147.290000 sec): 3 clusters Score: Raw -334345.395882 + Penalty 2615.232591 = -331730.163290 nChanged 308 SP:Iteration 4F (147.300000 sec): 3 clusters Score: Raw -335540.290146 + Penalty 2615.232591 = -332925.057555 nChanged 218 SP:Iteration 5F (147.310000 sec): 3 clusters Score: Raw -336273.612522 + Penalty 2615.232591 = -333658.379931 nChanged 206 SP:Iteration 6F (147.320000 sec): 3 clusters Score: Raw -336900.290485 + Penalty 2615.232591 = -334285.057894 nChanged 179 SP:Iteration 7F (147.330000 sec): 3 clusters Score: Raw -337790.572424 + Penalty 2615.232591 = -335175.339833 nChanged 83 SP:Iteration 8Q (147.330000 sec): 3 clusters Score: Raw -338618.125713 + Penalty 2615.232591 = -336002.893122 nChanged 6 SP:Iteration 9Q (147.330000 sec): 3 clusters Score: Raw -338639.682551 + Penalty 2615.232591 = -336024.449960 nChanged 3 SP:Iteration 10Q (147.340000 sec): 3 clusters Score: Raw -338644.622996 + Penalty 2615.232591 = -336029.390405 nChanged 1 SP:Iteration 11Q (147.350000 sec): 3 clusters Score: Raw -338646.332350 + Penalty 2615.232591 = -336031.099759 nChanged 1 SP:Iteration 12Q (147.350000 sec): 3 clusters Score: Raw -338647.481668 + Penalty 2615.232591 = -336032.249077 nChanged 1 SP:Iteration 13Q (147.350000 sec): 3 clusters Score: Raw -338648.210830 + Penalty 2615.232591 = -336032.978239 nChanged 0 SP:Iteration 14F (147.360000 sec): 3 clusters Score: Raw -338648.210830 + Penalty 2615.232591 = -336032.978239 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 3.68 GB. Trying to split cluster 19 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.370000 sec): 2 clusters Score: Raw -226283.596454 + Penalty 1238.205185 = -225045.391269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.370000 sec): 3 clusters Score: Raw -225405.194557 + Penalty 2476.410369 = -222928.784188 nChanged 712 SP:Iteration 1F (147.380000 sec): 3 clusters Score: Raw -225963.350639 + Penalty 2476.410369 = -223486.940269 nChanged 194 SP:Iteration 2F (147.390000 sec): 3 clusters Score: Raw -226179.802052 + Penalty 2476.410369 = -223703.391682 nChanged 138 SP:Iteration 3F (147.390000 sec): 3 clusters Score: Raw -226299.939082 + Penalty 2476.410369 = -223823.528712 nChanged 83 SP:Iteration 4Q (147.390000 sec): 3 clusters Score: Raw -226367.627368 + Penalty 2476.410369 = -223891.216998 nChanged 71 SP:Iteration 5Q (147.400000 sec): 3 clusters Score: Raw -226423.546128 + Penalty 2476.410369 = -223947.135758 nChanged 67 SP:Iteration 6Q (147.410000 sec): 3 clusters Score: Raw -226517.502087 + Penalty 2476.410369 = -224041.091717 nChanged 65 SP:Iteration 7Q (147.410000 sec): 3 clusters Score: Raw -226610.056351 + Penalty 2476.410369 = -224133.645982 nChanged 57 SP:Iteration 8Q (147.410000 sec): 3 clusters Score: Raw -226681.582508 + Penalty 2476.410369 = -224205.172139 nChanged 47 SP:Iteration 9Q (147.420000 sec): 3 clusters Score: Raw -226722.828135 + Penalty 2476.410369 = -224246.417766 nChanged 33 SP:Iteration 10Q (147.420000 sec): 3 clusters Score: Raw -226759.251058 + Penalty 2476.410369 = -224282.840689 nChanged 31 SP:Iteration 11Q (147.430000 sec): 3 clusters Score: Raw -226780.840825 + Penalty 2476.410369 = -224304.430456 nChanged 21 SP:Iteration 12Q (147.430000 sec): 3 clusters Score: Raw -226797.402039 + Penalty 2476.410369 = -224320.991670 nChanged 21 SP:Iteration 13Q (147.440000 sec): 3 clusters Score: Raw -226812.725851 + Penalty 2476.410369 = -224336.315481 nChanged 12 SP:Iteration 14Q (147.440000 sec): 3 clusters Score: Raw -226819.588619 + Penalty 2476.410369 = -224343.178250 nChanged 12 SP:Iteration 15Q (147.450000 sec): 3 clusters Score: Raw -226828.677515 + Penalty 2476.410369 = -224352.267146 nChanged 9 SP:Iteration 16Q (147.450000 sec): 3 clusters Score: Raw -226832.834411 + Penalty 2476.410369 = -224356.424041 nChanged 10 SP:Iteration 17Q (147.450000 sec): 3 clusters Score: Raw -226839.700960 + Penalty 2476.410369 = -224363.290591 nChanged 11 SP:Iteration 18Q (147.460000 sec): 3 clusters Score: Raw -226846.882130 + Penalty 2476.410369 = -224370.471760 nChanged 9 SP:Iteration 19Q (147.460000 sec): 3 clusters Score: Raw -226850.400854 + Penalty 2476.410369 = -224373.990484 nChanged 6 SP:Iteration 20F (147.470000 sec): 3 clusters Score: Raw -226853.466929 + Penalty 2476.410369 = -224377.056560 nChanged 3 SP:Iteration 21Q (147.470000 sec): 3 clusters Score: Raw -226857.494853 + Penalty 2476.410369 = -224381.084484 nChanged 6 SP:Iteration 22Q (147.480000 sec): 3 clusters Score: Raw -226859.984728 + Penalty 2476.410369 = -224383.574359 nChanged 4 SP:Iteration 23Q (147.480000 sec): 3 clusters Score: Raw -226861.433292 + Penalty 2476.410369 = -224385.022922 nChanged 5 SP:Iteration 24Q (147.490000 sec): 3 clusters Score: Raw -226863.605482 + Penalty 2476.410369 = -224387.195112 nChanged 2 SP:Iteration 25Q (147.490000 sec): 3 clusters Score: Raw -226864.571734 + Penalty 2476.410369 = -224388.161364 nChanged 2 SP:Iteration 26Q (147.490000 sec): 3 clusters Score: Raw -226865.629896 + Penalty 2476.410369 = -224389.219526 nChanged 5 SP:Iteration 27Q (147.500000 sec): 3 clusters Score: Raw -226868.488674 + Penalty 2476.410369 = -224392.078305 nChanged 5 SP:Iteration 28Q (147.500000 sec): 3 clusters Score: Raw -226871.409060 + Penalty 2476.410369 = -224394.998690 nChanged 6 SP:Iteration 29Q (147.510000 sec): 3 clusters Score: Raw -226874.784530 + Penalty 2476.410369 = -224398.374161 nChanged 5 SP:Iteration 30Q (147.510000 sec): 3 clusters Score: Raw -226878.264936 + Penalty 2476.410369 = -224401.854567 nChanged 7 SP:Iteration 31Q (147.520000 sec): 3 clusters Score: Raw -226882.526330 + Penalty 2476.410369 = -224406.115961 nChanged 7 SP:Iteration 32Q (147.520000 sec): 3 clusters Score: Raw -226886.222326 + Penalty 2476.410369 = -224409.811956 nChanged 10 SP:Iteration 33Q (147.530000 sec): 3 clusters Score: Raw -226892.016407 + Penalty 2476.410369 = -224415.606038 nChanged 9 SP:Iteration 34Q (147.530000 sec): 3 clusters Score: Raw -226898.495734 + Penalty 2476.410369 = -224422.085365 nChanged 9 SP:Iteration 35Q (147.530000 sec): 3 clusters Score: Raw -226904.861242 + Penalty 2476.410369 = -224428.450872 nChanged 10 SP:Iteration 36Q (147.540000 sec): 3 clusters Score: Raw -226910.991301 + Penalty 2476.410369 = -224434.580932 nChanged 9 SP:Iteration 37Q (147.540000 sec): 3 clusters Score: Raw -226921.711770 + Penalty 2476.410369 = -224445.301401 nChanged 14 SP:Iteration 38Q (147.550000 sec): 3 clusters Score: Raw -226938.578873 + Penalty 2476.410369 = -224462.168503 nChanged 11 SP:Iteration 39Q (147.550000 sec): 3 clusters Score: Raw -226946.978819 + Penalty 2476.410369 = -224470.568449 nChanged 12 SP:Iteration 40F (147.550000 sec): 3 clusters Score: Raw -226953.039957 + Penalty 2476.410369 = -224476.629587 nChanged 5 SP:Iteration 41Q (147.560000 sec): 3 clusters Score: Raw -226955.280665 + Penalty 2476.410369 = -224478.870296 nChanged 3 SP:Iteration 42Q (147.560000 sec): 3 clusters Score: Raw -226956.603919 + Penalty 2476.410369 = -224480.193549 nChanged 0 SP:Iteration 43F (147.570000 sec): 3 clusters Score: Raw -226956.603919 + Penalty 2476.410369 = -224480.193549 nChanged 0 Deleting Class 17 (1701 points): Lose 1947.739011 but Gain 2073.500607 Iteration 20F (154.060000 sec): 21 clusters Score: Raw -39710995.040731 + Penalty 41470.012138 = -39669525.028594 nChanged 8579 Iteration 21Q (155.590000 sec): 21 clusters Score: Raw -39716173.914593 + Penalty 41470.012138 = -39674703.902455 nChanged 4768 Iteration 22Q (157.050000 sec): 21 clusters Score: Raw -39717856.442705 + Penalty 41470.012138 = -39676386.430567 nChanged 4328 Deleting Class 10 (1427 points): Lose 2003.643116 but Gain 2073.500607 Iteration 23Q (158.490000 sec): 20 clusters Score: Raw -39717329.844109 + Penalty 39396.511531 = -39677933.332578 nChanged 5443 Iteration 24Q (159.910000 sec): 20 clusters Score: Raw -39720424.201098 + Penalty 39396.511531 = -39681027.689567 nChanged 3872 Iteration 25Q (161.300000 sec): 20 clusters Score: Raw -39721540.413906 + Penalty 39396.511531 = -39682143.902375 nChanged 3747 Iteration 26Q (162.680000 sec): 20 clusters Score: Raw -39722566.650066 + Penalty 39396.511531 = -39683170.138535 nChanged 3537 Iteration 27Q (164.060000 sec): 20 clusters Score: Raw -39723480.351329 + Penalty 39396.511531 = -39684083.839798 nChanged 3288 Iteration 28Q (165.420000 sec): 20 clusters Score: Raw -39724273.196325 + Penalty 39396.511531 = -39684876.684794 nChanged 3053 Iteration 29Q (166.780000 sec): 20 clusters Score: Raw -39724960.024896 + Penalty 39396.511531 = -39685563.513365 nChanged 2900 Iteration 30Q (168.140000 sec): 20 clusters Score: Raw -39725619.937887 + Penalty 39396.511531 = -39686223.426356 nChanged 2853 Iteration 31Q (169.510000 sec): 20 clusters Score: Raw -39726229.550297 + Penalty 39396.511531 = -39686833.038766 nChanged 2721 Iteration 32Q (170.870000 sec): 20 clusters Score: Raw -39726765.402230 + Penalty 39396.511531 = -39687368.890699 nChanged 2578 Iteration 33Q (172.240000 sec): 20 clusters Score: Raw -39727260.977138 + Penalty 39396.511531 = -39687864.465607 nChanged 2407 Iteration 34Q (173.590000 sec): 20 clusters Score: Raw -39727753.330579 + Penalty 39396.511531 = -39688356.819048 nChanged 2245 Iteration 35Q (174.930000 sec): 20 clusters Score: Raw -39728189.783096 + Penalty 39396.511531 = -39688793.271565 nChanged 2178 Iteration 36Q (176.270000 sec): 20 clusters Score: Raw -39728628.682767 + Penalty 39396.511531 = -39689232.171236 nChanged 2057 Iteration 37Q (177.610000 sec): 20 clusters Score: Raw -39729095.242413 + Penalty 39396.511531 = -39689698.730882 nChanged 1879 Iteration 38Q (178.940000 sec): 20 clusters Score: Raw -39729438.386171 + Penalty 39396.511531 = -39690041.874641 nChanged 1708 Iteration 39Q (180.280000 sec): 20 clusters Score: Raw -39729823.795372 + Penalty 39396.511531 = -39690427.283841 nChanged 1601 Iteration 40F (186.180000 sec): 20 clusters Score: Raw -39730943.452175 + Penalty 39396.511531 = -39691546.940644 nChanged 2073 Iteration 41Q (187.620000 sec): 20 clusters Score: Raw -39731790.424922 + Penalty 39396.511531 = -39692393.913391 nChanged 2301 Iteration 42Q (189.060000 sec): 20 clusters Score: Raw -39732637.791657 + Penalty 39396.511531 = -39693241.280126 nChanged 2351 Iteration 43Q (190.500000 sec): 20 clusters Score: Raw -39733676.886115 + Penalty 39396.511531 = -39694280.374584 nChanged 2477 Iteration 44Q (191.960000 sec): 20 clusters Score: Raw -39734545.871931 + Penalty 39396.511531 = -39695149.360400 nChanged 2374 Iteration 45Q (193.420000 sec): 20 clusters Score: Raw -39735104.998248 + Penalty 39396.511531 = -39695708.486718 nChanged 2207 Iteration 46Q (194.890000 sec): 20 clusters Score: Raw -39735460.711899 + Penalty 39396.511531 = -39696064.200368 nChanged 1991 Iteration 47Q (196.360000 sec): 20 clusters Score: Raw -39735764.033782 + Penalty 39396.511531 = -39696367.522252 nChanged 1883 Iteration 48Q (197.830000 sec): 20 clusters Score: Raw -39736050.289885 + Penalty 39396.511531 = -39696653.778354 nChanged 1847 Iteration 49Q (199.280000 sec): 20 clusters Score: Raw -39736318.731708 + Penalty 39396.511531 = -39696922.220177 nChanged 1729 Iteration 50Q (200.760000 sec): 20 clusters Score: Raw -39736547.370389 + Penalty 39396.511531 = -39697150.858858 nChanged 1675 Iteration 51Q (202.220000 sec): 20 clusters Score: Raw -39736773.382224 + Penalty 39396.511531 = -39697376.870693 nChanged 1593 Iteration 52Q (203.690000 sec): 20 clusters Score: Raw -39736973.873165 + Penalty 39396.511531 = -39697577.361634 nChanged 1576 Iteration 53Q (205.160000 sec): 20 clusters Score: Raw -39737165.378585 + Penalty 39396.511531 = -39697768.867054 nChanged 1510 Iteration 54Q (206.630000 sec): 20 clusters Score: Raw -39737334.983452 + Penalty 39396.511531 = -39697938.471921 nChanged 1363 Iteration 55Q (208.090000 sec): 20 clusters Score: Raw -39737479.470060 + Penalty 39396.511531 = -39698082.958529 nChanged 1300 Iteration 56Q (209.560000 sec): 20 clusters Score: Raw -39737606.524683 + Penalty 39396.511531 = -39698210.013152 nChanged 1200 Iteration 57Q (211.010000 sec): 20 clusters Score: Raw -39737715.718891 + Penalty 39396.511531 = -39698319.207360 nChanged 1131 Iteration 58Q (212.460000 sec): 20 clusters Score: Raw -39737809.410425 + Penalty 39396.511531 = -39698412.898894 nChanged 1034 Writing temp clu file Compute initial score before splitting: Score: Raw -39737809.410425 + Penalty 39396.511531 = -39698412.898894 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 1 (157457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.990000 sec): 2 clusters Score: Raw -18156885.691611 + Penalty 1944.622499 = -18154941.069112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.400000 sec): 3 clusters Score: Raw -18052961.961966 + Penalty 3889.244997 = -18049072.716968 nChanged 76115 SP:Iteration 1F (213.820000 sec): 3 clusters Score: Raw -18097872.587850 + Penalty 3889.244997 = -18093983.342853 nChanged 5124 SP:Iteration 2Q (214.240000 sec): 3 clusters Score: Raw -18099321.691962 + Penalty 3889.244997 = -18095432.446965 nChanged 5993 SP:Iteration 3Q (214.670000 sec): 3 clusters Score: Raw -18101822.393363 + Penalty 3889.244997 = -18097933.148366 nChanged 7505 SP:Iteration 4Q (215.090000 sec): 3 clusters Score: Raw -18106338.616543 + Penalty 3889.244997 = -18102449.371546 nChanged 9325 SP:Iteration 5F (215.510000 sec): 3 clusters Score: Raw -18113346.300881 + Penalty 3889.244997 = -18109457.055884 nChanged 10870 SP:Iteration 6F (215.920000 sec): 3 clusters Score: Raw -18122895.013700 + Penalty 3889.244997 = -18119005.768703 nChanged 12076 SP:Iteration 7F (216.340000 sec): 3 clusters Score: Raw -18134727.546632 + Penalty 3889.244997 = -18130838.301635 nChanged 11804 SP:Iteration 8F (216.750000 sec): 3 clusters Score: Raw -18145978.560737 + Penalty 3889.244997 = -18142089.315740 nChanged 9383 SP:Iteration 9F (217.170000 sec): 3 clusters Score: Raw -18153132.513453 + Penalty 3889.244997 = -18149243.268455 nChanged 6330 SP:Iteration 10Q (217.570000 sec): 3 clusters Score: Raw -18156934.015634 + Penalty 3889.244997 = -18153044.770637 nChanged 4236 SP:Iteration 11Q (217.950000 sec): 3 clusters Score: Raw -18159093.918138 + Penalty 3889.244997 = -18155204.673141 nChanged 3236 SP:Iteration 12Q (218.340000 sec): 3 clusters Score: Raw -18160464.831237 + Penalty 3889.244997 = -18156575.586240 nChanged 2465 SP:Iteration 13Q (218.730000 sec): 3 clusters Score: Raw -18161334.160369 + Penalty 3889.244997 = -18157444.915372 nChanged 2047 SP:Iteration 14Q (219.140000 sec): 3 clusters Score: Raw -18161913.959961 + Penalty 3889.244997 = -18158024.714963 nChanged 1557 SP:Iteration 15Q (219.540000 sec): 3 clusters Score: Raw -18162257.430610 + Penalty 3889.244997 = -18158368.185613 nChanged 1255 SP:Iteration 16Q (219.940000 sec): 3 clusters Score: Raw -18162484.404095 + Penalty 3889.244997 = -18158595.159097 nChanged 1007 SP:Iteration 17Q (220.340000 sec): 3 clusters Score: Raw -18162628.507567 + Penalty 3889.244997 = -18158739.262569 nChanged 774 SP:Iteration 18Q (220.750000 sec): 3 clusters Score: Raw -18162719.282980 + Penalty 3889.244997 = -18158830.037983 nChanged 599 SP:Iteration 19Q (221.150000 sec): 3 clusters Score: Raw -18162780.634130 + Penalty 3889.244997 = -18158891.389132 nChanged 480 SP:Iteration 20F (221.590000 sec): 3 clusters Score: Raw -18162824.052196 + Penalty 3889.244997 = -18158934.807198 nChanged 422 SP:Iteration 21Q (221.990000 sec): 3 clusters Score: Raw -18162857.526551 + Penalty 3889.244997 = -18158968.281554 nChanged 370 SP:Iteration 22Q (222.390000 sec): 3 clusters Score: Raw -18162887.038844 + Penalty 3889.244997 = -18158997.793847 nChanged 313 SP:Iteration 23Q (222.800000 sec): 3 clusters Score: Raw -18162911.427452 + Penalty 3889.244997 = -18159022.182454 nChanged 312 SP:Iteration 24Q (223.210000 sec): 3 clusters Score: Raw -18162934.339425 + Penalty 3889.244997 = -18159045.094428 nChanged 272 SP:Iteration 25Q (223.610000 sec): 3 clusters Score: Raw -18162950.947571 + Penalty 3889.244997 = -18159061.702574 nChanged 260 SP:Iteration 26Q (224.010000 sec): 3 clusters Score: Raw -18162968.250114 + Penalty 3889.244997 = -18159079.005117 nChanged 210 SP:Iteration 27Q (224.430000 sec): 3 clusters Score: Raw -18162979.078425 + Penalty 3889.244997 = -18159089.833428 nChanged 177 SP:Iteration 28Q (224.830000 sec): 3 clusters Score: Raw -18162987.762609 + Penalty 3889.244997 = -18159098.517612 nChanged 176 SP:Iteration 29Q (225.240000 sec): 3 clusters Score: Raw -18162995.959674 + Penalty 3889.244997 = -18159106.714677 nChanged 160 SP:Iteration 30Q (225.650000 sec): 3 clusters Score: Raw -18163001.004976 + Penalty 3889.244997 = -18159111.759978 nChanged 124 SP:Iteration 31Q (226.060000 sec): 3 clusters Score: Raw -18163004.601264 + Penalty 3889.244997 = -18159115.356267 nChanged 126 SP:Iteration 32Q (226.470000 sec): 3 clusters Score: Raw -18163007.855717 + Penalty 3889.244997 = -18159118.610720 nChanged 106 SP:Iteration 33Q (226.880000 sec): 3 clusters Score: Raw -18163010.595750 + Penalty 3889.244997 = -18159121.350753 nChanged 90 SP:Iteration 34Q (227.290000 sec): 3 clusters Score: Raw -18163013.101742 + Penalty 3889.244997 = -18159123.856745 nChanged 87 SP:Iteration 35Q (227.700000 sec): 3 clusters Score: Raw -18163015.089976 + Penalty 3889.244997 = -18159125.844978 nChanged 78 SP:Iteration 36Q (228.110000 sec): 3 clusters Score: Raw -18163016.512408 + Penalty 3889.244997 = -18159127.267411 nChanged 65 SP:Iteration 37Q (228.520000 sec): 3 clusters Score: Raw -18163017.733840 + Penalty 3889.244997 = -18159128.488842 nChanged 68 SP:Iteration 38Q (228.930000 sec): 3 clusters Score: Raw -18163019.008742 + Penalty 3889.244997 = -18159129.763745 nChanged 64 SP:Iteration 39Q (229.340000 sec): 3 clusters Score: Raw -18163020.293106 + Penalty 3889.244997 = -18159131.048109 nChanged 62 SP:Iteration 40F (229.770000 sec): 3 clusters Score: Raw -18163021.315534 + Penalty 3889.244997 = -18159132.070537 nChanged 49 SP:Iteration 41Q (230.180000 sec): 3 clusters Score: Raw -18163021.937081 + Penalty 3889.244997 = -18159132.692083 nChanged 35 SP:Iteration 42Q (230.590000 sec): 3 clusters Score: Raw -18163022.439813 + Penalty 3889.244997 = -18159133.194815 nChanged 41 SP:Iteration 43Q (231.000000 sec): 3 clusters Score: Raw -18163023.052895 + Penalty 3889.244997 = -18159133.807898 nChanged 39 SP:Iteration 44Q (231.400000 sec): 3 clusters Score: Raw -18163023.551815 + Penalty 3889.244997 = -18159134.306818 nChanged 37 SP:Iteration 45Q (231.810000 sec): 3 clusters Score: Raw -18163024.019847 + Penalty 3889.244997 = -18159134.774850 nChanged 43 SP:Iteration 46Q (232.220000 sec): 3 clusters Score: Raw -18163024.502250 + Penalty 3889.244997 = -18159135.257253 nChanged 32 SP:Iteration 47Q (232.630000 sec): 3 clusters Score: Raw -18163024.838495 + Penalty 3889.244997 = -18159135.593498 nChanged 30 SP:Iteration 48Q (233.030000 sec): 3 clusters Score: Raw -18163025.195669 + Penalty 3889.244997 = -18159135.950671 nChanged 22 SP:Iteration 49Q (233.440000 sec): 3 clusters Score: Raw -18163025.414905 + Penalty 3889.244997 = -18159136.169908 nChanged 26 SP:Iteration 50Q (233.850000 sec): 3 clusters Score: Raw -18163025.713858 + Penalty 3889.244997 = -18159136.468860 nChanged 21 SP:Iteration 51Q (234.260000 sec): 3 clusters Score: Raw -18163025.907256 + Penalty 3889.244997 = -18159136.662258 nChanged 16 SP:Iteration 52Q (234.670000 sec): 3 clusters Score: Raw -18163026.037837 + Penalty 3889.244997 = -18159136.792840 nChanged 19 SP:Iteration 53Q (235.080000 sec): 3 clusters Score: Raw -18163026.185238 + Penalty 3889.244997 = -18159136.940241 nChanged 9 SP:Iteration 54Q (235.500000 sec): 3 clusters Score: Raw -18163026.244632 + Penalty 3889.244997 = -18159136.999635 nChanged 7 SP:Iteration 55Q (235.920000 sec): 3 clusters Score: Raw -18163026.289202 + Penalty 3889.244997 = -18159137.044205 nChanged 7 SP:Iteration 56Q (236.330000 sec): 3 clusters Score: Raw -18163026.354379 + Penalty 3889.244997 = -18159137.109382 nChanged 7 SP:Iteration 57Q (236.750000 sec): 3 clusters Score: Raw -18163026.432264 + Penalty 3889.244997 = -18159137.187266 nChanged 11 SP:Iteration 58Q (237.160000 sec): 3 clusters Score: Raw -18163026.520540 + Penalty 3889.244997 = -18159137.275543 nChanged 7 SP:Iteration 59Q (237.570000 sec): 3 clusters Score: Raw -18163026.559371 + Penalty 3889.244997 = -18159137.314374 nChanged 6 SP:Iteration 60F (238.010000 sec): 3 clusters Score: Raw -18163026.593160 + Penalty 3889.244997 = -18159137.348163 nChanged 8 SP:Iteration 61Q (238.410000 sec): 3 clusters Score: Raw -18163026.642994 + Penalty 3889.244997 = -18159137.397997 nChanged 6 SP:Iteration 62Q (238.830000 sec): 3 clusters Score: Raw -18163026.668410 + Penalty 3889.244997 = -18159137.423412 nChanged 4 SP:Iteration 63Q (239.230000 sec): 3 clusters Score: Raw -18163026.684982 + Penalty 3889.244997 = -18159137.439985 nChanged 2 SP:Iteration 64Q (239.640000 sec): 3 clusters Score: Raw -18163026.694182 + Penalty 3889.244997 = -18159137.449184 nChanged 0 SP:Iteration 65F (240.080000 sec): 3 clusters Score: Raw -18163026.694182 + Penalty 3889.244997 = -18159137.449184 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 2 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.190000 sec): 2 clusters Score: Raw -91062.209843 + Penalty 1085.638885 = -89976.570958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.190000 sec): 3 clusters Score: Raw -90848.773643 + Penalty 2171.277771 = -88677.495873 nChanged 211 SP:Iteration 1F (240.190000 sec): 3 clusters Score: Raw -91059.452126 + Penalty 2171.277771 = -88888.174356 nChanged 49 SP:Iteration 2F (240.190000 sec): 3 clusters Score: Raw -91110.082820 + Penalty 2171.277771 = -88938.805050 nChanged 18 SP:Iteration 3Q (240.190000 sec): 3 clusters Score: Raw -91127.151572 + Penalty 2171.277771 = -88955.873801 nChanged 14 SP:Iteration 4Q (240.190000 sec): 3 clusters Score: Raw -91141.816252 + Penalty 2171.277771 = -88970.538482 nChanged 9 SP:Iteration 5Q (240.200000 sec): 3 clusters Score: Raw -91150.250384 + Penalty 2171.277771 = -88978.972613 nChanged 4 SP:Iteration 6Q (240.200000 sec): 3 clusters Score: Raw -91155.025401 + Penalty 2171.277771 = -88983.747631 nChanged 3 SP:Iteration 7Q (240.200000 sec): 3 clusters Score: Raw -91158.317591 + Penalty 2171.277771 = -88987.039820 nChanged 3 SP:Iteration 8Q (240.200000 sec): 3 clusters Score: Raw -91160.706522 + Penalty 2171.277771 = -88989.428752 nChanged 1 SP:Iteration 9Q (240.210000 sec): 3 clusters Score: Raw -91161.418951 + Penalty 2171.277771 = -88990.141181 nChanged 0 SP:Iteration 10F (240.210000 sec): 3 clusters Score: Raw -91161.418951 + Penalty 2171.277771 = -88990.141181 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (38021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.340000 sec): 2 clusters Score: Raw -4451957.719483 + Penalty 1713.707762 = -4450244.011721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.450000 sec): 3 clusters Score: Raw -4428190.317252 + Penalty 3427.415523 = -4424762.901728 nChanged 17612 SP:Iteration 1F (240.550000 sec): 3 clusters Score: Raw -4438064.539541 + Penalty 3427.415523 = -4434637.124018 nChanged 1772 SP:Iteration 2Q (240.650000 sec): 3 clusters Score: Raw -4438772.744081 + Penalty 3427.415523 = -4435345.328558 nChanged 2138 SP:Iteration 3F (240.760000 sec): 3 clusters Score: Raw -4439933.296918 + Penalty 3427.415523 = -4436505.881394 nChanged 2751 SP:Iteration 4F (240.860000 sec): 3 clusters Score: Raw -4441834.374051 + Penalty 3427.415523 = -4438406.958527 nChanged 3179 SP:Iteration 5F (240.970000 sec): 3 clusters Score: Raw -4444593.240487 + Penalty 3427.415523 = -4441165.824964 nChanged 3118 SP:Iteration 6F (241.070000 sec): 3 clusters Score: Raw -4447622.806205 + Penalty 3427.415523 = -4444195.390682 nChanged 2374 SP:Iteration 7F (241.170000 sec): 3 clusters Score: Raw -4450037.598040 + Penalty 3427.415523 = -4446610.182517 nChanged 1341 SP:Iteration 8Q (241.270000 sec): 3 clusters Score: Raw -4451373.032793 + Penalty 3427.415523 = -4447945.617269 nChanged 616 SP:Iteration 9Q (241.360000 sec): 3 clusters Score: Raw -4452023.178921 + Penalty 3427.415523 = -4448595.763398 nChanged 261 SP:Iteration 10Q (241.440000 sec): 3 clusters Score: Raw -4452374.845141 + Penalty 3427.415523 = -4448947.429618 nChanged 176 SP:Iteration 11Q (241.510000 sec): 3 clusters Score: Raw -4452591.027740 + Penalty 3427.415523 = -4449163.612217 nChanged 140 SP:Iteration 12Q (241.590000 sec): 3 clusters Score: Raw -4452741.439235 + Penalty 3427.415523 = -4449314.023712 nChanged 109 SP:Iteration 13Q (241.670000 sec): 3 clusters Score: Raw -4452852.998525 + Penalty 3427.415523 = -4449425.583002 nChanged 108 SP:Iteration 14Q (241.740000 sec): 3 clusters Score: Raw -4452938.315841 + Penalty 3427.415523 = -4449510.900317 nChanged 68 SP:Iteration 15Q (241.810000 sec): 3 clusters Score: Raw -4452979.439250 + Penalty 3427.415523 = -4449552.023726 nChanged 48 SP:Iteration 16Q (241.890000 sec): 3 clusters Score: Raw -4453007.281492 + Penalty 3427.415523 = -4449579.865969 nChanged 37 SP:Iteration 17Q (241.960000 sec): 3 clusters Score: Raw -4453023.600069 + Penalty 3427.415523 = -4449596.184546 nChanged 26 SP:Iteration 18Q (242.030000 sec): 3 clusters Score: Raw -4453035.356229 + Penalty 3427.415523 = -4449607.940706 nChanged 17 SP:Iteration 19Q (242.100000 sec): 3 clusters Score: Raw -4453042.650200 + Penalty 3427.415523 = -4449615.234677 nChanged 11 SP:Iteration 20F (242.210000 sec): 3 clusters Score: Raw -4453049.069604 + Penalty 3427.415523 = -4449621.654081 nChanged 10 SP:Iteration 21Q (242.280000 sec): 3 clusters Score: Raw -4453053.367470 + Penalty 3427.415523 = -4449625.951946 nChanged 11 SP:Iteration 22Q (242.350000 sec): 3 clusters Score: Raw -4453055.995683 + Penalty 3427.415523 = -4449628.580160 nChanged 2 SP:Iteration 23Q (242.430000 sec): 3 clusters Score: Raw -4453056.614795 + Penalty 3427.415523 = -4449629.199271 nChanged 3 SP:Iteration 24Q (242.500000 sec): 3 clusters Score: Raw -4453058.005771 + Penalty 3427.415523 = -4449630.590248 nChanged 5 SP:Iteration 25Q (242.570000 sec): 3 clusters Score: Raw -4453058.937921 + Penalty 3427.415523 = -4449631.522398 nChanged 2 SP:Iteration 26Q (242.650000 sec): 3 clusters Score: Raw -4453059.419532 + Penalty 3427.415523 = -4449632.004009 nChanged 0 SP:Iteration 27F (242.750000 sec): 3 clusters Score: Raw -4453059.419532 + Penalty 3427.415523 = -4449632.004009 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.780000 sec): 2 clusters Score: Raw -104677.518733 + Penalty 1113.317551 = -103564.201182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.780000 sec): 3 clusters Score: Raw -104356.019809 + Penalty 2226.635101 = -102129.384708 nChanged 278 SP:Iteration 1F (242.780000 sec): 3 clusters Score: Raw -104603.383064 + Penalty 2226.635101 = -102376.747963 nChanged 63 SP:Iteration 2F (242.790000 sec): 3 clusters Score: Raw -104672.648732 + Penalty 2226.635101 = -102446.013631 nChanged 38 SP:Iteration 3Q (242.790000 sec): 3 clusters Score: Raw -104719.845142 + Penalty 2226.635101 = -102493.210041 nChanged 29 SP:Iteration 4Q (242.790000 sec): 3 clusters Score: Raw -104757.476217 + Penalty 2226.635101 = -102530.841116 nChanged 25 SP:Iteration 5Q (242.790000 sec): 3 clusters Score: Raw -104792.716903 + Penalty 2226.635101 = -102566.081801 nChanged 19 SP:Iteration 6Q (242.790000 sec): 3 clusters Score: Raw -104819.399638 + Penalty 2226.635101 = -102592.764536 nChanged 15 SP:Iteration 7Q (242.800000 sec): 3 clusters Score: Raw -104843.935126 + Penalty 2226.635101 = -102617.300025 nChanged 8 SP:Iteration 8Q (242.800000 sec): 3 clusters Score: Raw -104852.897236 + Penalty 2226.635101 = -102626.262135 nChanged 12 SP:Iteration 9Q (242.800000 sec): 3 clusters Score: Raw -104866.562122 + Penalty 2226.635101 = -102639.927021 nChanged 16 SP:Iteration 10Q (242.800000 sec): 3 clusters Score: Raw -104886.555126 + Penalty 2226.635101 = -102659.920025 nChanged 10 SP:Iteration 11Q (242.810000 sec): 3 clusters Score: Raw -104895.778233 + Penalty 2226.635101 = -102669.143132 nChanged 4 SP:Iteration 12Q (242.810000 sec): 3 clusters Score: Raw -104899.108459 + Penalty 2226.635101 = -102672.473357 nChanged 0 SP:Iteration 13F (242.810000 sec): 3 clusters Score: Raw -104899.108459 + Penalty 2226.635101 = -102672.473357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.810000 sec): 2 clusters Score: Raw -7481.623614 + Penalty 690.380477 = -6791.243137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.810000 sec): 3 clusters Score: Raw -7710.202184 + Penalty 1380.760954 = -6329.441230 nChanged 1 SP:Iteration 1Q (242.810000 sec): 3 clusters Score: Raw -7715.575521 + Penalty 1380.760954 = -6334.814568 nChanged 0 SP:Iteration 2F (242.810000 sec): 3 clusters Score: Raw -7715.575521 + Penalty 1380.760954 = -6334.814568 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 6 (37567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.940000 sec): 2 clusters Score: Raw -4398857.019872 + Penalty 1711.755709 = -4397145.264163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.040000 sec): 3 clusters Score: Raw -4375445.492953 + Penalty 3423.511417 = -4372021.981535 nChanged 17421 SP:Iteration 1F (243.150000 sec): 3 clusters Score: Raw -4385185.133200 + Penalty 3423.511417 = -4381761.621783 nChanged 1661 SP:Iteration 2Q (243.250000 sec): 3 clusters Score: Raw -4385813.383717 + Penalty 3423.511417 = -4382389.872299 nChanged 1997 SP:Iteration 3F (243.350000 sec): 3 clusters Score: Raw -4386828.236552 + Penalty 3423.511417 = -4383404.725134 nChanged 2614 SP:Iteration 4F (243.450000 sec): 3 clusters Score: Raw -4388545.773526 + Penalty 3423.511417 = -4385122.262109 nChanged 3232 SP:Iteration 5F (243.550000 sec): 3 clusters Score: Raw -4391286.933905 + Penalty 3423.511417 = -4387863.422487 nChanged 3430 SP:Iteration 6F (243.650000 sec): 3 clusters Score: Raw -4394692.351436 + Penalty 3423.511417 = -4391268.840019 nChanged 2457 SP:Iteration 7F (243.750000 sec): 3 clusters Score: Raw -4397241.975921 + Penalty 3423.511417 = -4393818.464503 nChanged 1227 SP:Iteration 8Q (243.850000 sec): 3 clusters Score: Raw -4398451.267782 + Penalty 3423.511417 = -4395027.756365 nChanged 370 SP:Iteration 9Q (243.940000 sec): 3 clusters Score: Raw -4398831.156831 + Penalty 3423.511417 = -4395407.645414 nChanged 111 SP:Iteration 10Q (244.020000 sec): 3 clusters Score: Raw -4398968.406714 + Penalty 3423.511417 = -4395544.895297 nChanged 35 SP:Iteration 11Q (244.100000 sec): 3 clusters Score: Raw -4399038.915930 + Penalty 3423.511417 = -4395615.404513 nChanged 15 SP:Iteration 12Q (244.170000 sec): 3 clusters Score: Raw -4399060.886999 + Penalty 3423.511417 = -4395637.375582 nChanged 9 SP:Iteration 13Q (244.250000 sec): 3 clusters Score: Raw -4399078.794182 + Penalty 3423.511417 = -4395655.282765 nChanged 7 SP:Iteration 14Q (244.320000 sec): 3 clusters Score: Raw -4399090.010413 + Penalty 3423.511417 = -4395666.498996 nChanged 7 SP:Iteration 15Q (244.390000 sec): 3 clusters Score: Raw -4399098.038888 + Penalty 3423.511417 = -4395674.527470 nChanged 4 SP:Iteration 16Q (244.460000 sec): 3 clusters Score: Raw -4399103.598417 + Penalty 3423.511417 = -4395680.087000 nChanged 4 SP:Iteration 17Q (244.530000 sec): 3 clusters Score: Raw -4399108.703058 + Penalty 3423.511417 = -4395685.191641 nChanged 2 SP:Iteration 18Q (244.600000 sec): 3 clusters Score: Raw -4399113.337512 + Penalty 3423.511417 = -4395689.826095 nChanged 2 SP:Iteration 19Q (244.670000 sec): 3 clusters Score: Raw -4399118.819351 + Penalty 3423.511417 = -4395695.307933 nChanged 3 SP:Iteration 20F (244.770000 sec): 3 clusters Score: Raw -4399122.010958 + Penalty 3423.511417 = -4395698.499540 nChanged 1 SP:Iteration 21Q (244.850000 sec): 3 clusters Score: Raw -4399122.816433 + Penalty 3423.511417 = -4395699.305016 nChanged 1 SP:Iteration 22Q (244.920000 sec): 3 clusters Score: Raw -4399123.510729 + Penalty 3423.511417 = -4395699.999311 nChanged 0 SP:Iteration 23F (245.020000 sec): 3 clusters Score: Raw -4399123.510729 + Penalty 3423.511417 = -4395699.999311 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (13524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.070000 sec): 2 clusters Score: Raw -1599751.051361 + Penalty 1545.735939 = -1598205.315422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.110000 sec): 3 clusters Score: Raw -1591888.106593 + Penalty 3091.471878 = -1588796.634715 nChanged 5900 SP:Iteration 1F (245.140000 sec): 3 clusters Score: Raw -1595040.604126 + Penalty 3091.471878 = -1591949.132248 nChanged 812 SP:Iteration 2F (245.180000 sec): 3 clusters Score: Raw -1595346.917495 + Penalty 3091.471878 = -1592255.445617 nChanged 651 SP:Iteration 3Q (245.210000 sec): 3 clusters Score: Raw -1595604.155102 + Penalty 3091.471878 = -1592512.683224 nChanged 629 SP:Iteration 4Q (245.250000 sec): 3 clusters Score: Raw -1595825.519542 + Penalty 3091.471878 = -1592734.047663 nChanged 569 SP:Iteration 5Q (245.290000 sec): 3 clusters Score: Raw -1596053.781099 + Penalty 3091.471878 = -1592962.309221 nChanged 574 SP:Iteration 6Q (245.320000 sec): 3 clusters Score: Raw -1596312.728237 + Penalty 3091.471878 = -1593221.256359 nChanged 605 SP:Iteration 7Q (245.360000 sec): 3 clusters Score: Raw -1596593.682602 + Penalty 3091.471878 = -1593502.210723 nChanged 620 SP:Iteration 8Q (245.390000 sec): 3 clusters Score: Raw -1596904.040798 + Penalty 3091.471878 = -1593812.568919 nChanged 637 SP:Iteration 9Q (245.430000 sec): 3 clusters Score: Raw -1597261.636739 + Penalty 3091.471878 = -1594170.164861 nChanged 613 SP:Iteration 10Q (245.470000 sec): 3 clusters Score: Raw -1597643.086364 + Penalty 3091.471878 = -1594551.614486 nChanged 614 SP:Iteration 11Q (245.500000 sec): 3 clusters Score: Raw -1598075.164254 + Penalty 3091.471878 = -1594983.692376 nChanged 540 SP:Iteration 12Q (245.540000 sec): 3 clusters Score: Raw -1598456.921362 + Penalty 3091.471878 = -1595365.449483 nChanged 442 SP:Iteration 13Q (245.570000 sec): 3 clusters Score: Raw -1598794.377488 + Penalty 3091.471878 = -1595702.905610 nChanged 376 SP:Iteration 14Q (245.610000 sec): 3 clusters Score: Raw -1599085.912973 + Penalty 3091.471878 = -1595994.441095 nChanged 270 SP:Iteration 15Q (245.640000 sec): 3 clusters Score: Raw -1599289.549593 + Penalty 3091.471878 = -1596198.077715 nChanged 223 SP:Iteration 16Q (245.670000 sec): 3 clusters Score: Raw -1599429.653170 + Penalty 3091.471878 = -1596338.181291 nChanged 165 SP:Iteration 17Q (245.700000 sec): 3 clusters Score: Raw -1599522.973472 + Penalty 3091.471878 = -1596431.501593 nChanged 121 SP:Iteration 18Q (245.730000 sec): 3 clusters Score: Raw -1599591.153197 + Penalty 3091.471878 = -1596499.681319 nChanged 107 SP:Iteration 19Q (245.760000 sec): 3 clusters Score: Raw -1599646.380807 + Penalty 3091.471878 = -1596554.908929 nChanged 85 SP:Iteration 20F (245.790000 sec): 3 clusters Score: Raw -1599692.547970 + Penalty 3091.471878 = -1596601.076092 nChanged 73 SP:Iteration 21Q (245.820000 sec): 3 clusters Score: Raw -1599731.188706 + Penalty 3091.471878 = -1596639.716828 nChanged 57 SP:Iteration 22Q (245.850000 sec): 3 clusters Score: Raw -1599759.689294 + Penalty 3091.471878 = -1596668.217416 nChanged 59 SP:Iteration 23Q (245.870000 sec): 3 clusters Score: Raw -1599784.135619 + Penalty 3091.471878 = -1596692.663741 nChanged 56 SP:Iteration 24Q (245.900000 sec): 3 clusters Score: Raw -1599814.869512 + Penalty 3091.471878 = -1596723.397633 nChanged 45 SP:Iteration 25Q (245.930000 sec): 3 clusters Score: Raw -1599833.801350 + Penalty 3091.471878 = -1596742.329472 nChanged 45 SP:Iteration 26Q (245.960000 sec): 3 clusters Score: Raw -1599853.131222 + Penalty 3091.471878 = -1596761.659344 nChanged 41 SP:Iteration 27Q (245.990000 sec): 3 clusters Score: Raw -1599870.981686 + Penalty 3091.471878 = -1596779.509808 nChanged 40 SP:Iteration 28Q (246.010000 sec): 3 clusters Score: Raw -1599889.362226 + Penalty 3091.471878 = -1596797.890348 nChanged 25 SP:Iteration 29Q (246.040000 sec): 3 clusters Score: Raw -1599899.685681 + Penalty 3091.471878 = -1596808.213803 nChanged 21 SP:Iteration 30Q (246.070000 sec): 3 clusters Score: Raw -1599906.260746 + Penalty 3091.471878 = -1596814.788867 nChanged 12 SP:Iteration 31Q (246.090000 sec): 3 clusters Score: Raw -1599909.319769 + Penalty 3091.471878 = -1596817.847891 nChanged 9 SP:Iteration 32Q (246.120000 sec): 3 clusters Score: Raw -1599913.112294 + Penalty 3091.471878 = -1596821.640416 nChanged 6 SP:Iteration 33Q (246.150000 sec): 3 clusters Score: Raw -1599915.832418 + Penalty 3091.471878 = -1596824.360540 nChanged 9 SP:Iteration 34Q (246.170000 sec): 3 clusters Score: Raw -1599920.034208 + Penalty 3091.471878 = -1596828.562330 nChanged 6 SP:Iteration 35Q (246.200000 sec): 3 clusters Score: Raw -1599921.842645 + Penalty 3091.471878 = -1596830.370766 nChanged 3 SP:Iteration 36Q (246.220000 sec): 3 clusters Score: Raw -1599922.369806 + Penalty 3091.471878 = -1596830.897928 nChanged 0 SP:Iteration 37F (246.260000 sec): 3 clusters Score: Raw -1599922.369806 + Penalty 3091.471878 = -1596830.897928 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.270000 sec): 2 clusters Score: Raw -47779.473569 + Penalty 999.126098 = -46780.347471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.270000 sec): 3 clusters Score: Raw -47779.684612 + Penalty 1998.252196 = -45781.432415 nChanged 112 SP:Iteration 1F (246.270000 sec): 3 clusters Score: Raw -48054.956115 + Penalty 1998.252196 = -46056.703919 nChanged 44 SP:Iteration 2F (246.270000 sec): 3 clusters Score: Raw -48219.758090 + Penalty 1998.252196 = -46221.505894 nChanged 37 SP:Iteration 3F (246.270000 sec): 3 clusters Score: Raw -48325.092933 + Penalty 1998.252196 = -46326.840737 nChanged 13 SP:Iteration 4Q (246.270000 sec): 3 clusters Score: Raw -48359.327886 + Penalty 1998.252196 = -46361.075690 nChanged 8 SP:Iteration 5Q (246.280000 sec): 3 clusters Score: Raw -48378.318756 + Penalty 1998.252196 = -46380.066559 nChanged 3 SP:Iteration 6Q (246.280000 sec): 3 clusters Score: Raw -48385.723691 + Penalty 1998.252196 = -46387.471495 nChanged 3 SP:Iteration 7Q (246.280000 sec): 3 clusters Score: Raw -48389.336038 + Penalty 1998.252196 = -46391.083842 nChanged 1 SP:Iteration 8Q (246.280000 sec): 3 clusters Score: Raw -48395.727208 + Penalty 1998.252196 = -46397.475011 nChanged 1 SP:Iteration 9Q (246.280000 sec): 3 clusters Score: Raw -48401.571616 + Penalty 1998.252196 = -46403.319419 nChanged 1 SP:Iteration 10Q (246.280000 sec): 3 clusters Score: Raw -48404.149445 + Penalty 1998.252196 = -46405.897249 nChanged 0 SP:Iteration 11F (246.280000 sec): 3 clusters Score: Raw -48404.149445 + Penalty 1998.252196 = -46405.897249 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 9 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.290000 sec): 2 clusters Score: Raw -417306.529658 + Penalty 1332.010538 = -415974.519120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.310000 sec): 3 clusters Score: Raw -415500.099849 + Penalty 2664.021076 = -412836.078772 nChanged 1410 SP:Iteration 1F (246.310000 sec): 3 clusters Score: Raw -416253.970765 + Penalty 2664.021076 = -413589.949689 nChanged 253 SP:Iteration 2F (246.320000 sec): 3 clusters Score: Raw -416392.468091 + Penalty 2664.021076 = -413728.447015 nChanged 167 SP:Iteration 3Q (246.330000 sec): 3 clusters Score: Raw -416469.027807 + Penalty 2664.021076 = -413805.006731 nChanged 121 SP:Iteration 4Q (246.340000 sec): 3 clusters Score: Raw -416525.513722 + Penalty 2664.021076 = -413861.492646 nChanged 106 SP:Iteration 5Q (246.350000 sec): 3 clusters Score: Raw -416579.049320 + Penalty 2664.021076 = -413915.028244 nChanged 97 SP:Iteration 6Q (246.360000 sec): 3 clusters Score: Raw -416626.949291 + Penalty 2664.021076 = -413962.928215 nChanged 78 SP:Iteration 7Q (246.370000 sec): 3 clusters Score: Raw -416663.237843 + Penalty 2664.021076 = -413999.216766 nChanged 84 SP:Iteration 8Q (246.380000 sec): 3 clusters Score: Raw -416706.592904 + Penalty 2664.021076 = -414042.571828 nChanged 79 SP:Iteration 9Q (246.390000 sec): 3 clusters Score: Raw -416747.990561 + Penalty 2664.021076 = -414083.969485 nChanged 73 SP:Iteration 10Q (246.400000 sec): 3 clusters Score: Raw -416791.115787 + Penalty 2664.021076 = -414127.094710 nChanged 72 SP:Iteration 11Q (246.410000 sec): 3 clusters Score: Raw -416825.390292 + Penalty 2664.021076 = -414161.369215 nChanged 77 SP:Iteration 12Q (246.420000 sec): 3 clusters Score: Raw -416869.822951 + Penalty 2664.021076 = -414205.801875 nChanged 79 SP:Iteration 13Q (246.430000 sec): 3 clusters Score: Raw -416916.928937 + Penalty 2664.021076 = -414252.907861 nChanged 75 SP:Iteration 14Q (246.430000 sec): 3 clusters Score: Raw -416961.685565 + Penalty 2664.021076 = -414297.664488 nChanged 67 SP:Iteration 15Q (246.450000 sec): 3 clusters Score: Raw -417005.558610 + Penalty 2664.021076 = -414341.537534 nChanged 79 SP:Iteration 16Q (246.450000 sec): 3 clusters Score: Raw -417050.694459 + Penalty 2664.021076 = -414386.673383 nChanged 77 SP:Iteration 17Q (246.460000 sec): 3 clusters Score: Raw -417100.081419 + Penalty 2664.021076 = -414436.060342 nChanged 76 SP:Iteration 18Q (246.470000 sec): 3 clusters Score: Raw -417148.748995 + Penalty 2664.021076 = -414484.727919 nChanged 61 SP:Iteration 19Q (246.480000 sec): 3 clusters Score: Raw -417190.346419 + Penalty 2664.021076 = -414526.325343 nChanged 70 SP:Iteration 20F (246.490000 sec): 3 clusters Score: Raw -417239.081134 + Penalty 2664.021076 = -414575.060058 nChanged 63 SP:Iteration 21Q (246.500000 sec): 3 clusters Score: Raw -417278.863898 + Penalty 2664.021076 = -414614.842822 nChanged 49 SP:Iteration 22Q (246.510000 sec): 3 clusters Score: Raw -417308.553785 + Penalty 2664.021076 = -414644.532708 nChanged 36 SP:Iteration 23Q (246.510000 sec): 3 clusters Score: Raw -417331.527806 + Penalty 2664.021076 = -414667.506730 nChanged 30 SP:Iteration 24Q (246.520000 sec): 3 clusters Score: Raw -417350.683532 + Penalty 2664.021076 = -414686.662456 nChanged 26 SP:Iteration 25Q (246.530000 sec): 3 clusters Score: Raw -417366.246113 + Penalty 2664.021076 = -414702.225036 nChanged 18 SP:Iteration 26Q (246.540000 sec): 3 clusters Score: Raw -417375.278548 + Penalty 2664.021076 = -414711.257472 nChanged 18 SP:Iteration 27Q (246.550000 sec): 3 clusters Score: Raw -417386.210553 + Penalty 2664.021076 = -414722.189476 nChanged 12 SP:Iteration 28Q (246.560000 sec): 3 clusters Score: Raw -417391.220419 + Penalty 2664.021076 = -414727.199343 nChanged 7 SP:Iteration 29Q (246.570000 sec): 3 clusters Score: Raw -417395.361637 + Penalty 2664.021076 = -414731.340561 nChanged 8 SP:Iteration 30Q (246.570000 sec): 3 clusters Score: Raw -417400.679867 + Penalty 2664.021076 = -414736.658791 nChanged 9 SP:Iteration 31Q (246.580000 sec): 3 clusters Score: Raw -417404.486888 + Penalty 2664.021076 = -414740.465811 nChanged 6 SP:Iteration 32Q (246.590000 sec): 3 clusters Score: Raw -417407.118468 + Penalty 2664.021076 = -414743.097391 nChanged 6 SP:Iteration 33Q (246.600000 sec): 3 clusters Score: Raw -417409.260960 + Penalty 2664.021076 = -414745.239883 nChanged 6 SP:Iteration 34Q (246.610000 sec): 3 clusters Score: Raw -417411.534183 + Penalty 2664.021076 = -414747.513107 nChanged 4 SP:Iteration 35Q (246.610000 sec): 3 clusters Score: Raw -417412.728139 + Penalty 2664.021076 = -414748.707063 nChanged 2 SP:Iteration 36Q (246.620000 sec): 3 clusters Score: Raw -417413.067474 + Penalty 2664.021076 = -414749.046398 nChanged 0 SP:Iteration 37F (246.630000 sec): 3 clusters Score: Raw -417413.067474 + Penalty 2664.021076 = -414749.046398 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 11 (10770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.670000 sec): 2 clusters Score: Raw -1235874.832088 + Penalty 1508.734463 = -1234366.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.690000 sec): 3 clusters Score: Raw -1229733.283470 + Penalty 3017.468925 = -1226715.814545 nChanged 4618 SP:Iteration 1F (246.720000 sec): 3 clusters Score: Raw -1232200.363627 + Penalty 3017.468925 = -1229182.894702 nChanged 633 SP:Iteration 2F (246.750000 sec): 3 clusters Score: Raw -1232476.769409 + Penalty 3017.468925 = -1229459.300484 nChanged 574 SP:Iteration 3F (246.780000 sec): 3 clusters Score: Raw -1232730.632962 + Penalty 3017.468925 = -1229713.164036 nChanged 506 SP:Iteration 4Q (246.810000 sec): 3 clusters Score: Raw -1232996.134333 + Penalty 3017.468925 = -1229978.665408 nChanged 517 SP:Iteration 5Q (246.830000 sec): 3 clusters Score: Raw -1233307.626613 + Penalty 3017.468925 = -1230290.157688 nChanged 564 SP:Iteration 6F (246.860000 sec): 3 clusters Score: Raw -1233680.538509 + Penalty 3017.468925 = -1230663.069584 nChanged 622 SP:Iteration 7F (246.890000 sec): 3 clusters Score: Raw -1234147.908030 + Penalty 3017.468925 = -1231130.439105 nChanged 617 SP:Iteration 8F (246.920000 sec): 3 clusters Score: Raw -1234627.566714 + Penalty 3017.468925 = -1231610.097789 nChanged 550 SP:Iteration 9F (246.950000 sec): 3 clusters Score: Raw -1235051.044533 + Penalty 3017.468925 = -1232033.575608 nChanged 488 SP:Iteration 10Q (246.970000 sec): 3 clusters Score: Raw -1235419.875868 + Penalty 3017.468925 = -1232402.406943 nChanged 345 SP:Iteration 11Q (247.000000 sec): 3 clusters Score: Raw -1235658.034137 + Penalty 3017.468925 = -1232640.565211 nChanged 276 SP:Iteration 12Q (247.030000 sec): 3 clusters Score: Raw -1235834.957412 + Penalty 3017.468925 = -1232817.488486 nChanged 180 SP:Iteration 13Q (247.050000 sec): 3 clusters Score: Raw -1235963.598896 + Penalty 3017.468925 = -1232946.129971 nChanged 147 SP:Iteration 14Q (247.080000 sec): 3 clusters Score: Raw -1236074.217016 + Penalty 3017.468925 = -1233056.748090 nChanged 130 SP:Iteration 15Q (247.110000 sec): 3 clusters Score: Raw -1236155.760850 + Penalty 3017.468925 = -1233138.291925 nChanged 113 SP:Iteration 16Q (247.130000 sec): 3 clusters Score: Raw -1236206.004717 + Penalty 3017.468925 = -1233188.535791 nChanged 96 SP:Iteration 17Q (247.160000 sec): 3 clusters Score: Raw -1236258.944135 + Penalty 3017.468925 = -1233241.475209 nChanged 85 SP:Iteration 18Q (247.180000 sec): 3 clusters Score: Raw -1236297.957748 + Penalty 3017.468925 = -1233280.488823 nChanged 60 SP:Iteration 19Q (247.210000 sec): 3 clusters Score: Raw -1236319.273962 + Penalty 3017.468925 = -1233301.805037 nChanged 60 SP:Iteration 20F (247.230000 sec): 3 clusters Score: Raw -1236338.059775 + Penalty 3017.468925 = -1233320.590849 nChanged 42 SP:Iteration 21Q (247.260000 sec): 3 clusters Score: Raw -1236350.745141 + Penalty 3017.468925 = -1233333.276216 nChanged 42 SP:Iteration 22Q (247.280000 sec): 3 clusters Score: Raw -1236362.210869 + Penalty 3017.468925 = -1233344.741944 nChanged 35 SP:Iteration 23Q (247.310000 sec): 3 clusters Score: Raw -1236371.108469 + Penalty 3017.468925 = -1233353.639544 nChanged 34 SP:Iteration 24Q (247.330000 sec): 3 clusters Score: Raw -1236378.561432 + Penalty 3017.468925 = -1233361.092506 nChanged 23 SP:Iteration 25Q (247.350000 sec): 3 clusters Score: Raw -1236382.429416 + Penalty 3017.468925 = -1233364.960491 nChanged 14 SP:Iteration 26Q (247.380000 sec): 3 clusters Score: Raw -1236384.581888 + Penalty 3017.468925 = -1233367.112962 nChanged 12 SP:Iteration 27Q (247.400000 sec): 3 clusters Score: Raw -1236386.695436 + Penalty 3017.468925 = -1233369.226511 nChanged 12 SP:Iteration 28Q (247.430000 sec): 3 clusters Score: Raw -1236388.640593 + Penalty 3017.468925 = -1233371.171667 nChanged 7 SP:Iteration 29Q (247.450000 sec): 3 clusters Score: Raw -1236389.719291 + Penalty 3017.468925 = -1233372.250365 nChanged 6 SP:Iteration 30Q (247.470000 sec): 3 clusters Score: Raw -1236390.435075 + Penalty 3017.468925 = -1233372.966150 nChanged 2 SP:Iteration 31Q (247.490000 sec): 3 clusters Score: Raw -1236390.846025 + Penalty 3017.468925 = -1233373.377100 nChanged 2 SP:Iteration 32Q (247.520000 sec): 3 clusters Score: Raw -1236391.082635 + Penalty 3017.468925 = -1233373.613709 nChanged 1 SP:Iteration 33Q (247.540000 sec): 3 clusters Score: Raw -1236391.207494 + Penalty 3017.468925 = -1233373.738569 nChanged 2 SP:Iteration 34Q (247.570000 sec): 3 clusters Score: Raw -1236391.438623 + Penalty 3017.468925 = -1233373.969698 nChanged 1 SP:Iteration 35Q (247.590000 sec): 3 clusters Score: Raw -1236391.723807 + Penalty 3017.468925 = -1233374.254882 nChanged 4 SP:Iteration 36Q (247.610000 sec): 3 clusters Score: Raw -1236392.238407 + Penalty 3017.468925 = -1233374.769482 nChanged 5 SP:Iteration 37Q (247.630000 sec): 3 clusters Score: Raw -1236393.115658 + Penalty 3017.468925 = -1233375.646733 nChanged 3 SP:Iteration 38Q (247.660000 sec): 3 clusters Score: Raw -1236393.467026 + Penalty 3017.468925 = -1233375.998100 nChanged 1 SP:Iteration 39Q (247.680000 sec): 3 clusters Score: Raw -1236393.627231 + Penalty 3017.468925 = -1233376.158305 nChanged 0 SP:Iteration 40F (247.710000 sec): 3 clusters Score: Raw -1236393.627231 + Penalty 3017.468925 = -1233376.158305 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 12 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.720000 sec): 2 clusters Score: Raw -21769.537849 + Penalty 861.787048 = -20907.750801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.720000 sec): 3 clusters Score: Raw -21866.303361 + Penalty 1723.574095 = -20142.729265 nChanged 20 SP:Iteration 1F (247.720000 sec): 3 clusters Score: Raw -21927.563041 + Penalty 1723.574095 = -20203.988945 nChanged 10 SP:Iteration 2Q (247.720000 sec): 3 clusters Score: Raw -21959.657656 + Penalty 1723.574095 = -20236.083560 nChanged 2 SP:Iteration 3Q (247.720000 sec): 3 clusters Score: Raw -21965.268418 + Penalty 1723.574095 = -20241.694323 nChanged 1 SP:Iteration 4Q (247.720000 sec): 3 clusters Score: Raw -21969.914960 + Penalty 1723.574095 = -20246.340864 nChanged 2 SP:Iteration 5Q (247.720000 sec): 3 clusters Score: Raw -21975.442970 + Penalty 1723.574095 = -20251.868875 nChanged 1 SP:Iteration 6Q (247.720000 sec): 3 clusters Score: Raw -21978.058333 + Penalty 1723.574095 = -20254.484238 nChanged 0 SP:Iteration 7F (247.720000 sec): 3 clusters Score: Raw -21978.058333 + Penalty 1723.574095 = -20254.484238 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (37651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.850000 sec): 2 clusters Score: Raw -4412987.129723 + Penalty 1712.118654 = -4411275.011069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.950000 sec): 3 clusters Score: Raw -4389490.101390 + Penalty 3424.237308 = -4386065.864082 nChanged 17381 SP:Iteration 1F (248.050000 sec): 3 clusters Score: Raw -4398953.360024 + Penalty 3424.237308 = -4395529.122716 nChanged 1475 SP:Iteration 2Q (248.160000 sec): 3 clusters Score: Raw -4399362.777503 + Penalty 3424.237308 = -4395938.540195 nChanged 1460 SP:Iteration 3Q (248.270000 sec): 3 clusters Score: Raw -4399842.806623 + Penalty 3424.237308 = -4396418.569315 nChanged 1591 SP:Iteration 4Q (248.370000 sec): 3 clusters Score: Raw -4400440.366997 + Penalty 3424.237308 = -4397016.129689 nChanged 1658 SP:Iteration 5Q (248.470000 sec): 3 clusters Score: Raw -4401157.999478 + Penalty 3424.237308 = -4397733.762170 nChanged 1745 SP:Iteration 6Q (248.580000 sec): 3 clusters Score: Raw -4402067.018267 + Penalty 3424.237308 = -4398642.780959 nChanged 1979 SP:Iteration 7F (248.680000 sec): 3 clusters Score: Raw -4403197.038227 + Penalty 3424.237308 = -4399772.800919 nChanged 2128 SP:Iteration 8F (248.790000 sec): 3 clusters Score: Raw -4404544.558865 + Penalty 3424.237308 = -4401120.321557 nChanged 2309 SP:Iteration 9F (248.890000 sec): 3 clusters Score: Raw -4406111.044357 + Penalty 3424.237308 = -4402686.807049 nChanged 2211 SP:Iteration 10F (248.990000 sec): 3 clusters Score: Raw -4407580.256123 + Penalty 3424.237308 = -4404156.018815 nChanged 2009 SP:Iteration 11F (249.090000 sec): 3 clusters Score: Raw -4408687.215557 + Penalty 3424.237308 = -4405262.978249 nChanged 1413 SP:Iteration 12Q (249.190000 sec): 3 clusters Score: Raw -4409214.843944 + Penalty 3424.237308 = -4405790.606636 nChanged 925 SP:Iteration 13Q (249.290000 sec): 3 clusters Score: Raw -4409453.308174 + Penalty 3424.237308 = -4406029.070866 nChanged 598 SP:Iteration 14Q (249.390000 sec): 3 clusters Score: Raw -4409582.627215 + Penalty 3424.237308 = -4406158.389907 nChanged 479 SP:Iteration 15Q (249.490000 sec): 3 clusters Score: Raw -4409693.475498 + Penalty 3424.237308 = -4406269.238190 nChanged 427 SP:Iteration 16Q (249.590000 sec): 3 clusters Score: Raw -4409790.056738 + Penalty 3424.237308 = -4406365.819430 nChanged 421 SP:Iteration 17Q (249.690000 sec): 3 clusters Score: Raw -4409890.270951 + Penalty 3424.237308 = -4406466.033644 nChanged 435 SP:Iteration 18Q (249.790000 sec): 3 clusters Score: Raw -4409992.857342 + Penalty 3424.237308 = -4406568.620035 nChanged 433 SP:Iteration 19Q (249.890000 sec): 3 clusters Score: Raw -4410098.114125 + Penalty 3424.237308 = -4406673.876817 nChanged 431 SP:Iteration 20F (249.990000 sec): 3 clusters Score: Raw -4410200.048087 + Penalty 3424.237308 = -4406775.810780 nChanged 407 SP:Iteration 21Q (250.090000 sec): 3 clusters Score: Raw -4410292.237542 + Penalty 3424.237308 = -4406868.000234 nChanged 382 SP:Iteration 22Q (250.190000 sec): 3 clusters Score: Raw -4410373.957857 + Penalty 3424.237308 = -4406949.720549 nChanged 393 SP:Iteration 23Q (250.290000 sec): 3 clusters Score: Raw -4410457.122697 + Penalty 3424.237308 = -4407032.885389 nChanged 405 SP:Iteration 24Q (250.390000 sec): 3 clusters Score: Raw -4410553.153745 + Penalty 3424.237308 = -4407128.916437 nChanged 403 SP:Iteration 25Q (250.490000 sec): 3 clusters Score: Raw -4410645.676984 + Penalty 3424.237308 = -4407221.439676 nChanged 410 SP:Iteration 26Q (250.590000 sec): 3 clusters Score: Raw -4410740.753583 + Penalty 3424.237308 = -4407316.516275 nChanged 395 SP:Iteration 27Q (250.690000 sec): 3 clusters Score: Raw -4410837.204991 + Penalty 3424.237308 = -4407412.967683 nChanged 409 SP:Iteration 28Q (250.790000 sec): 3 clusters Score: Raw -4410938.007474 + Penalty 3424.237308 = -4407513.770166 nChanged 424 SP:Iteration 29Q (250.890000 sec): 3 clusters Score: Raw -4411046.744822 + Penalty 3424.237308 = -4407622.507514 nChanged 399 SP:Iteration 30Q (250.980000 sec): 3 clusters Score: Raw -4411153.072031 + Penalty 3424.237308 = -4407728.834724 nChanged 424 SP:Iteration 31Q (251.080000 sec): 3 clusters Score: Raw -4411262.381793 + Penalty 3424.237308 = -4407838.144485 nChanged 392 SP:Iteration 32Q (251.180000 sec): 3 clusters Score: Raw -4411360.697926 + Penalty 3424.237308 = -4407936.460619 nChanged 401 SP:Iteration 33Q (251.270000 sec): 3 clusters Score: Raw -4411461.780362 + Penalty 3424.237308 = -4408037.543054 nChanged 404 SP:Iteration 34Q (251.370000 sec): 3 clusters Score: Raw -4411566.089304 + Penalty 3424.237308 = -4408141.851997 nChanged 380 SP:Iteration 35Q (251.460000 sec): 3 clusters Score: Raw -4411658.502363 + Penalty 3424.237308 = -4408234.265055 nChanged 378 SP:Iteration 36Q (251.550000 sec): 3 clusters Score: Raw -4411748.789417 + Penalty 3424.237308 = -4408324.552109 nChanged 359 SP:Iteration 37Q (251.650000 sec): 3 clusters Score: Raw -4411834.879851 + Penalty 3424.237308 = -4408410.642543 nChanged 382 SP:Iteration 38Q (251.740000 sec): 3 clusters Score: Raw -4411935.708132 + Penalty 3424.237308 = -4408511.470824 nChanged 385 SP:Iteration 39Q (251.830000 sec): 3 clusters Score: Raw -4412046.284717 + Penalty 3424.237308 = -4408622.047409 nChanged 391 SP:Iteration 40F (251.930000 sec): 3 clusters Score: Raw -4412153.673091 + Penalty 3424.237308 = -4408729.435783 nChanged 355 SP:Iteration 41Q (252.020000 sec): 3 clusters Score: Raw -4412249.187156 + Penalty 3424.237308 = -4408824.949849 nChanged 348 SP:Iteration 42Q (252.110000 sec): 3 clusters Score: Raw -4412349.339412 + Penalty 3424.237308 = -4408925.102104 nChanged 365 SP:Iteration 43Q (252.200000 sec): 3 clusters Score: Raw -4412460.616921 + Penalty 3424.237308 = -4409036.379613 nChanged 364 SP:Iteration 44Q (252.290000 sec): 3 clusters Score: Raw -4412569.957771 + Penalty 3424.237308 = -4409145.720463 nChanged 321 SP:Iteration 45Q (252.380000 sec): 3 clusters Score: Raw -4412661.368066 + Penalty 3424.237308 = -4409237.130758 nChanged 286 SP:Iteration 46Q (252.470000 sec): 3 clusters Score: Raw -4412738.758365 + Penalty 3424.237308 = -4409314.521057 nChanged 264 SP:Iteration 47Q (252.550000 sec): 3 clusters Score: Raw -4412809.556376 + Penalty 3424.237308 = -4409385.319068 nChanged 231 SP:Iteration 48Q (252.640000 sec): 3 clusters Score: Raw -4412872.788887 + Penalty 3424.237308 = -4409448.551579 nChanged 211 SP:Iteration 49Q (252.720000 sec): 3 clusters Score: Raw -4412925.213739 + Penalty 3424.237308 = -4409500.976431 nChanged 185 SP:Iteration 50Q (252.810000 sec): 3 clusters Score: Raw -4412968.757154 + Penalty 3424.237308 = -4409544.519846 nChanged 159 SP:Iteration 51Q (252.890000 sec): 3 clusters Score: Raw -4413004.913454 + Penalty 3424.237308 = -4409580.676147 nChanged 163 SP:Iteration 52Q (252.970000 sec): 3 clusters Score: Raw -4413039.258158 + Penalty 3424.237308 = -4409615.020850 nChanged 143 SP:Iteration 53Q (253.050000 sec): 3 clusters Score: Raw -4413069.880836 + Penalty 3424.237308 = -4409645.643528 nChanged 130 SP:Iteration 54Q (253.130000 sec): 3 clusters Score: Raw -4413100.879863 + Penalty 3424.237308 = -4409676.642555 nChanged 122 SP:Iteration 55Q (253.210000 sec): 3 clusters Score: Raw -4413126.850486 + Penalty 3424.237308 = -4409702.613178 nChanged 104 SP:Iteration 56Q (253.300000 sec): 3 clusters Score: Raw -4413150.676463 + Penalty 3424.237308 = -4409726.439155 nChanged 127 SP:Iteration 57Q (253.370000 sec): 3 clusters Score: Raw -4413181.465720 + Penalty 3424.237308 = -4409757.228412 nChanged 120 SP:Iteration 58Q (253.460000 sec): 3 clusters Score: Raw -4413209.758610 + Penalty 3424.237308 = -4409785.521302 nChanged 115 SP:Iteration 59Q (253.540000 sec): 3 clusters Score: Raw -4413236.126891 + Penalty 3424.237308 = -4409811.889583 nChanged 96 SP:Iteration 60F (253.650000 sec): 3 clusters Score: Raw -4413258.494038 + Penalty 3424.237308 = -4409834.256730 nChanged 111 SP:Iteration 61Q (253.720000 sec): 3 clusters Score: Raw -4413283.787246 + Penalty 3424.237308 = -4409859.549938 nChanged 95 SP:Iteration 62Q (253.800000 sec): 3 clusters Score: Raw -4413304.575756 + Penalty 3424.237308 = -4409880.338448 nChanged 82 SP:Iteration 63Q (253.880000 sec): 3 clusters Score: Raw -4413322.783735 + Penalty 3424.237308 = -4409898.546427 nChanged 86 SP:Iteration 64Q (253.960000 sec): 3 clusters Score: Raw -4413341.830777 + Penalty 3424.237308 = -4409917.593469 nChanged 70 SP:Iteration 65Q (254.040000 sec): 3 clusters Score: Raw -4413358.864542 + Penalty 3424.237308 = -4409934.627234 nChanged 69 SP:Iteration 66Q (254.120000 sec): 3 clusters Score: Raw -4413374.052997 + Penalty 3424.237308 = -4409949.815689 nChanged 54 SP:Iteration 67Q (254.200000 sec): 3 clusters Score: Raw -4413386.379540 + Penalty 3424.237308 = -4409962.142232 nChanged 54 SP:Iteration 68Q (254.270000 sec): 3 clusters Score: Raw -4413395.116495 + Penalty 3424.237308 = -4409970.879188 nChanged 41 SP:Iteration 69Q (254.350000 sec): 3 clusters Score: Raw -4413403.412822 + Penalty 3424.237308 = -4409979.175514 nChanged 42 SP:Iteration 70Q (254.430000 sec): 3 clusters Score: Raw -4413411.107204 + Penalty 3424.237308 = -4409986.869896 nChanged 31 SP:Iteration 71Q (254.510000 sec): 3 clusters Score: Raw -4413416.241630 + Penalty 3424.237308 = -4409992.004322 nChanged 30 SP:Iteration 72Q (254.580000 sec): 3 clusters Score: Raw -4413421.253238 + Penalty 3424.237308 = -4409997.015930 nChanged 29 SP:Iteration 73Q (254.660000 sec): 3 clusters Score: Raw -4413426.781559 + Penalty 3424.237308 = -4410002.544252 nChanged 28 SP:Iteration 74Q (254.740000 sec): 3 clusters Score: Raw -4413430.473266 + Penalty 3424.237308 = -4410006.235958 nChanged 20 SP:Iteration 75Q (254.820000 sec): 3 clusters Score: Raw -4413434.249970 + Penalty 3424.237308 = -4410010.012662 nChanged 27 SP:Iteration 76Q (254.900000 sec): 3 clusters Score: Raw -4413439.522814 + Penalty 3424.237308 = -4410015.285506 nChanged 23 SP:Iteration 77Q (254.980000 sec): 3 clusters Score: Raw -4413443.216470 + Penalty 3424.237308 = -4410018.979162 nChanged 22 SP:Iteration 78Q (255.050000 sec): 3 clusters Score: Raw -4413446.149566 + Penalty 3424.237308 = -4410021.912258 nChanged 16 SP:Iteration 79Q (255.130000 sec): 3 clusters Score: Raw -4413448.689257 + Penalty 3424.237308 = -4410024.451949 nChanged 13 SP:Iteration 80F (255.230000 sec): 3 clusters Score: Raw -4413450.210994 + Penalty 3424.237308 = -4410025.973686 nChanged 10 SP:Iteration 81Q (255.310000 sec): 3 clusters Score: Raw -4413451.696619 + Penalty 3424.237308 = -4410027.459311 nChanged 14 SP:Iteration 82Q (255.380000 sec): 3 clusters Score: Raw -4413454.492195 + Penalty 3424.237308 = -4410030.254887 nChanged 13 SP:Iteration 83Q (255.460000 sec): 3 clusters Score: Raw -4413457.531461 + Penalty 3424.237308 = -4410033.294153 nChanged 15 SP:Iteration 84Q (255.530000 sec): 3 clusters Score: Raw -4413459.711094 + Penalty 3424.237308 = -4410035.473786 nChanged 14 SP:Iteration 85Q (255.610000 sec): 3 clusters Score: Raw -4413462.009968 + Penalty 3424.237308 = -4410037.772661 nChanged 13 SP:Iteration 86Q (255.690000 sec): 3 clusters Score: Raw -4413464.598975 + Penalty 3424.237308 = -4410040.361667 nChanged 11 SP:Iteration 87Q (255.760000 sec): 3 clusters Score: Raw -4413466.136317 + Penalty 3424.237308 = -4410041.899009 nChanged 10 SP:Iteration 88Q (255.840000 sec): 3 clusters Score: Raw -4413467.374758 + Penalty 3424.237308 = -4410043.137450 nChanged 7 SP:Iteration 89Q (255.910000 sec): 3 clusters Score: Raw -4413468.087951 + Penalty 3424.237308 = -4410043.850644 nChanged 8 SP:Iteration 90Q (255.990000 sec): 3 clusters Score: Raw -4413469.247175 + Penalty 3424.237308 = -4410045.009867 nChanged 6 SP:Iteration 91Q (256.070000 sec): 3 clusters Score: Raw -4413470.006810 + Penalty 3424.237308 = -4410045.769503 nChanged 8 SP:Iteration 92Q (256.150000 sec): 3 clusters Score: Raw -4413471.345815 + Penalty 3424.237308 = -4410047.108507 nChanged 10 SP:Iteration 93Q (256.220000 sec): 3 clusters Score: Raw -4413472.852912 + Penalty 3424.237308 = -4410048.615604 nChanged 11 SP:Iteration 94Q (256.300000 sec): 3 clusters Score: Raw -4413474.423778 + Penalty 3424.237308 = -4410050.186470 nChanged 14 SP:Iteration 95Q (256.370000 sec): 3 clusters Score: Raw -4413476.468557 + Penalty 3424.237308 = -4410052.231249 nChanged 11 SP:Iteration 96Q (256.450000 sec): 3 clusters Score: Raw -4413478.140033 + Penalty 3424.237308 = -4410053.902725 nChanged 11 SP:Iteration 97Q (256.530000 sec): 3 clusters Score: Raw -4413479.785881 + Penalty 3424.237308 = -4410055.548573 nChanged 10 SP:Iteration 98Q (256.600000 sec): 3 clusters Score: Raw -4413480.971902 + Penalty 3424.237308 = -4410056.734594 nChanged 12 SP:Iteration 99Q (256.670000 sec): 3 clusters Score: Raw -4413482.521905 + Penalty 3424.237308 = -4410058.284598 nChanged 13 SP:Iteration 100F (256.770000 sec): 3 clusters Score: Raw -4413484.309308 + Penalty 3424.237308 = -4410060.072001 nChanged 15 SP:Iteration 101Q (256.850000 sec): 3 clusters Score: Raw -4413486.656240 + Penalty 3424.237308 = -4410062.418932 nChanged 15 SP:Iteration 102Q (256.930000 sec): 3 clusters Score: Raw -4413488.622680 + Penalty 3424.237308 = -4410064.385372 nChanged 11 SP:Iteration 103Q (257.000000 sec): 3 clusters Score: Raw -4413490.319577 + Penalty 3424.237308 = -4410066.082269 nChanged 11 SP:Iteration 104Q (257.080000 sec): 3 clusters Score: Raw -4413491.939984 + Penalty 3424.237308 = -4410067.702676 nChanged 15 SP:Iteration 105Q (257.150000 sec): 3 clusters Score: Raw -4413494.376484 + Penalty 3424.237308 = -4410070.139177 nChanged 12 SP:Iteration 106Q (257.230000 sec): 3 clusters Score: Raw -4413495.877532 + Penalty 3424.237308 = -4410071.640224 nChanged 11 SP:Iteration 107Q (257.310000 sec): 3 clusters Score: Raw -4413497.521314 + Penalty 3424.237308 = -4410073.284006 nChanged 12 SP:Iteration 108Q (257.380000 sec): 3 clusters Score: Raw -4413500.172191 + Penalty 3424.237308 = -4410075.934883 nChanged 13 SP:Iteration 109Q (257.460000 sec): 3 clusters Score: Raw -4413502.964784 + Penalty 3424.237308 = -4410078.727476 nChanged 10 SP:Iteration 110Q (257.530000 sec): 3 clusters Score: Raw -4413504.268004 + Penalty 3424.237308 = -4410080.030696 nChanged 11 SP:Iteration 111Q (257.610000 sec): 3 clusters Score: Raw -4413506.482758 + Penalty 3424.237308 = -4410082.245450 nChanged 13 SP:Iteration 112Q (257.680000 sec): 3 clusters Score: Raw -4413509.191370 + Penalty 3424.237308 = -4410084.954062 nChanged 10 SP:Iteration 113Q (257.760000 sec): 3 clusters Score: Raw -4413510.832040 + Penalty 3424.237308 = -4410086.594732 nChanged 8 SP:Iteration 114Q (257.830000 sec): 3 clusters Score: Raw -4413512.117224 + Penalty 3424.237308 = -4410087.879916 nChanged 10 SP:Iteration 115Q (257.910000 sec): 3 clusters Score: Raw -4413513.683137 + Penalty 3424.237308 = -4410089.445829 nChanged 8 SP:Iteration 116Q (257.980000 sec): 3 clusters Score: Raw -4413514.569933 + Penalty 3424.237308 = -4410090.332625 nChanged 7 SP:Iteration 117Q (258.060000 sec): 3 clusters Score: Raw -4413515.284936 + Penalty 3424.237308 = -4410091.047628 nChanged 5 SP:Iteration 118Q (258.130000 sec): 3 clusters Score: Raw -4413515.985850 + Penalty 3424.237308 = -4410091.748542 nChanged 3 SP:Iteration 119Q (258.210000 sec): 3 clusters Score: Raw -4413516.402757 + Penalty 3424.237308 = -4410092.165450 nChanged 2 SP:Iteration 120F (258.310000 sec): 3 clusters Score: Raw -4413516.765522 + Penalty 3424.237308 = -4410092.528214 nChanged 3 SP:Iteration 121Q (258.380000 sec): 3 clusters Score: Raw -4413516.941096 + Penalty 3424.237308 = -4410092.703788 nChanged 2 SP:Iteration 122Q (258.460000 sec): 3 clusters Score: Raw -4413517.124448 + Penalty 3424.237308 = -4410092.887140 nChanged 2 SP:Iteration 123Q (258.530000 sec): 3 clusters Score: Raw -4413517.347229 + Penalty 3424.237308 = -4410093.109921 nChanged 0 SP:Iteration 124F (258.630000 sec): 3 clusters Score: Raw -4413517.347229 + Penalty 3424.237308 = -4410093.109921 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (36421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.730000 sec): 2 clusters Score: Raw -4258877.735992 + Penalty 1706.721382 = -4257171.014611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.830000 sec): 3 clusters Score: Raw -4236130.955127 + Penalty 3413.442763 = -4232717.512363 nChanged 16889 SP:Iteration 1F (258.930000 sec): 3 clusters Score: Raw -4245513.329349 + Penalty 3413.442763 = -4242099.886586 nChanged 1331 SP:Iteration 2Q (259.030000 sec): 3 clusters Score: Raw -4245835.383101 + Penalty 3413.442763 = -4242421.940338 nChanged 1249 SP:Iteration 3Q (259.130000 sec): 3 clusters Score: Raw -4246135.587259 + Penalty 3413.442763 = -4242722.144495 nChanged 1185 SP:Iteration 4Q (259.240000 sec): 3 clusters Score: Raw -4246427.612775 + Penalty 3413.442763 = -4243014.170012 nChanged 1185 SP:Iteration 5Q (259.340000 sec): 3 clusters Score: Raw -4246731.901548 + Penalty 3413.442763 = -4243318.458785 nChanged 1205 SP:Iteration 6Q (259.440000 sec): 3 clusters Score: Raw -4247097.936087 + Penalty 3413.442763 = -4243684.493324 nChanged 1276 SP:Iteration 7Q (259.540000 sec): 3 clusters Score: Raw -4247566.016452 + Penalty 3413.442763 = -4244152.573689 nChanged 1386 SP:Iteration 8Q (259.640000 sec): 3 clusters Score: Raw -4248264.467474 + Penalty 3413.442763 = -4244851.024710 nChanged 1659 SP:Iteration 9Q (259.740000 sec): 3 clusters Score: Raw -4249421.055939 + Penalty 3413.442763 = -4246007.613176 nChanged 1981 SP:Iteration 10F (259.840000 sec): 3 clusters Score: Raw -4251119.233534 + Penalty 3413.442763 = -4247705.790771 nChanged 2199 SP:Iteration 11F (259.930000 sec): 3 clusters Score: Raw -4253128.524341 + Penalty 3413.442763 = -4249715.081578 nChanged 2169 SP:Iteration 12F (260.030000 sec): 3 clusters Score: Raw -4254900.345269 + Penalty 3413.442763 = -4251486.902506 nChanged 1668 SP:Iteration 13Q (260.130000 sec): 3 clusters Score: Raw -4255927.701886 + Penalty 3413.442763 = -4252514.259123 nChanged 1186 SP:Iteration 14Q (260.220000 sec): 3 clusters Score: Raw -4256510.004389 + Penalty 3413.442763 = -4253096.561626 nChanged 840 SP:Iteration 15Q (260.310000 sec): 3 clusters Score: Raw -4256839.283106 + Penalty 3413.442763 = -4253425.840343 nChanged 650 SP:Iteration 16Q (260.400000 sec): 3 clusters Score: Raw -4257069.507065 + Penalty 3413.442763 = -4253656.064301 nChanged 549 SP:Iteration 17Q (260.490000 sec): 3 clusters Score: Raw -4257246.292089 + Penalty 3413.442763 = -4253832.849326 nChanged 495 SP:Iteration 18Q (260.580000 sec): 3 clusters Score: Raw -4257383.218543 + Penalty 3413.442763 = -4253969.775780 nChanged 392 SP:Iteration 19Q (260.670000 sec): 3 clusters Score: Raw -4257480.526557 + Penalty 3413.442763 = -4254067.083793 nChanged 344 SP:Iteration 20F (260.770000 sec): 3 clusters Score: Raw -4257557.614095 + Penalty 3413.442763 = -4254144.171331 nChanged 295 SP:Iteration 21Q (260.860000 sec): 3 clusters Score: Raw -4257616.827279 + Penalty 3413.442763 = -4254203.384516 nChanged 262 SP:Iteration 22Q (260.950000 sec): 3 clusters Score: Raw -4257663.363532 + Penalty 3413.442763 = -4254249.920769 nChanged 228 SP:Iteration 23Q (261.040000 sec): 3 clusters Score: Raw -4257699.399597 + Penalty 3413.442763 = -4254285.956834 nChanged 218 SP:Iteration 24Q (261.140000 sec): 3 clusters Score: Raw -4257730.976847 + Penalty 3413.442763 = -4254317.534084 nChanged 183 SP:Iteration 25Q (261.220000 sec): 3 clusters Score: Raw -4257754.468595 + Penalty 3413.442763 = -4254341.025832 nChanged 163 SP:Iteration 26Q (261.310000 sec): 3 clusters Score: Raw -4257773.291310 + Penalty 3413.442763 = -4254359.848546 nChanged 127 SP:Iteration 27Q (261.400000 sec): 3 clusters Score: Raw -4257786.784562 + Penalty 3413.442763 = -4254373.341799 nChanged 116 SP:Iteration 28Q (261.490000 sec): 3 clusters Score: Raw -4257798.749848 + Penalty 3413.442763 = -4254385.307085 nChanged 103 SP:Iteration 29Q (261.580000 sec): 3 clusters Score: Raw -4257807.280480 + Penalty 3413.442763 = -4254393.837716 nChanged 88 SP:Iteration 30Q (261.670000 sec): 3 clusters Score: Raw -4257814.037153 + Penalty 3413.442763 = -4254400.594389 nChanged 85 SP:Iteration 31Q (261.760000 sec): 3 clusters Score: Raw -4257820.271951 + Penalty 3413.442763 = -4254406.829187 nChanged 78 SP:Iteration 32Q (261.850000 sec): 3 clusters Score: Raw -4257826.038404 + Penalty 3413.442763 = -4254412.595641 nChanged 51 SP:Iteration 33Q (261.940000 sec): 3 clusters Score: Raw -4257829.418291 + Penalty 3413.442763 = -4254415.975528 nChanged 48 SP:Iteration 34Q (262.030000 sec): 3 clusters Score: Raw -4257832.551033 + Penalty 3413.442763 = -4254419.108270 nChanged 49 SP:Iteration 35Q (262.120000 sec): 3 clusters Score: Raw -4257835.346650 + Penalty 3413.442763 = -4254421.903886 nChanged 41 SP:Iteration 36Q (262.210000 sec): 3 clusters Score: Raw -4257838.075461 + Penalty 3413.442763 = -4254424.632698 nChanged 48 SP:Iteration 37Q (262.300000 sec): 3 clusters Score: Raw -4257841.292368 + Penalty 3413.442763 = -4254427.849605 nChanged 53 SP:Iteration 38Q (262.390000 sec): 3 clusters Score: Raw -4257844.111365 + Penalty 3413.442763 = -4254430.668601 nChanged 38 SP:Iteration 39Q (262.480000 sec): 3 clusters Score: Raw -4257846.410845 + Penalty 3413.442763 = -4254432.968081 nChanged 38 SP:Iteration 40F (262.580000 sec): 3 clusters Score: Raw -4257848.314995 + Penalty 3413.442763 = -4254434.872231 nChanged 38 SP:Iteration 41Q (262.670000 sec): 3 clusters Score: Raw -4257850.509250 + Penalty 3413.442763 = -4254437.066487 nChanged 34 SP:Iteration 42Q (262.760000 sec): 3 clusters Score: Raw -4257852.259375 + Penalty 3413.442763 = -4254438.816612 nChanged 26 SP:Iteration 43Q (262.850000 sec): 3 clusters Score: Raw -4257853.456548 + Penalty 3413.442763 = -4254440.013785 nChanged 28 SP:Iteration 44Q (262.940000 sec): 3 clusters Score: Raw -4257854.736314 + Penalty 3413.442763 = -4254441.293550 nChanged 28 SP:Iteration 45Q (263.020000 sec): 3 clusters Score: Raw -4257856.202660 + Penalty 3413.442763 = -4254442.759897 nChanged 25 SP:Iteration 46Q (263.120000 sec): 3 clusters Score: Raw -4257857.261872 + Penalty 3413.442763 = -4254443.819108 nChanged 19 SP:Iteration 47Q (263.200000 sec): 3 clusters Score: Raw -4257858.097153 + Penalty 3413.442763 = -4254444.654390 nChanged 17 SP:Iteration 48Q (263.300000 sec): 3 clusters Score: Raw -4257858.721006 + Penalty 3413.442763 = -4254445.278242 nChanged 12 SP:Iteration 49Q (263.390000 sec): 3 clusters Score: Raw -4257859.094136 + Penalty 3413.442763 = -4254445.651373 nChanged 10 SP:Iteration 50Q (263.480000 sec): 3 clusters Score: Raw -4257859.516670 + Penalty 3413.442763 = -4254446.073907 nChanged 6 SP:Iteration 51Q (263.570000 sec): 3 clusters Score: Raw -4257859.803435 + Penalty 3413.442763 = -4254446.360672 nChanged 4 SP:Iteration 52Q (263.660000 sec): 3 clusters Score: Raw -4257860.006914 + Penalty 3413.442763 = -4254446.564151 nChanged 4 SP:Iteration 53Q (263.750000 sec): 3 clusters Score: Raw -4257860.167345 + Penalty 3413.442763 = -4254446.724582 nChanged 5 SP:Iteration 54Q (263.840000 sec): 3 clusters Score: Raw -4257860.348651 + Penalty 3413.442763 = -4254446.905888 nChanged 2 SP:Iteration 55Q (263.930000 sec): 3 clusters Score: Raw -4257860.414074 + Penalty 3413.442763 = -4254446.971311 nChanged 3 SP:Iteration 56Q (264.020000 sec): 3 clusters Score: Raw -4257860.498615 + Penalty 3413.442763 = -4254447.055852 nChanged 2 SP:Iteration 57Q (264.100000 sec): 3 clusters Score: Raw -4257860.536576 + Penalty 3413.442763 = -4254447.093813 nChanged 2 SP:Iteration 58Q (264.190000 sec): 3 clusters Score: Raw -4257860.572139 + Penalty 3413.442763 = -4254447.129375 nChanged 5 SP:Iteration 59Q (264.290000 sec): 3 clusters Score: Raw -4257860.757112 + Penalty 3413.442763 = -4254447.314349 nChanged 5 SP:Iteration 60F (264.380000 sec): 3 clusters Score: Raw -4257860.932995 + Penalty 3413.442763 = -4254447.490232 nChanged 2 SP:Iteration 61Q (264.470000 sec): 3 clusters Score: Raw -4257860.979765 + Penalty 3413.442763 = -4254447.537002 nChanged 1 SP:Iteration 62Q (264.570000 sec): 3 clusters Score: Raw -4257861.008935 + Penalty 3413.442763 = -4254447.566172 nChanged 2 SP:Iteration 63Q (264.650000 sec): 3 clusters Score: Raw -4257861.097131 + Penalty 3413.442763 = -4254447.654368 nChanged 0 SP:Iteration 64F (264.750000 sec): 3 clusters Score: Raw -4257861.097131 + Penalty 3413.442763 = -4254447.654368 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 15 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (264.780000 sec): 2 clusters Score: Raw -81430.173091 + Penalty 1073.140871 = -80357.032219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (264.780000 sec): 3 clusters Score: Raw -81227.603938 + Penalty 2146.281743 = -79081.322195 nChanged 185 SP:Iteration 1F (264.780000 sec): 3 clusters Score: Raw -81404.009604 + Penalty 2146.281743 = -79257.727861 nChanged 36 SP:Iteration 2Q (264.780000 sec): 3 clusters Score: Raw -81446.601662 + Penalty 2146.281743 = -79300.319919 nChanged 19 SP:Iteration 3Q (264.790000 sec): 3 clusters Score: Raw -81468.357277 + Penalty 2146.281743 = -79322.075534 nChanged 13 SP:Iteration 4Q (264.790000 sec): 3 clusters Score: Raw -81484.160302 + Penalty 2146.281743 = -79337.878559 nChanged 12 SP:Iteration 5Q (264.790000 sec): 3 clusters Score: Raw -81497.692866 + Penalty 2146.281743 = -79351.411123 nChanged 11 SP:Iteration 6Q (264.790000 sec): 3 clusters Score: Raw -81507.426616 + Penalty 2146.281743 = -79361.144873 nChanged 7 SP:Iteration 7Q (264.790000 sec): 3 clusters Score: Raw -81515.071174 + Penalty 2146.281743 = -79368.789431 nChanged 6 SP:Iteration 8Q (264.790000 sec): 3 clusters Score: Raw -81521.352873 + Penalty 2146.281743 = -79375.071130 nChanged 3 SP:Iteration 9Q (264.790000 sec): 3 clusters Score: Raw -81524.494499 + Penalty 2146.281743 = -79378.212756 nChanged 2 SP:Iteration 10Q (264.800000 sec): 3 clusters Score: Raw -81526.867697 + Penalty 2146.281743 = -79380.585954 nChanged 1 SP:Iteration 11Q (264.800000 sec): 3 clusters Score: Raw -81527.529407 + Penalty 2146.281743 = -79381.247664 nChanged 0 SP:Iteration 12F (264.800000 sec): 3 clusters Score: Raw -81527.529407 + Penalty 2146.281743 = -79381.247664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 16 (3457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (264.810000 sec): 2 clusters Score: Raw -399067.017025 + Penalty 1324.075421 = -397742.941603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (264.820000 sec): 3 clusters Score: Raw -397441.761713 + Penalty 2648.150843 = -394793.610870 nChanged 1335 SP:Iteration 1F (264.830000 sec): 3 clusters Score: Raw -398381.215086 + Penalty 2648.150843 = -395733.064243 nChanged 344 SP:Iteration 2F (264.840000 sec): 3 clusters Score: Raw -398845.044636 + Penalty 2648.150843 = -396196.893793 nChanged 309 SP:Iteration 3F (264.850000 sec): 3 clusters Score: Raw -399430.060720 + Penalty 2648.150843 = -396781.909877 nChanged 269 SP:Iteration 4F (264.860000 sec): 3 clusters Score: Raw -399931.738469 + Penalty 2648.150843 = -397283.587626 nChanged 251 SP:Iteration 5F (264.870000 sec): 3 clusters Score: Raw -400363.313726 + Penalty 2648.150843 = -397715.162883 nChanged 178 SP:Iteration 6F (264.870000 sec): 3 clusters Score: Raw -400684.628163 + Penalty 2648.150843 = -398036.477320 nChanged 132 SP:Iteration 7Q (264.880000 sec): 3 clusters Score: Raw -400859.248350 + Penalty 2648.150843 = -398211.097507 nChanged 74 SP:Iteration 8Q (264.890000 sec): 3 clusters Score: Raw -400911.706744 + Penalty 2648.150843 = -398263.555901 nChanged 21 SP:Iteration 9Q (264.900000 sec): 3 clusters Score: Raw -400921.140524 + Penalty 2648.150843 = -398272.989681 nChanged 10 SP:Iteration 10Q (264.900000 sec): 3 clusters Score: Raw -400924.386368 + Penalty 2648.150843 = -398276.235525 nChanged 6 SP:Iteration 11Q (264.910000 sec): 3 clusters Score: Raw -400926.955822 + Penalty 2648.150843 = -398278.804979 nChanged 6 SP:Iteration 12Q (264.920000 sec): 3 clusters Score: Raw -400930.313928 + Penalty 2648.150843 = -398282.163085 nChanged 6 SP:Iteration 13Q (264.930000 sec): 3 clusters Score: Raw -400932.324342 + Penalty 2648.150843 = -398284.173499 nChanged 4 SP:Iteration 14Q (264.930000 sec): 3 clusters Score: Raw -400933.500020 + Penalty 2648.150843 = -398285.349177 nChanged 1 SP:Iteration 15Q (264.940000 sec): 3 clusters Score: Raw -400933.719155 + Penalty 2648.150843 = -398285.568312 nChanged 2 SP:Iteration 16Q (264.950000 sec): 3 clusters Score: Raw -400934.445781 + Penalty 2648.150843 = -398286.294938 nChanged 4 SP:Iteration 17Q (264.950000 sec): 3 clusters Score: Raw -400935.676850 + Penalty 2648.150843 = -398287.526007 nChanged 2 SP:Iteration 18Q (264.960000 sec): 3 clusters Score: Raw -400936.394078 + Penalty 2648.150843 = -398288.243235 nChanged 4 SP:Iteration 19Q (264.970000 sec): 3 clusters Score: Raw -400938.106421 + Penalty 2648.150843 = -398289.955578 nChanged 4 SP:Iteration 20F (264.970000 sec): 3 clusters Score: Raw -400939.920339 + Penalty 2648.150843 = -398291.769496 nChanged 6 SP:Iteration 21Q (264.980000 sec): 3 clusters Score: Raw -400942.485737 + Penalty 2648.150843 = -398294.334894 nChanged 3 SP:Iteration 22Q (264.990000 sec): 3 clusters Score: Raw -400943.902690 + Penalty 2648.150843 = -398295.751847 nChanged 3 SP:Iteration 23Q (264.990000 sec): 3 clusters Score: Raw -400944.644912 + Penalty 2648.150843 = -398296.494069 nChanged 1 SP:Iteration 24Q (265.000000 sec): 3 clusters Score: Raw -400944.864464 + Penalty 2648.150843 = -398296.713621 nChanged 0 SP:Iteration 25F (265.010000 sec): 3 clusters Score: Raw -400944.864464 + Penalty 2648.150843 = -398296.713621 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (1652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.020000 sec): 2 clusters Score: Raw -184432.222940 + Penalty 1204.083068 = -183228.139872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.020000 sec): 3 clusters Score: Raw -183781.534295 + Penalty 2408.166135 = -181373.368160 nChanged 563 SP:Iteration 1F (265.030000 sec): 3 clusters Score: Raw -184168.652154 + Penalty 2408.166135 = -181760.486019 nChanged 128 SP:Iteration 2F (265.030000 sec): 3 clusters Score: Raw -184312.757729 + Penalty 2408.166135 = -181904.591594 nChanged 93 SP:Iteration 3F (265.030000 sec): 3 clusters Score: Raw -184441.191792 + Penalty 2408.166135 = -182033.025657 nChanged 85 SP:Iteration 4F (265.040000 sec): 3 clusters Score: Raw -184541.118389 + Penalty 2408.166135 = -182132.952254 nChanged 68 SP:Iteration 5Q (265.040000 sec): 3 clusters Score: Raw -184622.320976 + Penalty 2408.166135 = -182214.154841 nChanged 58 SP:Iteration 6Q (265.050000 sec): 3 clusters Score: Raw -184669.963918 + Penalty 2408.166135 = -182261.797783 nChanged 39 SP:Iteration 7Q (265.050000 sec): 3 clusters Score: Raw -184698.126620 + Penalty 2408.166135 = -182289.960485 nChanged 33 SP:Iteration 8Q (265.050000 sec): 3 clusters Score: Raw -184726.297366 + Penalty 2408.166135 = -182318.131231 nChanged 29 SP:Iteration 9Q (265.060000 sec): 3 clusters Score: Raw -184755.506146 + Penalty 2408.166135 = -182347.340011 nChanged 22 SP:Iteration 10Q (265.060000 sec): 3 clusters Score: Raw -184786.641286 + Penalty 2408.166135 = -182378.475151 nChanged 34 SP:Iteration 11Q (265.070000 sec): 3 clusters Score: Raw -184822.133940 + Penalty 2408.166135 = -182413.967805 nChanged 34 SP:Iteration 12Q (265.070000 sec): 3 clusters Score: Raw -184862.573344 + Penalty 2408.166135 = -182454.407209 nChanged 36 SP:Iteration 13Q (265.070000 sec): 3 clusters Score: Raw -184896.402406 + Penalty 2408.166135 = -182488.236271 nChanged 31 SP:Iteration 14Q (265.080000 sec): 3 clusters Score: Raw -184926.251743 + Penalty 2408.166135 = -182518.085608 nChanged 27 SP:Iteration 15Q (265.080000 sec): 3 clusters Score: Raw -184953.784576 + Penalty 2408.166135 = -182545.618441 nChanged 29 SP:Iteration 16Q (265.090000 sec): 3 clusters Score: Raw -184980.649461 + Penalty 2408.166135 = -182572.483326 nChanged 23 SP:Iteration 17Q (265.090000 sec): 3 clusters Score: Raw -184994.213003 + Penalty 2408.166135 = -182586.046868 nChanged 13 SP:Iteration 18Q (265.090000 sec): 3 clusters Score: Raw -185002.098725 + Penalty 2408.166135 = -182593.932590 nChanged 12 SP:Iteration 19Q (265.090000 sec): 3 clusters Score: Raw -185009.958459 + Penalty 2408.166135 = -182601.792324 nChanged 9 SP:Iteration 20F (265.100000 sec): 3 clusters Score: Raw -185016.700304 + Penalty 2408.166135 = -182608.534169 nChanged 11 SP:Iteration 21Q (265.100000 sec): 3 clusters Score: Raw -185022.340704 + Penalty 2408.166135 = -182614.174569 nChanged 9 SP:Iteration 22Q (265.110000 sec): 3 clusters Score: Raw -185027.803034 + Penalty 2408.166135 = -182619.636899 nChanged 5 SP:Iteration 23Q (265.110000 sec): 3 clusters Score: Raw -185029.810466 + Penalty 2408.166135 = -182621.644331 nChanged 4 SP:Iteration 24Q (265.110000 sec): 3 clusters Score: Raw -185032.087270 + Penalty 2408.166135 = -182623.921135 nChanged 1 SP:Iteration 25Q (265.120000 sec): 3 clusters Score: Raw -185032.753797 + Penalty 2408.166135 = -182624.587662 nChanged 1 SP:Iteration 26Q (265.120000 sec): 3 clusters Score: Raw -185033.285695 + Penalty 2408.166135 = -182625.119560 nChanged 2 SP:Iteration 27Q (265.130000 sec): 3 clusters Score: Raw -185035.056572 + Penalty 2408.166135 = -182626.890437 nChanged 2 SP:Iteration 28Q (265.130000 sec): 3 clusters Score: Raw -185036.877318 + Penalty 2408.166135 = -182628.711183 nChanged 2 SP:Iteration 29Q (265.130000 sec): 3 clusters Score: Raw -185038.301922 + Penalty 2408.166135 = -182630.135787 nChanged 2 SP:Iteration 30Q (265.130000 sec): 3 clusters Score: Raw -185040.033570 + Penalty 2408.166135 = -182631.867435 nChanged 0 SP:Iteration 31F (265.140000 sec): 3 clusters Score: Raw -185040.033570 + Penalty 2408.166135 = -182631.867435 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 19 (1895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.150000 sec): 2 clusters Score: Raw -210062.445397 + Penalty 1226.383294 = -208836.062103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.150000 sec): 3 clusters Score: Raw -209337.284129 + Penalty 2452.766588 = -206884.517541 nChanged 701 SP:Iteration 1F (265.150000 sec): 3 clusters Score: Raw -209835.791195 + Penalty 2452.766588 = -207383.024607 nChanged 186 SP:Iteration 2F (265.160000 sec): 3 clusters Score: Raw -210015.696663 + Penalty 2452.766588 = -207562.930075 nChanged 117 SP:Iteration 3F (265.170000 sec): 3 clusters Score: Raw -210121.711448 + Penalty 2452.766588 = -207668.944860 nChanged 75 SP:Iteration 4Q (265.170000 sec): 3 clusters Score: Raw -210188.903056 + Penalty 2452.766588 = -207736.136468 nChanged 69 SP:Iteration 5Q (265.170000 sec): 3 clusters Score: Raw -210253.645703 + Penalty 2452.766588 = -207800.879115 nChanged 73 SP:Iteration 6Q (265.180000 sec): 3 clusters Score: Raw -210316.824653 + Penalty 2452.766588 = -207864.058065 nChanged 55 SP:Iteration 7Q (265.180000 sec): 3 clusters Score: Raw -210363.138832 + Penalty 2452.766588 = -207910.372244 nChanged 35 SP:Iteration 8Q (265.190000 sec): 3 clusters Score: Raw -210397.043381 + Penalty 2452.766588 = -207944.276792 nChanged 34 SP:Iteration 9Q (265.190000 sec): 3 clusters Score: Raw -210433.126795 + Penalty 2452.766588 = -207980.360207 nChanged 25 SP:Iteration 10Q (265.200000 sec): 3 clusters Score: Raw -210468.576990 + Penalty 2452.766588 = -208015.810402 nChanged 26 SP:Iteration 11Q (265.200000 sec): 3 clusters Score: Raw -210507.581760 + Penalty 2452.766588 = -208054.815172 nChanged 21 SP:Iteration 12Q (265.210000 sec): 3 clusters Score: Raw -210533.616310 + Penalty 2452.766588 = -208080.849721 nChanged 15 SP:Iteration 13Q (265.210000 sec): 3 clusters Score: Raw -210556.645193 + Penalty 2452.766588 = -208103.878605 nChanged 10 SP:Iteration 14Q (265.210000 sec): 3 clusters Score: Raw -210568.980569 + Penalty 2452.766588 = -208116.213980 nChanged 6 SP:Iteration 15Q (265.220000 sec): 3 clusters Score: Raw -210580.543773 + Penalty 2452.766588 = -208127.777185 nChanged 7 SP:Iteration 16Q (265.220000 sec): 3 clusters Score: Raw -210596.212729 + Penalty 2452.766588 = -208143.446141 nChanged 8 SP:Iteration 17Q (265.230000 sec): 3 clusters Score: Raw -210608.878959 + Penalty 2452.766588 = -208156.112371 nChanged 8 SP:Iteration 18Q (265.230000 sec): 3 clusters Score: Raw -210621.358520 + Penalty 2452.766588 = -208168.591932 nChanged 5 SP:Iteration 19Q (265.230000 sec): 3 clusters Score: Raw -210627.976088 + Penalty 2452.766588 = -208175.209500 nChanged 1 SP:Iteration 20F (265.240000 sec): 3 clusters Score: Raw -210630.625448 + Penalty 2452.766588 = -208177.858860 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 20 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.240000 sec): 2 clusters Score: Raw -128391.645691 + Penalty 1161.350479 = -127230.295212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.250000 sec): 3 clusters Score: Raw -127944.390159 + Penalty 2322.700958 = -125621.689201 nChanged 425 SP:Iteration 1F (265.250000 sec): 3 clusters Score: Raw -128487.246695 + Penalty 2322.700958 = -126164.545737 nChanged 148 SP:Iteration 2F (265.250000 sec): 3 clusters Score: Raw -128876.644299 + Penalty 2322.700958 = -126553.943341 nChanged 120 SP:Iteration 3F (265.250000 sec): 3 clusters Score: Raw -129272.172801 + Penalty 2322.700958 = -126949.471843 nChanged 101 SP:Iteration 4F (265.260000 sec): 3 clusters Score: Raw -129485.613005 + Penalty 2322.700958 = -127162.912047 nChanged 66 SP:Iteration 5F (265.260000 sec): 3 clusters Score: Raw -129602.508685 + Penalty 2322.700958 = -127279.807727 nChanged 39 SP:Iteration 6Q (265.270000 sec): 3 clusters Score: Raw -129673.850297 + Penalty 2322.700958 = -127351.149339 nChanged 35 SP:Iteration 7Q (265.270000 sec): 3 clusters Score: Raw -129746.489479 + Penalty 2322.700958 = -127423.788521 nChanged 40 SP:Iteration 8Q (265.270000 sec): 3 clusters Score: Raw -129844.622372 + Penalty 2322.700958 = -127521.921414 nChanged 42 SP:Iteration 9Q (265.270000 sec): 3 clusters Score: Raw -129933.472150 + Penalty 2322.700958 = -127610.771191 nChanged 20 SP:Iteration 10Q (265.270000 sec): 3 clusters Score: Raw -129973.012945 + Penalty 2322.700958 = -127650.311986 nChanged 12 SP:Iteration 11Q (265.280000 sec): 3 clusters Score: Raw -129986.245008 + Penalty 2322.700958 = -127663.544050 nChanged 9 SP:Iteration 12Q (265.280000 sec): 3 clusters Score: Raw -129997.137588 + Penalty 2322.700958 = -127674.436629 nChanged 2 SP:Iteration 13Q (265.280000 sec): 3 clusters Score: Raw -129998.488471 + Penalty 2322.700958 = -127675.787512 nChanged 2 SP:Iteration 14Q (265.290000 sec): 3 clusters Score: Raw -129999.953239 + Penalty 2322.700958 = -127677.252280 nChanged 0 SP:Iteration 15F (265.290000 sec): 3 clusters Score: Raw -129999.953239 + Penalty 2322.700958 = -127677.252280 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 3.68 GB. Trying to split cluster 21 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.290000 sec): 2 clusters Score: Raw -155860.137358 + Penalty 1184.672593 = -154675.464765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.300000 sec): 3 clusters Score: Raw -155417.727418 + Penalty 2369.345187 = -153048.382231 nChanged 483 SP:Iteration 1F (265.300000 sec): 3 clusters Score: Raw -156697.572120 + Penalty 2369.345187 = -154328.226934 nChanged 214 SP:Iteration 2F (265.310000 sec): 3 clusters Score: Raw -157183.023791 + Penalty 2369.345187 = -154813.678605 nChanged 117 SP:Iteration 3F (265.310000 sec): 3 clusters Score: Raw -157491.914919 + Penalty 2369.345187 = -155122.569733 nChanged 72 SP:Iteration 4Q (265.310000 sec): 3 clusters Score: Raw -157635.176331 + Penalty 2369.345187 = -155265.831144 nChanged 37 SP:Iteration 5Q (265.310000 sec): 3 clusters Score: Raw -157731.726631 + Penalty 2369.345187 = -155362.381444 nChanged 23 SP:Iteration 6Q (265.320000 sec): 3 clusters Score: Raw -157813.579815 + Penalty 2369.345187 = -155444.234629 nChanged 19 SP:Iteration 7Q (265.320000 sec): 3 clusters Score: Raw -157888.570234 + Penalty 2369.345187 = -155519.225048 nChanged 27 SP:Iteration 8Q (265.320000 sec): 3 clusters Score: Raw -158055.811268 + Penalty 2369.345187 = -155686.466081 nChanged 26 SP:Iteration 9Q (265.330000 sec): 3 clusters Score: Raw -158175.810999 + Penalty 2369.345187 = -155806.465812 nChanged 10 SP:Iteration 10Q (265.330000 sec): 3 clusters Score: Raw -158187.899245 + Penalty 2369.345187 = -155818.554058 nChanged 1 SP:Iteration 11Q (265.330000 sec): 3 clusters Score: Raw -158188.670587 + Penalty 2369.345187 = -155819.325400 nChanged 0 SP:Iteration 12F (265.330000 sec): 3 clusters Score: Raw -158188.670587 + Penalty 2369.345187 = -155819.325400 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Iteration 59Q (268.570000 sec): 24 clusters Score: Raw -39754698.788384 + Penalty 47690.513958 = -39707008.274426 nChanged 10238 Iteration 60F (276.100000 sec): 24 clusters Score: Raw -39757796.644353 + Penalty 47690.513958 = -39710106.130395 nChanged 5764 Iteration 61Q (278.080000 sec): 24 clusters Score: Raw -39758826.088390 + Penalty 47690.513958 = -39711135.574431 nChanged 3173 Iteration 62Q (280.000000 sec): 24 clusters Score: Raw -39759290.549974 + Penalty 47690.513958 = -39711600.036016 nChanged 2234 Iteration 63Q (281.880000 sec): 24 clusters Score: Raw -39759564.644837 + Penalty 47690.513958 = -39711874.130878 nChanged 1722 Iteration 64Q (283.760000 sec): 24 clusters Score: Raw -39759759.928770 + Penalty 47690.513958 = -39712069.414812 nChanged 1444 Iteration 65Q (285.630000 sec): 24 clusters Score: Raw -39759919.666110 + Penalty 47690.513958 = -39712229.152152 nChanged 1292 Iteration 66Q (287.510000 sec): 24 clusters Score: Raw -39760065.463111 + Penalty 47690.513958 = -39712374.949152 nChanged 1223 Iteration 67Q (289.380000 sec): 24 clusters Score: Raw -39760200.119695 + Penalty 47690.513958 = -39712509.605736 nChanged 1139 Iteration 68Q (291.270000 sec): 24 clusters Score: Raw -39760338.896037 + Penalty 47690.513958 = -39712648.382079 nChanged 1185 Iteration 69Q (293.160000 sec): 24 clusters Score: Raw -39760484.615254 + Penalty 47690.513958 = -39712794.101296 nChanged 1131 Iteration 70Q (295.040000 sec): 24 clusters Score: Raw -39760626.945472 + Penalty 47690.513958 = -39712936.431514 nChanged 1079 Iteration 71Q (296.940000 sec): 24 clusters Score: Raw -39760747.115024 + Penalty 47690.513958 = -39713056.601065 nChanged 947 Iteration 72Q (298.830000 sec): 24 clusters Score: Raw -39760848.609514 + Penalty 47690.513958 = -39713158.095556 nChanged 888 Iteration 73Q (300.710000 sec): 24 clusters Score: Raw -39760942.396582 + Penalty 47690.513958 = -39713251.882623 nChanged 835 Iteration 74Q (302.590000 sec): 24 clusters Score: Raw -39761036.033750 + Penalty 47690.513958 = -39713345.519792 nChanged 813 Iteration 75Q (304.450000 sec): 24 clusters Score: Raw -39761129.729878 + Penalty 47690.513958 = -39713439.215920 nChanged 795 Iteration 76Q (306.330000 sec): 24 clusters Score: Raw -39761219.823860 + Penalty 47690.513958 = -39713529.309902 nChanged 829 Iteration 77Q (308.190000 sec): 24 clusters Score: Raw -39761317.642206 + Penalty 47690.513958 = -39713627.128247 nChanged 871 Iteration 78Q (310.030000 sec): 24 clusters Score: Raw -39761427.438354 + Penalty 47690.513958 = -39713736.924395 nChanged 901 Iteration 79Q (311.860000 sec): 24 clusters Score: Raw -39761550.691106 + Penalty 47690.513958 = -39713860.177148 nChanged 977 Iteration 80F (319.350000 sec): 24 clusters Score: Raw -39761681.025936 + Penalty 47690.513958 = -39713990.511978 nChanged 998 Iteration 81Q (321.280000 sec): 24 clusters Score: Raw -39761819.990897 + Penalty 47690.513958 = -39714129.476939 nChanged 1012 Iteration 82Q (323.210000 sec): 24 clusters Score: Raw -39761953.823721 + Penalty 47690.513958 = -39714263.309762 nChanged 997 Iteration 83Q (325.160000 sec): 24 clusters Score: Raw -39762081.629701 + Penalty 47690.513958 = -39714391.115743 nChanged 953 Iteration 84Q (327.070000 sec): 24 clusters Score: Raw -39762210.058955 + Penalty 47690.513958 = -39714519.544997 nChanged 960 Iteration 85Q (328.980000 sec): 24 clusters Score: Raw -39762336.352891 + Penalty 47690.513958 = -39714645.838933 nChanged 937 Iteration 86Q (330.880000 sec): 24 clusters Score: Raw -39762461.205015 + Penalty 47690.513958 = -39714770.691056 nChanged 1021 Iteration 87Q (332.780000 sec): 24 clusters Score: Raw -39762593.829413 + Penalty 47690.513958 = -39714903.315455 nChanged 963 Iteration 88Q (334.690000 sec): 24 clusters Score: Raw -39762710.487852 + Penalty 47690.513958 = -39715019.973894 nChanged 931 Iteration 89Q (336.580000 sec): 24 clusters Score: Raw -39762825.416584 + Penalty 47690.513958 = -39715134.902625 nChanged 849 Iteration 90Q (338.460000 sec): 24 clusters Score: Raw -39762934.764198 + Penalty 47690.513958 = -39715244.250240 nChanged 848 Iteration 91Q (340.350000 sec): 24 clusters Score: Raw -39763031.707433 + Penalty 47690.513958 = -39715341.193475 nChanged 787 Iteration 92Q (342.230000 sec): 24 clusters Score: Raw -39763118.477025 + Penalty 47690.513958 = -39715427.963066 nChanged 734 Iteration 93Q (344.120000 sec): 24 clusters Score: Raw -39763193.435440 + Penalty 47690.513958 = -39715502.921481 nChanged 688 Iteration 94Q (346.000000 sec): 24 clusters Score: Raw -39763261.467086 + Penalty 47690.513958 = -39715570.953127 nChanged 634 Iteration 95Q (347.880000 sec): 24 clusters Score: Raw -39763319.365272 + Penalty 47690.513958 = -39715628.851314 nChanged 529 Iteration 96Q (349.770000 sec): 24 clusters Score: Raw -39763365.837076 + Penalty 47690.513958 = -39715675.323118 nChanged 508 Iteration 97Q (351.650000 sec): 24 clusters Score: Raw -39763415.278648 + Penalty 47690.513958 = -39715724.764690 nChanged 449 Iteration 98Q (353.550000 sec): 24 clusters Score: Raw -39763457.741420 + Penalty 47690.513958 = -39715767.227462 nChanged 392 Writing temp clu file Compute initial score before splitting: Score: Raw -39763457.741420 + Penalty 47690.513958 = -39715767.227462 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 1 (68651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.830000 sec): 2 clusters Score: Raw -7973663.789053 + Penalty 1809.728534 = -7971854.060520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.020000 sec): 3 clusters Score: Raw -7929353.539085 + Penalty 3619.457068 = -7925734.082017 nChanged 32614 SP:Iteration 1F (354.210000 sec): 3 clusters Score: Raw -7947899.822037 + Penalty 3619.457068 = -7944280.364969 nChanged 2085 SP:Iteration 2Q (354.400000 sec): 3 clusters Score: Raw -7948363.792336 + Penalty 3619.457068 = -7944744.335269 nChanged 2127 SP:Iteration 3Q (354.590000 sec): 3 clusters Score: Raw -7948886.132042 + Penalty 3619.457068 = -7945266.674975 nChanged 2316 SP:Iteration 4Q (354.780000 sec): 3 clusters Score: Raw -7949597.698773 + Penalty 3619.457068 = -7945978.241705 nChanged 2683 SP:Iteration 5Q (354.980000 sec): 3 clusters Score: Raw -7950726.510210 + Penalty 3619.457068 = -7947107.053143 nChanged 3348 SP:Iteration 6Q (355.170000 sec): 3 clusters Score: Raw -7952552.973277 + Penalty 3619.457068 = -7948933.516209 nChanged 3972 SP:Iteration 7F (355.350000 sec): 3 clusters Score: Raw -7955192.205537 + Penalty 3619.457068 = -7951572.748469 nChanged 4137 SP:Iteration 8F (355.540000 sec): 3 clusters Score: Raw -7958340.193384 + Penalty 3619.457068 = -7954720.736317 nChanged 3896 SP:Iteration 9F (355.730000 sec): 3 clusters Score: Raw -7961508.589895 + Penalty 3619.457068 = -7957889.132827 nChanged 3378 SP:Iteration 10Q (355.920000 sec): 3 clusters Score: Raw -7964365.816558 + Penalty 3619.457068 = -7960746.359491 nChanged 2982 SP:Iteration 11Q (356.090000 sec): 3 clusters Score: Raw -7967004.150000 + Penalty 3619.457068 = -7963384.692932 nChanged 2696 SP:Iteration 12Q (356.270000 sec): 3 clusters Score: Raw -7969345.959975 + Penalty 3619.457068 = -7965726.502907 nChanged 2312 SP:Iteration 13Q (356.430000 sec): 3 clusters Score: Raw -7971094.223538 + Penalty 3619.457068 = -7967474.766471 nChanged 1771 SP:Iteration 14Q (356.590000 sec): 3 clusters Score: Raw -7972016.312578 + Penalty 3619.457068 = -7968396.855510 nChanged 1266 SP:Iteration 15Q (356.760000 sec): 3 clusters Score: Raw -7972527.607130 + Penalty 3619.457068 = -7968908.150062 nChanged 1001 SP:Iteration 16Q (356.930000 sec): 3 clusters Score: Raw -7972894.522962 + Penalty 3619.457068 = -7969275.065894 nChanged 873 SP:Iteration 17Q (357.090000 sec): 3 clusters Score: Raw -7973235.530325 + Penalty 3619.457068 = -7969616.073257 nChanged 882 SP:Iteration 18Q (357.250000 sec): 3 clusters Score: Raw -7973596.794966 + Penalty 3619.457068 = -7969977.337898 nChanged 888 SP:Iteration 19Q (357.410000 sec): 3 clusters Score: Raw -7973962.128710 + Penalty 3619.457068 = -7970342.671642 nChanged 934 SP:Iteration 20F (357.600000 sec): 3 clusters Score: Raw -7974374.963645 + Penalty 3619.457068 = -7970755.506578 nChanged 1010 SP:Iteration 21Q (357.760000 sec): 3 clusters Score: Raw -7974873.447257 + Penalty 3619.457068 = -7971253.990189 nChanged 1081 SP:Iteration 22Q (357.920000 sec): 3 clusters Score: Raw -7975440.587641 + Penalty 3619.457068 = -7971821.130573 nChanged 1110 SP:Iteration 23Q (358.090000 sec): 3 clusters Score: Raw -7976033.104071 + Penalty 3619.457068 = -7972413.647003 nChanged 1118 SP:Iteration 24Q (358.250000 sec): 3 clusters Score: Raw -7976648.728021 + Penalty 3619.457068 = -7973029.270953 nChanged 1099 SP:Iteration 25Q (358.410000 sec): 3 clusters Score: Raw -7977246.052878 + Penalty 3619.457068 = -7973626.595810 nChanged 1164 SP:Iteration 26Q (358.560000 sec): 3 clusters Score: Raw -7977891.317978 + Penalty 3619.457068 = -7974271.860910 nChanged 1203 SP:Iteration 27Q (358.720000 sec): 3 clusters Score: Raw -7978555.393993 + Penalty 3619.457068 = -7974935.936925 nChanged 1166 SP:Iteration 28Q (358.880000 sec): 3 clusters Score: Raw -7979203.375062 + Penalty 3619.457068 = -7975583.917994 nChanged 1115 SP:Iteration 29Q (359.040000 sec): 3 clusters Score: Raw -7979801.483292 + Penalty 3619.457068 = -7976182.026224 nChanged 997 SP:Iteration 30Q (359.200000 sec): 3 clusters Score: Raw -7980298.111179 + Penalty 3619.457068 = -7976678.654111 nChanged 827 SP:Iteration 31Q (359.350000 sec): 3 clusters Score: Raw -7980641.737360 + Penalty 3619.457068 = -7977022.280292 nChanged 626 SP:Iteration 32Q (359.510000 sec): 3 clusters Score: Raw -7980843.221055 + Penalty 3619.457068 = -7977223.763988 nChanged 421 SP:Iteration 33Q (359.660000 sec): 3 clusters Score: Raw -7980936.835791 + Penalty 3619.457068 = -7977317.378724 nChanged 274 SP:Iteration 34Q (359.820000 sec): 3 clusters Score: Raw -7980976.416245 + Penalty 3619.457068 = -7977356.959178 nChanged 171 SP:Iteration 35Q (359.980000 sec): 3 clusters Score: Raw -7980994.610798 + Penalty 3619.457068 = -7977375.153730 nChanged 111 SP:Iteration 36Q (360.140000 sec): 3 clusters Score: Raw -7981005.506618 + Penalty 3619.457068 = -7977386.049550 nChanged 75 SP:Iteration 37Q (360.300000 sec): 3 clusters Score: Raw -7981008.582635 + Penalty 3619.457068 = -7977389.125567 nChanged 52 SP:Iteration 38Q (360.450000 sec): 3 clusters Score: Raw -7981014.262490 + Penalty 3619.457068 = -7977394.805423 nChanged 40 SP:Iteration 39Q (360.610000 sec): 3 clusters Score: Raw -7981015.354984 + Penalty 3619.457068 = -7977395.897916 nChanged 20 SP:Iteration 40F (360.790000 sec): 3 clusters Score: Raw -7981105.168225 + Penalty 3619.457068 = -7977485.711157 nChanged 103 SP:Iteration 41Q (360.960000 sec): 3 clusters Score: Raw -7981130.594299 + Penalty 3619.457068 = -7977511.137231 nChanged 79 SP:Iteration 42Q (361.120000 sec): 3 clusters Score: Raw -7981136.075473 + Penalty 3619.457068 = -7977516.618405 nChanged 47 SP:Iteration 43Q (361.280000 sec): 3 clusters Score: Raw -7981137.710415 + Penalty 3619.457068 = -7977518.253347 nChanged 27 SP:Iteration 44Q (361.440000 sec): 3 clusters Score: Raw -7981138.387026 + Penalty 3619.457068 = -7977518.929958 nChanged 17 SP:Iteration 45Q (361.600000 sec): 3 clusters Score: Raw -7981138.758501 + Penalty 3619.457068 = -7977519.301433 nChanged 5 SP:Iteration 46Q (361.770000 sec): 3 clusters Score: Raw -7981138.837137 + Penalty 3619.457068 = -7977519.380069 nChanged 2 SP:Iteration 47Q (361.930000 sec): 3 clusters Score: Raw -7981138.883268 + Penalty 3619.457068 = -7977519.426200 nChanged 1 SP:Iteration 48Q (362.090000 sec): 3 clusters Score: Raw -7981138.898767 + Penalty 3619.457068 = -7977519.441700 nChanged 0 SP:Iteration 49F (362.280000 sec): 3 clusters Score: Raw -7981138.898767 + Penalty 3619.457068 = -7977519.441700 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 3.68 GB. Trying to split cluster 2 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.330000 sec): 2 clusters Score: Raw -100022.329605 + Penalty 1101.182386 = -98921.147219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.330000 sec): 3 clusters Score: Raw -99761.868935 + Penalty 2202.364773 = -97559.504162 nChanged 247 SP:Iteration 1F (362.340000 sec): 3 clusters Score: Raw -100009.844844 + Penalty 2202.364773 = -97807.480071 nChanged 76 SP:Iteration 2F (362.340000 sec): 3 clusters Score: Raw -100083.185257 + Penalty 2202.364773 = -97880.820484 nChanged 30 SP:Iteration 3Q (362.340000 sec): 3 clusters Score: Raw -100112.715108 + Penalty 2202.364773 = -97910.350336 nChanged 11 SP:Iteration 4Q (362.340000 sec): 3 clusters Score: Raw -100122.584145 + Penalty 2202.364773 = -97920.219372 nChanged 7 SP:Iteration 5Q (362.340000 sec): 3 clusters Score: Raw -100131.218306 + Penalty 2202.364773 = -97928.853534 nChanged 4 SP:Iteration 6Q (362.340000 sec): 3 clusters Score: Raw -100136.200343 + Penalty 2202.364773 = -97933.835570 nChanged 5 SP:Iteration 7Q (362.350000 sec): 3 clusters Score: Raw -100139.408587 + Penalty 2202.364773 = -97937.043815 nChanged 3 SP:Iteration 8Q (362.350000 sec): 3 clusters Score: Raw -100141.473946 + Penalty 2202.364773 = -97939.109173 nChanged 1 SP:Iteration 9Q (362.350000 sec): 3 clusters Score: Raw -100142.165960 + Penalty 2202.364773 = -97939.801188 nChanged 1 SP:Iteration 10Q (362.350000 sec): 3 clusters Score: Raw -100142.455192 + Penalty 2202.364773 = -97940.090419 nChanged 0 SP:Iteration 11F (362.360000 sec): 3 clusters Score: Raw -100142.455192 + Penalty 2202.364773 = -97940.090419 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (40764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.490000 sec): 2 clusters Score: Raw -4770442.067694 + Penalty 1725.027625 = -4768717.040069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.600000 sec): 3 clusters Score: Raw -4744758.958591 + Penalty 3450.055251 = -4741308.903340 nChanged 18927 SP:Iteration 1F (362.720000 sec): 3 clusters Score: Raw -4755196.872937 + Penalty 3450.055251 = -4751746.817686 nChanged 1534 SP:Iteration 2Q (362.830000 sec): 3 clusters Score: Raw -4755594.861782 + Penalty 3450.055251 = -4752144.806531 nChanged 1457 SP:Iteration 3Q (362.950000 sec): 3 clusters Score: Raw -4755958.852867 + Penalty 3450.055251 = -4752508.797616 nChanged 1455 SP:Iteration 4Q (363.060000 sec): 3 clusters Score: Raw -4756352.792231 + Penalty 3450.055251 = -4752902.736980 nChanged 1477 SP:Iteration 5Q (363.180000 sec): 3 clusters Score: Raw -4756833.766248 + Penalty 3450.055251 = -4753383.710997 nChanged 1693 SP:Iteration 6Q (363.310000 sec): 3 clusters Score: Raw -4757529.486888 + Penalty 3450.055251 = -4754079.431637 nChanged 2201 SP:Iteration 7F (363.410000 sec): 3 clusters Score: Raw -4758774.835538 + Penalty 3450.055251 = -4755324.780287 nChanged 2841 SP:Iteration 8F (363.530000 sec): 3 clusters Score: Raw -4760857.807503 + Penalty 3450.055251 = -4757407.752252 nChanged 3296 SP:Iteration 9F (363.630000 sec): 3 clusters Score: Raw -4763743.057869 + Penalty 3450.055251 = -4760293.002619 nChanged 3037 SP:Iteration 10F (363.740000 sec): 3 clusters Score: Raw -4766654.672804 + Penalty 3450.055251 = -4763204.617553 nChanged 2202 SP:Iteration 11F (363.850000 sec): 3 clusters Score: Raw -4768862.478520 + Penalty 3450.055251 = -4765412.423269 nChanged 1111 SP:Iteration 12Q (363.940000 sec): 3 clusters Score: Raw -4769932.915773 + Penalty 3450.055251 = -4766482.860522 nChanged 420 SP:Iteration 13Q (364.030000 sec): 3 clusters Score: Raw -4770336.136188 + Penalty 3450.055251 = -4766886.080937 nChanged 141 SP:Iteration 14Q (364.110000 sec): 3 clusters Score: Raw -4770483.429883 + Penalty 3450.055251 = -4767033.374632 nChanged 46 SP:Iteration 15Q (364.190000 sec): 3 clusters Score: Raw -4770536.091096 + Penalty 3450.055251 = -4767086.035845 nChanged 30 SP:Iteration 16Q (364.270000 sec): 3 clusters Score: Raw -4770576.618335 + Penalty 3450.055251 = -4767126.563084 nChanged 16 SP:Iteration 17Q (364.350000 sec): 3 clusters Score: Raw -4770597.324544 + Penalty 3450.055251 = -4767147.269293 nChanged 15 SP:Iteration 18Q (364.430000 sec): 3 clusters Score: Raw -4770617.030078 + Penalty 3450.055251 = -4767166.974827 nChanged 8 SP:Iteration 19Q (364.510000 sec): 3 clusters Score: Raw -4770628.740846 + Penalty 3450.055251 = -4767178.685595 nChanged 8 SP:Iteration 20F (364.620000 sec): 3 clusters Score: Raw -4770639.097906 + Penalty 3450.055251 = -4767189.042655 nChanged 5 SP:Iteration 21Q (364.700000 sec): 3 clusters Score: Raw -4770645.814095 + Penalty 3450.055251 = -4767195.758844 nChanged 2 SP:Iteration 22Q (364.780000 sec): 3 clusters Score: Raw -4770649.836033 + Penalty 3450.055251 = -4767199.780782 nChanged 1 SP:Iteration 23Q (364.860000 sec): 3 clusters Score: Raw -4770651.390143 + Penalty 3450.055251 = -4767201.334893 nChanged 1 SP:Iteration 24Q (364.940000 sec): 3 clusters Score: Raw -4770653.478514 + Penalty 3450.055251 = -4767203.423264 nChanged 0 SP:Iteration 25F (365.050000 sec): 3 clusters Score: Raw -4770653.478514 + Penalty 3450.055251 = -4767203.423264 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.070000 sec): 2 clusters Score: Raw -104677.518733 + Penalty 1113.317551 = -103564.201182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.070000 sec): 3 clusters Score: Raw -104380.289288 + Penalty 2226.635101 = -102153.654187 nChanged 258 SP:Iteration 1F (365.080000 sec): 3 clusters Score: Raw -104706.010295 + Penalty 2226.635101 = -102479.375193 nChanged 87 SP:Iteration 2F (365.080000 sec): 3 clusters Score: Raw -104839.266248 + Penalty 2226.635101 = -102612.631147 nChanged 49 SP:Iteration 3F (365.080000 sec): 3 clusters Score: Raw -104926.622988 + Penalty 2226.635101 = -102699.987887 nChanged 28 SP:Iteration 4Q (365.090000 sec): 3 clusters Score: Raw -104975.277256 + Penalty 2226.635101 = -102748.642155 nChanged 23 SP:Iteration 5Q (365.090000 sec): 3 clusters Score: Raw -105019.599348 + Penalty 2226.635101 = -102792.964246 nChanged 24 SP:Iteration 6Q (365.090000 sec): 3 clusters Score: Raw -105075.947481 + Penalty 2226.635101 = -102849.312380 nChanged 19 SP:Iteration 7Q (365.090000 sec): 3 clusters Score: Raw -105149.124477 + Penalty 2226.635101 = -102922.489375 nChanged 27 SP:Iteration 8Q (365.090000 sec): 3 clusters Score: Raw -105225.028680 + Penalty 2226.635101 = -102998.393579 nChanged 19 SP:Iteration 9Q (365.090000 sec): 3 clusters Score: Raw -105250.074214 + Penalty 2226.635101 = -103023.439113 nChanged 18 SP:Iteration 10Q (365.100000 sec): 3 clusters Score: Raw -105278.068906 + Penalty 2226.635101 = -103051.433804 nChanged 15 SP:Iteration 11Q (365.100000 sec): 3 clusters Score: Raw -105296.849837 + Penalty 2226.635101 = -103070.214736 nChanged 13 SP:Iteration 12Q (365.100000 sec): 3 clusters Score: Raw -105315.431008 + Penalty 2226.635101 = -103088.795907 nChanged 7 SP:Iteration 13Q (365.110000 sec): 3 clusters Score: Raw -105324.291054 + Penalty 2226.635101 = -103097.655952 nChanged 4 SP:Iteration 14Q (365.110000 sec): 3 clusters Score: Raw -105329.329937 + Penalty 2226.635101 = -103102.694836 nChanged 5 SP:Iteration 15Q (365.110000 sec): 3 clusters Score: Raw -105333.031081 + Penalty 2226.635101 = -103106.395980 nChanged 2 SP:Iteration 16Q (365.110000 sec): 3 clusters Score: Raw -105334.411546 + Penalty 2226.635101 = -103107.776445 nChanged 0 SP:Iteration 17F (365.110000 sec): 3 clusters Score: Raw -105334.411546 + Penalty 2226.635101 = -103107.776445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.110000 sec): 2 clusters Score: Raw -7378.476757 + Penalty 688.042307 = -6690.434450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.110000 sec): 3 clusters Score: Raw -7636.490494 + Penalty 1376.084614 = -6260.405880 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 6 (39517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.250000 sec): 2 clusters Score: Raw -4626255.955844 + Penalty 1719.979014 = -4624535.976830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.360000 sec): 3 clusters Score: Raw -4601467.943450 + Penalty 3439.958027 = -4598027.985422 nChanged 18433 SP:Iteration 1F (365.470000 sec): 3 clusters Score: Raw -4611778.117995 + Penalty 3439.958027 = -4608338.159967 nChanged 1725 SP:Iteration 2Q (365.580000 sec): 3 clusters Score: Raw -4612328.317418 + Penalty 3439.958027 = -4608888.359391 nChanged 1811 SP:Iteration 3Q (365.690000 sec): 3 clusters Score: Raw -4613035.511770 + Penalty 3439.958027 = -4609595.553743 nChanged 2049 SP:Iteration 4F (365.800000 sec): 3 clusters Score: Raw -4613928.410111 + Penalty 3439.958027 = -4610488.452083 nChanged 2123 SP:Iteration 5F (365.910000 sec): 3 clusters Score: Raw -4614972.304706 + Penalty 3439.958027 = -4611532.346679 nChanged 2267 SP:Iteration 6F (366.020000 sec): 3 clusters Score: Raw -4616256.955622 + Penalty 3439.958027 = -4612816.997595 nChanged 2358 SP:Iteration 7F (366.130000 sec): 3 clusters Score: Raw -4617844.141568 + Penalty 3439.958027 = -4614404.183541 nChanged 2389 SP:Iteration 8F (366.240000 sec): 3 clusters Score: Raw -4619632.933657 + Penalty 3439.958027 = -4616192.975629 nChanged 2223 SP:Iteration 9F (366.350000 sec): 3 clusters Score: Raw -4621380.141185 + Penalty 3439.958027 = -4617940.183158 nChanged 1852 SP:Iteration 10Q (366.470000 sec): 3 clusters Score: Raw -4622941.225405 + Penalty 3439.958027 = -4619501.267377 nChanged 1527 SP:Iteration 11Q (366.560000 sec): 3 clusters Score: Raw -4624266.142197 + Penalty 3439.958027 = -4620826.184170 nChanged 1073 SP:Iteration 12Q (366.660000 sec): 3 clusters Score: Raw -4625191.274432 + Penalty 3439.958027 = -4621751.316405 nChanged 680 SP:Iteration 13Q (366.750000 sec): 3 clusters Score: Raw -4625785.339487 + Penalty 3439.958027 = -4622345.381459 nChanged 384 SP:Iteration 14Q (366.830000 sec): 3 clusters Score: Raw -4626114.812330 + Penalty 3439.958027 = -4622674.854303 nChanged 199 SP:Iteration 15Q (366.920000 sec): 3 clusters Score: Raw -4626290.572639 + Penalty 3439.958027 = -4622850.614612 nChanged 97 SP:Iteration 16Q (367.000000 sec): 3 clusters Score: Raw -4626384.482021 + Penalty 3439.958027 = -4622944.523993 nChanged 49 SP:Iteration 17Q (367.080000 sec): 3 clusters Score: Raw -4626429.951269 + Penalty 3439.958027 = -4622989.993241 nChanged 26 SP:Iteration 18Q (367.150000 sec): 3 clusters Score: Raw -4626454.055558 + Penalty 3439.958027 = -4623014.097531 nChanged 26 SP:Iteration 19Q (367.230000 sec): 3 clusters Score: Raw -4626481.292448 + Penalty 3439.958027 = -4623041.334421 nChanged 18 SP:Iteration 20F (367.340000 sec): 3 clusters Score: Raw -4626501.470053 + Penalty 3439.958027 = -4623061.512026 nChanged 11 SP:Iteration 21Q (367.420000 sec): 3 clusters Score: Raw -4626513.446338 + Penalty 3439.958027 = -4623073.488310 nChanged 7 SP:Iteration 22Q (367.500000 sec): 3 clusters Score: Raw -4626519.756227 + Penalty 3439.958027 = -4623079.798199 nChanged 6 SP:Iteration 23Q (367.570000 sec): 3 clusters Score: Raw -4626525.367216 + Penalty 3439.958027 = -4623085.409188 nChanged 6 SP:Iteration 24Q (367.650000 sec): 3 clusters Score: Raw -4626529.770004 + Penalty 3439.958027 = -4623089.811977 nChanged 6 SP:Iteration 25Q (367.720000 sec): 3 clusters Score: Raw -4626535.509718 + Penalty 3439.958027 = -4623095.551690 nChanged 4 SP:Iteration 26Q (367.800000 sec): 3 clusters Score: Raw -4626540.605630 + Penalty 3439.958027 = -4623100.647602 nChanged 4 SP:Iteration 27Q (367.870000 sec): 3 clusters Score: Raw -4626544.505085 + Penalty 3439.958027 = -4623104.547057 nChanged 3 SP:Iteration 28Q (367.950000 sec): 3 clusters Score: Raw -4626547.824656 + Penalty 3439.958027 = -4623107.866629 nChanged 4 SP:Iteration 29Q (368.020000 sec): 3 clusters Score: Raw -4626552.930781 + Penalty 3439.958027 = -4623112.972754 nChanged 5 SP:Iteration 30Q (368.090000 sec): 3 clusters Score: Raw -4626557.003931 + Penalty 3439.958027 = -4623117.045904 nChanged 10 SP:Iteration 31Q (368.170000 sec): 3 clusters Score: Raw -4626562.200173 + Penalty 3439.958027 = -4623122.242146 nChanged 8 SP:Iteration 32Q (368.250000 sec): 3 clusters Score: Raw -4626570.479813 + Penalty 3439.958027 = -4623130.521786 nChanged 6 SP:Iteration 33Q (368.320000 sec): 3 clusters Score: Raw -4626573.548116 + Penalty 3439.958027 = -4623133.590089 nChanged 5 SP:Iteration 34Q (368.390000 sec): 3 clusters Score: Raw -4626578.284362 + Penalty 3439.958027 = -4623138.326334 nChanged 5 SP:Iteration 35Q (368.470000 sec): 3 clusters Score: Raw -4626585.616671 + Penalty 3439.958027 = -4623145.658643 nChanged 8 SP:Iteration 36Q (368.540000 sec): 3 clusters Score: Raw -4626592.407527 + Penalty 3439.958027 = -4623152.449499 nChanged 3 SP:Iteration 37Q (368.620000 sec): 3 clusters Score: Raw -4626594.163692 + Penalty 3439.958027 = -4623154.205665 nChanged 4 SP:Iteration 38Q (368.690000 sec): 3 clusters Score: Raw -4626598.022769 + Penalty 3439.958027 = -4623158.064741 nChanged 3 SP:Iteration 39Q (368.770000 sec): 3 clusters Score: Raw -4626599.440424 + Penalty 3439.958027 = -4623159.482397 nChanged 1 SP:Iteration 40F (368.870000 sec): 3 clusters Score: Raw -4626599.932018 + Penalty 3439.958027 = -4623159.973990 nChanged 1 SP:Iteration 41Q (368.950000 sec): 3 clusters Score: Raw -4626600.405450 + Penalty 3439.958027 = -4623160.447423 nChanged 1 SP:Iteration 42Q (369.020000 sec): 3 clusters Score: Raw -4626600.604790 + Penalty 3439.958027 = -4623160.646762 nChanged 1 SP:Iteration 43Q (369.090000 sec): 3 clusters Score: Raw -4626601.877020 + Penalty 3439.958027 = -4623161.918992 nChanged 1 SP:Iteration 44Q (369.170000 sec): 3 clusters Score: Raw -4626602.169472 + Penalty 3439.958027 = -4623162.211444 nChanged 0 SP:Iteration 45F (369.280000 sec): 3 clusters Score: Raw -4626602.169472 + Penalty 3439.958027 = -4623162.211444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (3744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (369.310000 sec): 2 clusters Score: Raw -454227.849828 + Penalty 1337.035349 = -452890.814480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (369.320000 sec): 3 clusters Score: Raw -452348.014763 + Penalty 2674.070697 = -449673.944065 nChanged 1435 SP:Iteration 1F (369.330000 sec): 3 clusters Score: Raw -453089.585686 + Penalty 2674.070697 = -450415.514989 nChanged 264 SP:Iteration 2F (369.340000 sec): 3 clusters Score: Raw -453252.056956 + Penalty 2674.070697 = -450577.986258 nChanged 216 SP:Iteration 3F (369.350000 sec): 3 clusters Score: Raw -453359.134414 + Penalty 2674.070697 = -450685.063717 nChanged 153 SP:Iteration 4Q (369.360000 sec): 3 clusters Score: Raw -453423.985109 + Penalty 2674.070697 = -450749.914412 nChanged 104 SP:Iteration 5Q (369.370000 sec): 3 clusters Score: Raw -453469.550151 + Penalty 2674.070697 = -450795.479454 nChanged 90 SP:Iteration 6Q (369.370000 sec): 3 clusters Score: Raw -453504.364688 + Penalty 2674.070697 = -450830.293991 nChanged 64 SP:Iteration 7Q (369.390000 sec): 3 clusters Score: Raw -453531.661760 + Penalty 2674.070697 = -450857.591062 nChanged 70 SP:Iteration 8Q (369.390000 sec): 3 clusters Score: Raw -453566.565008 + Penalty 2674.070697 = -450892.494310 nChanged 80 SP:Iteration 9Q (369.400000 sec): 3 clusters Score: Raw -453606.282645 + Penalty 2674.070697 = -450932.211948 nChanged 98 SP:Iteration 10Q (369.410000 sec): 3 clusters Score: Raw -453656.035895 + Penalty 2674.070697 = -450981.965198 nChanged 93 SP:Iteration 11Q (369.420000 sec): 3 clusters Score: Raw -453707.803936 + Penalty 2674.070697 = -451033.733239 nChanged 69 SP:Iteration 12Q (369.430000 sec): 3 clusters Score: Raw -453742.326881 + Penalty 2674.070697 = -451068.256184 nChanged 72 SP:Iteration 13Q (369.440000 sec): 3 clusters Score: Raw -453771.575698 + Penalty 2674.070697 = -451097.505001 nChanged 68 SP:Iteration 14Q (369.450000 sec): 3 clusters Score: Raw -453803.877605 + Penalty 2674.070697 = -451129.806908 nChanged 65 SP:Iteration 15Q (369.460000 sec): 3 clusters Score: Raw -453835.041040 + Penalty 2674.070697 = -451160.970343 nChanged 57 SP:Iteration 16Q (369.470000 sec): 3 clusters Score: Raw -453870.922424 + Penalty 2674.070697 = -451196.851727 nChanged 70 SP:Iteration 17Q (369.480000 sec): 3 clusters Score: Raw -453928.541513 + Penalty 2674.070697 = -451254.470815 nChanged 71 SP:Iteration 18Q (369.490000 sec): 3 clusters Score: Raw -453982.640702 + Penalty 2674.070697 = -451308.570005 nChanged 67 SP:Iteration 19Q (369.500000 sec): 3 clusters Score: Raw -454028.323531 + Penalty 2674.070697 = -451354.252833 nChanged 63 SP:Iteration 20F (369.510000 sec): 3 clusters Score: Raw -454062.076554 + Penalty 2674.070697 = -451388.005857 nChanged 58 SP:Iteration 21Q (369.520000 sec): 3 clusters Score: Raw -454096.716228 + Penalty 2674.070697 = -451422.645530 nChanged 55 SP:Iteration 22Q (369.530000 sec): 3 clusters Score: Raw -454127.469106 + Penalty 2674.070697 = -451453.398408 nChanged 49 SP:Iteration 23Q (369.530000 sec): 3 clusters Score: Raw -454153.269116 + Penalty 2674.070697 = -451479.198419 nChanged 41 SP:Iteration 24Q (369.550000 sec): 3 clusters Score: Raw -454171.859493 + Penalty 2674.070697 = -451497.788796 nChanged 37 SP:Iteration 25Q (369.550000 sec): 3 clusters Score: Raw -454191.294113 + Penalty 2674.070697 = -451517.223416 nChanged 43 SP:Iteration 26Q (369.560000 sec): 3 clusters Score: Raw -454210.252702 + Penalty 2674.070697 = -451536.182005 nChanged 34 SP:Iteration 27Q (369.570000 sec): 3 clusters Score: Raw -454224.582819 + Penalty 2674.070697 = -451550.512122 nChanged 31 SP:Iteration 28Q (369.580000 sec): 3 clusters Score: Raw -454236.364995 + Penalty 2674.070697 = -451562.294298 nChanged 16 SP:Iteration 29Q (369.590000 sec): 3 clusters Score: Raw -454241.421275 + Penalty 2674.070697 = -451567.350578 nChanged 15 SP:Iteration 30Q (369.600000 sec): 3 clusters Score: Raw -454247.320368 + Penalty 2674.070697 = -451573.249670 nChanged 15 SP:Iteration 31Q (369.610000 sec): 3 clusters Score: Raw -454254.110752 + Penalty 2674.070697 = -451580.040055 nChanged 19 SP:Iteration 32Q (369.610000 sec): 3 clusters Score: Raw -454261.522749 + Penalty 2674.070697 = -451587.452052 nChanged 15 SP:Iteration 33Q (369.620000 sec): 3 clusters Score: Raw -454267.549272 + Penalty 2674.070697 = -451593.478575 nChanged 16 SP:Iteration 34Q (369.630000 sec): 3 clusters Score: Raw -454273.801342 + Penalty 2674.070697 = -451599.730645 nChanged 19 SP:Iteration 35Q (369.640000 sec): 3 clusters Score: Raw -454279.226116 + Penalty 2674.070697 = -451605.155419 nChanged 9 SP:Iteration 36Q (369.650000 sec): 3 clusters Score: Raw -454282.180503 + Penalty 2674.070697 = -451608.109806 nChanged 9 SP:Iteration 37Q (369.660000 sec): 3 clusters Score: Raw -454285.437801 + Penalty 2674.070697 = -451611.367104 nChanged 8 SP:Iteration 38Q (369.670000 sec): 3 clusters Score: Raw -454287.750342 + Penalty 2674.070697 = -451613.679645 nChanged 6 SP:Iteration 39Q (369.670000 sec): 3 clusters Score: Raw -454289.039670 + Penalty 2674.070697 = -451614.968973 nChanged 5 SP:Iteration 40F (369.690000 sec): 3 clusters Score: Raw -454290.208895 + Penalty 2674.070697 = -451616.138198 nChanged 4 SP:Iteration 41Q (369.690000 sec): 3 clusters Score: Raw -454291.659858 + Penalty 2674.070697 = -451617.589161 nChanged 4 SP:Iteration 42Q (369.700000 sec): 3 clusters Score: Raw -454293.441248 + Penalty 2674.070697 = -451619.370551 nChanged 8 SP:Iteration 43Q (369.710000 sec): 3 clusters Score: Raw -454295.734675 + Penalty 2674.070697 = -451621.663978 nChanged 6 SP:Iteration 44Q (369.720000 sec): 3 clusters Score: Raw -454297.307546 + Penalty 2674.070697 = -451623.236848 nChanged 4 SP:Iteration 45Q (369.730000 sec): 3 clusters Score: Raw -454298.704515 + Penalty 2674.070697 = -451624.633818 nChanged 7 SP:Iteration 46Q (369.740000 sec): 3 clusters Score: Raw -454304.047691 + Penalty 2674.070697 = -451629.976994 nChanged 12 SP:Iteration 47Q (369.750000 sec): 3 clusters Score: Raw -454307.432669 + Penalty 2674.070697 = -451633.361972 nChanged 6 SP:Iteration 48Q (369.750000 sec): 3 clusters Score: Raw -454309.812852 + Penalty 2674.070697 = -451635.742155 nChanged 7 SP:Iteration 49Q (369.760000 sec): 3 clusters Score: Raw -454312.532234 + Penalty 2674.070697 = -451638.461537 nChanged 9 SP:Iteration 50Q (369.770000 sec): 3 clusters Score: Raw -454315.756365 + Penalty 2674.070697 = -451641.685668 nChanged 10 SP:Iteration 51Q (369.780000 sec): 3 clusters Score: Raw -454319.377628 + Penalty 2674.070697 = -451645.306931 nChanged 14 SP:Iteration 52Q (369.790000 sec): 3 clusters Score: Raw -454324.886266 + Penalty 2674.070697 = -451650.815569 nChanged 13 SP:Iteration 53Q (369.800000 sec): 3 clusters Score: Raw -454330.919266 + Penalty 2674.070697 = -451656.848568 nChanged 13 SP:Iteration 54Q (369.810000 sec): 3 clusters Score: Raw -454334.848279 + Penalty 2674.070697 = -451660.777582 nChanged 5 SP:Iteration 55Q (369.810000 sec): 3 clusters Score: Raw -454337.129572 + Penalty 2674.070697 = -451663.058875 nChanged 7 SP:Iteration 56Q (369.820000 sec): 3 clusters Score: Raw -454339.940156 + Penalty 2674.070697 = -451665.869458 nChanged 5 SP:Iteration 57Q (369.830000 sec): 3 clusters Score: Raw -454341.711233 + Penalty 2674.070697 = -451667.640535 nChanged 6 SP:Iteration 58Q (369.840000 sec): 3 clusters Score: Raw -454343.612730 + Penalty 2674.070697 = -451669.542033 nChanged 6 SP:Iteration 59Q (369.850000 sec): 3 clusters Score: Raw -454345.976180 + Penalty 2674.070697 = -451671.905483 nChanged 5 SP:Iteration 60F (369.860000 sec): 3 clusters Score: Raw -454347.984551 + Penalty 2674.070697 = -451673.913854 nChanged 9 SP:Iteration 61Q (369.870000 sec): 3 clusters Score: Raw -454351.754292 + Penalty 2674.070697 = -451677.683594 nChanged 7 SP:Iteration 62Q (369.870000 sec): 3 clusters Score: Raw -454354.808992 + Penalty 2674.070697 = -451680.738295 nChanged 9 SP:Iteration 63Q (369.880000 sec): 3 clusters Score: Raw -454358.955325 + Penalty 2674.070697 = -451684.884628 nChanged 9 SP:Iteration 64Q (369.890000 sec): 3 clusters Score: Raw -454363.659593 + Penalty 2674.070697 = -451689.588896 nChanged 5 SP:Iteration 65Q (369.900000 sec): 3 clusters Score: Raw -454365.428911 + Penalty 2674.070697 = -451691.358214 nChanged 2 SP:Iteration 66Q (369.910000 sec): 3 clusters Score: Raw -454365.869689 + Penalty 2674.070697 = -451691.798992 nChanged 1 SP:Iteration 67Q (369.920000 sec): 3 clusters Score: Raw -454366.201992 + Penalty 2674.070697 = -451692.131295 nChanged 1 SP:Iteration 68Q (369.930000 sec): 3 clusters Score: Raw -454367.021703 + Penalty 2674.070697 = -451692.951006 nChanged 1 SP:Iteration 69Q (369.930000 sec): 3 clusters Score: Raw -454367.363283 + Penalty 2674.070697 = -451693.292586 nChanged 1 SP:Iteration 70Q (369.940000 sec): 3 clusters Score: Raw -454367.728325 + Penalty 2674.070697 = -451693.657628 nChanged 1 SP:Iteration 71Q (369.950000 sec): 3 clusters Score: Raw -454368.063614 + Penalty 2674.070697 = -451693.992916 nChanged 0 SP:Iteration 72F (369.960000 sec): 3 clusters Score: Raw -454368.063614 + Penalty 2674.070697 = -451693.992916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (369.970000 sec): 2 clusters Score: Raw -47687.573320 + Penalty 998.778504 = -46688.794815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (369.970000 sec): 3 clusters Score: Raw -47712.248531 + Penalty 1997.557009 = -45714.691522 nChanged 107 SP:Iteration 1F (369.970000 sec): 3 clusters Score: Raw -47995.425542 + Penalty 1997.557009 = -45997.868533 nChanged 43 SP:Iteration 2F (369.970000 sec): 3 clusters Score: Raw -48105.001004 + Penalty 1997.557009 = -46107.443995 nChanged 29 SP:Iteration 3F (369.970000 sec): 3 clusters Score: Raw -48176.773227 + Penalty 1997.557009 = -46179.216219 nChanged 12 SP:Iteration 4Q (369.970000 sec): 3 clusters Score: Raw -48216.377887 + Penalty 1997.557009 = -46218.820878 nChanged 12 SP:Iteration 5Q (369.970000 sec): 3 clusters Score: Raw -48253.112456 + Penalty 1997.557009 = -46255.555447 nChanged 4 SP:Iteration 6Q (369.970000 sec): 3 clusters Score: Raw -48263.137889 + Penalty 1997.557009 = -46265.580880 nChanged 3 SP:Iteration 7Q (369.970000 sec): 3 clusters Score: Raw -48270.125563 + Penalty 1997.557009 = -46272.568555 nChanged 2 SP:Iteration 8Q (369.970000 sec): 3 clusters Score: Raw -48271.857566 + Penalty 1997.557009 = -46274.300557 nChanged 0 SP:Iteration 9F (369.970000 sec): 3 clusters Score: Raw -48271.857566 + Penalty 1997.557009 = -46274.300557 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 9 (4245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (369.990000 sec): 2 clusters Score: Raw -490140.549236 + Penalty 1357.443279 = -488783.105958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.000000 sec): 3 clusters Score: Raw -487993.425060 + Penalty 2714.886557 = -485278.538503 nChanged 1645 SP:Iteration 1F (370.010000 sec): 3 clusters Score: Raw -488954.842283 + Penalty 2714.886557 = -486239.955726 nChanged 306 SP:Iteration 2F (370.020000 sec): 3 clusters Score: Raw -489126.249709 + Penalty 2714.886557 = -486411.363152 nChanged 204 SP:Iteration 3Q (370.030000 sec): 3 clusters Score: Raw -489228.373988 + Penalty 2714.886557 = -486513.487431 nChanged 144 SP:Iteration 4Q (370.050000 sec): 3 clusters Score: Raw -489301.591848 + Penalty 2714.886557 = -486586.705291 nChanged 141 SP:Iteration 5Q (370.050000 sec): 3 clusters Score: Raw -489363.348276 + Penalty 2714.886557 = -486648.461719 nChanged 106 SP:Iteration 6Q (370.070000 sec): 3 clusters Score: Raw -489407.323263 + Penalty 2714.886557 = -486692.436706 nChanged 107 SP:Iteration 7Q (370.080000 sec): 3 clusters Score: Raw -489459.512366 + Penalty 2714.886557 = -486744.625809 nChanged 92 SP:Iteration 8Q (370.090000 sec): 3 clusters Score: Raw -489495.082994 + Penalty 2714.886557 = -486780.196437 nChanged 79 SP:Iteration 9Q (370.100000 sec): 3 clusters Score: Raw -489527.518471 + Penalty 2714.886557 = -486812.631914 nChanged 86 SP:Iteration 10Q (370.110000 sec): 3 clusters Score: Raw -489563.762771 + Penalty 2714.886557 = -486848.876213 nChanged 75 SP:Iteration 11Q (370.120000 sec): 3 clusters Score: Raw -489597.115444 + Penalty 2714.886557 = -486882.228887 nChanged 75 SP:Iteration 12Q (370.130000 sec): 3 clusters Score: Raw -489636.358264 + Penalty 2714.886557 = -486921.471707 nChanged 79 SP:Iteration 13Q (370.140000 sec): 3 clusters Score: Raw -489677.045554 + Penalty 2714.886557 = -486962.158996 nChanged 75 SP:Iteration 14Q (370.150000 sec): 3 clusters Score: Raw -489716.524936 + Penalty 2714.886557 = -487001.638379 nChanged 78 SP:Iteration 15Q (370.160000 sec): 3 clusters Score: Raw -489752.047048 + Penalty 2714.886557 = -487037.160491 nChanged 82 SP:Iteration 16Q (370.170000 sec): 3 clusters Score: Raw -489800.857618 + Penalty 2714.886557 = -487085.971061 nChanged 87 SP:Iteration 17Q (370.180000 sec): 3 clusters Score: Raw -489843.125438 + Penalty 2714.886557 = -487128.238881 nChanged 69 SP:Iteration 18Q (370.190000 sec): 3 clusters Score: Raw -489884.287594 + Penalty 2714.886557 = -487169.401037 nChanged 79 SP:Iteration 19Q (370.200000 sec): 3 clusters Score: Raw -489923.847385 + Penalty 2714.886557 = -487208.960828 nChanged 72 SP:Iteration 20F (370.210000 sec): 3 clusters Score: Raw -489962.981576 + Penalty 2714.886557 = -487248.095019 nChanged 65 SP:Iteration 21Q (370.230000 sec): 3 clusters Score: Raw -489995.688716 + Penalty 2714.886557 = -487280.802159 nChanged 48 SP:Iteration 22Q (370.230000 sec): 3 clusters Score: Raw -490020.163601 + Penalty 2714.886557 = -487305.277044 nChanged 54 SP:Iteration 23Q (370.250000 sec): 3 clusters Score: Raw -490045.537437 + Penalty 2714.886557 = -487330.650880 nChanged 42 SP:Iteration 24Q (370.250000 sec): 3 clusters Score: Raw -490068.309030 + Penalty 2714.886557 = -487353.422473 nChanged 41 SP:Iteration 25Q (370.270000 sec): 3 clusters Score: Raw -490091.003569 + Penalty 2714.886557 = -487376.117011 nChanged 46 SP:Iteration 26Q (370.270000 sec): 3 clusters Score: Raw -490118.994395 + Penalty 2714.886557 = -487404.107838 nChanged 37 SP:Iteration 27Q (370.290000 sec): 3 clusters Score: Raw -490142.247357 + Penalty 2714.886557 = -487427.360800 nChanged 35 SP:Iteration 28Q (370.290000 sec): 3 clusters Score: Raw -490162.099460 + Penalty 2714.886557 = -487447.212903 nChanged 39 SP:Iteration 29Q (370.300000 sec): 3 clusters Score: Raw -490184.966523 + Penalty 2714.886557 = -487470.079966 nChanged 37 SP:Iteration 30Q (370.310000 sec): 3 clusters Score: Raw -490208.141553 + Penalty 2714.886557 = -487493.254996 nChanged 30 SP:Iteration 31Q (370.320000 sec): 3 clusters Score: Raw -490225.197158 + Penalty 2714.886557 = -487510.310600 nChanged 22 SP:Iteration 32Q (370.330000 sec): 3 clusters Score: Raw -490237.053580 + Penalty 2714.886557 = -487522.167023 nChanged 15 SP:Iteration 33Q (370.340000 sec): 3 clusters Score: Raw -490246.292117 + Penalty 2714.886557 = -487531.405560 nChanged 18 SP:Iteration 34Q (370.350000 sec): 3 clusters Score: Raw -490258.240727 + Penalty 2714.886557 = -487543.354170 nChanged 17 SP:Iteration 35Q (370.360000 sec): 3 clusters Score: Raw -490268.098905 + Penalty 2714.886557 = -487553.212348 nChanged 12 SP:Iteration 36Q (370.370000 sec): 3 clusters Score: Raw -490274.522826 + Penalty 2714.886557 = -487559.636268 nChanged 11 SP:Iteration 37Q (370.380000 sec): 3 clusters Score: Raw -490281.746578 + Penalty 2714.886557 = -487566.860020 nChanged 19 SP:Iteration 38Q (370.390000 sec): 3 clusters Score: Raw -490295.854728 + Penalty 2714.886557 = -487580.968171 nChanged 15 SP:Iteration 39Q (370.400000 sec): 3 clusters Score: Raw -490304.756408 + Penalty 2714.886557 = -487589.869851 nChanged 7 SP:Iteration 40F (370.410000 sec): 3 clusters Score: Raw -490308.856179 + Penalty 2714.886557 = -487593.969622 nChanged 10 SP:Iteration 41Q (370.420000 sec): 3 clusters Score: Raw -490314.595154 + Penalty 2714.886557 = -487599.708597 nChanged 7 SP:Iteration 42Q (370.430000 sec): 3 clusters Score: Raw -490318.783409 + Penalty 2714.886557 = -487603.896852 nChanged 10 SP:Iteration 43Q (370.440000 sec): 3 clusters Score: Raw -490327.107044 + Penalty 2714.886557 = -487612.220487 nChanged 11 SP:Iteration 44Q (370.450000 sec): 3 clusters Score: Raw -490333.794368 + Penalty 2714.886557 = -487618.907810 nChanged 14 SP:Iteration 45Q (370.450000 sec): 3 clusters Score: Raw -490342.261066 + Penalty 2714.886557 = -487627.374508 nChanged 14 SP:Iteration 46Q (370.460000 sec): 3 clusters Score: Raw -490351.027818 + Penalty 2714.886557 = -487636.141261 nChanged 8 SP:Iteration 47Q (370.470000 sec): 3 clusters Score: Raw -490356.236052 + Penalty 2714.886557 = -487641.349495 nChanged 11 SP:Iteration 48Q (370.480000 sec): 3 clusters Score: Raw -490360.772650 + Penalty 2714.886557 = -487645.886093 nChanged 6 SP:Iteration 49Q (370.490000 sec): 3 clusters Score: Raw -490363.637990 + Penalty 2714.886557 = -487648.751433 nChanged 2 SP:Iteration 50Q (370.500000 sec): 3 clusters Score: Raw -490364.321483 + Penalty 2714.886557 = -487649.434926 nChanged 0 SP:Iteration 51F (370.510000 sec): 3 clusters Score: Raw -490364.321483 + Penalty 2714.886557 = -487649.434926 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 10 (75349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.750000 sec): 2 clusters Score: Raw -8766701.575030 + Penalty 1824.856464 = -8764876.718566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.950000 sec): 3 clusters Score: Raw -8717966.647538 + Penalty 3649.712928 = -8714316.934609 nChanged 35821 SP:Iteration 1F (371.160000 sec): 3 clusters Score: Raw -8738416.383566 + Penalty 3649.712928 = -8734766.670638 nChanged 2227 SP:Iteration 2Q (371.370000 sec): 3 clusters Score: Raw -8738889.380148 + Penalty 3649.712928 = -8735239.667220 nChanged 2354 SP:Iteration 3Q (371.580000 sec): 3 clusters Score: Raw -8739487.609905 + Penalty 3649.712928 = -8735837.896977 nChanged 2638 SP:Iteration 4Q (371.790000 sec): 3 clusters Score: Raw -8740371.860121 + Penalty 3649.712928 = -8736722.147193 nChanged 3445 SP:Iteration 5Q (372.000000 sec): 3 clusters Score: Raw -8741946.261082 + Penalty 3649.712928 = -8738296.548153 nChanged 4551 SP:Iteration 6F (372.200000 sec): 3 clusters Score: Raw -8744822.566985 + Penalty 3649.712928 = -8741172.854057 nChanged 5890 SP:Iteration 7F (372.410000 sec): 3 clusters Score: Raw -8749924.488285 + Penalty 3649.712928 = -8746274.775357 nChanged 6354 SP:Iteration 8F (372.610000 sec): 3 clusters Score: Raw -8756753.575780 + Penalty 3649.712928 = -8753103.862852 nChanged 4923 SP:Iteration 9F (372.810000 sec): 3 clusters Score: Raw -8763071.771442 + Penalty 3649.712928 = -8759422.058514 nChanged 2902 SP:Iteration 10Q (373.000000 sec): 3 clusters Score: Raw -8768009.203884 + Penalty 3649.712928 = -8764359.490955 nChanged 2193 SP:Iteration 11Q (373.170000 sec): 3 clusters Score: Raw -8770738.410660 + Penalty 3649.712928 = -8767088.697732 nChanged 1604 SP:Iteration 12Q (373.340000 sec): 3 clusters Score: Raw -8771919.351915 + Penalty 3649.712928 = -8768269.638987 nChanged 985 SP:Iteration 13Q (373.500000 sec): 3 clusters Score: Raw -8772380.605856 + Penalty 3649.712928 = -8768730.892928 nChanged 655 SP:Iteration 14Q (373.660000 sec): 3 clusters Score: Raw -8772587.814220 + Penalty 3649.712928 = -8768938.101291 nChanged 423 SP:Iteration 15Q (373.830000 sec): 3 clusters Score: Raw -8772688.095900 + Penalty 3649.712928 = -8769038.382972 nChanged 296 SP:Iteration 16Q (373.990000 sec): 3 clusters Score: Raw -8772748.657214 + Penalty 3649.712928 = -8769098.944286 nChanged 255 SP:Iteration 17Q (374.160000 sec): 3 clusters Score: Raw -8772800.014399 + Penalty 3649.712928 = -8769150.301471 nChanged 250 SP:Iteration 18Q (374.320000 sec): 3 clusters Score: Raw -8772848.641619 + Penalty 3649.712928 = -8769198.928691 nChanged 233 SP:Iteration 19Q (374.480000 sec): 3 clusters Score: Raw -8772895.774735 + Penalty 3649.712928 = -8769246.061807 nChanged 229 SP:Iteration 20F (374.690000 sec): 3 clusters Score: Raw -8772940.756215 + Penalty 3649.712928 = -8769291.043287 nChanged 209 SP:Iteration 21Q (374.850000 sec): 3 clusters Score: Raw -8772972.559150 + Penalty 3649.712928 = -8769322.846222 nChanged 204 SP:Iteration 22Q (375.010000 sec): 3 clusters Score: Raw -8773005.771398 + Penalty 3649.712928 = -8769356.058469 nChanged 201 SP:Iteration 23Q (375.180000 sec): 3 clusters Score: Raw -8773034.943625 + Penalty 3649.712928 = -8769385.230697 nChanged 185 SP:Iteration 24Q (375.340000 sec): 3 clusters Score: Raw -8773055.981342 + Penalty 3649.712928 = -8769406.268414 nChanged 148 SP:Iteration 25Q (375.510000 sec): 3 clusters Score: Raw -8773072.213356 + Penalty 3649.712928 = -8769422.500428 nChanged 149 SP:Iteration 26Q (375.680000 sec): 3 clusters Score: Raw -8773087.759855 + Penalty 3649.712928 = -8769438.046927 nChanged 144 SP:Iteration 27Q (375.850000 sec): 3 clusters Score: Raw -8773104.357312 + Penalty 3649.712928 = -8769454.644384 nChanged 133 SP:Iteration 28Q (376.020000 sec): 3 clusters Score: Raw -8773115.441080 + Penalty 3649.712928 = -8769465.728151 nChanged 105 SP:Iteration 29Q (376.190000 sec): 3 clusters Score: Raw -8773123.575228 + Penalty 3649.712928 = -8769473.862300 nChanged 88 SP:Iteration 30Q (376.360000 sec): 3 clusters Score: Raw -8773129.302642 + Penalty 3649.712928 = -8769479.589714 nChanged 64 SP:Iteration 31Q (376.520000 sec): 3 clusters Score: Raw -8773133.555059 + Penalty 3649.712928 = -8769483.842131 nChanged 63 SP:Iteration 32Q (376.690000 sec): 3 clusters Score: Raw -8773137.622602 + Penalty 3649.712928 = -8769487.909674 nChanged 60 SP:Iteration 33Q (376.850000 sec): 3 clusters Score: Raw -8773141.716170 + Penalty 3649.712928 = -8769492.003242 nChanged 69 SP:Iteration 34Q (377.020000 sec): 3 clusters Score: Raw -8773146.584840 + Penalty 3649.712928 = -8769496.871912 nChanged 78 SP:Iteration 35Q (377.180000 sec): 3 clusters Score: Raw -8773151.380553 + Penalty 3649.712928 = -8769501.667625 nChanged 66 SP:Iteration 36Q (377.350000 sec): 3 clusters Score: Raw -8773155.571711 + Penalty 3649.712928 = -8769505.858782 nChanged 72 SP:Iteration 37Q (377.510000 sec): 3 clusters Score: Raw -8773159.895210 + Penalty 3649.712928 = -8769510.182282 nChanged 63 SP:Iteration 38Q (377.670000 sec): 3 clusters Score: Raw -8773163.567375 + Penalty 3649.712928 = -8769513.854447 nChanged 60 SP:Iteration 39Q (377.840000 sec): 3 clusters Score: Raw -8773166.754996 + Penalty 3649.712928 = -8769517.042068 nChanged 57 SP:Iteration 40F (378.040000 sec): 3 clusters Score: Raw -8773170.110117 + Penalty 3649.712928 = -8769520.397189 nChanged 54 SP:Iteration 41Q (378.210000 sec): 3 clusters Score: Raw -8773173.058579 + Penalty 3649.712928 = -8769523.345651 nChanged 65 SP:Iteration 42Q (378.380000 sec): 3 clusters Score: Raw -8773176.498903 + Penalty 3649.712928 = -8769526.785975 nChanged 58 SP:Iteration 43Q (378.550000 sec): 3 clusters Score: Raw -8773179.854277 + Penalty 3649.712928 = -8769530.141349 nChanged 66 SP:Iteration 44Q (378.710000 sec): 3 clusters Score: Raw -8773183.599935 + Penalty 3649.712928 = -8769533.887007 nChanged 64 SP:Iteration 45Q (378.880000 sec): 3 clusters Score: Raw -8773186.887774 + Penalty 3649.712928 = -8769537.174846 nChanged 48 SP:Iteration 46Q (379.050000 sec): 3 clusters Score: Raw -8773189.152973 + Penalty 3649.712928 = -8769539.440045 nChanged 45 SP:Iteration 47Q (379.210000 sec): 3 clusters Score: Raw -8773191.398272 + Penalty 3649.712928 = -8769541.685344 nChanged 39 SP:Iteration 48Q (379.380000 sec): 3 clusters Score: Raw -8773193.015196 + Penalty 3649.712928 = -8769543.302268 nChanged 35 SP:Iteration 49Q (379.550000 sec): 3 clusters Score: Raw -8773194.422080 + Penalty 3649.712928 = -8769544.709152 nChanged 25 SP:Iteration 50Q (379.710000 sec): 3 clusters Score: Raw -8773195.370538 + Penalty 3649.712928 = -8769545.657610 nChanged 25 SP:Iteration 51Q (379.880000 sec): 3 clusters Score: Raw -8773196.318005 + Penalty 3649.712928 = -8769546.605077 nChanged 33 SP:Iteration 52Q (380.050000 sec): 3 clusters Score: Raw -8773197.450781 + Penalty 3649.712928 = -8769547.737853 nChanged 21 SP:Iteration 53Q (380.220000 sec): 3 clusters Score: Raw -8773198.019247 + Penalty 3649.712928 = -8769548.306319 nChanged 10 SP:Iteration 54Q (380.390000 sec): 3 clusters Score: Raw -8773198.267044 + Penalty 3649.712928 = -8769548.554116 nChanged 4 SP:Iteration 55Q (380.550000 sec): 3 clusters Score: Raw -8773198.345713 + Penalty 3649.712928 = -8769548.632785 nChanged 2 SP:Iteration 56Q (380.720000 sec): 3 clusters Score: Raw -8773198.372919 + Penalty 3649.712928 = -8769548.659991 nChanged 0 SP:Iteration 57F (380.920000 sec): 3 clusters Score: Raw -8773198.372919 + Penalty 3649.712928 = -8769548.659991 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 3.68 GB. Trying to split cluster 11 (15397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.000000 sec): 2 clusters Score: Raw -1766345.038281 + Penalty 1566.813294 = -1764778.224987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.040000 sec): 3 clusters Score: Raw -1757327.812888 + Penalty 3133.626588 = -1754194.186300 nChanged 6844 SP:Iteration 1F (381.080000 sec): 3 clusters Score: Raw -1761180.205044 + Penalty 3133.626588 = -1758046.578456 nChanged 974 SP:Iteration 2F (381.120000 sec): 3 clusters Score: Raw -1761620.166225 + Penalty 3133.626588 = -1758486.539637 nChanged 888 SP:Iteration 3F (381.160000 sec): 3 clusters Score: Raw -1762062.666434 + Penalty 3133.626588 = -1758929.039845 nChanged 830 SP:Iteration 4F (381.200000 sec): 3 clusters Score: Raw -1762542.013040 + Penalty 3133.626588 = -1759408.386451 nChanged 899 SP:Iteration 5F (381.240000 sec): 3 clusters Score: Raw -1763092.819918 + Penalty 3133.626588 = -1759959.193330 nChanged 927 SP:Iteration 6F (381.280000 sec): 3 clusters Score: Raw -1763699.190127 + Penalty 3133.626588 = -1760565.563538 nChanged 882 SP:Iteration 7F (381.330000 sec): 3 clusters Score: Raw -1764362.000167 + Penalty 3133.626588 = -1761228.373578 nChanged 817 SP:Iteration 8F (381.370000 sec): 3 clusters Score: Raw -1765048.858776 + Penalty 3133.626588 = -1761915.232187 nChanged 668 SP:Iteration 9Q (381.410000 sec): 3 clusters Score: Raw -1765678.970859 + Penalty 3133.626588 = -1762545.344270 nChanged 522 SP:Iteration 10Q (381.450000 sec): 3 clusters Score: Raw -1766297.468864 + Penalty 3133.626588 = -1763163.842276 nChanged 310 SP:Iteration 11Q (381.490000 sec): 3 clusters Score: Raw -1766612.871703 + Penalty 3133.626588 = -1763479.245114 nChanged 194 SP:Iteration 12Q (381.520000 sec): 3 clusters Score: Raw -1766730.263858 + Penalty 3133.626588 = -1763596.637269 nChanged 152 SP:Iteration 13Q (381.550000 sec): 3 clusters Score: Raw -1766794.318554 + Penalty 3133.626588 = -1763660.691965 nChanged 98 SP:Iteration 14Q (381.590000 sec): 3 clusters Score: Raw -1766823.793202 + Penalty 3133.626588 = -1763690.166613 nChanged 63 SP:Iteration 15Q (381.620000 sec): 3 clusters Score: Raw -1766840.272719 + Penalty 3133.626588 = -1763706.646131 nChanged 52 SP:Iteration 16Q (381.660000 sec): 3 clusters Score: Raw -1766851.383986 + Penalty 3133.626588 = -1763717.757397 nChanged 35 SP:Iteration 17Q (381.690000 sec): 3 clusters Score: Raw -1766860.206077 + Penalty 3133.626588 = -1763726.579489 nChanged 33 SP:Iteration 18Q (381.720000 sec): 3 clusters Score: Raw -1766866.000892 + Penalty 3133.626588 = -1763732.374303 nChanged 36 SP:Iteration 19Q (381.760000 sec): 3 clusters Score: Raw -1766873.377851 + Penalty 3133.626588 = -1763739.751262 nChanged 27 SP:Iteration 20F (381.800000 sec): 3 clusters Score: Raw -1766879.758739 + Penalty 3133.626588 = -1763746.132151 nChanged 29 SP:Iteration 21Q (381.830000 sec): 3 clusters Score: Raw -1766885.339494 + Penalty 3133.626588 = -1763751.712906 nChanged 29 SP:Iteration 22Q (381.860000 sec): 3 clusters Score: Raw -1766892.422735 + Penalty 3133.626588 = -1763758.796147 nChanged 32 SP:Iteration 23Q (381.890000 sec): 3 clusters Score: Raw -1766898.570397 + Penalty 3133.626588 = -1763764.943808 nChanged 23 SP:Iteration 24Q (381.930000 sec): 3 clusters Score: Raw -1766902.858487 + Penalty 3133.626588 = -1763769.231899 nChanged 21 SP:Iteration 25Q (381.960000 sec): 3 clusters Score: Raw -1766907.277416 + Penalty 3133.626588 = -1763773.650828 nChanged 25 SP:Iteration 26Q (381.990000 sec): 3 clusters Score: Raw -1766911.913147 + Penalty 3133.626588 = -1763778.286558 nChanged 21 SP:Iteration 27Q (382.030000 sec): 3 clusters Score: Raw -1766915.744747 + Penalty 3133.626588 = -1763782.118159 nChanged 15 SP:Iteration 28Q (382.060000 sec): 3 clusters Score: Raw -1766918.547123 + Penalty 3133.626588 = -1763784.920535 nChanged 11 SP:Iteration 29Q (382.090000 sec): 3 clusters Score: Raw -1766920.390881 + Penalty 3133.626588 = -1763786.764292 nChanged 14 SP:Iteration 30Q (382.120000 sec): 3 clusters Score: Raw -1766922.043051 + Penalty 3133.626588 = -1763788.416463 nChanged 11 SP:Iteration 31Q (382.150000 sec): 3 clusters Score: Raw -1766923.936497 + Penalty 3133.626588 = -1763790.309909 nChanged 11 SP:Iteration 32Q (382.190000 sec): 3 clusters Score: Raw -1766925.304703 + Penalty 3133.626588 = -1763791.678115 nChanged 11 SP:Iteration 33Q (382.220000 sec): 3 clusters Score: Raw -1766926.976626 + Penalty 3133.626588 = -1763793.350038 nChanged 14 SP:Iteration 34Q (382.250000 sec): 3 clusters Score: Raw -1766929.592746 + Penalty 3133.626588 = -1763795.966157 nChanged 17 SP:Iteration 35Q (382.290000 sec): 3 clusters Score: Raw -1766933.731339 + Penalty 3133.626588 = -1763800.104751 nChanged 20 SP:Iteration 36Q (382.320000 sec): 3 clusters Score: Raw -1766939.527880 + Penalty 3133.626588 = -1763805.901292 nChanged 30 SP:Iteration 37Q (382.350000 sec): 3 clusters Score: Raw -1766947.232162 + Penalty 3133.626588 = -1763813.605574 nChanged 26 SP:Iteration 38Q (382.380000 sec): 3 clusters Score: Raw -1766954.231431 + Penalty 3133.626588 = -1763820.604842 nChanged 20 SP:Iteration 39Q (382.410000 sec): 3 clusters Score: Raw -1766958.658864 + Penalty 3133.626588 = -1763825.032275 nChanged 11 SP:Iteration 40F (382.450000 sec): 3 clusters Score: Raw -1766960.322831 + Penalty 3133.626588 = -1763826.696243 nChanged 12 SP:Iteration 41Q (382.490000 sec): 3 clusters Score: Raw -1766962.740227 + Penalty 3133.626588 = -1763829.113638 nChanged 16 SP:Iteration 42Q (382.520000 sec): 3 clusters Score: Raw -1766966.518786 + Penalty 3133.626588 = -1763832.892198 nChanged 13 SP:Iteration 43Q (382.550000 sec): 3 clusters Score: Raw -1766968.496766 + Penalty 3133.626588 = -1763834.870178 nChanged 11 SP:Iteration 44Q (382.580000 sec): 3 clusters Score: Raw -1766970.258177 + Penalty 3133.626588 = -1763836.631589 nChanged 10 SP:Iteration 45Q (382.610000 sec): 3 clusters Score: Raw -1766972.025313 + Penalty 3133.626588 = -1763838.398725 nChanged 5 SP:Iteration 46Q (382.650000 sec): 3 clusters Score: Raw -1766972.676345 + Penalty 3133.626588 = -1763839.049756 nChanged 3 SP:Iteration 47Q (382.680000 sec): 3 clusters Score: Raw -1766973.192767 + Penalty 3133.626588 = -1763839.566179 nChanged 3 SP:Iteration 48Q (382.710000 sec): 3 clusters Score: Raw -1766973.675973 + Penalty 3133.626588 = -1763840.049385 nChanged 3 SP:Iteration 49Q (382.740000 sec): 3 clusters Score: Raw -1766974.200374 + Penalty 3133.626588 = -1763840.573786 nChanged 3 SP:Iteration 50Q (382.770000 sec): 3 clusters Score: Raw -1766974.705452 + Penalty 3133.626588 = -1763841.078864 nChanged 7 SP:Iteration 51Q (382.810000 sec): 3 clusters Score: Raw -1766975.728369 + Penalty 3133.626588 = -1763842.101780 nChanged 6 SP:Iteration 52Q (382.840000 sec): 3 clusters Score: Raw -1766976.310602 + Penalty 3133.626588 = -1763842.684013 nChanged 6 SP:Iteration 53Q (382.870000 sec): 3 clusters Score: Raw -1766976.981434 + Penalty 3133.626588 = -1763843.354845 nChanged 5 SP:Iteration 54Q (382.900000 sec): 3 clusters Score: Raw -1766977.668416 + Penalty 3133.626588 = -1763844.041827 nChanged 3 SP:Iteration 55Q (382.930000 sec): 3 clusters Score: Raw -1766978.106475 + Penalty 3133.626588 = -1763844.479886 nChanged 6 SP:Iteration 56Q (382.970000 sec): 3 clusters Score: Raw -1766979.118179 + Penalty 3133.626588 = -1763845.491590 nChanged 6 SP:Iteration 57Q (383.000000 sec): 3 clusters Score: Raw -1766979.802653 + Penalty 3133.626588 = -1763846.176065 nChanged 4 SP:Iteration 58Q (383.030000 sec): 3 clusters Score: Raw -1766980.380842 + Penalty 3133.626588 = -1763846.754254 nChanged 4 SP:Iteration 59Q (383.060000 sec): 3 clusters Score: Raw -1766980.928963 + Penalty 3133.626588 = -1763847.302375 nChanged 2 SP:Iteration 60F (383.100000 sec): 3 clusters Score: Raw -1766981.057911 + Penalty 3133.626588 = -1763847.431323 nChanged 1 SP:Iteration 61Q (383.130000 sec): 3 clusters Score: Raw -1766981.288575 + Penalty 3133.626588 = -1763847.661987 nChanged 3 SP:Iteration 62Q (383.170000 sec): 3 clusters Score: Raw -1766981.687867 + Penalty 3133.626588 = -1763848.061279 nChanged 1 SP:Iteration 63Q (383.200000 sec): 3 clusters Score: Raw -1766981.847116 + Penalty 3133.626588 = -1763848.220528 nChanged 0 SP:Iteration 64F (383.240000 sec): 3 clusters Score: Raw -1766981.847116 + Penalty 3133.626588 = -1763848.220528 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 12 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.250000 sec): 2 clusters Score: Raw -21041.434837 + Penalty 856.026951 = -20185.407886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.250000 sec): 3 clusters Score: Raw -21169.815617 + Penalty 1712.053902 = -19457.761716 nChanged 13 SP:Iteration 1F (383.250000 sec): 3 clusters Score: Raw -21239.138965 + Penalty 1712.053902 = -19527.085063 nChanged 4 SP:Iteration 2Q (383.250000 sec): 3 clusters Score: Raw -21251.879018 + Penalty 1712.053902 = -19539.825117 nChanged 2 SP:Iteration 3Q (383.250000 sec): 3 clusters Score: Raw -21260.406695 + Penalty 1712.053902 = -19548.352793 nChanged 1 SP:Iteration 4Q (383.250000 sec): 3 clusters Score: Raw -21264.174068 + Penalty 1712.053902 = -19552.120166 nChanged 1 SP:Iteration 5Q (383.250000 sec): 3 clusters Score: Raw -21266.850117 + Penalty 1712.053902 = -19554.796216 nChanged 0 SP:Iteration 6F (383.250000 sec): 3 clusters Score: Raw -21266.850117 + Penalty 1712.053902 = -19554.796216 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (40688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.390000 sec): 2 clusters Score: Raw -4766258.385858 + Penalty 1724.724379 = -4764533.661479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.500000 sec): 3 clusters Score: Raw -4740732.391790 + Penalty 3449.448758 = -4737282.943032 nChanged 18904 SP:Iteration 1F (383.610000 sec): 3 clusters Score: Raw -4751245.989454 + Penalty 3449.448758 = -4747796.540695 nChanged 1624 SP:Iteration 2Q (383.730000 sec): 3 clusters Score: Raw -4751784.929708 + Penalty 3449.448758 = -4748335.480949 nChanged 1823 SP:Iteration 3Q (383.840000 sec): 3 clusters Score: Raw -4752583.788518 + Penalty 3449.448758 = -4749134.339760 nChanged 2232 SP:Iteration 4F (383.950000 sec): 3 clusters Score: Raw -4753796.565944 + Penalty 3449.448758 = -4750347.117185 nChanged 2651 SP:Iteration 5F (384.060000 sec): 3 clusters Score: Raw -4755557.634913 + Penalty 3449.448758 = -4752108.186155 nChanged 3207 SP:Iteration 6F (384.170000 sec): 3 clusters Score: Raw -4758121.708461 + Penalty 3449.448758 = -4754672.259703 nChanged 3310 SP:Iteration 7F (384.280000 sec): 3 clusters Score: Raw -4761133.602914 + Penalty 3449.448758 = -4757684.154156 nChanged 2699 SP:Iteration 8F (384.390000 sec): 3 clusters Score: Raw -4763712.203234 + Penalty 3449.448758 = -4760262.754475 nChanged 1614 SP:Iteration 9Q (384.490000 sec): 3 clusters Score: Raw -4765277.935886 + Penalty 3449.448758 = -4761828.487127 nChanged 727 SP:Iteration 10Q (384.590000 sec): 3 clusters Score: Raw -4765969.235186 + Penalty 3449.448758 = -4762519.786428 nChanged 254 SP:Iteration 11Q (384.670000 sec): 3 clusters Score: Raw -4766191.912948 + Penalty 3449.448758 = -4762742.464189 nChanged 117 SP:Iteration 12Q (384.750000 sec): 3 clusters Score: Raw -4766314.407974 + Penalty 3449.448758 = -4762864.959215 nChanged 59 SP:Iteration 13Q (384.830000 sec): 3 clusters Score: Raw -4766381.628867 + Penalty 3449.448758 = -4762932.180109 nChanged 33 SP:Iteration 14Q (384.910000 sec): 3 clusters Score: Raw -4766415.901148 + Penalty 3449.448758 = -4762966.452390 nChanged 27 SP:Iteration 15Q (384.990000 sec): 3 clusters Score: Raw -4766456.401243 + Penalty 3449.448758 = -4763006.952484 nChanged 15 SP:Iteration 16Q (385.070000 sec): 3 clusters Score: Raw -4766470.287640 + Penalty 3449.448758 = -4763020.838882 nChanged 10 SP:Iteration 17Q (385.150000 sec): 3 clusters Score: Raw -4766480.352147 + Penalty 3449.448758 = -4763030.903388 nChanged 5 SP:Iteration 18Q (385.220000 sec): 3 clusters Score: Raw -4766486.910945 + Penalty 3449.448758 = -4763037.462186 nChanged 6 SP:Iteration 19Q (385.300000 sec): 3 clusters Score: Raw -4766495.649069 + Penalty 3449.448758 = -4763046.200311 nChanged 5 SP:Iteration 20F (385.400000 sec): 3 clusters Score: Raw -4766505.659674 + Penalty 3449.448758 = -4763056.210916 nChanged 8 SP:Iteration 21Q (385.480000 sec): 3 clusters Score: Raw -4766516.449051 + Penalty 3449.448758 = -4763067.000292 nChanged 3 SP:Iteration 22Q (385.550000 sec): 3 clusters Score: Raw -4766522.256002 + Penalty 3449.448758 = -4763072.807243 nChanged 4 SP:Iteration 23Q (385.630000 sec): 3 clusters Score: Raw -4766529.058566 + Penalty 3449.448758 = -4763079.609807 nChanged 4 SP:Iteration 24Q (385.710000 sec): 3 clusters Score: Raw -4766534.025013 + Penalty 3449.448758 = -4763084.576255 nChanged 3 SP:Iteration 25Q (385.780000 sec): 3 clusters Score: Raw -4766538.514875 + Penalty 3449.448758 = -4763089.066117 nChanged 3 SP:Iteration 26Q (385.860000 sec): 3 clusters Score: Raw -4766542.349286 + Penalty 3449.448758 = -4763092.900528 nChanged 2 SP:Iteration 27Q (385.930000 sec): 3 clusters Score: Raw -4766544.127435 + Penalty 3449.448758 = -4763094.678677 nChanged 1 SP:Iteration 28Q (386.010000 sec): 3 clusters Score: Raw -4766544.934504 + Penalty 3449.448758 = -4763095.485746 nChanged 0 SP:Iteration 29F (386.120000 sec): 3 clusters Score: Raw -4766544.934504 + Penalty 3449.448758 = -4763095.485746 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (45691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.250000 sec): 2 clusters Score: Raw -5333306.407665 + Penalty 1743.569201 = -5331562.838464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.370000 sec): 3 clusters Score: Raw -5304392.863760 + Penalty 3487.138402 = -5300905.725358 nChanged 21517 SP:Iteration 1F (386.500000 sec): 3 clusters Score: Raw -5316259.948495 + Penalty 3487.138402 = -5312772.810093 nChanged 1797 SP:Iteration 2Q (386.620000 sec): 3 clusters Score: Raw -5316764.295674 + Penalty 3487.138402 = -5313277.157272 nChanged 1819 SP:Iteration 3Q (386.750000 sec): 3 clusters Score: Raw -5317368.727047 + Penalty 3487.138402 = -5313881.588645 nChanged 1960 SP:Iteration 4Q (386.870000 sec): 3 clusters Score: Raw -5318235.409620 + Penalty 3487.138402 = -5314748.271218 nChanged 2303 SP:Iteration 5F (387.000000 sec): 3 clusters Score: Raw -5319716.049502 + Penalty 3487.138402 = -5316228.911100 nChanged 2956 SP:Iteration 6F (387.130000 sec): 3 clusters Score: Raw -5322341.909607 + Penalty 3487.138402 = -5318854.771206 nChanged 3510 SP:Iteration 7F (387.250000 sec): 3 clusters Score: Raw -5326136.361605 + Penalty 3487.138402 = -5322649.223204 nChanged 3655 SP:Iteration 8F (387.370000 sec): 3 clusters Score: Raw -5329799.352869 + Penalty 3487.138402 = -5326312.214467 nChanged 3171 SP:Iteration 9F (387.500000 sec): 3 clusters Score: Raw -5332034.080138 + Penalty 3487.138402 = -5328546.941737 nChanged 2165 SP:Iteration 10Q (387.620000 sec): 3 clusters Score: Raw -5333051.260867 + Penalty 3487.138402 = -5329564.122465 nChanged 1416 SP:Iteration 11Q (387.740000 sec): 3 clusters Score: Raw -5333519.728332 + Penalty 3487.138402 = -5330032.589930 nChanged 919 SP:Iteration 12Q (387.850000 sec): 3 clusters Score: Raw -5333737.985595 + Penalty 3487.138402 = -5330250.847193 nChanged 602 SP:Iteration 13Q (387.970000 sec): 3 clusters Score: Raw -5333850.969930 + Penalty 3487.138402 = -5330363.831528 nChanged 455 SP:Iteration 14Q (388.090000 sec): 3 clusters Score: Raw -5333933.495053 + Penalty 3487.138402 = -5330446.356651 nChanged 418 SP:Iteration 15Q (388.200000 sec): 3 clusters Score: Raw -5334014.958145 + Penalty 3487.138402 = -5330527.819743 nChanged 435 SP:Iteration 16Q (388.320000 sec): 3 clusters Score: Raw -5334103.485996 + Penalty 3487.138402 = -5330616.347594 nChanged 476 SP:Iteration 17Q (388.440000 sec): 3 clusters Score: Raw -5334210.954869 + Penalty 3487.138402 = -5330723.816467 nChanged 526 SP:Iteration 18Q (388.550000 sec): 3 clusters Score: Raw -5334352.930258 + Penalty 3487.138402 = -5330865.791856 nChanged 629 SP:Iteration 19Q (388.670000 sec): 3 clusters Score: Raw -5334554.058786 + Penalty 3487.138402 = -5331066.920384 nChanged 669 SP:Iteration 20F (388.790000 sec): 3 clusters Score: Raw -5334780.412572 + Penalty 3487.138402 = -5331293.274170 nChanged 712 SP:Iteration 21Q (388.910000 sec): 3 clusters Score: Raw -5335047.927514 + Penalty 3487.138402 = -5331560.789112 nChanged 733 SP:Iteration 22Q (389.020000 sec): 3 clusters Score: Raw -5335327.049382 + Penalty 3487.138402 = -5331839.910980 nChanged 725 SP:Iteration 23Q (389.140000 sec): 3 clusters Score: Raw -5335610.843866 + Penalty 3487.138402 = -5332123.705464 nChanged 674 SP:Iteration 24Q (389.260000 sec): 3 clusters Score: Raw -5335873.752960 + Penalty 3487.138402 = -5332386.614558 nChanged 641 SP:Iteration 25Q (389.370000 sec): 3 clusters Score: Raw -5336107.420867 + Penalty 3487.138402 = -5332620.282465 nChanged 547 SP:Iteration 26Q (389.490000 sec): 3 clusters Score: Raw -5336264.322079 + Penalty 3487.138402 = -5332777.183678 nChanged 437 SP:Iteration 27Q (389.600000 sec): 3 clusters Score: Raw -5336373.590587 + Penalty 3487.138402 = -5332886.452185 nChanged 397 SP:Iteration 28Q (389.720000 sec): 3 clusters Score: Raw -5336471.362294 + Penalty 3487.138402 = -5332984.223892 nChanged 371 SP:Iteration 29Q (389.830000 sec): 3 clusters Score: Raw -5336561.578989 + Penalty 3487.138402 = -5333074.440588 nChanged 341 SP:Iteration 30Q (389.940000 sec): 3 clusters Score: Raw -5336643.619511 + Penalty 3487.138402 = -5333156.481109 nChanged 326 SP:Iteration 31Q (390.060000 sec): 3 clusters Score: Raw -5336707.495589 + Penalty 3487.138402 = -5333220.357187 nChanged 251 SP:Iteration 32Q (390.170000 sec): 3 clusters Score: Raw -5336750.882713 + Penalty 3487.138402 = -5333263.744312 nChanged 229 SP:Iteration 33Q (390.280000 sec): 3 clusters Score: Raw -5336786.987567 + Penalty 3487.138402 = -5333299.849165 nChanged 200 SP:Iteration 34Q (390.390000 sec): 3 clusters Score: Raw -5336814.998318 + Penalty 3487.138402 = -5333327.859916 nChanged 174 SP:Iteration 35Q (390.500000 sec): 3 clusters Score: Raw -5336835.388731 + Penalty 3487.138402 = -5333348.250329 nChanged 159 SP:Iteration 36Q (390.610000 sec): 3 clusters Score: Raw -5336850.730423 + Penalty 3487.138402 = -5333363.592021 nChanged 123 SP:Iteration 37Q (390.720000 sec): 3 clusters Score: Raw -5336860.728175 + Penalty 3487.138402 = -5333373.589773 nChanged 90 SP:Iteration 38Q (390.830000 sec): 3 clusters Score: Raw -5336866.958032 + Penalty 3487.138402 = -5333379.819630 nChanged 77 SP:Iteration 39Q (390.940000 sec): 3 clusters Score: Raw -5336871.850662 + Penalty 3487.138402 = -5333384.712260 nChanged 55 SP:Iteration 40F (391.060000 sec): 3 clusters Score: Raw -5336878.666192 + Penalty 3487.138402 = -5333391.527790 nChanged 56 SP:Iteration 41Q (391.170000 sec): 3 clusters Score: Raw -5336882.523109 + Penalty 3487.138402 = -5333395.384707 nChanged 45 SP:Iteration 42Q (391.280000 sec): 3 clusters Score: Raw -5336884.676389 + Penalty 3487.138402 = -5333397.537987 nChanged 30 SP:Iteration 43Q (391.390000 sec): 3 clusters Score: Raw -5336885.999086 + Penalty 3487.138402 = -5333398.860684 nChanged 27 SP:Iteration 44Q (391.500000 sec): 3 clusters Score: Raw -5336887.224459 + Penalty 3487.138402 = -5333400.086057 nChanged 23 SP:Iteration 45Q (391.610000 sec): 3 clusters Score: Raw -5336888.716340 + Penalty 3487.138402 = -5333401.577938 nChanged 28 SP:Iteration 46Q (391.720000 sec): 3 clusters Score: Raw -5336890.400881 + Penalty 3487.138402 = -5333403.262479 nChanged 24 SP:Iteration 47Q (391.830000 sec): 3 clusters Score: Raw -5336891.845921 + Penalty 3487.138402 = -5333404.707520 nChanged 26 SP:Iteration 48Q (391.940000 sec): 3 clusters Score: Raw -5336893.076258 + Penalty 3487.138402 = -5333405.937856 nChanged 17 SP:Iteration 49Q (392.050000 sec): 3 clusters Score: Raw -5336893.690641 + Penalty 3487.138402 = -5333406.552239 nChanged 13 SP:Iteration 50Q (392.160000 sec): 3 clusters Score: Raw -5336894.037297 + Penalty 3487.138402 = -5333406.898895 nChanged 5 SP:Iteration 51Q (392.270000 sec): 3 clusters Score: Raw -5336894.210495 + Penalty 3487.138402 = -5333407.072093 nChanged 5 SP:Iteration 52Q (392.380000 sec): 3 clusters Score: Raw -5336894.308823 + Penalty 3487.138402 = -5333407.170421 nChanged 3 SP:Iteration 53Q (392.500000 sec): 3 clusters Score: Raw -5336894.376641 + Penalty 3487.138402 = -5333407.238240 nChanged 4 SP:Iteration 54Q (392.600000 sec): 3 clusters Score: Raw -5336894.441491 + Penalty 3487.138402 = -5333407.303089 nChanged 5 SP:Iteration 55Q (392.710000 sec): 3 clusters Score: Raw -5336894.535389 + Penalty 3487.138402 = -5333407.396987 nChanged 3 SP:Iteration 56Q (392.820000 sec): 3 clusters Score: Raw -5336894.620809 + Penalty 3487.138402 = -5333407.482408 nChanged 7 SP:Iteration 57Q (392.930000 sec): 3 clusters Score: Raw -5336894.931617 + Penalty 3487.138402 = -5333407.793216 nChanged 4 SP:Iteration 58Q (393.040000 sec): 3 clusters Score: Raw -5336895.060466 + Penalty 3487.138402 = -5333407.922064 nChanged 2 SP:Iteration 59Q (393.150000 sec): 3 clusters Score: Raw -5336895.103667 + Penalty 3487.138402 = -5333407.965265 nChanged 0 SP:Iteration 60F (393.280000 sec): 3 clusters Score: Raw -5336895.103667 + Penalty 3487.138402 = -5333407.965265 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 3.68 GB. Trying to split cluster 15 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.310000 sec): 2 clusters Score: Raw -81430.173091 + Penalty 1073.140871 = -80357.032219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.310000 sec): 3 clusters Score: Raw -81237.568162 + Penalty 2146.281743 = -79091.286419 nChanged 207 SP:Iteration 1F (393.310000 sec): 3 clusters Score: Raw -81436.266741 + Penalty 2146.281743 = -79289.984998 nChanged 42 SP:Iteration 2F (393.310000 sec): 3 clusters Score: Raw -81483.085256 + Penalty 2146.281743 = -79336.803513 nChanged 22 SP:Iteration 3Q (393.320000 sec): 3 clusters Score: Raw -81506.826229 + Penalty 2146.281743 = -79360.544486 nChanged 9 SP:Iteration 4Q (393.320000 sec): 3 clusters Score: Raw -81514.579292 + Penalty 2146.281743 = -79368.297549 nChanged 7 SP:Iteration 5Q (393.320000 sec): 3 clusters Score: Raw -81522.828212 + Penalty 2146.281743 = -79376.546469 nChanged 7 SP:Iteration 6Q (393.320000 sec): 3 clusters Score: Raw -81535.501274 + Penalty 2146.281743 = -79389.219531 nChanged 9 SP:Iteration 7Q (393.320000 sec): 3 clusters Score: Raw -81546.789233 + Penalty 2146.281743 = -79400.507490 nChanged 4 SP:Iteration 8Q (393.320000 sec): 3 clusters Score: Raw -81550.019852 + Penalty 2146.281743 = -79403.738109 nChanged 3 SP:Iteration 9Q (393.320000 sec): 3 clusters Score: Raw -81552.072077 + Penalty 2146.281743 = -79405.790334 nChanged 3 SP:Iteration 10Q (393.330000 sec): 3 clusters Score: Raw -81557.322705 + Penalty 2146.281743 = -79411.040962 nChanged 5 SP:Iteration 11Q (393.330000 sec): 3 clusters Score: Raw -81560.593914 + Penalty 2146.281743 = -79414.312171 nChanged 4 SP:Iteration 12Q (393.330000 sec): 3 clusters Score: Raw -81563.503799 + Penalty 2146.281743 = -79417.222056 nChanged 3 SP:Iteration 13Q (393.330000 sec): 3 clusters Score: Raw -81565.472747 + Penalty 2146.281743 = -79419.191004 nChanged 1 SP:Iteration 14Q (393.340000 sec): 3 clusters Score: Raw -81565.971477 + Penalty 2146.281743 = -79419.689734 nChanged 0 SP:Iteration 15F (393.340000 sec): 3 clusters Score: Raw -81565.971477 + Penalty 2146.281743 = -79419.689734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 16 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.350000 sec): 2 clusters Score: Raw -364190.207559 + Penalty 1306.048255 = -362884.159304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.360000 sec): 3 clusters Score: Raw -362702.012560 + Penalty 2612.096510 = -360089.916049 nChanged 1169 SP:Iteration 1F (393.360000 sec): 3 clusters Score: Raw -363406.085478 + Penalty 2612.096510 = -360793.988968 nChanged 210 SP:Iteration 2F (393.370000 sec): 3 clusters Score: Raw -363532.500746 + Penalty 2612.096510 = -360920.404236 nChanged 139 SP:Iteration 3Q (393.380000 sec): 3 clusters Score: Raw -363624.613959 + Penalty 2612.096510 = -361012.517449 nChanged 116 SP:Iteration 4Q (393.390000 sec): 3 clusters Score: Raw -363688.378246 + Penalty 2612.096510 = -361076.281736 nChanged 85 SP:Iteration 5Q (393.390000 sec): 3 clusters Score: Raw -363723.905003 + Penalty 2612.096510 = -361111.808493 nChanged 52 SP:Iteration 6Q (393.400000 sec): 3 clusters Score: Raw -363742.973955 + Penalty 2612.096510 = -361130.877445 nChanged 37 SP:Iteration 7Q (393.410000 sec): 3 clusters Score: Raw -363757.942595 + Penalty 2612.096510 = -361145.846085 nChanged 30 SP:Iteration 8Q (393.420000 sec): 3 clusters Score: Raw -363769.922667 + Penalty 2612.096510 = -361157.826157 nChanged 36 SP:Iteration 9Q (393.420000 sec): 3 clusters Score: Raw -363786.941200 + Penalty 2612.096510 = -361174.844689 nChanged 35 SP:Iteration 10Q (393.430000 sec): 3 clusters Score: Raw -363799.890357 + Penalty 2612.096510 = -361187.793847 nChanged 32 SP:Iteration 11Q (393.440000 sec): 3 clusters Score: Raw -363813.619824 + Penalty 2612.096510 = -361201.523314 nChanged 26 SP:Iteration 12Q (393.450000 sec): 3 clusters Score: Raw -363821.747993 + Penalty 2612.096510 = -361209.651483 nChanged 17 SP:Iteration 13Q (393.460000 sec): 3 clusters Score: Raw -363828.778612 + Penalty 2612.096510 = -361216.682102 nChanged 17 SP:Iteration 14Q (393.460000 sec): 3 clusters Score: Raw -363833.925239 + Penalty 2612.096510 = -361221.828729 nChanged 20 SP:Iteration 15Q (393.470000 sec): 3 clusters Score: Raw -363841.764718 + Penalty 2612.096510 = -361229.668208 nChanged 25 SP:Iteration 16Q (393.480000 sec): 3 clusters Score: Raw -363852.428593 + Penalty 2612.096510 = -361240.332083 nChanged 19 SP:Iteration 17Q (393.490000 sec): 3 clusters Score: Raw -363858.717752 + Penalty 2612.096510 = -361246.621241 nChanged 14 SP:Iteration 18Q (393.500000 sec): 3 clusters Score: Raw -363863.384462 + Penalty 2612.096510 = -361251.287952 nChanged 20 SP:Iteration 19Q (393.500000 sec): 3 clusters Score: Raw -363872.606960 + Penalty 2612.096510 = -361260.510450 nChanged 22 SP:Iteration 20F (393.510000 sec): 3 clusters Score: Raw -363880.513654 + Penalty 2612.096510 = -361268.417144 nChanged 13 SP:Iteration 21Q (393.520000 sec): 3 clusters Score: Raw -363884.554608 + Penalty 2612.096510 = -361272.458098 nChanged 14 SP:Iteration 22Q (393.530000 sec): 3 clusters Score: Raw -363889.188763 + Penalty 2612.096510 = -361277.092253 nChanged 15 SP:Iteration 23Q (393.540000 sec): 3 clusters Score: Raw -363894.209961 + Penalty 2612.096510 = -361282.113451 nChanged 13 SP:Iteration 24Q (393.540000 sec): 3 clusters Score: Raw -363899.461979 + Penalty 2612.096510 = -361287.365469 nChanged 15 SP:Iteration 25Q (393.550000 sec): 3 clusters Score: Raw -363905.824132 + Penalty 2612.096510 = -361293.727622 nChanged 19 SP:Iteration 26Q (393.560000 sec): 3 clusters Score: Raw -363910.824491 + Penalty 2612.096510 = -361298.727981 nChanged 15 SP:Iteration 27Q (393.570000 sec): 3 clusters Score: Raw -363915.043939 + Penalty 2612.096510 = -361302.947429 nChanged 17 SP:Iteration 28Q (393.580000 sec): 3 clusters Score: Raw -363920.683063 + Penalty 2612.096510 = -361308.586553 nChanged 16 SP:Iteration 29Q (393.580000 sec): 3 clusters Score: Raw -363927.252081 + Penalty 2612.096510 = -361315.155571 nChanged 18 SP:Iteration 30Q (393.590000 sec): 3 clusters Score: Raw -363935.177758 + Penalty 2612.096510 = -361323.081248 nChanged 28 SP:Iteration 31Q (393.600000 sec): 3 clusters Score: Raw -363946.953040 + Penalty 2612.096510 = -361334.856530 nChanged 23 SP:Iteration 32Q (393.610000 sec): 3 clusters Score: Raw -363956.225215 + Penalty 2612.096510 = -361344.128705 nChanged 26 SP:Iteration 33Q (393.610000 sec): 3 clusters Score: Raw -363969.189921 + Penalty 2612.096510 = -361357.093410 nChanged 33 SP:Iteration 34Q (393.620000 sec): 3 clusters Score: Raw -363984.015192 + Penalty 2612.096510 = -361371.918682 nChanged 29 SP:Iteration 35Q (393.630000 sec): 3 clusters Score: Raw -363997.554174 + Penalty 2612.096510 = -361385.457664 nChanged 34 SP:Iteration 36Q (393.640000 sec): 3 clusters Score: Raw -364013.060484 + Penalty 2612.096510 = -361400.963974 nChanged 29 SP:Iteration 37Q (393.640000 sec): 3 clusters Score: Raw -364027.814709 + Penalty 2612.096510 = -361415.718199 nChanged 33 SP:Iteration 38Q (393.650000 sec): 3 clusters Score: Raw -364040.411986 + Penalty 2612.096510 = -361428.315475 nChanged 31 SP:Iteration 39Q (393.660000 sec): 3 clusters Score: Raw -364055.337556 + Penalty 2612.096510 = -361443.241046 nChanged 28 SP:Iteration 40F (393.670000 sec): 3 clusters Score: Raw -364067.834054 + Penalty 2612.096510 = -361455.737544 nChanged 32 SP:Iteration 41Q (393.680000 sec): 3 clusters Score: Raw -364084.517141 + Penalty 2612.096510 = -361472.420630 nChanged 30 SP:Iteration 42Q (393.680000 sec): 3 clusters Score: Raw -364104.113848 + Penalty 2612.096510 = -361492.017338 nChanged 42 SP:Iteration 43Q (393.690000 sec): 3 clusters Score: Raw -364128.700162 + Penalty 2612.096510 = -361516.603652 nChanged 45 SP:Iteration 44Q (393.700000 sec): 3 clusters Score: Raw -364158.189575 + Penalty 2612.096510 = -361546.093065 nChanged 35 SP:Iteration 45Q (393.710000 sec): 3 clusters Score: Raw -364175.085040 + Penalty 2612.096510 = -361562.988530 nChanged 25 SP:Iteration 46Q (393.720000 sec): 3 clusters Score: Raw -364191.340198 + Penalty 2612.096510 = -361579.243688 nChanged 20 SP:Iteration 47Q (393.720000 sec): 3 clusters Score: Raw -364202.514467 + Penalty 2612.096510 = -361590.417957 nChanged 20 SP:Iteration 48Q (393.730000 sec): 3 clusters Score: Raw -364213.618604 + Penalty 2612.096510 = -361601.522094 nChanged 19 SP:Iteration 49Q (393.740000 sec): 3 clusters Score: Raw -364222.521550 + Penalty 2612.096510 = -361610.425040 nChanged 16 SP:Iteration 50Q (393.740000 sec): 3 clusters Score: Raw -364229.940840 + Penalty 2612.096510 = -361617.844329 nChanged 14 SP:Iteration 51Q (393.750000 sec): 3 clusters Score: Raw -364239.467828 + Penalty 2612.096510 = -361627.371318 nChanged 14 SP:Iteration 52Q (393.760000 sec): 3 clusters Score: Raw -364249.945078 + Penalty 2612.096510 = -361637.848568 nChanged 19 SP:Iteration 53Q (393.770000 sec): 3 clusters Score: Raw -364265.329127 + Penalty 2612.096510 = -361653.232617 nChanged 25 SP:Iteration 54Q (393.770000 sec): 3 clusters Score: Raw -364277.770898 + Penalty 2612.096510 = -361665.674388 nChanged 12 SP:Iteration 55Q (393.780000 sec): 3 clusters Score: Raw -364284.456578 + Penalty 2612.096510 = -361672.360068 nChanged 11 SP:Iteration 56Q (393.790000 sec): 3 clusters Score: Raw -364289.353417 + Penalty 2612.096510 = -361677.256907 nChanged 10 SP:Iteration 57Q (393.800000 sec): 3 clusters Score: Raw -364296.089324 + Penalty 2612.096510 = -361683.992814 nChanged 11 SP:Iteration 58Q (393.800000 sec): 3 clusters Score: Raw -364301.454240 + Penalty 2612.096510 = -361689.357730 nChanged 8 SP:Iteration 59Q (393.810000 sec): 3 clusters Score: Raw -364305.225296 + Penalty 2612.096510 = -361693.128786 nChanged 6 SP:Iteration 60F (393.820000 sec): 3 clusters Score: Raw -364307.774973 + Penalty 2612.096510 = -361695.678463 nChanged 1 SP:Iteration 61Q (393.820000 sec): 3 clusters Score: Raw -364308.399722 + Penalty 2612.096510 = -361696.303212 nChanged 0 SP:Iteration 62F (393.830000 sec): 3 clusters Score: Raw -364308.399722 + Penalty 2612.096510 = -361696.303212 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.840000 sec): 2 clusters Score: Raw -131796.829261 + Penalty 1145.221548 = -130651.607713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.840000 sec): 3 clusters Score: Raw -131398.453505 + Penalty 2290.443097 = -129108.010409 nChanged 353 SP:Iteration 1F (393.840000 sec): 3 clusters Score: Raw -131714.527790 + Penalty 2290.443097 = -129424.084693 nChanged 109 SP:Iteration 2F (393.850000 sec): 3 clusters Score: Raw -131860.058429 + Penalty 2290.443097 = -129569.615332 nChanged 66 SP:Iteration 3F (393.850000 sec): 3 clusters Score: Raw -131955.931056 + Penalty 2290.443097 = -129665.487959 nChanged 57 SP:Iteration 4Q (393.850000 sec): 3 clusters Score: Raw -132048.669683 + Penalty 2290.443097 = -129758.226586 nChanged 44 SP:Iteration 5Q (393.860000 sec): 3 clusters Score: Raw -132112.429920 + Penalty 2290.443097 = -129821.986823 nChanged 25 SP:Iteration 6Q (393.860000 sec): 3 clusters Score: Raw -132134.774150 + Penalty 2290.443097 = -129844.331053 nChanged 12 SP:Iteration 7Q (393.860000 sec): 3 clusters Score: Raw -132147.540100 + Penalty 2290.443097 = -129857.097004 nChanged 13 SP:Iteration 8Q (393.860000 sec): 3 clusters Score: Raw -132158.923224 + Penalty 2290.443097 = -129868.480127 nChanged 7 SP:Iteration 9Q (393.870000 sec): 3 clusters Score: Raw -132166.309038 + Penalty 2290.443097 = -129875.865941 nChanged 5 SP:Iteration 10Q (393.870000 sec): 3 clusters Score: Raw -132169.639413 + Penalty 2290.443097 = -129879.196316 nChanged 4 SP:Iteration 11Q (393.870000 sec): 3 clusters Score: Raw -132171.931562 + Penalty 2290.443097 = -129881.488465 nChanged 2 SP:Iteration 12Q (393.880000 sec): 3 clusters Score: Raw -132173.760467 + Penalty 2290.443097 = -129883.317370 nChanged 3 SP:Iteration 13Q (393.880000 sec): 3 clusters Score: Raw -132176.381102 + Penalty 2290.443097 = -129885.938005 nChanged 2 SP:Iteration 14Q (393.880000 sec): 3 clusters Score: Raw -132177.759880 + Penalty 2290.443097 = -129887.316783 nChanged 1 SP:Iteration 15Q (393.880000 sec): 3 clusters Score: Raw -132178.542697 + Penalty 2290.443097 = -129888.099600 nChanged 0 SP:Iteration 16F (393.880000 sec): 3 clusters Score: Raw -132178.542697 + Penalty 2290.443097 = -129888.099600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.890000 sec): 2 clusters Score: Raw -183836.898776 + Penalty 1203.491799 = -182633.406976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.900000 sec): 3 clusters Score: Raw -183176.210451 + Penalty 2406.983599 = -180769.226852 nChanged 542 SP:Iteration 1F (393.900000 sec): 3 clusters Score: Raw -183544.839188 + Penalty 2406.983599 = -181137.855589 nChanged 118 SP:Iteration 2F (393.900000 sec): 3 clusters Score: Raw -183643.574737 + Penalty 2406.983599 = -181236.591138 nChanged 65 SP:Iteration 3Q (393.910000 sec): 3 clusters Score: Raw -183706.683985 + Penalty 2406.983599 = -181299.700387 nChanged 64 SP:Iteration 4Q (393.910000 sec): 3 clusters Score: Raw -183781.369667 + Penalty 2406.983599 = -181374.386068 nChanged 68 SP:Iteration 5Q (393.920000 sec): 3 clusters Score: Raw -183868.610438 + Penalty 2406.983599 = -181461.626839 nChanged 71 SP:Iteration 6Q (393.920000 sec): 3 clusters Score: Raw -183950.338947 + Penalty 2406.983599 = -181543.355348 nChanged 78 SP:Iteration 7Q (393.920000 sec): 3 clusters Score: Raw -184030.928601 + Penalty 2406.983599 = -181623.945002 nChanged 70 SP:Iteration 8Q (393.930000 sec): 3 clusters Score: Raw -184126.758477 + Penalty 2406.983599 = -181719.774878 nChanged 79 SP:Iteration 9Q (393.930000 sec): 3 clusters Score: Raw -184259.191775 + Penalty 2406.983599 = -181852.208176 nChanged 82 SP:Iteration 10Q (393.940000 sec): 3 clusters Score: Raw -184398.248972 + Penalty 2406.983599 = -181991.265373 nChanged 70 SP:Iteration 11Q (393.940000 sec): 3 clusters Score: Raw -184502.979959 + Penalty 2406.983599 = -182095.996360 nChanged 48 SP:Iteration 12Q (393.940000 sec): 3 clusters Score: Raw -184559.308681 + Penalty 2406.983599 = -182152.325082 nChanged 31 SP:Iteration 13Q (393.950000 sec): 3 clusters Score: Raw -184591.441867 + Penalty 2406.983599 = -182184.458268 nChanged 31 SP:Iteration 14Q (393.950000 sec): 3 clusters Score: Raw -184622.168154 + Penalty 2406.983599 = -182215.184556 nChanged 10 SP:Iteration 15Q (393.960000 sec): 3 clusters Score: Raw -184629.064956 + Penalty 2406.983599 = -182222.081357 nChanged 6 SP:Iteration 16Q (393.960000 sec): 3 clusters Score: Raw -184633.453136 + Penalty 2406.983599 = -182226.469537 nChanged 3 SP:Iteration 17Q (393.960000 sec): 3 clusters Score: Raw -184635.213163 + Penalty 2406.983599 = -182228.229564 nChanged 2 SP:Iteration 18Q (393.960000 sec): 3 clusters Score: Raw -184636.449330 + Penalty 2406.983599 = -182229.465731 nChanged 2 SP:Iteration 19Q (393.970000 sec): 3 clusters Score: Raw -184637.687797 + Penalty 2406.983599 = -182230.704198 nChanged 2 SP:Iteration 20F (393.970000 sec): 3 clusters Score: Raw -184639.099463 + Penalty 2406.983599 = -182232.115864 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 19 (2017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.980000 sec): 2 clusters Score: Raw -223810.398504 + Penalty 1236.522062 = -222573.876441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.980000 sec): 3 clusters Score: Raw -222937.390788 + Penalty 2473.044125 = -220464.346663 nChanged 706 SP:Iteration 1F (393.990000 sec): 3 clusters Score: Raw -223384.259297 + Penalty 2473.044125 = -220911.215172 nChanged 164 SP:Iteration 2F (394.000000 sec): 3 clusters Score: Raw -223512.943107 + Penalty 2473.044125 = -221039.898983 nChanged 90 SP:Iteration 3Q (394.000000 sec): 3 clusters Score: Raw -223589.340456 + Penalty 2473.044125 = -221116.296331 nChanged 91 SP:Iteration 4Q (394.000000 sec): 3 clusters Score: Raw -223659.002724 + Penalty 2473.044125 = -221185.958599 nChanged 68 SP:Iteration 5Q (394.010000 sec): 3 clusters Score: Raw -223701.210414 + Penalty 2473.044125 = -221228.166289 nChanged 46 SP:Iteration 6Q (394.020000 sec): 3 clusters Score: Raw -223728.596644 + Penalty 2473.044125 = -221255.552519 nChanged 40 SP:Iteration 7Q (394.020000 sec): 3 clusters Score: Raw -223752.603867 + Penalty 2473.044125 = -221279.559743 nChanged 28 SP:Iteration 8Q (394.020000 sec): 3 clusters Score: Raw -223772.075479 + Penalty 2473.044125 = -221299.031355 nChanged 31 SP:Iteration 9Q (394.030000 sec): 3 clusters Score: Raw -223787.132372 + Penalty 2473.044125 = -221314.088247 nChanged 23 SP:Iteration 10Q (394.040000 sec): 3 clusters Score: Raw -223798.834054 + Penalty 2473.044125 = -221325.789929 nChanged 20 SP:Iteration 11Q (394.040000 sec): 3 clusters Score: Raw -223808.813172 + Penalty 2473.044125 = -221335.769047 nChanged 23 SP:Iteration 12Q (394.040000 sec): 3 clusters Score: Raw -223819.770165 + Penalty 2473.044125 = -221346.726040 nChanged 23 SP:Iteration 13Q (394.050000 sec): 3 clusters Score: Raw -223834.601734 + Penalty 2473.044125 = -221361.557609 nChanged 34 SP:Iteration 14Q (394.060000 sec): 3 clusters Score: Raw -223857.785813 + Penalty 2473.044125 = -221384.741688 nChanged 34 SP:Iteration 15Q (394.060000 sec): 3 clusters Score: Raw -223880.220794 + Penalty 2473.044125 = -221407.176669 nChanged 35 SP:Iteration 16Q (394.060000 sec): 3 clusters Score: Raw -223913.413400 + Penalty 2473.044125 = -221440.369275 nChanged 41 SP:Iteration 17Q (394.070000 sec): 3 clusters Score: Raw -223949.237975 + Penalty 2473.044125 = -221476.193850 nChanged 36 SP:Iteration 18Q (394.080000 sec): 3 clusters Score: Raw -223991.592796 + Penalty 2473.044125 = -221518.548671 nChanged 43 SP:Iteration 19Q (394.080000 sec): 3 clusters Score: Raw -224028.313846 + Penalty 2473.044125 = -221555.269722 nChanged 45 SP:Iteration 20F (394.080000 sec): 3 clusters Score: Raw -224063.912831 + Penalty 2473.044125 = -221590.868706 nChanged 39 SP:Iteration 21Q (394.090000 sec): 3 clusters Score: Raw -224100.598187 + Penalty 2473.044125 = -221627.554062 nChanged 42 SP:Iteration 22Q (394.100000 sec): 3 clusters Score: Raw -224131.536713 + Penalty 2473.044125 = -221658.492588 nChanged 28 SP:Iteration 23Q (394.100000 sec): 3 clusters Score: Raw -224156.481801 + Penalty 2473.044125 = -221683.437676 nChanged 31 SP:Iteration 24Q (394.100000 sec): 3 clusters Score: Raw -224180.151151 + Penalty 2473.044125 = -221707.107027 nChanged 25 SP:Iteration 25Q (394.110000 sec): 3 clusters Score: Raw -224199.137215 + Penalty 2473.044125 = -221726.093090 nChanged 16 SP:Iteration 26Q (394.110000 sec): 3 clusters Score: Raw -224209.979968 + Penalty 2473.044125 = -221736.935844 nChanged 10 SP:Iteration 27Q (394.120000 sec): 3 clusters Score: Raw -224217.220539 + Penalty 2473.044125 = -221744.176414 nChanged 13 SP:Iteration 28Q (394.120000 sec): 3 clusters Score: Raw -224229.613773 + Penalty 2473.044125 = -221756.569648 nChanged 12 SP:Iteration 29Q (394.130000 sec): 3 clusters Score: Raw -224238.826436 + Penalty 2473.044125 = -221765.782312 nChanged 8 SP:Iteration 30Q (394.130000 sec): 3 clusters Score: Raw -224248.203011 + Penalty 2473.044125 = -221775.158886 nChanged 7 SP:Iteration 31Q (394.140000 sec): 3 clusters Score: Raw -224253.284415 + Penalty 2473.044125 = -221780.240290 nChanged 7 SP:Iteration 32Q (394.140000 sec): 3 clusters Score: Raw -224260.461402 + Penalty 2473.044125 = -221787.417277 nChanged 2 SP:Iteration 33Q (394.150000 sec): 3 clusters Score: Raw -224262.135740 + Penalty 2473.044125 = -221789.091615 nChanged 0 SP:Iteration 34F (394.150000 sec): 3 clusters Score: Raw -224262.135740 + Penalty 2473.044125 = -221789.091615 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 20 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.160000 sec): 2 clusters Score: Raw -93280.436939 + Penalty 1106.109771 = -92174.327168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.160000 sec): 3 clusters Score: Raw -93010.128292 + Penalty 2212.219542 = -90797.908750 nChanged 271 SP:Iteration 1F (394.160000 sec): 3 clusters Score: Raw -93292.515955 + Penalty 2212.219542 = -91080.296413 nChanged 71 SP:Iteration 2F (394.160000 sec): 3 clusters Score: Raw -93392.941968 + Penalty 2212.219542 = -91180.722426 nChanged 45 SP:Iteration 3Q (394.160000 sec): 3 clusters Score: Raw -93454.504097 + Penalty 2212.219542 = -91242.284555 nChanged 34 SP:Iteration 4Q (394.170000 sec): 3 clusters Score: Raw -93507.336988 + Penalty 2212.219542 = -91295.117446 nChanged 32 SP:Iteration 5Q (394.170000 sec): 3 clusters Score: Raw -93551.671267 + Penalty 2212.219542 = -91339.451725 nChanged 23 SP:Iteration 6Q (394.170000 sec): 3 clusters Score: Raw -93580.668621 + Penalty 2212.219542 = -91368.449079 nChanged 11 SP:Iteration 7Q (394.170000 sec): 3 clusters Score: Raw -93591.405324 + Penalty 2212.219542 = -91379.185782 nChanged 12 SP:Iteration 8Q (394.180000 sec): 3 clusters Score: Raw -93605.399302 + Penalty 2212.219542 = -91393.179760 nChanged 8 SP:Iteration 9Q (394.180000 sec): 3 clusters Score: Raw -93615.814991 + Penalty 2212.219542 = -91403.595449 nChanged 10 SP:Iteration 10Q (394.180000 sec): 3 clusters Score: Raw -93627.544215 + Penalty 2212.219542 = -91415.324672 nChanged 13 SP:Iteration 11Q (394.180000 sec): 3 clusters Score: Raw -93646.646458 + Penalty 2212.219542 = -91434.426915 nChanged 11 SP:Iteration 12Q (394.180000 sec): 3 clusters Score: Raw -93665.199373 + Penalty 2212.219542 = -91452.979831 nChanged 12 SP:Iteration 13Q (394.180000 sec): 3 clusters Score: Raw -93683.959152 + Penalty 2212.219542 = -91471.739610 nChanged 10 SP:Iteration 14Q (394.190000 sec): 3 clusters Score: Raw -93701.528234 + Penalty 2212.219542 = -91489.308692 nChanged 5 SP:Iteration 15Q (394.190000 sec): 3 clusters Score: Raw -93710.044266 + Penalty 2212.219542 = -91497.824724 nChanged 6 SP:Iteration 16Q (394.190000 sec): 3 clusters Score: Raw -93720.482498 + Penalty 2212.219542 = -91508.262956 nChanged 12 SP:Iteration 17Q (394.190000 sec): 3 clusters Score: Raw -93745.948960 + Penalty 2212.219542 = -91533.729418 nChanged 15 SP:Iteration 18Q (394.200000 sec): 3 clusters Score: Raw -93785.397243 + Penalty 2212.219542 = -91573.177701 nChanged 13 SP:Iteration 19Q (394.200000 sec): 3 clusters Score: Raw -93804.954550 + Penalty 2212.219542 = -91592.735008 nChanged 13 SP:Iteration 20F (394.200000 sec): 3 clusters Score: Raw -93821.591271 + Penalty 2212.219542 = -91609.371728 nChanged 6 SP:Iteration 21Q (394.200000 sec): 3 clusters Score: Raw -93832.326245 + Penalty 2212.219542 = -91620.106703 nChanged 6 SP:Iteration 22Q (394.200000 sec): 3 clusters Score: Raw -93842.381128 + Penalty 2212.219542 = -91630.161586 nChanged 13 SP:Iteration 23Q (394.200000 sec): 3 clusters Score: Raw -93861.597492 + Penalty 2212.219542 = -91649.377950 nChanged 13 SP:Iteration 24Q (394.210000 sec): 3 clusters Score: Raw -93881.486423 + Penalty 2212.219542 = -91669.266880 nChanged 14 SP:Iteration 25Q (394.210000 sec): 3 clusters Score: Raw -93901.854362 + Penalty 2212.219542 = -91689.634820 nChanged 12 SP:Iteration 26Q (394.210000 sec): 3 clusters Score: Raw -93918.780948 + Penalty 2212.219542 = -91706.561405 nChanged 4 SP:Iteration 27Q (394.210000 sec): 3 clusters Score: Raw -93923.807015 + Penalty 2212.219542 = -91711.587473 nChanged 3 SP:Iteration 28Q (394.220000 sec): 3 clusters Score: Raw -93925.377942 + Penalty 2212.219542 = -91713.158400 nChanged 3 SP:Iteration 29Q (394.220000 sec): 3 clusters Score: Raw -93928.818544 + Penalty 2212.219542 = -91716.599002 nChanged 2 SP:Iteration 30Q (394.220000 sec): 3 clusters Score: Raw -93932.418285 + Penalty 2212.219542 = -91720.198742 nChanged 4 SP:Iteration 31Q (394.220000 sec): 3 clusters Score: Raw -93936.684617 + Penalty 2212.219542 = -91724.465075 nChanged 1 SP:Iteration 32Q (394.220000 sec): 3 clusters Score: Raw -93937.348060 + Penalty 2212.219542 = -91725.128518 nChanged 0 SP:Iteration 33F (394.220000 sec): 3 clusters Score: Raw -93937.348060 + Penalty 2212.219542 = -91725.128518 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 21 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.230000 sec): 2 clusters Score: Raw -124432.833651 + Penalty 1144.513486 = -123288.320165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.230000 sec): 3 clusters Score: Raw -124028.865205 + Penalty 2289.026973 = -121739.838232 nChanged 358 SP:Iteration 1F (394.240000 sec): 3 clusters Score: Raw -124410.976735 + Penalty 2289.026973 = -122121.949762 nChanged 103 SP:Iteration 2F (394.240000 sec): 3 clusters Score: Raw -124568.430559 + Penalty 2289.026973 = -122279.403586 nChanged 60 SP:Iteration 3F (394.240000 sec): 3 clusters Score: Raw -124655.878310 + Penalty 2289.026973 = -122366.851338 nChanged 46 SP:Iteration 4Q (394.240000 sec): 3 clusters Score: Raw -124726.122521 + Penalty 2289.026973 = -122437.095549 nChanged 40 SP:Iteration 5Q (394.250000 sec): 3 clusters Score: Raw -124775.453606 + Penalty 2289.026973 = -122486.426633 nChanged 30 SP:Iteration 6Q (394.250000 sec): 3 clusters Score: Raw -124824.899775 + Penalty 2289.026973 = -122535.872803 nChanged 34 SP:Iteration 7Q (394.250000 sec): 3 clusters Score: Raw -124866.875132 + Penalty 2289.026973 = -122577.848159 nChanged 19 SP:Iteration 8Q (394.260000 sec): 3 clusters Score: Raw -124890.269833 + Penalty 2289.026973 = -122601.242861 nChanged 15 SP:Iteration 9Q (394.260000 sec): 3 clusters Score: Raw -124905.745137 + Penalty 2289.026973 = -122616.718164 nChanged 6 SP:Iteration 10Q (394.260000 sec): 3 clusters Score: Raw -124910.494756 + Penalty 2289.026973 = -122621.467784 nChanged 6 SP:Iteration 11Q (394.260000 sec): 3 clusters Score: Raw -124915.860715 + Penalty 2289.026973 = -122626.833743 nChanged 4 SP:Iteration 12Q (394.260000 sec): 3 clusters Score: Raw -124920.626780 + Penalty 2289.026973 = -122631.599808 nChanged 6 SP:Iteration 13Q (394.270000 sec): 3 clusters Score: Raw -124927.616048 + Penalty 2289.026973 = -122638.589075 nChanged 5 SP:Iteration 14Q (394.270000 sec): 3 clusters Score: Raw -124931.258997 + Penalty 2289.026973 = -122642.232024 nChanged 6 SP:Iteration 15Q (394.270000 sec): 3 clusters Score: Raw -124937.104703 + Penalty 2289.026973 = -122648.077730 nChanged 5 SP:Iteration 16Q (394.280000 sec): 3 clusters Score: Raw -124943.654850 + Penalty 2289.026973 = -122654.627878 nChanged 3 SP:Iteration 17Q (394.280000 sec): 3 clusters Score: Raw -124947.803697 + Penalty 2289.026973 = -122658.776724 nChanged 7 SP:Iteration 18Q (394.280000 sec): 3 clusters Score: Raw -124956.888661 + Penalty 2289.026973 = -122667.861688 nChanged 5 SP:Iteration 19Q (394.280000 sec): 3 clusters Score: Raw -124962.022805 + Penalty 2289.026973 = -122672.995832 nChanged 7 SP:Iteration 20F (394.280000 sec): 3 clusters Score: Raw -124968.712594 + Penalty 2289.026973 = -122679.685621 nChanged 4 SP:Iteration 21Q (394.290000 sec): 3 clusters Score: Raw -124970.097107 + Penalty 2289.026973 = -122681.070134 nChanged 1 SP:Iteration 22Q (394.290000 sec): 3 clusters Score: Raw -124971.036925 + Penalty 2289.026973 = -122682.009952 nChanged 1 SP:Iteration 23Q (394.290000 sec): 3 clusters Score: Raw -124971.784621 + Penalty 2289.026973 = -122682.757648 nChanged 2 SP:Iteration 24Q (394.300000 sec): 3 clusters Score: Raw -124972.863549 + Penalty 2289.026973 = -122683.836576 nChanged 0 SP:Iteration 25F (394.300000 sec): 3 clusters Score: Raw -124972.863549 + Penalty 2289.026973 = -122683.836576 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 22 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.300000 sec): 2 clusters Score: Raw -38260.569730 + Penalty 962.691567 = -37297.878163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.300000 sec): 3 clusters Score: Raw -38341.650296 + Penalty 1925.383134 = -36416.267161 nChanged 87 SP:Iteration 1F (394.300000 sec): 3 clusters Score: Raw -38534.653870 + Penalty 1925.383134 = -36609.270736 nChanged 25 SP:Iteration 2F (394.300000 sec): 3 clusters Score: Raw -38701.124365 + Penalty 1925.383134 = -36775.741231 nChanged 23 SP:Iteration 3F (394.300000 sec): 3 clusters Score: Raw -38760.830436 + Penalty 1925.383134 = -36835.447302 nChanged 15 SP:Iteration 4Q (394.300000 sec): 3 clusters Score: Raw -38807.929773 + Penalty 1925.383134 = -36882.546639 nChanged 11 SP:Iteration 5Q (394.310000 sec): 3 clusters Score: Raw -38853.008622 + Penalty 1925.383134 = -36927.625488 nChanged 4 SP:Iteration 6Q (394.310000 sec): 3 clusters Score: Raw -38865.000177 + Penalty 1925.383134 = -36939.617043 nChanged 1 SP:Iteration 7Q (394.310000 sec): 3 clusters Score: Raw -38867.624366 + Penalty 1925.383134 = -36942.241232 nChanged 0 SP:Iteration 8F (394.310000 sec): 3 clusters Score: Raw -38867.624366 + Penalty 1925.383134 = -36942.241232 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 23 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.310000 sec): 2 clusters Score: Raw -36013.323415 + Penalty 944.796211 = -35068.527203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.310000 sec): 3 clusters Score: Raw -36079.124283 + Penalty 1889.592423 = -34189.531860 nChanged 63 SP:Iteration 1F (394.310000 sec): 3 clusters Score: Raw -36292.446238 + Penalty 1889.592423 = -34402.853815 nChanged 19 SP:Iteration 2F (394.310000 sec): 3 clusters Score: Raw -36341.730361 + Penalty 1889.592423 = -34452.137939 nChanged 4 SP:Iteration 3Q (394.320000 sec): 3 clusters Score: Raw -36351.218584 + Penalty 1889.592423 = -34461.626161 nChanged 4 SP:Iteration 4Q (394.320000 sec): 3 clusters Score: Raw -36362.791196 + Penalty 1889.592423 = -34473.198774 nChanged 1 SP:Iteration 5Q (394.320000 sec): 3 clusters Score: Raw -36363.162779 + Penalty 1889.592423 = -34473.570356 nChanged 0 SP:Iteration 6F (394.320000 sec): 3 clusters Score: Raw -36363.162779 + Penalty 1889.592423 = -34473.570356 nChanged 0 Iteration 99Q (398.050000 sec): 27 clusters Score: Raw -39784914.725691 + Penalty 53911.015779 = -39731003.709912 nChanged 7387 Iteration 100F (406.450000 sec): 27 clusters Score: Raw -39788218.833704 + Penalty 53911.015779 = -39734307.817925 nChanged 5563 Iteration 101Q (408.520000 sec): 27 clusters Score: Raw -39789460.828226 + Penalty 53911.015779 = -39735549.812447 nChanged 3115 Iteration 102Q (410.510000 sec): 27 clusters Score: Raw -39790050.337817 + Penalty 53911.015779 = -39736139.322038 nChanged 2071 Iteration 103Q (412.480000 sec): 27 clusters Score: Raw -39790411.296494 + Penalty 53911.015779 = -39736500.280715 nChanged 1648 Iteration 104Q (414.440000 sec): 27 clusters Score: Raw -39790664.581370 + Penalty 53911.015779 = -39736753.565591 nChanged 1302 Iteration 105Q (416.380000 sec): 27 clusters Score: Raw -39790868.133838 + Penalty 53911.015779 = -39736957.118059 nChanged 1094 Iteration 106Q (418.310000 sec): 27 clusters Score: Raw -39791026.798539 + Penalty 53911.015779 = -39737115.782760 nChanged 934 Iteration 107Q (420.230000 sec): 27 clusters Score: Raw -39791156.091595 + Penalty 53911.015779 = -39737245.075816 nChanged 756 Iteration 108Q (422.150000 sec): 27 clusters Score: Raw -39791258.797146 + Penalty 53911.015779 = -39737347.781367 nChanged 643 Iteration 109Q (424.080000 sec): 27 clusters Score: Raw -39791369.729682 + Penalty 53911.015779 = -39737458.713902 nChanged 549 Iteration 110Q (425.980000 sec): 27 clusters Score: Raw -39791440.976318 + Penalty 53911.015779 = -39737529.960539 nChanged 523 Iteration 111Q (427.900000 sec): 27 clusters Score: Raw -39791505.752803 + Penalty 53911.015779 = -39737594.737024 nChanged 447 Iteration 112Q (429.830000 sec): 27 clusters Score: Raw -39791558.013122 + Penalty 53911.015779 = -39737646.997343 nChanged 440 Iteration 113Q (431.740000 sec): 27 clusters Score: Raw -39791608.896516 + Penalty 53911.015779 = -39737697.880737 nChanged 367 Iteration 114Q (433.640000 sec): 27 clusters Score: Raw -39791648.516119 + Penalty 53911.015779 = -39737737.500340 nChanged 335 Iteration 115Q (435.530000 sec): 27 clusters Score: Raw -39791682.573670 + Penalty 53911.015779 = -39737771.557891 nChanged 311 Iteration 116Q (437.410000 sec): 27 clusters Score: Raw -39791710.491914 + Penalty 53911.015779 = -39737799.476135 nChanged 266 Iteration 117Q (439.300000 sec): 27 clusters Score: Raw -39791734.029293 + Penalty 53911.015779 = -39737823.013514 nChanged 232 Iteration 118Q (441.170000 sec): 27 clusters Score: Raw -39791755.243534 + Penalty 53911.015779 = -39737844.227754 nChanged 222 Iteration 119Q (443.060000 sec): 27 clusters Score: Raw -39791776.041135 + Penalty 53911.015779 = -39737865.025356 nChanged 213 Iteration 120F (451.470000 sec): 27 clusters Score: Raw -39791798.533500 + Penalty 53911.015779 = -39737887.517721 nChanged 220 Iteration 121Q (453.420000 sec): 27 clusters Score: Raw -39791819.721847 + Penalty 53911.015779 = -39737908.706068 nChanged 206 Iteration 122Q (455.370000 sec): 27 clusters Score: Raw -39791836.207351 + Penalty 53911.015779 = -39737925.191572 nChanged 188 Iteration 123Q (457.330000 sec): 27 clusters Score: Raw -39791851.632585 + Penalty 53911.015779 = -39737940.616806 nChanged 161 Iteration 124Q (459.260000 sec): 27 clusters Score: Raw -39791863.171181 + Penalty 53911.015779 = -39737952.155402 nChanged 167 Iteration 125Q (461.190000 sec): 27 clusters Score: Raw -39791876.619186 + Penalty 53911.015779 = -39737965.603407 nChanged 162 Iteration 126Q (463.130000 sec): 27 clusters Score: Raw -39791889.721948 + Penalty 53911.015779 = -39737978.706169 nChanged 147 Iteration 127Q (465.070000 sec): 27 clusters Score: Raw -39791898.643854 + Penalty 53911.015779 = -39737987.628075 nChanged 128 Iteration 128Q (467.000000 sec): 27 clusters Score: Raw -39791906.891832 + Penalty 53911.015779 = -39737995.876053 nChanged 138 Iteration 129Q (468.930000 sec): 27 clusters Score: Raw -39791915.610299 + Penalty 53911.015779 = -39738004.594520 nChanged 126 Iteration 130Q (470.860000 sec): 27 clusters Score: Raw -39791922.797784 + Penalty 53911.015779 = -39738011.782005 nChanged 127 Iteration 131Q (472.740000 sec): 27 clusters Score: Raw -39791930.098211 + Penalty 53911.015779 = -39738019.082432 nChanged 131 Iteration 132Q (474.610000 sec): 27 clusters Score: Raw -39791937.235178 + Penalty 53911.015779 = -39738026.219398 nChanged 114 Iteration 133Q (476.510000 sec): 27 clusters Score: Raw -39791942.943044 + Penalty 53911.015779 = -39738031.927265 nChanged 109 Iteration 134Q (478.410000 sec): 27 clusters Score: Raw -39791947.972266 + Penalty 53911.015779 = -39738036.956486 nChanged 104 Iteration 135Q (480.300000 sec): 27 clusters Score: Raw -39791953.040745 + Penalty 53911.015779 = -39738042.024966 nChanged 90 Iteration 136Q (482.180000 sec): 27 clusters Score: Raw -39791957.028507 + Penalty 53911.015779 = -39738046.012728 nChanged 87 Iteration 137Q (484.090000 sec): 27 clusters Score: Raw -39791960.546994 + Penalty 53911.015779 = -39738049.531214 nChanged 71 Iteration 138Q (486.000000 sec): 27 clusters Score: Raw -39791963.213630 + Penalty 53911.015779 = -39738052.197851 nChanged 61 Writing temp clu file Compute initial score before splitting: Score: Raw -39791963.213630 + Penalty 53911.015779 = -39738052.197851 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 1 (31553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.160000 sec): 2 clusters Score: Raw -3692700.657116 + Penalty 1683.406392 = -3691017.250724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.250000 sec): 3 clusters Score: Raw -3673137.842520 + Penalty 3366.812784 = -3669771.029736 nChanged 14661 SP:Iteration 1F (486.330000 sec): 3 clusters Score: Raw -3681329.150487 + Penalty 3366.812784 = -3677962.337703 nChanged 1279 SP:Iteration 2Q (486.420000 sec): 3 clusters Score: Raw -3681735.003013 + Penalty 3366.812784 = -3678368.190229 nChanged 1320 SP:Iteration 3Q (486.500000 sec): 3 clusters Score: Raw -3682212.380660 + Penalty 3366.812784 = -3678845.567876 nChanged 1442 SP:Iteration 4Q (486.590000 sec): 3 clusters Score: Raw -3682845.302089 + Penalty 3366.812784 = -3679478.489305 nChanged 1665 SP:Iteration 5F (486.670000 sec): 3 clusters Score: Raw -3683794.804579 + Penalty 3366.812784 = -3680427.991795 nChanged 2023 SP:Iteration 6F (486.760000 sec): 3 clusters Score: Raw -3685182.219078 + Penalty 3366.812784 = -3681815.406294 nChanged 2184 SP:Iteration 7F (486.840000 sec): 3 clusters Score: Raw -3686920.486030 + Penalty 3366.812784 = -3683553.673246 nChanged 2039 SP:Iteration 8F (486.920000 sec): 3 clusters Score: Raw -3688715.578301 + Penalty 3366.812784 = -3685348.765517 nChanged 1685 SP:Iteration 9F (487.000000 sec): 3 clusters Score: Raw -3690100.353928 + Penalty 3366.812784 = -3686733.541144 nChanged 1120 SP:Iteration 10Q (487.080000 sec): 3 clusters Score: Raw -3690848.648050 + Penalty 3366.812784 = -3687481.835266 nChanged 717 SP:Iteration 11Q (487.160000 sec): 3 clusters Score: Raw -3691258.700617 + Penalty 3366.812784 = -3687891.887833 nChanged 544 SP:Iteration 12Q (487.240000 sec): 3 clusters Score: Raw -3691534.224416 + Penalty 3366.812784 = -3688167.411632 nChanged 478 SP:Iteration 13Q (487.310000 sec): 3 clusters Score: Raw -3691770.479667 + Penalty 3366.812784 = -3688403.666883 nChanged 442 SP:Iteration 14Q (487.380000 sec): 3 clusters Score: Raw -3691978.427924 + Penalty 3366.812784 = -3688611.615140 nChanged 374 SP:Iteration 15Q (487.460000 sec): 3 clusters Score: Raw -3692148.025128 + Penalty 3366.812784 = -3688781.212344 nChanged 356 SP:Iteration 16Q (487.520000 sec): 3 clusters Score: Raw -3692312.715266 + Penalty 3366.812784 = -3688945.902482 nChanged 324 SP:Iteration 17Q (487.590000 sec): 3 clusters Score: Raw -3692461.817338 + Penalty 3366.812784 = -3689095.004554 nChanged 274 SP:Iteration 18Q (487.660000 sec): 3 clusters Score: Raw -3692582.677696 + Penalty 3366.812784 = -3689215.864912 nChanged 254 SP:Iteration 19Q (487.730000 sec): 3 clusters Score: Raw -3692694.433605 + Penalty 3366.812784 = -3689327.620821 nChanged 213 SP:Iteration 20F (487.810000 sec): 3 clusters Score: Raw -3692783.398997 + Penalty 3366.812784 = -3689416.586213 nChanged 187 SP:Iteration 21Q (487.870000 sec): 3 clusters Score: Raw -3692849.866390 + Penalty 3366.812784 = -3689483.053606 nChanged 146 SP:Iteration 22Q (487.940000 sec): 3 clusters Score: Raw -3692902.452453 + Penalty 3366.812784 = -3689535.639669 nChanged 138 SP:Iteration 23Q (488.000000 sec): 3 clusters Score: Raw -3692957.810345 + Penalty 3366.812784 = -3689590.997561 nChanged 120 SP:Iteration 24Q (488.060000 sec): 3 clusters Score: Raw -3693006.415646 + Penalty 3366.812784 = -3689639.602862 nChanged 105 SP:Iteration 25Q (488.120000 sec): 3 clusters Score: Raw -3693040.288542 + Penalty 3366.812784 = -3689673.475758 nChanged 76 SP:Iteration 26Q (488.190000 sec): 3 clusters Score: Raw -3693062.080281 + Penalty 3366.812784 = -3689695.267497 nChanged 64 SP:Iteration 27Q (488.250000 sec): 3 clusters Score: Raw -3693081.724268 + Penalty 3366.812784 = -3689714.911484 nChanged 57 SP:Iteration 28Q (488.320000 sec): 3 clusters Score: Raw -3693101.504410 + Penalty 3366.812784 = -3689734.691626 nChanged 55 SP:Iteration 29Q (488.380000 sec): 3 clusters Score: Raw -3693116.727576 + Penalty 3366.812784 = -3689749.914792 nChanged 40 SP:Iteration 30Q (488.440000 sec): 3 clusters Score: Raw -3693129.630726 + Penalty 3366.812784 = -3689762.817942 nChanged 37 SP:Iteration 31Q (488.500000 sec): 3 clusters Score: Raw -3693139.672603 + Penalty 3366.812784 = -3689772.859819 nChanged 24 SP:Iteration 32Q (488.560000 sec): 3 clusters Score: Raw -3693147.047514 + Penalty 3366.812784 = -3689780.234731 nChanged 28 SP:Iteration 33Q (488.630000 sec): 3 clusters Score: Raw -3693153.844634 + Penalty 3366.812784 = -3689787.031850 nChanged 18 SP:Iteration 34Q (488.690000 sec): 3 clusters Score: Raw -3693158.765521 + Penalty 3366.812784 = -3689791.952737 nChanged 17 SP:Iteration 35Q (488.750000 sec): 3 clusters Score: Raw -3693164.271911 + Penalty 3366.812784 = -3689797.459127 nChanged 24 SP:Iteration 36Q (488.810000 sec): 3 clusters Score: Raw -3693170.686926 + Penalty 3366.812784 = -3689803.874142 nChanged 25 SP:Iteration 37Q (488.870000 sec): 3 clusters Score: Raw -3693179.948219 + Penalty 3366.812784 = -3689813.135435 nChanged 27 SP:Iteration 38Q (488.930000 sec): 3 clusters Score: Raw -3693189.497632 + Penalty 3366.812784 = -3689822.684848 nChanged 26 SP:Iteration 39Q (488.990000 sec): 3 clusters Score: Raw -3693197.323936 + Penalty 3366.812784 = -3689830.511152 nChanged 20 SP:Iteration 40F (489.080000 sec): 3 clusters Score: Raw -3693203.920555 + Penalty 3366.812784 = -3689837.107771 nChanged 17 SP:Iteration 41Q (489.140000 sec): 3 clusters Score: Raw -3693207.586078 + Penalty 3366.812784 = -3689840.773294 nChanged 12 SP:Iteration 42Q (489.200000 sec): 3 clusters Score: Raw -3693210.655919 + Penalty 3366.812784 = -3689843.843135 nChanged 6 SP:Iteration 43Q (489.260000 sec): 3 clusters Score: Raw -3693211.845547 + Penalty 3366.812784 = -3689845.032763 nChanged 5 SP:Iteration 44Q (489.320000 sec): 3 clusters Score: Raw -3693213.201826 + Penalty 3366.812784 = -3689846.389042 nChanged 7 SP:Iteration 45Q (489.380000 sec): 3 clusters Score: Raw -3693215.081104 + Penalty 3366.812784 = -3689848.268320 nChanged 5 SP:Iteration 46Q (489.430000 sec): 3 clusters Score: Raw -3693216.701164 + Penalty 3366.812784 = -3689849.888380 nChanged 8 SP:Iteration 47Q (489.490000 sec): 3 clusters Score: Raw -3693219.422686 + Penalty 3366.812784 = -3689852.609902 nChanged 11 SP:Iteration 48Q (489.550000 sec): 3 clusters Score: Raw -3693223.021173 + Penalty 3366.812784 = -3689856.208389 nChanged 15 SP:Iteration 49Q (489.610000 sec): 3 clusters Score: Raw -3693226.293688 + Penalty 3366.812784 = -3689859.480905 nChanged 6 SP:Iteration 50Q (489.670000 sec): 3 clusters Score: Raw -3693227.352143 + Penalty 3366.812784 = -3689860.539359 nChanged 2 SP:Iteration 51Q (489.730000 sec): 3 clusters Score: Raw -3693228.365567 + Penalty 3366.812784 = -3689861.552783 nChanged 3 SP:Iteration 52Q (489.790000 sec): 3 clusters Score: Raw -3693229.525493 + Penalty 3366.812784 = -3689862.712709 nChanged 7 SP:Iteration 53Q (489.850000 sec): 3 clusters Score: Raw -3693231.624025 + Penalty 3366.812784 = -3689864.811241 nChanged 4 SP:Iteration 54Q (489.910000 sec): 3 clusters Score: Raw -3693232.684210 + Penalty 3366.812784 = -3689865.871426 nChanged 1 SP:Iteration 55Q (489.970000 sec): 3 clusters Score: Raw -3693232.988590 + Penalty 3366.812784 = -3689866.175806 nChanged 4 SP:Iteration 56Q (490.030000 sec): 3 clusters Score: Raw -3693233.678658 + Penalty 3366.812784 = -3689866.865874 nChanged 0 SP:Iteration 57F (490.110000 sec): 3 clusters Score: Raw -3693233.678658 + Penalty 3366.812784 = -3689866.865874 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 2 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.140000 sec): 2 clusters Score: Raw -98010.583488 + Penalty 1098.001513 = -96912.581975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.140000 sec): 3 clusters Score: Raw -97749.722192 + Penalty 2196.003027 = -95553.719166 nChanged 220 SP:Iteration 1F (490.140000 sec): 3 clusters Score: Raw -97959.193451 + Penalty 2196.003027 = -95763.190424 nChanged 65 SP:Iteration 2F (490.140000 sec): 3 clusters Score: Raw -98029.480694 + Penalty 2196.003027 = -95833.477668 nChanged 40 SP:Iteration 3Q (490.150000 sec): 3 clusters Score: Raw -98069.969294 + Penalty 2196.003027 = -95873.966268 nChanged 12 SP:Iteration 4Q (490.150000 sec): 3 clusters Score: Raw -98079.257721 + Penalty 2196.003027 = -95883.254695 nChanged 4 SP:Iteration 5Q (490.150000 sec): 3 clusters Score: Raw -98082.519700 + Penalty 2196.003027 = -95886.516673 nChanged 1 SP:Iteration 6Q (490.150000 sec): 3 clusters Score: Raw -98083.201166 + Penalty 2196.003027 = -95887.198140 nChanged 0 SP:Iteration 7F (490.160000 sec): 3 clusters Score: Raw -98083.201166 + Penalty 2196.003027 = -95887.198140 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (41137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.290000 sec): 2 clusters Score: Raw -4814959.603248 + Penalty 1726.507776 = -4813233.095472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.400000 sec): 3 clusters Score: Raw -4789165.422546 + Penalty 3453.015553 = -4785712.406993 nChanged 19102 SP:Iteration 1F (490.510000 sec): 3 clusters Score: Raw -4799824.882544 + Penalty 3453.015553 = -4796371.866991 nChanged 1502 SP:Iteration 2Q (490.620000 sec): 3 clusters Score: Raw -4800220.330574 + Penalty 3453.015553 = -4796767.315021 nChanged 1449 SP:Iteration 3Q (490.730000 sec): 3 clusters Score: Raw -4800625.189351 + Penalty 3453.015553 = -4797172.173799 nChanged 1475 SP:Iteration 4Q (490.840000 sec): 3 clusters Score: Raw -4801110.284258 + Penalty 3453.015553 = -4797657.268705 nChanged 1635 SP:Iteration 5Q (490.950000 sec): 3 clusters Score: Raw -4801746.751391 + Penalty 3453.015553 = -4798293.735839 nChanged 1808 SP:Iteration 6Q (491.060000 sec): 3 clusters Score: Raw -4802664.386092 + Penalty 3453.015553 = -4799211.370539 nChanged 2114 SP:Iteration 7F (491.160000 sec): 3 clusters Score: Raw -4804016.557016 + Penalty 3453.015553 = -4800563.541463 nChanged 2323 SP:Iteration 8F (491.270000 sec): 3 clusters Score: Raw -4805898.633977 + Penalty 3453.015553 = -4802445.618424 nChanged 2429 SP:Iteration 9F (491.380000 sec): 3 clusters Score: Raw -4808051.510999 + Penalty 3453.015553 = -4804598.495446 nChanged 2336 SP:Iteration 10F (491.480000 sec): 3 clusters Score: Raw -4810176.987126 + Penalty 3453.015553 = -4806723.971574 nChanged 1887 SP:Iteration 11Q (491.580000 sec): 3 clusters Score: Raw -4811794.689714 + Penalty 3453.015553 = -4808341.674161 nChanged 1445 SP:Iteration 12Q (491.680000 sec): 3 clusters Score: Raw -4812866.685907 + Penalty 3453.015553 = -4809413.670354 nChanged 1032 SP:Iteration 13Q (491.770000 sec): 3 clusters Score: Raw -4813556.789861 + Penalty 3453.015553 = -4810103.774308 nChanged 787 SP:Iteration 14Q (491.860000 sec): 3 clusters Score: Raw -4814003.670683 + Penalty 3453.015553 = -4810550.655131 nChanged 634 SP:Iteration 15Q (491.950000 sec): 3 clusters Score: Raw -4814317.138400 + Penalty 3453.015553 = -4810864.122848 nChanged 512 SP:Iteration 16Q (492.040000 sec): 3 clusters Score: Raw -4814547.561907 + Penalty 3453.015553 = -4811094.546354 nChanged 421 SP:Iteration 17Q (492.120000 sec): 3 clusters Score: Raw -4814715.124632 + Penalty 3453.015553 = -4811262.109079 nChanged 345 SP:Iteration 18Q (492.210000 sec): 3 clusters Score: Raw -4814848.329391 + Penalty 3453.015553 = -4811395.313839 nChanged 298 SP:Iteration 19Q (492.290000 sec): 3 clusters Score: Raw -4814955.183239 + Penalty 3453.015553 = -4811502.167686 nChanged 231 SP:Iteration 20F (492.400000 sec): 3 clusters Score: Raw -4815032.096557 + Penalty 3453.015553 = -4811579.081004 nChanged 184 SP:Iteration 21Q (492.480000 sec): 3 clusters Score: Raw -4815089.022391 + Penalty 3453.015553 = -4811636.006838 nChanged 160 SP:Iteration 22Q (492.560000 sec): 3 clusters Score: Raw -4815137.640939 + Penalty 3453.015553 = -4811684.625387 nChanged 129 SP:Iteration 23Q (492.650000 sec): 3 clusters Score: Raw -4815180.588717 + Penalty 3453.015553 = -4811727.573164 nChanged 126 SP:Iteration 24Q (492.730000 sec): 3 clusters Score: Raw -4815222.960146 + Penalty 3453.015553 = -4811769.944594 nChanged 112 SP:Iteration 25Q (492.820000 sec): 3 clusters Score: Raw -4815256.858181 + Penalty 3453.015553 = -4811803.842628 nChanged 88 SP:Iteration 26Q (492.900000 sec): 3 clusters Score: Raw -4815277.680633 + Penalty 3453.015553 = -4811824.665080 nChanged 63 SP:Iteration 27Q (492.980000 sec): 3 clusters Score: Raw -4815294.966199 + Penalty 3453.015553 = -4811841.950647 nChanged 61 SP:Iteration 28Q (493.070000 sec): 3 clusters Score: Raw -4815311.184363 + Penalty 3453.015553 = -4811858.168810 nChanged 55 SP:Iteration 29Q (493.150000 sec): 3 clusters Score: Raw -4815324.981877 + Penalty 3453.015553 = -4811871.966325 nChanged 53 SP:Iteration 30Q (493.230000 sec): 3 clusters Score: Raw -4815336.821912 + Penalty 3453.015553 = -4811883.806359 nChanged 37 SP:Iteration 31Q (493.310000 sec): 3 clusters Score: Raw -4815344.964778 + Penalty 3453.015553 = -4811891.949225 nChanged 26 SP:Iteration 32Q (493.390000 sec): 3 clusters Score: Raw -4815350.022564 + Penalty 3453.015553 = -4811897.007011 nChanged 27 SP:Iteration 33Q (493.470000 sec): 3 clusters Score: Raw -4815355.808227 + Penalty 3453.015553 = -4811902.792674 nChanged 22 SP:Iteration 34Q (493.560000 sec): 3 clusters Score: Raw -4815360.865754 + Penalty 3453.015553 = -4811907.850202 nChanged 24 SP:Iteration 35Q (493.640000 sec): 3 clusters Score: Raw -4815367.012150 + Penalty 3453.015553 = -4811913.996597 nChanged 23 SP:Iteration 36Q (493.720000 sec): 3 clusters Score: Raw -4815372.349804 + Penalty 3453.015553 = -4811919.334251 nChanged 19 SP:Iteration 37Q (493.800000 sec): 3 clusters Score: Raw -4815376.323071 + Penalty 3453.015553 = -4811923.307518 nChanged 22 SP:Iteration 38Q (493.880000 sec): 3 clusters Score: Raw -4815381.029533 + Penalty 3453.015553 = -4811928.013981 nChanged 14 SP:Iteration 39Q (493.960000 sec): 3 clusters Score: Raw -4815383.802600 + Penalty 3453.015553 = -4811930.787047 nChanged 14 SP:Iteration 40F (494.070000 sec): 3 clusters Score: Raw -4815387.306796 + Penalty 3453.015553 = -4811934.291244 nChanged 14 SP:Iteration 41Q (494.150000 sec): 3 clusters Score: Raw -4815389.919912 + Penalty 3453.015553 = -4811936.904360 nChanged 12 SP:Iteration 42Q (494.230000 sec): 3 clusters Score: Raw -4815391.987328 + Penalty 3453.015553 = -4811938.971776 nChanged 11 SP:Iteration 43Q (494.320000 sec): 3 clusters Score: Raw -4815394.587444 + Penalty 3453.015553 = -4811941.571892 nChanged 14 SP:Iteration 44Q (494.400000 sec): 3 clusters Score: Raw -4815398.128439 + Penalty 3453.015553 = -4811945.112887 nChanged 12 SP:Iteration 45Q (494.480000 sec): 3 clusters Score: Raw -4815401.238404 + Penalty 3453.015553 = -4811948.222851 nChanged 16 SP:Iteration 46Q (494.560000 sec): 3 clusters Score: Raw -4815404.318041 + Penalty 3453.015553 = -4811951.302488 nChanged 10 SP:Iteration 47Q (494.640000 sec): 3 clusters Score: Raw -4815406.382521 + Penalty 3453.015553 = -4811953.366968 nChanged 12 SP:Iteration 48Q (494.720000 sec): 3 clusters Score: Raw -4815408.867806 + Penalty 3453.015553 = -4811955.852253 nChanged 8 SP:Iteration 49Q (494.790000 sec): 3 clusters Score: Raw -4815410.946290 + Penalty 3453.015553 = -4811957.930738 nChanged 14 SP:Iteration 50Q (494.870000 sec): 3 clusters Score: Raw -4815415.402428 + Penalty 3453.015553 = -4811962.386876 nChanged 20 SP:Iteration 51Q (494.950000 sec): 3 clusters Score: Raw -4815422.192208 + Penalty 3453.015553 = -4811969.176655 nChanged 15 SP:Iteration 52Q (495.040000 sec): 3 clusters Score: Raw -4815426.944052 + Penalty 3453.015553 = -4811973.928499 nChanged 18 SP:Iteration 53Q (495.120000 sec): 3 clusters Score: Raw -4815431.125366 + Penalty 3453.015553 = -4811978.109814 nChanged 15 SP:Iteration 54Q (495.190000 sec): 3 clusters Score: Raw -4815434.339013 + Penalty 3453.015553 = -4811981.323460 nChanged 10 SP:Iteration 55Q (495.270000 sec): 3 clusters Score: Raw -4815436.791782 + Penalty 3453.015553 = -4811983.776229 nChanged 13 SP:Iteration 56Q (495.350000 sec): 3 clusters Score: Raw -4815440.141306 + Penalty 3453.015553 = -4811987.125754 nChanged 13 SP:Iteration 57Q (495.430000 sec): 3 clusters Score: Raw -4815442.439897 + Penalty 3453.015553 = -4811989.424345 nChanged 6 SP:Iteration 58Q (495.510000 sec): 3 clusters Score: Raw -4815444.461772 + Penalty 3453.015553 = -4811991.446220 nChanged 11 SP:Iteration 59Q (495.590000 sec): 3 clusters Score: Raw -4815447.191678 + Penalty 3453.015553 = -4811994.176126 nChanged 11 SP:Iteration 60F (495.690000 sec): 3 clusters Score: Raw -4815449.614973 + Penalty 3453.015553 = -4811996.599420 nChanged 6 SP:Iteration 61Q (495.770000 sec): 3 clusters Score: Raw -4815451.349145 + Penalty 3453.015553 = -4811998.333592 nChanged 8 SP:Iteration 62Q (495.850000 sec): 3 clusters Score: Raw -4815453.198015 + Penalty 3453.015553 = -4812000.182462 nChanged 6 SP:Iteration 63Q (495.930000 sec): 3 clusters Score: Raw -4815454.565398 + Penalty 3453.015553 = -4812001.549845 nChanged 3 SP:Iteration 64Q (496.010000 sec): 3 clusters Score: Raw -4815455.038433 + Penalty 3453.015553 = -4812002.022881 nChanged 5 SP:Iteration 65Q (496.090000 sec): 3 clusters Score: Raw -4815455.859770 + Penalty 3453.015553 = -4812002.844217 nChanged 2 SP:Iteration 66Q (496.170000 sec): 3 clusters Score: Raw -4815456.446010 + Penalty 3453.015553 = -4812003.430457 nChanged 3 SP:Iteration 67Q (496.250000 sec): 3 clusters Score: Raw -4815456.968879 + Penalty 3453.015553 = -4812003.953326 nChanged 4 SP:Iteration 68Q (496.340000 sec): 3 clusters Score: Raw -4815457.813844 + Penalty 3453.015553 = -4812004.798291 nChanged 4 SP:Iteration 69Q (496.420000 sec): 3 clusters Score: Raw -4815459.083852 + Penalty 3453.015553 = -4812006.068299 nChanged 2 SP:Iteration 70Q (496.500000 sec): 3 clusters Score: Raw -4815459.729157 + Penalty 3453.015553 = -4812006.713605 nChanged 5 SP:Iteration 71Q (496.580000 sec): 3 clusters Score: Raw -4815460.691037 + Penalty 3453.015553 = -4812007.675485 nChanged 3 SP:Iteration 72Q (496.660000 sec): 3 clusters Score: Raw -4815461.312573 + Penalty 3453.015553 = -4812008.297021 nChanged 1 SP:Iteration 73Q (496.740000 sec): 3 clusters Score: Raw -4815461.531892 + Penalty 3453.015553 = -4812008.516339 nChanged 1 SP:Iteration 74Q (496.820000 sec): 3 clusters Score: Raw -4815461.663876 + Penalty 3453.015553 = -4812008.648323 nChanged 1 SP:Iteration 75Q (496.890000 sec): 3 clusters Score: Raw -4815461.901774 + Penalty 3453.015553 = -4812008.886221 nChanged 1 SP:Iteration 76Q (496.970000 sec): 3 clusters Score: Raw -4815462.122031 + Penalty 3453.015553 = -4812009.106478 nChanged 2 SP:Iteration 77Q (497.050000 sec): 3 clusters Score: Raw -4815462.398896 + Penalty 3453.015553 = -4812009.383343 nChanged 0 SP:Iteration 78F (497.160000 sec): 3 clusters Score: Raw -4815462.398896 + Penalty 3453.015553 = -4812009.383343 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.180000 sec): 2 clusters Score: Raw -104677.518733 + Penalty 1113.317551 = -103564.201182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.180000 sec): 3 clusters Score: Raw -104404.500582 + Penalty 2226.635101 = -102177.865481 nChanged 295 SP:Iteration 1F (497.180000 sec): 3 clusters Score: Raw -104673.757453 + Penalty 2226.635101 = -102447.122352 nChanged 65 SP:Iteration 2F (497.190000 sec): 3 clusters Score: Raw -104733.709133 + Penalty 2226.635101 = -102507.074031 nChanged 27 SP:Iteration 3Q (497.190000 sec): 3 clusters Score: Raw -104760.449495 + Penalty 2226.635101 = -102533.814393 nChanged 16 SP:Iteration 4Q (497.190000 sec): 3 clusters Score: Raw -104781.084660 + Penalty 2226.635101 = -102554.449559 nChanged 19 SP:Iteration 5Q (497.190000 sec): 3 clusters Score: Raw -104812.181071 + Penalty 2226.635101 = -102585.545969 nChanged 18 SP:Iteration 6Q (497.190000 sec): 3 clusters Score: Raw -104834.459202 + Penalty 2226.635101 = -102607.824100 nChanged 18 SP:Iteration 7Q (497.200000 sec): 3 clusters Score: Raw -104857.770689 + Penalty 2226.635101 = -102631.135588 nChanged 20 SP:Iteration 8Q (497.200000 sec): 3 clusters Score: Raw -104882.649455 + Penalty 2226.635101 = -102656.014353 nChanged 22 SP:Iteration 9Q (497.200000 sec): 3 clusters Score: Raw -104906.421753 + Penalty 2226.635101 = -102679.786651 nChanged 12 SP:Iteration 10Q (497.200000 sec): 3 clusters Score: Raw -104924.048218 + Penalty 2226.635101 = -102697.413117 nChanged 14 SP:Iteration 11Q (497.200000 sec): 3 clusters Score: Raw -104944.789853 + Penalty 2226.635101 = -102718.154751 nChanged 13 SP:Iteration 12Q (497.210000 sec): 3 clusters Score: Raw -104961.573535 + Penalty 2226.635101 = -102734.938434 nChanged 20 SP:Iteration 13Q (497.210000 sec): 3 clusters Score: Raw -104992.468659 + Penalty 2226.635101 = -102765.833557 nChanged 23 SP:Iteration 14Q (497.210000 sec): 3 clusters Score: Raw -105058.628938 + Penalty 2226.635101 = -102831.993837 nChanged 29 SP:Iteration 15Q (497.210000 sec): 3 clusters Score: Raw -105156.725750 + Penalty 2226.635101 = -102930.090649 nChanged 23 SP:Iteration 16Q (497.220000 sec): 3 clusters Score: Raw -105209.715106 + Penalty 2226.635101 = -102983.080005 nChanged 20 SP:Iteration 17Q (497.220000 sec): 3 clusters Score: Raw -105235.375370 + Penalty 2226.635101 = -103008.740269 nChanged 16 SP:Iteration 18Q (497.220000 sec): 3 clusters Score: Raw -105260.165432 + Penalty 2226.635101 = -103033.530331 nChanged 6 SP:Iteration 19Q (497.220000 sec): 3 clusters Score: Raw -105272.548193 + Penalty 2226.635101 = -103045.913091 nChanged 8 SP:Iteration 20F (497.220000 sec): 3 clusters Score: Raw -105292.869060 + Penalty 2226.635101 = -103066.233959 nChanged 8 SP:Iteration 21Q (497.220000 sec): 3 clusters Score: Raw -105308.930937 + Penalty 2226.635101 = -103082.295836 nChanged 12 SP:Iteration 22Q (497.230000 sec): 3 clusters Score: Raw -105344.619700 + Penalty 2226.635101 = -103117.984599 nChanged 9 SP:Iteration 23Q (497.230000 sec): 3 clusters Score: Raw -105367.111991 + Penalty 2226.635101 = -103140.476890 nChanged 4 SP:Iteration 24Q (497.230000 sec): 3 clusters Score: Raw -105372.116801 + Penalty 2226.635101 = -103145.481699 nChanged 3 SP:Iteration 25Q (497.230000 sec): 3 clusters Score: Raw -105375.850046 + Penalty 2226.635101 = -103149.214944 nChanged 6 SP:Iteration 26Q (497.240000 sec): 3 clusters Score: Raw -105382.398362 + Penalty 2226.635101 = -103155.763261 nChanged 2 SP:Iteration 27Q (497.240000 sec): 3 clusters Score: Raw -105385.351797 + Penalty 2226.635101 = -103158.716695 nChanged 2 SP:Iteration 28Q (497.240000 sec): 3 clusters Score: Raw -105387.362243 + Penalty 2226.635101 = -103160.727142 nChanged 0 SP:Iteration 29F (497.240000 sec): 3 clusters Score: Raw -105387.362243 + Penalty 2226.635101 = -103160.727142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.240000 sec): 2 clusters Score: Raw -7809.971054 + Penalty 697.199659 = -7112.771395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.240000 sec): 3 clusters Score: Raw -8063.279100 + Penalty 1394.399318 = -6668.879781 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 6 (39850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.380000 sec): 2 clusters Score: Raw -4666166.357027 + Penalty 1721.342624 = -4664445.014403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.480000 sec): 3 clusters Score: Raw -4641135.073486 + Penalty 3442.685247 = -4637692.388238 nChanged 18558 SP:Iteration 1F (497.580000 sec): 3 clusters Score: Raw -4651869.417725 + Penalty 3442.685247 = -4648426.732477 nChanged 1852 SP:Iteration 2Q (497.690000 sec): 3 clusters Score: Raw -4652616.834935 + Penalty 3442.685247 = -4649174.149688 nChanged 2150 SP:Iteration 3F (497.800000 sec): 3 clusters Score: Raw -4653806.952040 + Penalty 3442.685247 = -4650364.266793 nChanged 2645 SP:Iteration 4F (497.900000 sec): 3 clusters Score: Raw -4655561.718428 + Penalty 3442.685247 = -4652119.033181 nChanged 2945 SP:Iteration 5F (498.010000 sec): 3 clusters Score: Raw -4657887.399579 + Penalty 3442.685247 = -4654444.714332 nChanged 2958 SP:Iteration 6F (498.110000 sec): 3 clusters Score: Raw -4660523.760800 + Penalty 3442.685247 = -4657081.075553 nChanged 2471 SP:Iteration 7F (498.210000 sec): 3 clusters Score: Raw -4662622.809968 + Penalty 3442.685247 = -4659180.124721 nChanged 1751 SP:Iteration 8Q (498.310000 sec): 3 clusters Score: Raw -4663815.258246 + Penalty 3442.685247 = -4660372.572999 nChanged 1105 SP:Iteration 9Q (498.410000 sec): 3 clusters Score: Raw -4664377.030351 + Penalty 3442.685247 = -4660934.345103 nChanged 778 SP:Iteration 10Q (498.510000 sec): 3 clusters Score: Raw -4664758.873354 + Penalty 3442.685247 = -4661316.188107 nChanged 624 SP:Iteration 11Q (498.600000 sec): 3 clusters Score: Raw -4665037.153543 + Penalty 3442.685247 = -4661594.468296 nChanged 535 SP:Iteration 12Q (498.690000 sec): 3 clusters Score: Raw -4665256.782029 + Penalty 3442.685247 = -4661814.096781 nChanged 469 SP:Iteration 13Q (498.790000 sec): 3 clusters Score: Raw -4665451.951304 + Penalty 3442.685247 = -4662009.266056 nChanged 438 SP:Iteration 14Q (498.870000 sec): 3 clusters Score: Raw -4665632.335209 + Penalty 3442.685247 = -4662189.649962 nChanged 409 SP:Iteration 15Q (498.960000 sec): 3 clusters Score: Raw -4665808.892079 + Penalty 3442.685247 = -4662366.206832 nChanged 369 SP:Iteration 16Q (499.050000 sec): 3 clusters Score: Raw -4665961.456065 + Penalty 3442.685247 = -4662518.770817 nChanged 309 SP:Iteration 17Q (499.130000 sec): 3 clusters Score: Raw -4666080.981556 + Penalty 3442.685247 = -4662638.296308 nChanged 286 SP:Iteration 18Q (499.220000 sec): 3 clusters Score: Raw -4666194.868430 + Penalty 3442.685247 = -4662752.183183 nChanged 257 SP:Iteration 19Q (499.300000 sec): 3 clusters Score: Raw -4666308.601217 + Penalty 3442.685247 = -4662865.915970 nChanged 239 SP:Iteration 20F (499.400000 sec): 3 clusters Score: Raw -4666412.238312 + Penalty 3442.685247 = -4662969.553065 nChanged 216 SP:Iteration 21Q (499.490000 sec): 3 clusters Score: Raw -4666493.375888 + Penalty 3442.685247 = -4663050.690641 nChanged 188 SP:Iteration 22Q (499.570000 sec): 3 clusters Score: Raw -4666552.376606 + Penalty 3442.685247 = -4663109.691359 nChanged 155 SP:Iteration 23Q (499.650000 sec): 3 clusters Score: Raw -4666605.999089 + Penalty 3442.685247 = -4663163.313842 nChanged 146 SP:Iteration 24Q (499.730000 sec): 3 clusters Score: Raw -4666655.410314 + Penalty 3442.685247 = -4663212.725067 nChanged 127 SP:Iteration 25Q (499.810000 sec): 3 clusters Score: Raw -4666693.165877 + Penalty 3442.685247 = -4663250.480629 nChanged 101 SP:Iteration 26Q (499.890000 sec): 3 clusters Score: Raw -4666720.671743 + Penalty 3442.685247 = -4663277.986496 nChanged 77 SP:Iteration 27Q (499.970000 sec): 3 clusters Score: Raw -4666739.585574 + Penalty 3442.685247 = -4663296.900327 nChanged 72 SP:Iteration 28Q (500.050000 sec): 3 clusters Score: Raw -4666758.892126 + Penalty 3442.685247 = -4663316.206878 nChanged 70 SP:Iteration 29Q (500.130000 sec): 3 clusters Score: Raw -4666776.424463 + Penalty 3442.685247 = -4663333.739215 nChanged 49 SP:Iteration 30Q (500.210000 sec): 3 clusters Score: Raw -4666786.850025 + Penalty 3442.685247 = -4663344.164778 nChanged 29 SP:Iteration 31Q (500.290000 sec): 3 clusters Score: Raw -4666793.305076 + Penalty 3442.685247 = -4663350.619829 nChanged 36 SP:Iteration 32Q (500.360000 sec): 3 clusters Score: Raw -4666802.771467 + Penalty 3442.685247 = -4663360.086220 nChanged 34 SP:Iteration 33Q (500.440000 sec): 3 clusters Score: Raw -4666812.751217 + Penalty 3442.685247 = -4663370.065970 nChanged 38 SP:Iteration 34Q (500.520000 sec): 3 clusters Score: Raw -4666823.708124 + Penalty 3442.685247 = -4663381.022876 nChanged 38 SP:Iteration 35Q (500.590000 sec): 3 clusters Score: Raw -4666831.572257 + Penalty 3442.685247 = -4663388.887010 nChanged 28 SP:Iteration 36Q (500.670000 sec): 3 clusters Score: Raw -4666838.533999 + Penalty 3442.685247 = -4663395.848752 nChanged 28 SP:Iteration 37Q (500.750000 sec): 3 clusters Score: Raw -4666845.968484 + Penalty 3442.685247 = -4663403.283237 nChanged 36 SP:Iteration 38Q (500.820000 sec): 3 clusters Score: Raw -4666854.789671 + Penalty 3442.685247 = -4663412.104424 nChanged 30 SP:Iteration 39Q (500.900000 sec): 3 clusters Score: Raw -4666864.262644 + Penalty 3442.685247 = -4663421.577396 nChanged 34 SP:Iteration 40F (501.000000 sec): 3 clusters Score: Raw -4666871.282209 + Penalty 3442.685247 = -4663428.596962 nChanged 22 SP:Iteration 41Q (501.080000 sec): 3 clusters Score: Raw -4666877.003779 + Penalty 3442.685247 = -4663434.318531 nChanged 26 SP:Iteration 42Q (501.160000 sec): 3 clusters Score: Raw -4666882.737906 + Penalty 3442.685247 = -4663440.052659 nChanged 24 SP:Iteration 43Q (501.240000 sec): 3 clusters Score: Raw -4666887.943421 + Penalty 3442.685247 = -4663445.258174 nChanged 17 SP:Iteration 44Q (501.310000 sec): 3 clusters Score: Raw -4666891.699032 + Penalty 3442.685247 = -4663449.013785 nChanged 14 SP:Iteration 45Q (501.390000 sec): 3 clusters Score: Raw -4666895.282299 + Penalty 3442.685247 = -4663452.597052 nChanged 17 SP:Iteration 46Q (501.470000 sec): 3 clusters Score: Raw -4666899.975750 + Penalty 3442.685247 = -4663457.290503 nChanged 14 SP:Iteration 47Q (501.550000 sec): 3 clusters Score: Raw -4666904.456491 + Penalty 3442.685247 = -4663461.771244 nChanged 13 SP:Iteration 48Q (501.620000 sec): 3 clusters Score: Raw -4666907.122007 + Penalty 3442.685247 = -4663464.436760 nChanged 5 SP:Iteration 49Q (501.700000 sec): 3 clusters Score: Raw -4666908.204409 + Penalty 3442.685247 = -4663465.519162 nChanged 5 SP:Iteration 50Q (501.770000 sec): 3 clusters Score: Raw -4666908.913684 + Penalty 3442.685247 = -4663466.228437 nChanged 5 SP:Iteration 51Q (501.850000 sec): 3 clusters Score: Raw -4666909.799373 + Penalty 3442.685247 = -4663467.114126 nChanged 2 SP:Iteration 52Q (501.930000 sec): 3 clusters Score: Raw -4666910.235557 + Penalty 3442.685247 = -4663467.550310 nChanged 0 SP:Iteration 53F (502.030000 sec): 3 clusters Score: Raw -4666910.235557 + Penalty 3442.685247 = -4663467.550310 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.060000 sec): 2 clusters Score: Raw -191488.971845 + Penalty 1191.616240 = -190297.355606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.060000 sec): 3 clusters Score: Raw -190909.716676 + Penalty 2383.232480 = -188526.484196 nChanged 486 SP:Iteration 1F (502.070000 sec): 3 clusters Score: Raw -191231.186206 + Penalty 2383.232480 = -188847.953726 nChanged 87 SP:Iteration 2F (502.070000 sec): 3 clusters Score: Raw -191292.348535 + Penalty 2383.232480 = -188909.116055 nChanged 48 SP:Iteration 3Q (502.070000 sec): 3 clusters Score: Raw -191323.981314 + Penalty 2383.232480 = -188940.748835 nChanged 33 SP:Iteration 4Q (502.080000 sec): 3 clusters Score: Raw -191342.471269 + Penalty 2383.232480 = -188959.238790 nChanged 16 SP:Iteration 5Q (502.080000 sec): 3 clusters Score: Raw -191351.528838 + Penalty 2383.232480 = -188968.296358 nChanged 14 SP:Iteration 6Q (502.090000 sec): 3 clusters Score: Raw -191359.398078 + Penalty 2383.232480 = -188976.165598 nChanged 3 SP:Iteration 7Q (502.090000 sec): 3 clusters Score: Raw -191360.736740 + Penalty 2383.232480 = -188977.504260 nChanged 4 SP:Iteration 8Q (502.090000 sec): 3 clusters Score: Raw -191362.661337 + Penalty 2383.232480 = -188979.428857 nChanged 1 SP:Iteration 9Q (502.090000 sec): 3 clusters Score: Raw -191363.400994 + Penalty 2383.232480 = -188980.168514 nChanged 2 SP:Iteration 10Q (502.100000 sec): 3 clusters Score: Raw -191364.789341 + Penalty 2383.232480 = -188981.556861 nChanged 1 SP:Iteration 11Q (502.100000 sec): 3 clusters Score: Raw -191364.904101 + Penalty 2383.232480 = -188981.671622 nChanged 0 SP:Iteration 12F (502.110000 sec): 3 clusters Score: Raw -191364.904101 + Penalty 2383.232480 = -188981.671622 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.110000 sec): 2 clusters Score: Raw -47687.573320 + Penalty 998.778504 = -46688.794815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.110000 sec): 3 clusters Score: Raw -47671.525276 + Penalty 1997.557009 = -45673.968267 nChanged 117 SP:Iteration 1F (502.110000 sec): 3 clusters Score: Raw -48002.102270 + Penalty 1997.557009 = -46004.545261 nChanged 38 SP:Iteration 2F (502.110000 sec): 3 clusters Score: Raw -48217.916142 + Penalty 1997.557009 = -46220.359133 nChanged 38 SP:Iteration 3F (502.110000 sec): 3 clusters Score: Raw -48333.305367 + Penalty 1997.557009 = -46335.748358 nChanged 29 SP:Iteration 4F (502.110000 sec): 3 clusters Score: Raw -48394.478134 + Penalty 1997.557009 = -46396.921125 nChanged 12 SP:Iteration 5Q (502.110000 sec): 3 clusters Score: Raw -48426.006502 + Penalty 1997.557009 = -46428.449494 nChanged 11 SP:Iteration 6Q (502.120000 sec): 3 clusters Score: Raw -48480.901030 + Penalty 1997.557009 = -46483.344021 nChanged 12 SP:Iteration 7Q (502.120000 sec): 3 clusters Score: Raw -48530.780178 + Penalty 1997.557009 = -46533.223170 nChanged 6 SP:Iteration 8Q (502.120000 sec): 3 clusters Score: Raw -48554.052395 + Penalty 1997.557009 = -46556.495387 nChanged 6 SP:Iteration 9Q (502.120000 sec): 3 clusters Score: Raw -48581.698819 + Penalty 1997.557009 = -46584.141810 nChanged 7 SP:Iteration 10Q (502.120000 sec): 3 clusters Score: Raw -48599.793325 + Penalty 1997.557009 = -46602.236316 nChanged 5 SP:Iteration 11Q (502.120000 sec): 3 clusters Score: Raw -48616.785747 + Penalty 1997.557009 = -46619.228738 nChanged 4 SP:Iteration 12Q (502.120000 sec): 3 clusters Score: Raw -48630.462998 + Penalty 1997.557009 = -46632.905989 nChanged 0 SP:Iteration 13F (502.120000 sec): 3 clusters Score: Raw -48630.462998 + Penalty 1997.557009 = -46632.905989 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 9 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.130000 sec): 2 clusters Score: Raw -310254.066081 + Penalty 1283.189814 = -308970.876267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.140000 sec): 3 clusters Score: Raw -309011.502537 + Penalty 2566.379628 = -306445.122909 nChanged 980 SP:Iteration 1F (502.150000 sec): 3 clusters Score: Raw -309549.335489 + Penalty 2566.379628 = -306982.955861 nChanged 189 SP:Iteration 2F (502.150000 sec): 3 clusters Score: Raw -309663.609161 + Penalty 2566.379628 = -307097.229533 nChanged 136 SP:Iteration 3F (502.160000 sec): 3 clusters Score: Raw -309734.181194 + Penalty 2566.379628 = -307167.801565 nChanged 80 SP:Iteration 4Q (502.170000 sec): 3 clusters Score: Raw -309777.758670 + Penalty 2566.379628 = -307211.379042 nChanged 70 SP:Iteration 5Q (502.170000 sec): 3 clusters Score: Raw -309823.471496 + Penalty 2566.379628 = -307257.091868 nChanged 73 SP:Iteration 6Q (502.180000 sec): 3 clusters Score: Raw -309865.560998 + Penalty 2566.379628 = -307299.181370 nChanged 51 SP:Iteration 7Q (502.180000 sec): 3 clusters Score: Raw -309897.495962 + Penalty 2566.379628 = -307331.116334 nChanged 50 SP:Iteration 8Q (502.190000 sec): 3 clusters Score: Raw -309929.318605 + Penalty 2566.379628 = -307362.938977 nChanged 49 SP:Iteration 9Q (502.200000 sec): 3 clusters Score: Raw -309952.144116 + Penalty 2566.379628 = -307385.764488 nChanged 38 SP:Iteration 10Q (502.200000 sec): 3 clusters Score: Raw -309976.550926 + Penalty 2566.379628 = -307410.171298 nChanged 51 SP:Iteration 11Q (502.210000 sec): 3 clusters Score: Raw -310009.210493 + Penalty 2566.379628 = -307442.830865 nChanged 51 SP:Iteration 12Q (502.210000 sec): 3 clusters Score: Raw -310039.613532 + Penalty 2566.379628 = -307473.233904 nChanged 51 SP:Iteration 13Q (502.220000 sec): 3 clusters Score: Raw -310072.941422 + Penalty 2566.379628 = -307506.561794 nChanged 48 SP:Iteration 14Q (502.230000 sec): 3 clusters Score: Raw -310105.503436 + Penalty 2566.379628 = -307539.123808 nChanged 41 SP:Iteration 15Q (502.230000 sec): 3 clusters Score: Raw -310130.548124 + Penalty 2566.379628 = -307564.168496 nChanged 39 SP:Iteration 16Q (502.240000 sec): 3 clusters Score: Raw -310147.725383 + Penalty 2566.379628 = -307581.345755 nChanged 30 SP:Iteration 17Q (502.250000 sec): 3 clusters Score: Raw -310165.280608 + Penalty 2566.379628 = -307598.900980 nChanged 22 SP:Iteration 18Q (502.250000 sec): 3 clusters Score: Raw -310178.140489 + Penalty 2566.379628 = -307611.760861 nChanged 17 SP:Iteration 19Q (502.260000 sec): 3 clusters Score: Raw -310186.394062 + Penalty 2566.379628 = -307620.014434 nChanged 14 SP:Iteration 20F (502.270000 sec): 3 clusters Score: Raw -310193.889224 + Penalty 2566.379628 = -307627.509596 nChanged 19 SP:Iteration 21Q (502.270000 sec): 3 clusters Score: Raw -310202.399478 + Penalty 2566.379628 = -307636.019850 nChanged 12 SP:Iteration 22Q (502.280000 sec): 3 clusters Score: Raw -310209.893137 + Penalty 2566.379628 = -307643.513509 nChanged 17 SP:Iteration 23Q (502.290000 sec): 3 clusters Score: Raw -310221.719522 + Penalty 2566.379628 = -307655.339894 nChanged 12 SP:Iteration 24Q (502.290000 sec): 3 clusters Score: Raw -310229.004994 + Penalty 2566.379628 = -307662.625366 nChanged 18 SP:Iteration 25Q (502.300000 sec): 3 clusters Score: Raw -310239.544617 + Penalty 2566.379628 = -307673.164989 nChanged 18 SP:Iteration 26Q (502.300000 sec): 3 clusters Score: Raw -310248.827531 + Penalty 2566.379628 = -307682.447903 nChanged 16 SP:Iteration 27Q (502.310000 sec): 3 clusters Score: Raw -310258.178211 + Penalty 2566.379628 = -307691.798583 nChanged 13 SP:Iteration 28Q (502.310000 sec): 3 clusters Score: Raw -310264.635492 + Penalty 2566.379628 = -307698.255864 nChanged 12 SP:Iteration 29Q (502.320000 sec): 3 clusters Score: Raw -310270.819397 + Penalty 2566.379628 = -307704.439769 nChanged 12 SP:Iteration 30Q (502.330000 sec): 3 clusters Score: Raw -310277.472060 + Penalty 2566.379628 = -307711.092431 nChanged 5 SP:Iteration 31Q (502.330000 sec): 3 clusters Score: Raw -310282.532893 + Penalty 2566.379628 = -307716.153265 nChanged 13 SP:Iteration 32Q (502.340000 sec): 3 clusters Score: Raw -310292.807943 + Penalty 2566.379628 = -307726.428315 nChanged 16 SP:Iteration 33Q (502.350000 sec): 3 clusters Score: Raw -310301.907782 + Penalty 2566.379628 = -307735.528154 nChanged 12 SP:Iteration 34Q (502.350000 sec): 3 clusters Score: Raw -310308.582875 + Penalty 2566.379628 = -307742.203247 nChanged 8 SP:Iteration 35Q (502.360000 sec): 3 clusters Score: Raw -310315.949098 + Penalty 2566.379628 = -307749.569470 nChanged 8 SP:Iteration 36Q (502.360000 sec): 3 clusters Score: Raw -310321.057195 + Penalty 2566.379628 = -307754.677567 nChanged 11 SP:Iteration 37Q (502.370000 sec): 3 clusters Score: Raw -310327.155814 + Penalty 2566.379628 = -307760.776186 nChanged 2 SP:Iteration 38Q (502.370000 sec): 3 clusters Score: Raw -310330.207210 + Penalty 2566.379628 = -307763.827582 nChanged 4 SP:Iteration 39Q (502.380000 sec): 3 clusters Score: Raw -310333.041690 + Penalty 2566.379628 = -307766.662062 nChanged 4 SP:Iteration 40F (502.390000 sec): 3 clusters Score: Raw -310335.022323 + Penalty 2566.379628 = -307768.642695 nChanged 3 SP:Iteration 41Q (502.390000 sec): 3 clusters Score: Raw -310337.209331 + Penalty 2566.379628 = -307770.829703 nChanged 4 SP:Iteration 42Q (502.400000 sec): 3 clusters Score: Raw -310339.787228 + Penalty 2566.379628 = -307773.407600 nChanged 5 SP:Iteration 43Q (502.410000 sec): 3 clusters Score: Raw -310344.100385 + Penalty 2566.379628 = -307777.720757 nChanged 6 SP:Iteration 44Q (502.410000 sec): 3 clusters Score: Raw -310348.340319 + Penalty 2566.379628 = -307781.960691 nChanged 5 SP:Iteration 45Q (502.420000 sec): 3 clusters Score: Raw -310351.548850 + Penalty 2566.379628 = -307785.169222 nChanged 3 SP:Iteration 46Q (502.420000 sec): 3 clusters Score: Raw -310352.716391 + Penalty 2566.379628 = -307786.336763 nChanged 2 SP:Iteration 47Q (502.430000 sec): 3 clusters Score: Raw -310354.219845 + Penalty 2566.379628 = -307787.840217 nChanged 3 SP:Iteration 48Q (502.430000 sec): 3 clusters Score: Raw -310356.097551 + Penalty 2566.379628 = -307789.717923 nChanged 3 SP:Iteration 49Q (502.440000 sec): 3 clusters Score: Raw -310357.148927 + Penalty 2566.379628 = -307790.769299 nChanged 0 SP:Iteration 50F (502.450000 sec): 3 clusters Score: Raw -310357.148927 + Penalty 2566.379628 = -307790.769299 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 10 (61075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.650000 sec): 2 clusters Score: Raw -7104969.847350 + Penalty 1790.726908 = -7103179.120442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.810000 sec): 3 clusters Score: Raw -7065959.474875 + Penalty 3581.453816 = -7062378.021059 nChanged 28794 SP:Iteration 1F (502.970000 sec): 3 clusters Score: Raw -7082440.411586 + Penalty 3581.453816 = -7078858.957770 nChanged 2238 SP:Iteration 2Q (503.130000 sec): 3 clusters Score: Raw -7082962.770575 + Penalty 3581.453816 = -7079381.316759 nChanged 2097 SP:Iteration 3Q (503.290000 sec): 3 clusters Score: Raw -7083516.337084 + Penalty 3581.453816 = -7079934.883268 nChanged 2214 SP:Iteration 4Q (503.450000 sec): 3 clusters Score: Raw -7084180.461331 + Penalty 3581.453816 = -7080599.007515 nChanged 2377 SP:Iteration 5Q (503.620000 sec): 3 clusters Score: Raw -7085035.757497 + Penalty 3581.453816 = -7081454.303680 nChanged 2684 SP:Iteration 6Q (503.790000 sec): 3 clusters Score: Raw -7086277.664434 + Penalty 3581.453816 = -7082696.210618 nChanged 3199 SP:Iteration 7F (503.950000 sec): 3 clusters Score: Raw -7088172.005577 + Penalty 3581.453816 = -7084590.551760 nChanged 3463 SP:Iteration 8F (504.110000 sec): 3 clusters Score: Raw -7090628.387286 + Penalty 3581.453816 = -7087046.933470 nChanged 3513 SP:Iteration 9F (504.270000 sec): 3 clusters Score: Raw -7093364.464581 + Penalty 3581.453816 = -7089783.010765 nChanged 3133 SP:Iteration 10F (504.430000 sec): 3 clusters Score: Raw -7095800.927062 + Penalty 3581.453816 = -7092219.473245 nChanged 2570 SP:Iteration 11Q (504.590000 sec): 3 clusters Score: Raw -7097585.261046 + Penalty 3581.453816 = -7094003.807230 nChanged 1991 SP:Iteration 12Q (504.750000 sec): 3 clusters Score: Raw -7098846.494641 + Penalty 3581.453816 = -7095265.040825 nChanged 1473 SP:Iteration 13Q (504.890000 sec): 3 clusters Score: Raw -7099624.561923 + Penalty 3581.453816 = -7096043.108107 nChanged 1209 SP:Iteration 14Q (505.030000 sec): 3 clusters Score: Raw -7100265.266362 + Penalty 3581.453816 = -7096683.812546 nChanged 1072 SP:Iteration 15Q (505.170000 sec): 3 clusters Score: Raw -7100846.653299 + Penalty 3581.453816 = -7097265.199482 nChanged 978 SP:Iteration 16Q (505.310000 sec): 3 clusters Score: Raw -7101388.233456 + Penalty 3581.453816 = -7097806.779640 nChanged 898 SP:Iteration 17Q (505.450000 sec): 3 clusters Score: Raw -7101864.243336 + Penalty 3581.453816 = -7098282.789520 nChanged 788 SP:Iteration 18Q (505.580000 sec): 3 clusters Score: Raw -7102294.096303 + Penalty 3581.453816 = -7098712.642487 nChanged 713 SP:Iteration 19Q (505.720000 sec): 3 clusters Score: Raw -7102695.543356 + Penalty 3581.453816 = -7099114.089539 nChanged 663 SP:Iteration 20F (505.880000 sec): 3 clusters Score: Raw -7103088.794994 + Penalty 3581.453816 = -7099507.341178 nChanged 615 SP:Iteration 21Q (506.010000 sec): 3 clusters Score: Raw -7103457.247257 + Penalty 3581.453816 = -7099875.793441 nChanged 527 SP:Iteration 22Q (506.140000 sec): 3 clusters Score: Raw -7103768.177527 + Penalty 3581.453816 = -7100186.723710 nChanged 471 SP:Iteration 23Q (506.260000 sec): 3 clusters Score: Raw -7104037.291128 + Penalty 3581.453816 = -7100455.837312 nChanged 384 SP:Iteration 24Q (506.380000 sec): 3 clusters Score: Raw -7104255.486795 + Penalty 3581.453816 = -7100674.032979 nChanged 324 SP:Iteration 25Q (506.500000 sec): 3 clusters Score: Raw -7104442.908849 + Penalty 3581.453816 = -7100861.455033 nChanged 283 SP:Iteration 26Q (506.620000 sec): 3 clusters Score: Raw -7104612.169033 + Penalty 3581.453816 = -7101030.715217 nChanged 205 SP:Iteration 27Q (506.730000 sec): 3 clusters Score: Raw -7104741.749285 + Penalty 3581.453816 = -7101160.295469 nChanged 159 SP:Iteration 28Q (506.850000 sec): 3 clusters Score: Raw -7104828.943304 + Penalty 3581.453816 = -7101247.489488 nChanged 111 SP:Iteration 29Q (506.970000 sec): 3 clusters Score: Raw -7104897.857884 + Penalty 3581.453816 = -7101316.404067 nChanged 93 SP:Iteration 30Q (507.090000 sec): 3 clusters Score: Raw -7104953.751963 + Penalty 3581.453816 = -7101372.298146 nChanged 72 SP:Iteration 31Q (507.210000 sec): 3 clusters Score: Raw -7104992.816629 + Penalty 3581.453816 = -7101411.362813 nChanged 55 SP:Iteration 32Q (507.330000 sec): 3 clusters Score: Raw -7105023.734246 + Penalty 3581.453816 = -7101442.280430 nChanged 55 SP:Iteration 33Q (507.440000 sec): 3 clusters Score: Raw -7105060.561473 + Penalty 3581.453816 = -7101479.107656 nChanged 34 SP:Iteration 34Q (507.550000 sec): 3 clusters Score: Raw -7105083.743016 + Penalty 3581.453816 = -7101502.289200 nChanged 32 SP:Iteration 35Q (507.670000 sec): 3 clusters Score: Raw -7105103.542750 + Penalty 3581.453816 = -7101522.088934 nChanged 21 SP:Iteration 36Q (507.780000 sec): 3 clusters Score: Raw -7105115.067971 + Penalty 3581.453816 = -7101533.614154 nChanged 18 SP:Iteration 37Q (507.900000 sec): 3 clusters Score: Raw -7105123.108880 + Penalty 3581.453816 = -7101541.655063 nChanged 14 SP:Iteration 38Q (508.010000 sec): 3 clusters Score: Raw -7105132.964115 + Penalty 3581.453816 = -7101551.510299 nChanged 11 SP:Iteration 39Q (508.120000 sec): 3 clusters Score: Raw -7105139.930400 + Penalty 3581.453816 = -7101558.476584 nChanged 13 SP:Iteration 40F (508.280000 sec): 3 clusters Score: Raw -7105149.242649 + Penalty 3581.453816 = -7101567.788833 nChanged 7 SP:Iteration 41Q (508.390000 sec): 3 clusters Score: Raw -7105154.620212 + Penalty 3581.453816 = -7101573.166396 nChanged 11 SP:Iteration 42Q (508.500000 sec): 3 clusters Score: Raw -7105161.103269 + Penalty 3581.453816 = -7101579.649453 nChanged 6 SP:Iteration 43Q (508.620000 sec): 3 clusters Score: Raw -7105164.410120 + Penalty 3581.453816 = -7101582.956304 nChanged 5 SP:Iteration 44Q (508.730000 sec): 3 clusters Score: Raw -7105168.451801 + Penalty 3581.453816 = -7101586.997984 nChanged 4 SP:Iteration 45Q (508.850000 sec): 3 clusters Score: Raw -7105170.206339 + Penalty 3581.453816 = -7101588.752523 nChanged 1 SP:Iteration 46Q (508.960000 sec): 3 clusters Score: Raw -7105170.570111 + Penalty 3581.453816 = -7101589.116295 nChanged 0 SP:Iteration 47F (509.120000 sec): 3 clusters Score: Raw -7105170.570111 + Penalty 3581.453816 = -7101589.116295 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 11 (12828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.180000 sec): 2 clusters Score: Raw -1470296.998367 + Penalty 1537.150154 = -1468759.848213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.220000 sec): 3 clusters Score: Raw -1462862.071142 + Penalty 3074.300307 = -1459787.770834 nChanged 5606 SP:Iteration 1F (509.250000 sec): 3 clusters Score: Raw -1465827.977455 + Penalty 3074.300307 = -1462753.677148 nChanged 626 SP:Iteration 2Q (509.280000 sec): 3 clusters Score: Raw -1466041.700734 + Penalty 3074.300307 = -1462967.400427 nChanged 563 SP:Iteration 3Q (509.310000 sec): 3 clusters Score: Raw -1466227.587260 + Penalty 3074.300307 = -1463153.286952 nChanged 489 SP:Iteration 4Q (509.350000 sec): 3 clusters Score: Raw -1466390.686183 + Penalty 3074.300307 = -1463316.385876 nChanged 437 SP:Iteration 5Q (509.380000 sec): 3 clusters Score: Raw -1466541.259837 + Penalty 3074.300307 = -1463466.959529 nChanged 402 SP:Iteration 6Q (509.410000 sec): 3 clusters Score: Raw -1466693.389568 + Penalty 3074.300307 = -1463619.089261 nChanged 424 SP:Iteration 7Q (509.450000 sec): 3 clusters Score: Raw -1466860.193842 + Penalty 3074.300307 = -1463785.893534 nChanged 423 SP:Iteration 8Q (509.480000 sec): 3 clusters Score: Raw -1467047.585193 + Penalty 3074.300307 = -1463973.284885 nChanged 445 SP:Iteration 9Q (509.510000 sec): 3 clusters Score: Raw -1467268.623590 + Penalty 3074.300307 = -1464194.323283 nChanged 504 SP:Iteration 10Q (509.550000 sec): 3 clusters Score: Raw -1467538.176830 + Penalty 3074.300307 = -1464463.876522 nChanged 571 SP:Iteration 11Q (509.580000 sec): 3 clusters Score: Raw -1467894.156585 + Penalty 3074.300307 = -1464819.856278 nChanged 660 SP:Iteration 12F (509.610000 sec): 3 clusters Score: Raw -1468322.201877 + Penalty 3074.300307 = -1465247.901569 nChanged 634 SP:Iteration 13Q (509.650000 sec): 3 clusters Score: Raw -1468722.015945 + Penalty 3074.300307 = -1465647.715638 nChanged 555 SP:Iteration 14Q (509.680000 sec): 3 clusters Score: Raw -1469039.836451 + Penalty 3074.300307 = -1465965.536144 nChanged 431 SP:Iteration 15Q (509.710000 sec): 3 clusters Score: Raw -1469253.433787 + Penalty 3074.300307 = -1466179.133480 nChanged 366 SP:Iteration 16Q (509.740000 sec): 3 clusters Score: Raw -1469417.657233 + Penalty 3074.300307 = -1466343.356926 nChanged 263 SP:Iteration 17Q (509.770000 sec): 3 clusters Score: Raw -1469535.166340 + Penalty 3074.300307 = -1466460.866033 nChanged 249 SP:Iteration 18Q (509.810000 sec): 3 clusters Score: Raw -1469653.318754 + Penalty 3074.300307 = -1466579.018446 nChanged 237 SP:Iteration 19Q (509.840000 sec): 3 clusters Score: Raw -1469771.960987 + Penalty 3074.300307 = -1466697.660680 nChanged 236 SP:Iteration 20F (509.870000 sec): 3 clusters Score: Raw -1469898.689204 + Penalty 3074.300307 = -1466824.388897 nChanged 233 SP:Iteration 21Q (509.900000 sec): 3 clusters Score: Raw -1470042.535898 + Penalty 3074.300307 = -1466968.235591 nChanged 216 SP:Iteration 22Q (509.930000 sec): 3 clusters Score: Raw -1470171.932355 + Penalty 3074.300307 = -1467097.632047 nChanged 195 SP:Iteration 23Q (509.960000 sec): 3 clusters Score: Raw -1470291.375704 + Penalty 3074.300307 = -1467217.075396 nChanged 180 SP:Iteration 24Q (509.990000 sec): 3 clusters Score: Raw -1470405.621424 + Penalty 3074.300307 = -1467331.321117 nChanged 144 SP:Iteration 25Q (510.020000 sec): 3 clusters Score: Raw -1470477.713168 + Penalty 3074.300307 = -1467403.412861 nChanged 122 SP:Iteration 26Q (510.050000 sec): 3 clusters Score: Raw -1470530.101771 + Penalty 3074.300307 = -1467455.801463 nChanged 109 SP:Iteration 27Q (510.080000 sec): 3 clusters Score: Raw -1470573.068303 + Penalty 3074.300307 = -1467498.767996 nChanged 101 SP:Iteration 28Q (510.110000 sec): 3 clusters Score: Raw -1470615.046039 + Penalty 3074.300307 = -1467540.745731 nChanged 97 SP:Iteration 29Q (510.140000 sec): 3 clusters Score: Raw -1470647.816799 + Penalty 3074.300307 = -1467573.516492 nChanged 60 SP:Iteration 30Q (510.160000 sec): 3 clusters Score: Raw -1470666.104147 + Penalty 3074.300307 = -1467591.803839 nChanged 55 SP:Iteration 31Q (510.190000 sec): 3 clusters Score: Raw -1470681.143259 + Penalty 3074.300307 = -1467606.842952 nChanged 40 SP:Iteration 32Q (510.220000 sec): 3 clusters Score: Raw -1470691.965681 + Penalty 3074.300307 = -1467617.665374 nChanged 31 SP:Iteration 33Q (510.250000 sec): 3 clusters Score: Raw -1470698.502433 + Penalty 3074.300307 = -1467624.202126 nChanged 30 SP:Iteration 34Q (510.270000 sec): 3 clusters Score: Raw -1470704.665327 + Penalty 3074.300307 = -1467630.365019 nChanged 28 SP:Iteration 35Q (510.300000 sec): 3 clusters Score: Raw -1470709.917750 + Penalty 3074.300307 = -1467635.617443 nChanged 24 SP:Iteration 36Q (510.330000 sec): 3 clusters Score: Raw -1470714.621975 + Penalty 3074.300307 = -1467640.321668 nChanged 19 SP:Iteration 37Q (510.350000 sec): 3 clusters Score: Raw -1470718.830964 + Penalty 3074.300307 = -1467644.530657 nChanged 21 SP:Iteration 38Q (510.380000 sec): 3 clusters Score: Raw -1470723.809848 + Penalty 3074.300307 = -1467649.509540 nChanged 18 SP:Iteration 39Q (510.410000 sec): 3 clusters Score: Raw -1470727.612208 + Penalty 3074.300307 = -1467653.311901 nChanged 14 SP:Iteration 40F (510.440000 sec): 3 clusters Score: Raw -1470730.353894 + Penalty 3074.300307 = -1467656.053586 nChanged 14 SP:Iteration 41Q (510.470000 sec): 3 clusters Score: Raw -1470732.655023 + Penalty 3074.300307 = -1467658.354716 nChanged 12 SP:Iteration 42Q (510.500000 sec): 3 clusters Score: Raw -1470734.199193 + Penalty 3074.300307 = -1467659.898885 nChanged 9 SP:Iteration 43Q (510.520000 sec): 3 clusters Score: Raw -1470735.824151 + Penalty 3074.300307 = -1467661.523844 nChanged 10 SP:Iteration 44Q (510.550000 sec): 3 clusters Score: Raw -1470737.475243 + Penalty 3074.300307 = -1467663.174936 nChanged 9 SP:Iteration 45Q (510.580000 sec): 3 clusters Score: Raw -1470738.734209 + Penalty 3074.300307 = -1467664.433901 nChanged 7 SP:Iteration 46Q (510.610000 sec): 3 clusters Score: Raw -1470739.848782 + Penalty 3074.300307 = -1467665.548475 nChanged 9 SP:Iteration 47Q (510.630000 sec): 3 clusters Score: Raw -1470741.858119 + Penalty 3074.300307 = -1467667.557811 nChanged 12 SP:Iteration 48Q (510.660000 sec): 3 clusters Score: Raw -1470744.674457 + Penalty 3074.300307 = -1467670.374150 nChanged 12 SP:Iteration 49Q (510.680000 sec): 3 clusters Score: Raw -1470746.391744 + Penalty 3074.300307 = -1467672.091437 nChanged 9 SP:Iteration 50Q (510.710000 sec): 3 clusters Score: Raw -1470747.481697 + Penalty 3074.300307 = -1467673.181390 nChanged 5 SP:Iteration 51Q (510.730000 sec): 3 clusters Score: Raw -1470748.176135 + Penalty 3074.300307 = -1467673.875828 nChanged 2 SP:Iteration 52Q (510.760000 sec): 3 clusters Score: Raw -1470748.468811 + Penalty 3074.300307 = -1467674.168504 nChanged 1 SP:Iteration 53Q (510.790000 sec): 3 clusters Score: Raw -1470748.565601 + Penalty 3074.300307 = -1467674.265294 nChanged 2 SP:Iteration 54Q (510.810000 sec): 3 clusters Score: Raw -1470748.878256 + Penalty 3074.300307 = -1467674.577949 nChanged 5 SP:Iteration 55Q (510.840000 sec): 3 clusters Score: Raw -1470749.743176 + Penalty 3074.300307 = -1467675.442869 nChanged 6 SP:Iteration 56Q (510.870000 sec): 3 clusters Score: Raw -1470750.723274 + Penalty 3074.300307 = -1467676.422966 nChanged 5 SP:Iteration 57Q (510.890000 sec): 3 clusters Score: Raw -1470751.489691 + Penalty 3074.300307 = -1467677.189384 nChanged 4 SP:Iteration 58Q (510.920000 sec): 3 clusters Score: Raw -1470752.176088 + Penalty 3074.300307 = -1467677.875781 nChanged 6 SP:Iteration 59Q (510.950000 sec): 3 clusters Score: Raw -1470753.116363 + Penalty 3074.300307 = -1467678.816056 nChanged 9 SP:Iteration 60F (510.980000 sec): 3 clusters Score: Raw -1470754.512452 + Penalty 3074.300307 = -1467680.212145 nChanged 3 SP:Iteration 61Q (511.010000 sec): 3 clusters Score: Raw -1470754.987096 + Penalty 3074.300307 = -1467680.686789 nChanged 1 SP:Iteration 62Q (511.030000 sec): 3 clusters Score: Raw -1470755.192412 + Penalty 3074.300307 = -1467680.892105 nChanged 1 SP:Iteration 63Q (511.060000 sec): 3 clusters Score: Raw -1470755.258671 + Penalty 3074.300307 = -1467680.958364 nChanged 0 SP:Iteration 64F (511.090000 sec): 3 clusters Score: Raw -1470755.258671 + Penalty 3074.300307 = -1467680.958364 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 12 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.110000 sec): 2 clusters Score: Raw -20933.861181 + Penalty 855.187156 = -20078.674025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.110000 sec): 3 clusters Score: Raw -21002.664467 + Penalty 1710.374311 = -19292.290156 nChanged 22 SP:Iteration 1F (511.110000 sec): 3 clusters Score: Raw -21068.799786 + Penalty 1710.374311 = -19358.425474 nChanged 10 SP:Iteration 2F (511.110000 sec): 3 clusters Score: Raw -21121.003979 + Penalty 1710.374311 = -19410.629667 nChanged 4 SP:Iteration 3Q (511.110000 sec): 3 clusters Score: Raw -21135.043277 + Penalty 1710.374311 = -19424.668965 nChanged 2 SP:Iteration 4Q (511.110000 sec): 3 clusters Score: Raw -21141.265561 + Penalty 1710.374311 = -19430.891250 nChanged 1 SP:Iteration 5Q (511.110000 sec): 3 clusters Score: Raw -21142.276686 + Penalty 1710.374311 = -19431.902374 nChanged 0 SP:Iteration 6F (511.110000 sec): 3 clusters Score: Raw -21142.276686 + Penalty 1710.374311 = -19431.902374 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (41474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.250000 sec): 2 clusters Score: Raw -4858540.887376 + Penalty 1727.833576 = -4856813.053800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.370000 sec): 3 clusters Score: Raw -4832472.998869 + Penalty 3455.667151 = -4829017.331718 nChanged 19392 SP:Iteration 1F (511.480000 sec): 3 clusters Score: Raw -4843510.488298 + Penalty 3455.667151 = -4840054.821147 nChanged 1863 SP:Iteration 2Q (511.600000 sec): 3 clusters Score: Raw -4844171.947112 + Penalty 3455.667151 = -4840716.279961 nChanged 1987 SP:Iteration 3Q (511.710000 sec): 3 clusters Score: Raw -4845034.179850 + Penalty 3455.667151 = -4841578.512698 nChanged 2214 SP:Iteration 4F (511.830000 sec): 3 clusters Score: Raw -4846191.097925 + Penalty 3455.667151 = -4842735.430773 nChanged 2562 SP:Iteration 5F (511.940000 sec): 3 clusters Score: Raw -4847897.987477 + Penalty 3455.667151 = -4844442.320326 nChanged 2869 SP:Iteration 6F (512.050000 sec): 3 clusters Score: Raw -4850145.712817 + Penalty 3455.667151 = -4846690.045666 nChanged 2835 SP:Iteration 7F (512.170000 sec): 3 clusters Score: Raw -4852478.351504 + Penalty 3455.667151 = -4849022.684352 nChanged 2343 SP:Iteration 8F (512.280000 sec): 3 clusters Score: Raw -4854027.865864 + Penalty 3455.667151 = -4850572.198712 nChanged 1565 SP:Iteration 9Q (512.390000 sec): 3 clusters Score: Raw -4854737.257019 + Penalty 3455.667151 = -4851281.589868 nChanged 1015 SP:Iteration 10Q (512.510000 sec): 3 clusters Score: Raw -4855123.736538 + Penalty 3455.667151 = -4851668.069387 nChanged 746 SP:Iteration 11Q (512.610000 sec): 3 clusters Score: Raw -4855381.443468 + Penalty 3455.667151 = -4851925.776316 nChanged 616 SP:Iteration 12Q (512.720000 sec): 3 clusters Score: Raw -4855586.549784 + Penalty 3455.667151 = -4852130.882633 nChanged 591 SP:Iteration 13Q (512.830000 sec): 3 clusters Score: Raw -4855787.873222 + Penalty 3455.667151 = -4852332.206071 nChanged 645 SP:Iteration 14Q (512.930000 sec): 3 clusters Score: Raw -4856015.324225 + Penalty 3455.667151 = -4852559.657074 nChanged 634 SP:Iteration 15Q (513.040000 sec): 3 clusters Score: Raw -4856252.560838 + Penalty 3455.667151 = -4852796.893687 nChanged 666 SP:Iteration 16Q (513.140000 sec): 3 clusters Score: Raw -4856504.469394 + Penalty 3455.667151 = -4853048.802242 nChanged 632 SP:Iteration 17Q (513.240000 sec): 3 clusters Score: Raw -4856746.208434 + Penalty 3455.667151 = -4853290.541282 nChanged 583 SP:Iteration 18Q (513.340000 sec): 3 clusters Score: Raw -4856963.952824 + Penalty 3455.667151 = -4853508.285672 nChanged 517 SP:Iteration 19Q (513.440000 sec): 3 clusters Score: Raw -4857149.205996 + Penalty 3455.667151 = -4853693.538845 nChanged 506 SP:Iteration 20F (513.550000 sec): 3 clusters Score: Raw -4857333.848490 + Penalty 3455.667151 = -4853878.181339 nChanged 490 SP:Iteration 21Q (513.650000 sec): 3 clusters Score: Raw -4857512.063464 + Penalty 3455.667151 = -4854056.396313 nChanged 448 SP:Iteration 22Q (513.750000 sec): 3 clusters Score: Raw -4857677.334684 + Penalty 3455.667151 = -4854221.667533 nChanged 411 SP:Iteration 23Q (513.840000 sec): 3 clusters Score: Raw -4857823.000700 + Penalty 3455.667151 = -4854367.333549 nChanged 379 SP:Iteration 24Q (513.930000 sec): 3 clusters Score: Raw -4857961.729908 + Penalty 3455.667151 = -4854506.062757 nChanged 322 SP:Iteration 25Q (514.020000 sec): 3 clusters Score: Raw -4858076.622272 + Penalty 3455.667151 = -4854620.955120 nChanged 293 SP:Iteration 26Q (514.110000 sec): 3 clusters Score: Raw -4858186.335163 + Penalty 3455.667151 = -4854730.668012 nChanged 258 SP:Iteration 27Q (514.200000 sec): 3 clusters Score: Raw -4858278.520226 + Penalty 3455.667151 = -4854822.853074 nChanged 226 SP:Iteration 28Q (514.290000 sec): 3 clusters Score: Raw -4858358.808157 + Penalty 3455.667151 = -4854903.141006 nChanged 214 SP:Iteration 29Q (514.380000 sec): 3 clusters Score: Raw -4858430.890043 + Penalty 3455.667151 = -4854975.222891 nChanged 183 SP:Iteration 30Q (514.470000 sec): 3 clusters Score: Raw -4858492.384216 + Penalty 3455.667151 = -4855036.717065 nChanged 171 SP:Iteration 31Q (514.560000 sec): 3 clusters Score: Raw -4858552.087028 + Penalty 3455.667151 = -4855096.419877 nChanged 142 SP:Iteration 32Q (514.650000 sec): 3 clusters Score: Raw -4858596.794987 + Penalty 3455.667151 = -4855141.127836 nChanged 124 SP:Iteration 33Q (514.730000 sec): 3 clusters Score: Raw -4858636.715259 + Penalty 3455.667151 = -4855181.048108 nChanged 132 SP:Iteration 34Q (514.820000 sec): 3 clusters Score: Raw -4858676.043362 + Penalty 3455.667151 = -4855220.376211 nChanged 111 SP:Iteration 35Q (514.910000 sec): 3 clusters Score: Raw -4858708.941525 + Penalty 3455.667151 = -4855253.274374 nChanged 86 SP:Iteration 36Q (514.990000 sec): 3 clusters Score: Raw -4858730.368163 + Penalty 3455.667151 = -4855274.701012 nChanged 73 SP:Iteration 37Q (515.080000 sec): 3 clusters Score: Raw -4858748.987027 + Penalty 3455.667151 = -4855293.319875 nChanged 58 SP:Iteration 38Q (515.160000 sec): 3 clusters Score: Raw -4858761.690064 + Penalty 3455.667151 = -4855306.022913 nChanged 52 SP:Iteration 39Q (515.250000 sec): 3 clusters Score: Raw -4858774.078034 + Penalty 3455.667151 = -4855318.410883 nChanged 49 SP:Iteration 40F (515.350000 sec): 3 clusters Score: Raw -4858786.309031 + Penalty 3455.667151 = -4855330.641880 nChanged 46 SP:Iteration 41Q (515.440000 sec): 3 clusters Score: Raw -4858797.656755 + Penalty 3455.667151 = -4855341.989604 nChanged 47 SP:Iteration 42Q (515.520000 sec): 3 clusters Score: Raw -4858808.135150 + Penalty 3455.667151 = -4855352.467999 nChanged 36 SP:Iteration 43Q (515.610000 sec): 3 clusters Score: Raw -4858815.976686 + Penalty 3455.667151 = -4855360.309535 nChanged 40 SP:Iteration 44Q (515.690000 sec): 3 clusters Score: Raw -4858826.239652 + Penalty 3455.667151 = -4855370.572501 nChanged 48 SP:Iteration 45Q (515.770000 sec): 3 clusters Score: Raw -4858839.123492 + Penalty 3455.667151 = -4855383.456341 nChanged 39 SP:Iteration 46Q (515.850000 sec): 3 clusters Score: Raw -4858849.647209 + Penalty 3455.667151 = -4855393.980057 nChanged 37 SP:Iteration 47Q (515.930000 sec): 3 clusters Score: Raw -4858860.513138 + Penalty 3455.667151 = -4855404.845987 nChanged 32 SP:Iteration 48Q (516.010000 sec): 3 clusters Score: Raw -4858869.288669 + Penalty 3455.667151 = -4855413.621518 nChanged 34 SP:Iteration 49Q (516.100000 sec): 3 clusters Score: Raw -4858877.346516 + Penalty 3455.667151 = -4855421.679365 nChanged 27 SP:Iteration 50Q (516.180000 sec): 3 clusters Score: Raw -4858882.473165 + Penalty 3455.667151 = -4855426.806014 nChanged 19 SP:Iteration 51Q (516.260000 sec): 3 clusters Score: Raw -4858886.504840 + Penalty 3455.667151 = -4855430.837689 nChanged 23 SP:Iteration 52Q (516.340000 sec): 3 clusters Score: Raw -4858892.298101 + Penalty 3455.667151 = -4855436.630949 nChanged 19 SP:Iteration 53Q (516.420000 sec): 3 clusters Score: Raw -4858896.576287 + Penalty 3455.667151 = -4855440.909136 nChanged 22 SP:Iteration 54Q (516.500000 sec): 3 clusters Score: Raw -4858903.336224 + Penalty 3455.667151 = -4855447.669073 nChanged 27 SP:Iteration 55Q (516.580000 sec): 3 clusters Score: Raw -4858910.547646 + Penalty 3455.667151 = -4855454.880495 nChanged 24 SP:Iteration 56Q (516.660000 sec): 3 clusters Score: Raw -4858917.335852 + Penalty 3455.667151 = -4855461.668700 nChanged 35 SP:Iteration 57Q (516.740000 sec): 3 clusters Score: Raw -4858926.092225 + Penalty 3455.667151 = -4855470.425074 nChanged 14 SP:Iteration 58Q (516.820000 sec): 3 clusters Score: Raw -4858928.446783 + Penalty 3455.667151 = -4855472.779632 nChanged 9 SP:Iteration 59Q (516.900000 sec): 3 clusters Score: Raw -4858929.865684 + Penalty 3455.667151 = -4855474.198533 nChanged 5 SP:Iteration 60F (517.000000 sec): 3 clusters Score: Raw -4858931.098411 + Penalty 3455.667151 = -4855475.431260 nChanged 5 SP:Iteration 61Q (517.080000 sec): 3 clusters Score: Raw -4858932.303146 + Penalty 3455.667151 = -4855476.635994 nChanged 6 SP:Iteration 62Q (517.160000 sec): 3 clusters Score: Raw -4858933.600985 + Penalty 3455.667151 = -4855477.933834 nChanged 5 SP:Iteration 63Q (517.240000 sec): 3 clusters Score: Raw -4858934.705428 + Penalty 3455.667151 = -4855479.038277 nChanged 7 SP:Iteration 64Q (517.320000 sec): 3 clusters Score: Raw -4858935.982603 + Penalty 3455.667151 = -4855480.315451 nChanged 5 SP:Iteration 65Q (517.410000 sec): 3 clusters Score: Raw -4858937.069172 + Penalty 3455.667151 = -4855481.402021 nChanged 7 SP:Iteration 66Q (517.490000 sec): 3 clusters Score: Raw -4858938.673565 + Penalty 3455.667151 = -4855483.006414 nChanged 5 SP:Iteration 67Q (517.570000 sec): 3 clusters Score: Raw -4858939.654172 + Penalty 3455.667151 = -4855483.987021 nChanged 4 SP:Iteration 68Q (517.650000 sec): 3 clusters Score: Raw -4858940.247948 + Penalty 3455.667151 = -4855484.580797 nChanged 1 SP:Iteration 69Q (517.730000 sec): 3 clusters Score: Raw -4858940.390939 + Penalty 3455.667151 = -4855484.723788 nChanged 2 SP:Iteration 70Q (517.810000 sec): 3 clusters Score: Raw -4858940.695567 + Penalty 3455.667151 = -4855485.028416 nChanged 2 SP:Iteration 71Q (517.890000 sec): 3 clusters Score: Raw -4858941.002825 + Penalty 3455.667151 = -4855485.335674 nChanged 1 SP:Iteration 72Q (517.980000 sec): 3 clusters Score: Raw -4858941.115413 + Penalty 3455.667151 = -4855485.448262 nChanged 1 SP:Iteration 73Q (518.060000 sec): 3 clusters Score: Raw -4858941.314188 + Penalty 3455.667151 = -4855485.647037 nChanged 0 SP:Iteration 74F (518.160000 sec): 3 clusters Score: Raw -4858941.314188 + Penalty 3455.667151 = -4855485.647037 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (13804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.220000 sec): 2 clusters Score: Raw -1621810.058969 + Penalty 1549.065974 = -1620260.992995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.260000 sec): 3 clusters Score: Raw -1613809.562896 + Penalty 3098.131947 = -1610711.430948 nChanged 6101 SP:Iteration 1F (518.290000 sec): 3 clusters Score: Raw -1617163.777744 + Penalty 3098.131947 = -1614065.645797 nChanged 780 SP:Iteration 2F (518.330000 sec): 3 clusters Score: Raw -1617471.558777 + Penalty 3098.131947 = -1614373.426829 nChanged 690 SP:Iteration 3Q (518.360000 sec): 3 clusters Score: Raw -1617728.641555 + Penalty 3098.131947 = -1614630.509608 nChanged 583 SP:Iteration 4Q (518.400000 sec): 3 clusters Score: Raw -1617949.369957 + Penalty 3098.131947 = -1614851.238009 nChanged 571 SP:Iteration 5Q (518.430000 sec): 3 clusters Score: Raw -1618185.594267 + Penalty 3098.131947 = -1615087.462319 nChanged 605 SP:Iteration 6Q (518.470000 sec): 3 clusters Score: Raw -1618433.897782 + Penalty 3098.131947 = -1615335.765834 nChanged 577 SP:Iteration 7Q (518.510000 sec): 3 clusters Score: Raw -1618683.075112 + Penalty 3098.131947 = -1615584.943165 nChanged 596 SP:Iteration 8Q (518.540000 sec): 3 clusters Score: Raw -1618968.307224 + Penalty 3098.131947 = -1615870.175277 nChanged 630 SP:Iteration 9Q (518.580000 sec): 3 clusters Score: Raw -1619326.265184 + Penalty 3098.131947 = -1616228.133237 nChanged 731 SP:Iteration 10F (518.610000 sec): 3 clusters Score: Raw -1619828.776880 + Penalty 3098.131947 = -1616730.644932 nChanged 791 SP:Iteration 11F (518.650000 sec): 3 clusters Score: Raw -1620435.044139 + Penalty 3098.131947 = -1617336.912191 nChanged 764 SP:Iteration 12F (518.680000 sec): 3 clusters Score: Raw -1621064.141773 + Penalty 3098.131947 = -1617966.009826 nChanged 635 SP:Iteration 13Q (518.720000 sec): 3 clusters Score: Raw -1621590.937559 + Penalty 3098.131947 = -1618492.805612 nChanged 456 SP:Iteration 14Q (518.760000 sec): 3 clusters Score: Raw -1621954.511022 + Penalty 3098.131947 = -1618856.379074 nChanged 295 SP:Iteration 15Q (518.790000 sec): 3 clusters Score: Raw -1622169.758639 + Penalty 3098.131947 = -1619071.626692 nChanged 169 SP:Iteration 16Q (518.820000 sec): 3 clusters Score: Raw -1622280.334214 + Penalty 3098.131947 = -1619182.202266 nChanged 110 SP:Iteration 17Q (518.860000 sec): 3 clusters Score: Raw -1622346.309421 + Penalty 3098.131947 = -1619248.177473 nChanged 55 SP:Iteration 18Q (518.890000 sec): 3 clusters Score: Raw -1622379.204443 + Penalty 3098.131947 = -1619281.072496 nChanged 40 SP:Iteration 19Q (518.920000 sec): 3 clusters Score: Raw -1622397.593424 + Penalty 3098.131947 = -1619299.461477 nChanged 26 SP:Iteration 20F (518.960000 sec): 3 clusters Score: Raw -1622411.497472 + Penalty 3098.131947 = -1619313.365524 nChanged 25 SP:Iteration 21Q (518.990000 sec): 3 clusters Score: Raw -1622424.094363 + Penalty 3098.131947 = -1619325.962416 nChanged 15 SP:Iteration 22Q (519.020000 sec): 3 clusters Score: Raw -1622432.580579 + Penalty 3098.131947 = -1619334.448631 nChanged 11 SP:Iteration 23Q (519.040000 sec): 3 clusters Score: Raw -1622439.774839 + Penalty 3098.131947 = -1619341.642892 nChanged 20 SP:Iteration 24Q (519.070000 sec): 3 clusters Score: Raw -1622450.562423 + Penalty 3098.131947 = -1619352.430476 nChanged 18 SP:Iteration 25Q (519.100000 sec): 3 clusters Score: Raw -1622461.769004 + Penalty 3098.131947 = -1619363.637056 nChanged 7 SP:Iteration 26Q (519.130000 sec): 3 clusters Score: Raw -1622465.201025 + Penalty 3098.131947 = -1619367.069077 nChanged 6 SP:Iteration 27Q (519.160000 sec): 3 clusters Score: Raw -1622468.425939 + Penalty 3098.131947 = -1619370.293992 nChanged 3 SP:Iteration 28Q (519.190000 sec): 3 clusters Score: Raw -1622469.698813 + Penalty 3098.131947 = -1619371.566866 nChanged 0 SP:Iteration 29F (519.220000 sec): 3 clusters Score: Raw -1622469.698813 + Penalty 3098.131947 = -1619371.566866 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 15 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.240000 sec): 2 clusters Score: Raw -81430.173091 + Penalty 1073.140871 = -80357.032219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.240000 sec): 3 clusters Score: Raw -81247.261961 + Penalty 2146.281743 = -79100.980218 nChanged 199 SP:Iteration 1F (519.240000 sec): 3 clusters Score: Raw -81443.747834 + Penalty 2146.281743 = -79297.466091 nChanged 41 SP:Iteration 2F (519.240000 sec): 3 clusters Score: Raw -81498.711413 + Penalty 2146.281743 = -79352.429670 nChanged 31 SP:Iteration 3Q (519.240000 sec): 3 clusters Score: Raw -81531.997160 + Penalty 2146.281743 = -79385.715417 nChanged 13 SP:Iteration 4Q (519.250000 sec): 3 clusters Score: Raw -81548.047128 + Penalty 2146.281743 = -79401.765385 nChanged 11 SP:Iteration 5Q (519.250000 sec): 3 clusters Score: Raw -81563.167122 + Penalty 2146.281743 = -79416.885379 nChanged 7 SP:Iteration 6Q (519.250000 sec): 3 clusters Score: Raw -81569.396968 + Penalty 2146.281743 = -79423.115225 nChanged 2 SP:Iteration 7Q (519.250000 sec): 3 clusters Score: Raw -81572.150238 + Penalty 2146.281743 = -79425.868495 nChanged 1 SP:Iteration 8Q (519.250000 sec): 3 clusters Score: Raw -81572.995972 + Penalty 2146.281743 = -79426.714230 nChanged 1 SP:Iteration 9Q (519.260000 sec): 3 clusters Score: Raw -81573.683635 + Penalty 2146.281743 = -79427.401892 nChanged 0 SP:Iteration 10F (519.260000 sec): 3 clusters Score: Raw -81573.683635 + Penalty 2146.281743 = -79427.401892 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 16 (3027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.270000 sec): 2 clusters Score: Raw -356262.326236 + Penalty 1302.490688 = -354959.835548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.280000 sec): 3 clusters Score: Raw -354864.225728 + Penalty 2604.981375 = -352259.244353 nChanged 1073 SP:Iteration 1F (519.280000 sec): 3 clusters Score: Raw -355450.048832 + Penalty 2604.981375 = -352845.067457 nChanged 234 SP:Iteration 2F (519.290000 sec): 3 clusters Score: Raw -355582.741819 + Penalty 2604.981375 = -352977.760444 nChanged 151 SP:Iteration 3Q (519.300000 sec): 3 clusters Score: Raw -355675.428508 + Penalty 2604.981375 = -353070.447133 nChanged 119 SP:Iteration 4Q (519.300000 sec): 3 clusters Score: Raw -355757.131696 + Penalty 2604.981375 = -353152.150320 nChanged 115 SP:Iteration 5Q (519.310000 sec): 3 clusters Score: Raw -355834.192299 + Penalty 2604.981375 = -353229.210924 nChanged 98 SP:Iteration 6Q (519.320000 sec): 3 clusters Score: Raw -355887.241224 + Penalty 2604.981375 = -353282.259848 nChanged 76 SP:Iteration 7Q (519.320000 sec): 3 clusters Score: Raw -355923.853749 + Penalty 2604.981375 = -353318.872373 nChanged 61 SP:Iteration 8Q (519.330000 sec): 3 clusters Score: Raw -355954.377161 + Penalty 2604.981375 = -353349.395786 nChanged 43 SP:Iteration 9Q (519.340000 sec): 3 clusters Score: Raw -355973.443786 + Penalty 2604.981375 = -353368.462411 nChanged 41 SP:Iteration 10Q (519.350000 sec): 3 clusters Score: Raw -355996.985231 + Penalty 2604.981375 = -353392.003855 nChanged 38 SP:Iteration 11Q (519.360000 sec): 3 clusters Score: Raw -356013.587633 + Penalty 2604.981375 = -353408.606258 nChanged 29 SP:Iteration 12Q (519.360000 sec): 3 clusters Score: Raw -356024.624780 + Penalty 2604.981375 = -353419.643405 nChanged 21 SP:Iteration 13Q (519.370000 sec): 3 clusters Score: Raw -356031.549113 + Penalty 2604.981375 = -353426.567737 nChanged 23 SP:Iteration 14Q (519.380000 sec): 3 clusters Score: Raw -356039.387971 + Penalty 2604.981375 = -353434.406596 nChanged 18 SP:Iteration 15Q (519.380000 sec): 3 clusters Score: Raw -356045.903237 + Penalty 2604.981375 = -353440.921861 nChanged 18 SP:Iteration 16Q (519.390000 sec): 3 clusters Score: Raw -356052.611326 + Penalty 2604.981375 = -353447.629950 nChanged 13 SP:Iteration 17Q (519.400000 sec): 3 clusters Score: Raw -356057.649490 + Penalty 2604.981375 = -353452.668114 nChanged 13 SP:Iteration 18Q (519.400000 sec): 3 clusters Score: Raw -356061.657711 + Penalty 2604.981375 = -353456.676335 nChanged 13 SP:Iteration 19Q (519.410000 sec): 3 clusters Score: Raw -356066.582622 + Penalty 2604.981375 = -353461.601246 nChanged 14 SP:Iteration 20F (519.420000 sec): 3 clusters Score: Raw -356071.816204 + Penalty 2604.981375 = -353466.834829 nChanged 11 SP:Iteration 21Q (519.430000 sec): 3 clusters Score: Raw -356076.946106 + Penalty 2604.981375 = -353471.964730 nChanged 14 SP:Iteration 22Q (519.430000 sec): 3 clusters Score: Raw -356081.453939 + Penalty 2604.981375 = -353476.472564 nChanged 14 SP:Iteration 23Q (519.440000 sec): 3 clusters Score: Raw -356085.913994 + Penalty 2604.981375 = -353480.932619 nChanged 12 SP:Iteration 24Q (519.450000 sec): 3 clusters Score: Raw -356090.703444 + Penalty 2604.981375 = -353485.722068 nChanged 13 SP:Iteration 25Q (519.460000 sec): 3 clusters Score: Raw -356095.607202 + Penalty 2604.981375 = -353490.625827 nChanged 13 SP:Iteration 26Q (519.460000 sec): 3 clusters Score: Raw -356100.087284 + Penalty 2604.981375 = -353495.105909 nChanged 16 SP:Iteration 27Q (519.470000 sec): 3 clusters Score: Raw -356104.160829 + Penalty 2604.981375 = -353499.179453 nChanged 18 SP:Iteration 28Q (519.480000 sec): 3 clusters Score: Raw -356111.319134 + Penalty 2604.981375 = -353506.337759 nChanged 11 SP:Iteration 29Q (519.480000 sec): 3 clusters Score: Raw -356115.114988 + Penalty 2604.981375 = -353510.133613 nChanged 9 SP:Iteration 30Q (519.490000 sec): 3 clusters Score: Raw -356119.482967 + Penalty 2604.981375 = -353514.501591 nChanged 15 SP:Iteration 31Q (519.500000 sec): 3 clusters Score: Raw -356126.642133 + Penalty 2604.981375 = -353521.660758 nChanged 17 SP:Iteration 32Q (519.500000 sec): 3 clusters Score: Raw -356135.476737 + Penalty 2604.981375 = -353530.495361 nChanged 15 SP:Iteration 33Q (519.510000 sec): 3 clusters Score: Raw -356140.558738 + Penalty 2604.981375 = -353535.577363 nChanged 13 SP:Iteration 34Q (519.520000 sec): 3 clusters Score: Raw -356144.697582 + Penalty 2604.981375 = -353539.716207 nChanged 14 SP:Iteration 35Q (519.520000 sec): 3 clusters Score: Raw -356150.614993 + Penalty 2604.981375 = -353545.633618 nChanged 15 SP:Iteration 36Q (519.530000 sec): 3 clusters Score: Raw -356155.837060 + Penalty 2604.981375 = -353550.855685 nChanged 13 SP:Iteration 37Q (519.540000 sec): 3 clusters Score: Raw -356160.288491 + Penalty 2604.981375 = -353555.307115 nChanged 14 SP:Iteration 38Q (519.540000 sec): 3 clusters Score: Raw -356164.754086 + Penalty 2604.981375 = -353559.772710 nChanged 11 SP:Iteration 39Q (519.550000 sec): 3 clusters Score: Raw -356168.762223 + Penalty 2604.981375 = -353563.780848 nChanged 7 SP:Iteration 40F (519.560000 sec): 3 clusters Score: Raw -356170.271220 + Penalty 2604.981375 = -353565.289844 nChanged 6 SP:Iteration 41Q (519.570000 sec): 3 clusters Score: Raw -356171.422311 + Penalty 2604.981375 = -353566.440935 nChanged 5 SP:Iteration 42Q (519.570000 sec): 3 clusters Score: Raw -356172.431065 + Penalty 2604.981375 = -353567.449690 nChanged 6 SP:Iteration 43Q (519.580000 sec): 3 clusters Score: Raw -356174.991987 + Penalty 2604.981375 = -353570.010611 nChanged 9 SP:Iteration 44Q (519.590000 sec): 3 clusters Score: Raw -356178.109890 + Penalty 2604.981375 = -353573.128514 nChanged 6 SP:Iteration 45Q (519.590000 sec): 3 clusters Score: Raw -356180.740687 + Penalty 2604.981375 = -353575.759312 nChanged 6 SP:Iteration 46Q (519.600000 sec): 3 clusters Score: Raw -356182.712717 + Penalty 2604.981375 = -353577.731341 nChanged 5 SP:Iteration 47Q (519.610000 sec): 3 clusters Score: Raw -356186.287158 + Penalty 2604.981375 = -353581.305783 nChanged 7 SP:Iteration 48Q (519.620000 sec): 3 clusters Score: Raw -356189.343600 + Penalty 2604.981375 = -353584.362225 nChanged 6 SP:Iteration 49Q (519.620000 sec): 3 clusters Score: Raw -356192.501839 + Penalty 2604.981375 = -353587.520463 nChanged 6 SP:Iteration 50Q (519.630000 sec): 3 clusters Score: Raw -356195.715348 + Penalty 2604.981375 = -353590.733973 nChanged 6 SP:Iteration 51Q (519.640000 sec): 3 clusters Score: Raw -356197.581353 + Penalty 2604.981375 = -353592.599977 nChanged 4 SP:Iteration 52Q (519.640000 sec): 3 clusters Score: Raw -356199.783358 + Penalty 2604.981375 = -353594.801982 nChanged 6 SP:Iteration 53Q (519.650000 sec): 3 clusters Score: Raw -356201.480008 + Penalty 2604.981375 = -353596.498632 nChanged 3 SP:Iteration 54Q (519.660000 sec): 3 clusters Score: Raw -356202.712387 + Penalty 2604.981375 = -353597.731011 nChanged 4 SP:Iteration 55Q (519.660000 sec): 3 clusters Score: Raw -356204.191869 + Penalty 2604.981375 = -353599.210494 nChanged 2 SP:Iteration 56Q (519.670000 sec): 3 clusters Score: Raw -356205.041167 + Penalty 2604.981375 = -353600.059792 nChanged 3 SP:Iteration 57Q (519.680000 sec): 3 clusters Score: Raw -356206.307940 + Penalty 2604.981375 = -353601.326565 nChanged 6 SP:Iteration 58Q (519.680000 sec): 3 clusters Score: Raw -356209.514744 + Penalty 2604.981375 = -353604.533368 nChanged 13 SP:Iteration 59Q (519.690000 sec): 3 clusters Score: Raw -356217.297083 + Penalty 2604.981375 = -353612.315707 nChanged 13 SP:Iteration 60F (519.700000 sec): 3 clusters Score: Raw -356226.626836 + Penalty 2604.981375 = -353621.645461 nChanged 18 SP:Iteration 61Q (519.710000 sec): 3 clusters Score: Raw -356235.849752 + Penalty 2604.981375 = -353630.868377 nChanged 11 SP:Iteration 62Q (519.710000 sec): 3 clusters Score: Raw -356241.911785 + Penalty 2604.981375 = -353636.930410 nChanged 15 SP:Iteration 63Q (519.720000 sec): 3 clusters Score: Raw -356250.606675 + Penalty 2604.981375 = -353645.625300 nChanged 13 SP:Iteration 64Q (519.730000 sec): 3 clusters Score: Raw -356257.975442 + Penalty 2604.981375 = -353652.994067 nChanged 20 SP:Iteration 65Q (519.740000 sec): 3 clusters Score: Raw -356270.452402 + Penalty 2604.981375 = -353665.471026 nChanged 20 SP:Iteration 66Q (519.740000 sec): 3 clusters Score: Raw -356280.891924 + Penalty 2604.981375 = -353675.910548 nChanged 15 SP:Iteration 67Q (519.750000 sec): 3 clusters Score: Raw -356290.030277 + Penalty 2604.981375 = -353685.048902 nChanged 15 SP:Iteration 68Q (519.760000 sec): 3 clusters Score: Raw -356299.032245 + Penalty 2604.981375 = -353694.050870 nChanged 17 SP:Iteration 69Q (519.760000 sec): 3 clusters Score: Raw -356307.632161 + Penalty 2604.981375 = -353702.650785 nChanged 16 SP:Iteration 70Q (519.770000 sec): 3 clusters Score: Raw -356315.545600 + Penalty 2604.981375 = -353710.564224 nChanged 13 SP:Iteration 71Q (519.780000 sec): 3 clusters Score: Raw -356322.535611 + Penalty 2604.981375 = -353717.554236 nChanged 12 SP:Iteration 72Q (519.780000 sec): 3 clusters Score: Raw -356328.739816 + Penalty 2604.981375 = -353723.758440 nChanged 12 SP:Iteration 73Q (519.790000 sec): 3 clusters Score: Raw -356336.459236 + Penalty 2604.981375 = -353731.477861 nChanged 12 SP:Iteration 74Q (519.800000 sec): 3 clusters Score: Raw -356343.851290 + Penalty 2604.981375 = -353738.869915 nChanged 11 SP:Iteration 75Q (519.800000 sec): 3 clusters Score: Raw -356352.683329 + Penalty 2604.981375 = -353747.701954 nChanged 19 SP:Iteration 76Q (519.810000 sec): 3 clusters Score: Raw -356368.134855 + Penalty 2604.981375 = -353763.153480 nChanged 22 SP:Iteration 77Q (519.820000 sec): 3 clusters Score: Raw -356385.677498 + Penalty 2604.981375 = -353780.696122 nChanged 32 SP:Iteration 78Q (519.820000 sec): 3 clusters Score: Raw -356409.952741 + Penalty 2604.981375 = -353804.971366 nChanged 23 SP:Iteration 79Q (519.830000 sec): 3 clusters Score: Raw -356427.241173 + Penalty 2604.981375 = -353822.259797 nChanged 16 SP:Iteration 80F (519.840000 sec): 3 clusters Score: Raw -356435.626457 + Penalty 2604.981375 = -353830.645082 nChanged 12 SP:Iteration 81Q (519.840000 sec): 3 clusters Score: Raw -356441.595640 + Penalty 2604.981375 = -353836.614265 nChanged 8 SP:Iteration 82Q (519.850000 sec): 3 clusters Score: Raw -356445.099435 + Penalty 2604.981375 = -353840.118059 nChanged 6 SP:Iteration 83Q (519.860000 sec): 3 clusters Score: Raw -356450.810507 + Penalty 2604.981375 = -353845.829132 nChanged 10 SP:Iteration 84Q (519.860000 sec): 3 clusters Score: Raw -356456.190316 + Penalty 2604.981375 = -353851.208940 nChanged 7 SP:Iteration 85Q (519.870000 sec): 3 clusters Score: Raw -356459.793460 + Penalty 2604.981375 = -353854.812085 nChanged 4 SP:Iteration 86Q (519.880000 sec): 3 clusters Score: Raw -356461.761707 + Penalty 2604.981375 = -353856.780331 nChanged 3 SP:Iteration 87Q (519.880000 sec): 3 clusters Score: Raw -356463.356482 + Penalty 2604.981375 = -353858.375107 nChanged 1 SP:Iteration 88Q (519.890000 sec): 3 clusters Score: Raw -356464.292261 + Penalty 2604.981375 = -353859.310886 nChanged 4 SP:Iteration 89Q (519.890000 sec): 3 clusters Score: Raw -356466.926502 + Penalty 2604.981375 = -353861.945127 nChanged 4 SP:Iteration 90Q (519.900000 sec): 3 clusters Score: Raw -356469.030606 + Penalty 2604.981375 = -353864.049230 nChanged 2 SP:Iteration 91Q (519.910000 sec): 3 clusters Score: Raw -356469.821038 + Penalty 2604.981375 = -353864.839662 nChanged 4 SP:Iteration 92Q (519.910000 sec): 3 clusters Score: Raw -356471.723332 + Penalty 2604.981375 = -353866.741957 nChanged 2 SP:Iteration 93Q (519.920000 sec): 3 clusters Score: Raw -356472.405865 + Penalty 2604.981375 = -353867.424490 nChanged 3 SP:Iteration 94Q (519.920000 sec): 3 clusters Score: Raw -356473.851652 + Penalty 2604.981375 = -353868.870277 nChanged 0 SP:Iteration 95F (519.930000 sec): 3 clusters Score: Raw -356473.851652 + Penalty 2604.981375 = -353868.870277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 17 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.940000 sec): 2 clusters Score: Raw -139030.121143 + Penalty 1154.022345 = -137876.098797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.940000 sec): 3 clusters Score: Raw -138591.793129 + Penalty 2308.044691 = -136283.748439 nChanged 361 SP:Iteration 1F (519.940000 sec): 3 clusters Score: Raw -138881.631810 + Penalty 2308.044691 = -136573.587119 nChanged 100 SP:Iteration 2F (519.950000 sec): 3 clusters Score: Raw -138976.870745 + Penalty 2308.044691 = -136668.826054 nChanged 51 SP:Iteration 3Q (519.950000 sec): 3 clusters Score: Raw -139015.670681 + Penalty 2308.044691 = -136707.625990 nChanged 27 SP:Iteration 4Q (519.950000 sec): 3 clusters Score: Raw -139044.036185 + Penalty 2308.044691 = -136735.991494 nChanged 27 SP:Iteration 5Q (519.960000 sec): 3 clusters Score: Raw -139070.317794 + Penalty 2308.044691 = -136762.273104 nChanged 24 SP:Iteration 6Q (519.960000 sec): 3 clusters Score: Raw -139090.628598 + Penalty 2308.044691 = -136782.583907 nChanged 27 SP:Iteration 7Q (519.960000 sec): 3 clusters Score: Raw -139111.954316 + Penalty 2308.044691 = -136803.909625 nChanged 18 SP:Iteration 8Q (519.960000 sec): 3 clusters Score: Raw -139127.172116 + Penalty 2308.044691 = -136819.127425 nChanged 16 SP:Iteration 9Q (519.970000 sec): 3 clusters Score: Raw -139142.276224 + Penalty 2308.044691 = -136834.231533 nChanged 13 SP:Iteration 10Q (519.970000 sec): 3 clusters Score: Raw -139154.096027 + Penalty 2308.044691 = -136846.051336 nChanged 13 SP:Iteration 11Q (519.980000 sec): 3 clusters Score: Raw -139162.054107 + Penalty 2308.044691 = -136854.009417 nChanged 10 SP:Iteration 12Q (519.980000 sec): 3 clusters Score: Raw -139173.602315 + Penalty 2308.044691 = -136865.557624 nChanged 16 SP:Iteration 13Q (519.980000 sec): 3 clusters Score: Raw -139187.636972 + Penalty 2308.044691 = -136879.592281 nChanged 13 SP:Iteration 14Q (519.980000 sec): 3 clusters Score: Raw -139197.606401 + Penalty 2308.044691 = -136889.561711 nChanged 9 SP:Iteration 15Q (519.980000 sec): 3 clusters Score: Raw -139206.497874 + Penalty 2308.044691 = -136898.453183 nChanged 8 SP:Iteration 16Q (519.990000 sec): 3 clusters Score: Raw -139213.280608 + Penalty 2308.044691 = -136905.235917 nChanged 8 SP:Iteration 17Q (519.990000 sec): 3 clusters Score: Raw -139219.076126 + Penalty 2308.044691 = -136911.031435 nChanged 9 SP:Iteration 18Q (520.000000 sec): 3 clusters Score: Raw -139227.509064 + Penalty 2308.044691 = -136919.464374 nChanged 9 SP:Iteration 19Q (520.000000 sec): 3 clusters Score: Raw -139235.193844 + Penalty 2308.044691 = -136927.149153 nChanged 7 SP:Iteration 20F (520.010000 sec): 3 clusters Score: Raw -139246.400632 + Penalty 2308.044691 = -136938.355942 nChanged 15 SP:Iteration 21Q (520.010000 sec): 3 clusters Score: Raw -139268.017095 + Penalty 2308.044691 = -136959.972404 nChanged 18 SP:Iteration 22Q (520.010000 sec): 3 clusters Score: Raw -139295.258737 + Penalty 2308.044691 = -136987.214046 nChanged 22 SP:Iteration 23Q (520.010000 sec): 3 clusters Score: Raw -139321.961173 + Penalty 2308.044691 = -137013.916482 nChanged 16 SP:Iteration 24Q (520.020000 sec): 3 clusters Score: Raw -139340.672062 + Penalty 2308.044691 = -137032.627371 nChanged 19 SP:Iteration 25Q (520.020000 sec): 3 clusters Score: Raw -139357.494863 + Penalty 2308.044691 = -137049.450172 nChanged 16 SP:Iteration 26Q (520.020000 sec): 3 clusters Score: Raw -139375.895936 + Penalty 2308.044691 = -137067.851245 nChanged 17 SP:Iteration 27Q (520.030000 sec): 3 clusters Score: Raw -139389.763188 + Penalty 2308.044691 = -137081.718497 nChanged 11 SP:Iteration 28Q (520.030000 sec): 3 clusters Score: Raw -139402.572225 + Penalty 2308.044691 = -137094.527534 nChanged 17 SP:Iteration 29Q (520.030000 sec): 3 clusters Score: Raw -139416.604396 + Penalty 2308.044691 = -137108.559705 nChanged 19 SP:Iteration 30Q (520.030000 sec): 3 clusters Score: Raw -139437.961746 + Penalty 2308.044691 = -137129.917055 nChanged 19 SP:Iteration 31Q (520.040000 sec): 3 clusters Score: Raw -139464.839099 + Penalty 2308.044691 = -137156.794408 nChanged 26 SP:Iteration 32Q (520.040000 sec): 3 clusters Score: Raw -139494.544776 + Penalty 2308.044691 = -137186.500085 nChanged 21 SP:Iteration 33Q (520.040000 sec): 3 clusters Score: Raw -139520.979539 + Penalty 2308.044691 = -137212.934848 nChanged 24 SP:Iteration 34Q (520.050000 sec): 3 clusters Score: Raw -139559.995805 + Penalty 2308.044691 = -137251.951114 nChanged 23 SP:Iteration 35Q (520.050000 sec): 3 clusters Score: Raw -139601.594316 + Penalty 2308.044691 = -137293.549626 nChanged 26 SP:Iteration 36Q (520.050000 sec): 3 clusters Score: Raw -139639.890850 + Penalty 2308.044691 = -137331.846160 nChanged 16 SP:Iteration 37Q (520.050000 sec): 3 clusters Score: Raw -139663.678995 + Penalty 2308.044691 = -137355.634305 nChanged 16 SP:Iteration 38Q (520.060000 sec): 3 clusters Score: Raw -139684.057860 + Penalty 2308.044691 = -137376.013170 nChanged 8 SP:Iteration 39Q (520.060000 sec): 3 clusters Score: Raw -139691.246334 + Penalty 2308.044691 = -137383.201643 nChanged 5 SP:Iteration 40F (520.060000 sec): 3 clusters Score: Raw -139694.302450 + Penalty 2308.044691 = -137386.257759 nChanged 4 SP:Iteration 41Q (520.070000 sec): 3 clusters Score: Raw -139697.453394 + Penalty 2308.044691 = -137389.408703 nChanged 2 SP:Iteration 42Q (520.070000 sec): 3 clusters Score: Raw -139699.622024 + Penalty 2308.044691 = -137391.577333 nChanged 3 SP:Iteration 43Q (520.070000 sec): 3 clusters Score: Raw -139702.705060 + Penalty 2308.044691 = -137394.660370 nChanged 1 SP:Iteration 44Q (520.070000 sec): 3 clusters Score: Raw -139703.079935 + Penalty 2308.044691 = -137395.035244 nChanged 0 SP:Iteration 45F (520.070000 sec): 3 clusters Score: Raw -139703.079935 + Penalty 2308.044691 = -137395.035244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.080000 sec): 2 clusters Score: Raw -183836.898776 + Penalty 1203.491799 = -182633.406976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.090000 sec): 3 clusters Score: Raw -183176.894856 + Penalty 2406.983599 = -180769.911257 nChanged 568 SP:Iteration 1F (520.090000 sec): 3 clusters Score: Raw -183536.702057 + Penalty 2406.983599 = -181129.718458 nChanged 133 SP:Iteration 2F (520.090000 sec): 3 clusters Score: Raw -183641.373795 + Penalty 2406.983599 = -181234.390196 nChanged 70 SP:Iteration 3Q (520.100000 sec): 3 clusters Score: Raw -183694.575675 + Penalty 2406.983599 = -181287.592077 nChanged 50 SP:Iteration 4Q (520.100000 sec): 3 clusters Score: Raw -183732.828424 + Penalty 2406.983599 = -181325.844825 nChanged 36 SP:Iteration 5Q (520.110000 sec): 3 clusters Score: Raw -183755.469039 + Penalty 2406.983599 = -181348.485440 nChanged 24 SP:Iteration 6Q (520.110000 sec): 3 clusters Score: Raw -183776.136357 + Penalty 2406.983599 = -181369.152758 nChanged 25 SP:Iteration 7Q (520.110000 sec): 3 clusters Score: Raw -183793.569429 + Penalty 2406.983599 = -181386.585830 nChanged 19 SP:Iteration 8Q (520.120000 sec): 3 clusters Score: Raw -183805.170364 + Penalty 2406.983599 = -181398.186765 nChanged 22 SP:Iteration 9Q (520.120000 sec): 3 clusters Score: Raw -183820.773872 + Penalty 2406.983599 = -181413.790274 nChanged 20 SP:Iteration 10Q (520.130000 sec): 3 clusters Score: Raw -183831.214285 + Penalty 2406.983599 = -181424.230686 nChanged 13 SP:Iteration 11Q (520.130000 sec): 3 clusters Score: Raw -183838.533776 + Penalty 2406.983599 = -181431.550178 nChanged 11 SP:Iteration 12Q (520.130000 sec): 3 clusters Score: Raw -183846.216243 + Penalty 2406.983599 = -181439.232644 nChanged 10 SP:Iteration 13Q (520.140000 sec): 3 clusters Score: Raw -183853.918740 + Penalty 2406.983599 = -181446.935141 nChanged 9 SP:Iteration 14Q (520.140000 sec): 3 clusters Score: Raw -183862.331453 + Penalty 2406.983599 = -181455.347854 nChanged 15 SP:Iteration 15Q (520.150000 sec): 3 clusters Score: Raw -183872.631073 + Penalty 2406.983599 = -181465.647474 nChanged 12 SP:Iteration 16Q (520.150000 sec): 3 clusters Score: Raw -183884.172394 + Penalty 2406.983599 = -181477.188796 nChanged 19 SP:Iteration 17Q (520.150000 sec): 3 clusters Score: Raw -183894.239061 + Penalty 2406.983599 = -181487.255463 nChanged 12 SP:Iteration 18Q (520.160000 sec): 3 clusters Score: Raw -183902.377887 + Penalty 2406.983599 = -181495.394289 nChanged 15 SP:Iteration 19Q (520.160000 sec): 3 clusters Score: Raw -183910.733980 + Penalty 2406.983599 = -181503.750381 nChanged 13 SP:Iteration 20F (520.170000 sec): 3 clusters Score: Raw -183917.235827 + Penalty 2406.983599 = -181510.252228 nChanged 8 SP:Iteration 21Q (520.170000 sec): 3 clusters Score: Raw -183919.895545 + Penalty 2406.983599 = -181512.911946 nChanged 2 SP:Iteration 22Q (520.170000 sec): 3 clusters Score: Raw -183920.384389 + Penalty 2406.983599 = -181513.400791 nChanged 2 SP:Iteration 23Q (520.180000 sec): 3 clusters Score: Raw -183921.102996 + Penalty 2406.983599 = -181514.119397 nChanged 1 SP:Iteration 24Q (520.180000 sec): 3 clusters Score: Raw -183921.628859 + Penalty 2406.983599 = -181514.645260 nChanged 1 SP:Iteration 25Q (520.190000 sec): 3 clusters Score: Raw -183921.912282 + Penalty 2406.983599 = -181514.928683 nChanged 3 SP:Iteration 26Q (520.190000 sec): 3 clusters Score: Raw -183923.736434 + Penalty 2406.983599 = -181516.752835 nChanged 5 SP:Iteration 27Q (520.190000 sec): 3 clusters Score: Raw -183927.168021 + Penalty 2406.983599 = -181520.184422 nChanged 5 SP:Iteration 28Q (520.200000 sec): 3 clusters Score: Raw -183929.853874 + Penalty 2406.983599 = -181522.870276 nChanged 5 SP:Iteration 29Q (520.200000 sec): 3 clusters Score: Raw -183933.580527 + Penalty 2406.983599 = -181526.596928 nChanged 3 SP:Iteration 30Q (520.210000 sec): 3 clusters Score: Raw -183934.741167 + Penalty 2406.983599 = -181527.757568 nChanged 3 SP:Iteration 31Q (520.210000 sec): 3 clusters Score: Raw -183936.387797 + Penalty 2406.983599 = -181529.404198 nChanged 2 SP:Iteration 32Q (520.210000 sec): 3 clusters Score: Raw -183937.283967 + Penalty 2406.983599 = -181530.300368 nChanged 3 SP:Iteration 33Q (520.220000 sec): 3 clusters Score: Raw -183938.980667 + Penalty 2406.983599 = -181531.997068 nChanged 0 SP:Iteration 34F (520.220000 sec): 3 clusters Score: Raw -183938.980667 + Penalty 2406.983599 = -181531.997068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 19 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.230000 sec): 2 clusters Score: Raw -219169.042752 + Penalty 1233.102598 = -217935.940155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.230000 sec): 3 clusters Score: Raw -218352.255078 + Penalty 2466.205195 = -215886.049883 nChanged 673 SP:Iteration 1F (520.240000 sec): 3 clusters Score: Raw -218890.837017 + Penalty 2466.205195 = -216424.631822 nChanged 159 SP:Iteration 2F (520.240000 sec): 3 clusters Score: Raw -219071.242890 + Penalty 2466.205195 = -216605.037695 nChanged 126 SP:Iteration 3F (520.250000 sec): 3 clusters Score: Raw -219215.848451 + Penalty 2466.205195 = -216749.643256 nChanged 134 SP:Iteration 4F (520.250000 sec): 3 clusters Score: Raw -219363.230055 + Penalty 2466.205195 = -216897.024860 nChanged 126 SP:Iteration 5F (520.260000 sec): 3 clusters Score: Raw -219523.086295 + Penalty 2466.205195 = -217056.881100 nChanged 98 SP:Iteration 6Q (520.260000 sec): 3 clusters Score: Raw -219625.166702 + Penalty 2466.205195 = -217158.961507 nChanged 55 SP:Iteration 7Q (520.270000 sec): 3 clusters Score: Raw -219672.904115 + Penalty 2466.205195 = -217206.698920 nChanged 46 SP:Iteration 8Q (520.270000 sec): 3 clusters Score: Raw -219714.617702 + Penalty 2466.205195 = -217248.412507 nChanged 28 SP:Iteration 9Q (520.270000 sec): 3 clusters Score: Raw -219736.873237 + Penalty 2466.205195 = -217270.668041 nChanged 24 SP:Iteration 10Q (520.280000 sec): 3 clusters Score: Raw -219765.329893 + Penalty 2466.205195 = -217299.124698 nChanged 24 SP:Iteration 11Q (520.290000 sec): 3 clusters Score: Raw -219783.933566 + Penalty 2466.205195 = -217317.728371 nChanged 10 SP:Iteration 12Q (520.290000 sec): 3 clusters Score: Raw -219790.526224 + Penalty 2466.205195 = -217324.321029 nChanged 4 SP:Iteration 13Q (520.290000 sec): 3 clusters Score: Raw -219792.115739 + Penalty 2466.205195 = -217325.910544 nChanged 1 SP:Iteration 14Q (520.300000 sec): 3 clusters Score: Raw -219792.786315 + Penalty 2466.205195 = -217326.581120 nChanged 1 SP:Iteration 15Q (520.300000 sec): 3 clusters Score: Raw -219793.090579 + Penalty 2466.205195 = -217326.885384 nChanged 0 SP:Iteration 16F (520.310000 sec): 3 clusters Score: Raw -219793.090579 + Penalty 2466.205195 = -217326.885384 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 20 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.310000 sec): 2 clusters Score: Raw -93280.436939 + Penalty 1106.109771 = -92174.327168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.310000 sec): 3 clusters Score: Raw -92998.660021 + Penalty 2212.219542 = -90786.440479 nChanged 260 SP:Iteration 1F (520.320000 sec): 3 clusters Score: Raw -93267.120863 + Penalty 2212.219542 = -91054.901321 nChanged 78 SP:Iteration 2F (520.320000 sec): 3 clusters Score: Raw -93381.973229 + Penalty 2212.219542 = -91169.753687 nChanged 56 SP:Iteration 3F (520.320000 sec): 3 clusters Score: Raw -93443.353734 + Penalty 2212.219542 = -91231.134192 nChanged 27 SP:Iteration 4Q (520.320000 sec): 3 clusters Score: Raw -93477.527511 + Penalty 2212.219542 = -91265.307969 nChanged 18 SP:Iteration 5Q (520.330000 sec): 3 clusters Score: Raw -93506.208799 + Penalty 2212.219542 = -91293.989257 nChanged 17 SP:Iteration 6Q (520.330000 sec): 3 clusters Score: Raw -93545.037460 + Penalty 2212.219542 = -91332.817918 nChanged 23 SP:Iteration 7Q (520.330000 sec): 3 clusters Score: Raw -93586.740341 + Penalty 2212.219542 = -91374.520799 nChanged 24 SP:Iteration 8Q (520.330000 sec): 3 clusters Score: Raw -93620.182186 + Penalty 2212.219542 = -91407.962644 nChanged 14 SP:Iteration 9Q (520.330000 sec): 3 clusters Score: Raw -93643.930971 + Penalty 2212.219542 = -91431.711429 nChanged 23 SP:Iteration 10Q (520.340000 sec): 3 clusters Score: Raw -93685.052087 + Penalty 2212.219542 = -91472.832545 nChanged 27 SP:Iteration 11Q (520.340000 sec): 3 clusters Score: Raw -93748.941585 + Penalty 2212.219542 = -91536.722042 nChanged 16 SP:Iteration 12Q (520.340000 sec): 3 clusters Score: Raw -93772.310539 + Penalty 2212.219542 = -91560.090997 nChanged 14 SP:Iteration 13Q (520.340000 sec): 3 clusters Score: Raw -93798.707119 + Penalty 2212.219542 = -91586.487577 nChanged 8 SP:Iteration 14Q (520.350000 sec): 3 clusters Score: Raw -93809.572748 + Penalty 2212.219542 = -91597.353206 nChanged 6 SP:Iteration 15Q (520.350000 sec): 3 clusters Score: Raw -93817.048144 + Penalty 2212.219542 = -91604.828602 nChanged 6 SP:Iteration 16Q (520.350000 sec): 3 clusters Score: Raw -93827.733078 + Penalty 2212.219542 = -91615.513536 nChanged 7 SP:Iteration 17Q (520.350000 sec): 3 clusters Score: Raw -93839.684661 + Penalty 2212.219542 = -91627.465119 nChanged 6 SP:Iteration 18Q (520.350000 sec): 3 clusters Score: Raw -93850.355005 + Penalty 2212.219542 = -91638.135463 nChanged 4 SP:Iteration 19Q (520.350000 sec): 3 clusters Score: Raw -93852.634590 + Penalty 2212.219542 = -91640.415048 nChanged 5 SP:Iteration 20F (520.360000 sec): 3 clusters Score: Raw -93856.829741 + Penalty 2212.219542 = -91644.610199 nChanged 1 SP:Iteration 21Q (520.360000 sec): 3 clusters Score: Raw -93857.710858 + Penalty 2212.219542 = -91645.491315 nChanged 1 SP:Iteration 22Q (520.360000 sec): 3 clusters Score: Raw -93859.044971 + Penalty 2212.219542 = -91646.825429 nChanged 1 SP:Iteration 23Q (520.360000 sec): 3 clusters Score: Raw -93860.038723 + Penalty 2212.219542 = -91647.819181 nChanged 1 SP:Iteration 24Q (520.360000 sec): 3 clusters Score: Raw -93860.547064 + Penalty 2212.219542 = -91648.327522 nChanged 0 SP:Iteration 25F (520.370000 sec): 3 clusters Score: Raw -93860.547064 + Penalty 2212.219542 = -91648.327522 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 21 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.370000 sec): 2 clusters Score: Raw -124541.358290 + Penalty 1144.655346 = -123396.702944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.370000 sec): 3 clusters Score: Raw -124158.708621 + Penalty 2289.310692 = -121869.397930 nChanged 358 SP:Iteration 1F (520.370000 sec): 3 clusters Score: Raw -124483.084968 + Penalty 2289.310692 = -122193.774276 nChanged 85 SP:Iteration 2F (520.380000 sec): 3 clusters Score: Raw -124601.910618 + Penalty 2289.310692 = -122312.599927 nChanged 62 SP:Iteration 3F (520.380000 sec): 3 clusters Score: Raw -124674.268531 + Penalty 2289.310692 = -122384.957840 nChanged 47 SP:Iteration 4Q (520.380000 sec): 3 clusters Score: Raw -124729.509757 + Penalty 2289.310692 = -122440.199065 nChanged 29 SP:Iteration 5Q (520.390000 sec): 3 clusters Score: Raw -124762.963419 + Penalty 2289.310692 = -122473.652727 nChanged 29 SP:Iteration 6Q (520.390000 sec): 3 clusters Score: Raw -124806.932381 + Penalty 2289.310692 = -122517.621689 nChanged 31 SP:Iteration 7Q (520.390000 sec): 3 clusters Score: Raw -124849.139778 + Penalty 2289.310692 = -122559.829086 nChanged 23 SP:Iteration 8Q (520.390000 sec): 3 clusters Score: Raw -124873.570227 + Penalty 2289.310692 = -122584.259536 nChanged 19 SP:Iteration 9Q (520.390000 sec): 3 clusters Score: Raw -124896.150768 + Penalty 2289.310692 = -122606.840076 nChanged 23 SP:Iteration 10Q (520.400000 sec): 3 clusters Score: Raw -124937.868461 + Penalty 2289.310692 = -122648.557769 nChanged 26 SP:Iteration 11Q (520.400000 sec): 3 clusters Score: Raw -124971.393814 + Penalty 2289.310692 = -122682.083123 nChanged 26 SP:Iteration 12Q (520.400000 sec): 3 clusters Score: Raw -125001.367142 + Penalty 2289.310692 = -122712.056451 nChanged 15 SP:Iteration 13Q (520.410000 sec): 3 clusters Score: Raw -125018.355724 + Penalty 2289.310692 = -122729.045032 nChanged 10 SP:Iteration 14Q (520.410000 sec): 3 clusters Score: Raw -125029.272643 + Penalty 2289.310692 = -122739.961951 nChanged 9 SP:Iteration 15Q (520.410000 sec): 3 clusters Score: Raw -125041.343815 + Penalty 2289.310692 = -122752.033124 nChanged 12 SP:Iteration 16Q (520.410000 sec): 3 clusters Score: Raw -125054.413195 + Penalty 2289.310692 = -122765.102503 nChanged 10 SP:Iteration 17Q (520.410000 sec): 3 clusters Score: Raw -125063.705142 + Penalty 2289.310692 = -122774.394450 nChanged 8 SP:Iteration 18Q (520.420000 sec): 3 clusters Score: Raw -125072.519767 + Penalty 2289.310692 = -122783.209076 nChanged 11 SP:Iteration 19Q (520.420000 sec): 3 clusters Score: Raw -125084.166189 + Penalty 2289.310692 = -122794.855498 nChanged 3 SP:Iteration 20F (520.420000 sec): 3 clusters Score: Raw -125092.281616 + Penalty 2289.310692 = -122802.970925 nChanged 4 SP:Iteration 21Q (520.430000 sec): 3 clusters Score: Raw -125097.136150 + Penalty 2289.310692 = -122807.825458 nChanged 7 SP:Iteration 22Q (520.430000 sec): 3 clusters Score: Raw -125106.190315 + Penalty 2289.310692 = -122816.879623 nChanged 2 SP:Iteration 23Q (520.430000 sec): 3 clusters Score: Raw -125108.468782 + Penalty 2289.310692 = -122819.158090 nChanged 0 SP:Iteration 24F (520.430000 sec): 3 clusters Score: Raw -125108.468782 + Penalty 2289.310692 = -122819.158090 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 22 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.440000 sec): 2 clusters Score: Raw -38260.569730 + Penalty 962.691567 = -37297.878163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.440000 sec): 3 clusters Score: Raw -38271.011543 + Penalty 1925.383134 = -36345.628409 nChanged 67 SP:Iteration 1F (520.440000 sec): 3 clusters Score: Raw -38402.408499 + Penalty 1925.383134 = -36477.025365 nChanged 20 SP:Iteration 2F (520.440000 sec): 3 clusters Score: Raw -38456.255326 + Penalty 1925.383134 = -36530.872192 nChanged 16 SP:Iteration 3Q (520.440000 sec): 3 clusters Score: Raw -38503.602140 + Penalty 1925.383134 = -36578.219006 nChanged 8 SP:Iteration 4Q (520.440000 sec): 3 clusters Score: Raw -38523.223118 + Penalty 1925.383134 = -36597.839984 nChanged 4 SP:Iteration 5Q (520.440000 sec): 3 clusters Score: Raw -38531.532627 + Penalty 1925.383134 = -36606.149493 nChanged 3 SP:Iteration 6Q (520.440000 sec): 3 clusters Score: Raw -38537.188634 + Penalty 1925.383134 = -36611.805499 nChanged 2 SP:Iteration 7Q (520.440000 sec): 3 clusters Score: Raw -38539.860505 + Penalty 1925.383134 = -36614.477371 nChanged 3 SP:Iteration 8Q (520.450000 sec): 3 clusters Score: Raw -38545.678748 + Penalty 1925.383134 = -36620.295614 nChanged 0 SP:Iteration 9F (520.450000 sec): 3 clusters Score: Raw -38545.678748 + Penalty 1925.383134 = -36620.295614 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 23 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.450000 sec): 2 clusters Score: Raw -36020.022014 + Penalty 945.280563 = -35074.741451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.450000 sec): 3 clusters Score: Raw -36033.530756 + Penalty 1890.561127 = -34142.969629 nChanged 64 SP:Iteration 1F (520.450000 sec): 3 clusters Score: Raw -36180.975321 + Penalty 1890.561127 = -34290.414194 nChanged 18 SP:Iteration 2F (520.450000 sec): 3 clusters Score: Raw -36280.026277 + Penalty 1890.561127 = -34389.465150 nChanged 10 SP:Iteration 3Q (520.450000 sec): 3 clusters Score: Raw -36302.172078 + Penalty 1890.561127 = -34411.610951 nChanged 7 SP:Iteration 4Q (520.450000 sec): 3 clusters Score: Raw -36316.982991 + Penalty 1890.561127 = -34426.421864 nChanged 7 SP:Iteration 5Q (520.450000 sec): 3 clusters Score: Raw -36332.441574 + Penalty 1890.561127 = -34441.880447 nChanged 4 SP:Iteration 6Q (520.450000 sec): 3 clusters Score: Raw -36346.288945 + Penalty 1890.561127 = -34455.727818 nChanged 5 SP:Iteration 7Q (520.450000 sec): 3 clusters Score: Raw -36362.777010 + Penalty 1890.561127 = -34472.215883 nChanged 3 SP:Iteration 8Q (520.450000 sec): 3 clusters Score: Raw -36367.674982 + Penalty 1890.561127 = -34477.113855 nChanged 3 SP:Iteration 9Q (520.450000 sec): 3 clusters Score: Raw -36371.524852 + Penalty 1890.561127 = -34480.963725 nChanged 0 SP:Iteration 10F (520.460000 sec): 3 clusters Score: Raw -36371.524852 + Penalty 1890.561127 = -34480.963725 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 24 (35336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.570000 sec): 2 clusters Score: Raw -4134460.026121 + Penalty 1701.806852 = -4132758.219268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.660000 sec): 3 clusters Score: Raw -4112341.051379 + Penalty 3403.613705 = -4108937.437674 nChanged 16464 SP:Iteration 1F (520.760000 sec): 3 clusters Score: Raw -4121749.844843 + Penalty 3403.613705 = -4118346.231138 nChanged 1349 SP:Iteration 2Q (520.850000 sec): 3 clusters Score: Raw -4122139.082407 + Penalty 3403.613705 = -4118735.468702 nChanged 1378 SP:Iteration 3Q (520.950000 sec): 3 clusters Score: Raw -4122555.253607 + Penalty 3403.613705 = -4119151.639902 nChanged 1378 SP:Iteration 4Q (521.050000 sec): 3 clusters Score: Raw -4123003.606046 + Penalty 3403.613705 = -4119599.992342 nChanged 1358 SP:Iteration 5Q (521.140000 sec): 3 clusters Score: Raw -4123556.517776 + Penalty 3403.613705 = -4120152.904071 nChanged 1499 SP:Iteration 6Q (521.230000 sec): 3 clusters Score: Raw -4124333.182186 + Penalty 3403.613705 = -4120929.568481 nChanged 1630 SP:Iteration 7Q (521.330000 sec): 3 clusters Score: Raw -4125320.360067 + Penalty 3403.613705 = -4121916.746362 nChanged 1768 SP:Iteration 8F (521.420000 sec): 3 clusters Score: Raw -4126447.392609 + Penalty 3403.613705 = -4123043.778904 nChanged 1789 SP:Iteration 9F (521.510000 sec): 3 clusters Score: Raw -4127553.468609 + Penalty 3403.613705 = -4124149.854905 nChanged 1666 SP:Iteration 10Q (521.610000 sec): 3 clusters Score: Raw -4128517.348741 + Penalty 3403.613705 = -4125113.735036 nChanged 1556 SP:Iteration 11Q (521.700000 sec): 3 clusters Score: Raw -4129344.151447 + Penalty 3403.613705 = -4125940.537742 nChanged 1396 SP:Iteration 12Q (521.790000 sec): 3 clusters Score: Raw -4129979.521821 + Penalty 3403.613705 = -4126575.908116 nChanged 1135 SP:Iteration 13Q (521.880000 sec): 3 clusters Score: Raw -4130384.053943 + Penalty 3403.613705 = -4126980.440239 nChanged 849 SP:Iteration 14Q (521.970000 sec): 3 clusters Score: Raw -4130621.259351 + Penalty 3403.613705 = -4127217.645647 nChanged 618 SP:Iteration 15Q (522.060000 sec): 3 clusters Score: Raw -4130762.861845 + Penalty 3403.613705 = -4127359.248141 nChanged 484 SP:Iteration 16Q (522.150000 sec): 3 clusters Score: Raw -4130860.419760 + Penalty 3403.613705 = -4127456.806055 nChanged 429 SP:Iteration 17Q (522.240000 sec): 3 clusters Score: Raw -4130941.922755 + Penalty 3403.613705 = -4127538.309050 nChanged 375 SP:Iteration 18Q (522.330000 sec): 3 clusters Score: Raw -4131018.434399 + Penalty 3403.613705 = -4127614.820694 nChanged 337 SP:Iteration 19Q (522.420000 sec): 3 clusters Score: Raw -4131092.851952 + Penalty 3403.613705 = -4127689.238247 nChanged 365 SP:Iteration 20F (522.510000 sec): 3 clusters Score: Raw -4131173.642836 + Penalty 3403.613705 = -4127770.029131 nChanged 369 SP:Iteration 21Q (522.600000 sec): 3 clusters Score: Raw -4131258.355070 + Penalty 3403.613705 = -4127854.741366 nChanged 401 SP:Iteration 22Q (522.690000 sec): 3 clusters Score: Raw -4131360.690781 + Penalty 3403.613705 = -4127957.077076 nChanged 399 SP:Iteration 23Q (522.770000 sec): 3 clusters Score: Raw -4131458.142949 + Penalty 3403.613705 = -4128054.529244 nChanged 357 SP:Iteration 24Q (522.860000 sec): 3 clusters Score: Raw -4131550.409081 + Penalty 3403.613705 = -4128146.795377 nChanged 398 SP:Iteration 25Q (522.940000 sec): 3 clusters Score: Raw -4131663.926191 + Penalty 3403.613705 = -4128260.312486 nChanged 412 SP:Iteration 26Q (523.030000 sec): 3 clusters Score: Raw -4131797.248150 + Penalty 3403.613705 = -4128393.634445 nChanged 467 SP:Iteration 27Q (523.110000 sec): 3 clusters Score: Raw -4131967.530009 + Penalty 3403.613705 = -4128563.916305 nChanged 503 SP:Iteration 28Q (523.200000 sec): 3 clusters Score: Raw -4132167.930143 + Penalty 3403.613705 = -4128764.316438 nChanged 525 SP:Iteration 29Q (523.280000 sec): 3 clusters Score: Raw -4132405.283901 + Penalty 3403.613705 = -4129001.670196 nChanged 542 SP:Iteration 30Q (523.360000 sec): 3 clusters Score: Raw -4132676.062029 + Penalty 3403.613705 = -4129272.448324 nChanged 513 SP:Iteration 31Q (523.440000 sec): 3 clusters Score: Raw -4132927.960108 + Penalty 3403.613705 = -4129524.346403 nChanged 470 SP:Iteration 32Q (523.530000 sec): 3 clusters Score: Raw -4133152.116945 + Penalty 3403.613705 = -4129748.503240 nChanged 456 SP:Iteration 33Q (523.610000 sec): 3 clusters Score: Raw -4133378.320761 + Penalty 3403.613705 = -4129974.707056 nChanged 401 SP:Iteration 34Q (523.690000 sec): 3 clusters Score: Raw -4133573.519677 + Penalty 3403.613705 = -4130169.905972 nChanged 380 SP:Iteration 35Q (523.760000 sec): 3 clusters Score: Raw -4133758.595820 + Penalty 3403.613705 = -4130354.982115 nChanged 349 SP:Iteration 36Q (523.840000 sec): 3 clusters Score: Raw -4133924.768705 + Penalty 3403.613705 = -4130521.155000 nChanged 322 SP:Iteration 37Q (523.910000 sec): 3 clusters Score: Raw -4134072.861373 + Penalty 3403.613705 = -4130669.247668 nChanged 290 SP:Iteration 38Q (523.990000 sec): 3 clusters Score: Raw -4134205.096041 + Penalty 3403.613705 = -4130801.482337 nChanged 243 SP:Iteration 39Q (524.070000 sec): 3 clusters Score: Raw -4134309.990053 + Penalty 3403.613705 = -4130906.376348 nChanged 200 SP:Iteration 40F (524.160000 sec): 3 clusters Score: Raw -4134401.334743 + Penalty 3403.613705 = -4130997.721038 nChanged 193 SP:Iteration 41Q (524.230000 sec): 3 clusters Score: Raw -4134481.999600 + Penalty 3403.613705 = -4131078.385895 nChanged 151 SP:Iteration 42Q (524.310000 sec): 3 clusters Score: Raw -4134542.248165 + Penalty 3403.613705 = -4131138.634460 nChanged 124 SP:Iteration 43Q (524.380000 sec): 3 clusters Score: Raw -4134588.742170 + Penalty 3403.613705 = -4131185.128465 nChanged 108 SP:Iteration 44Q (524.450000 sec): 3 clusters Score: Raw -4134631.075842 + Penalty 3403.613705 = -4131227.462137 nChanged 86 SP:Iteration 45Q (524.520000 sec): 3 clusters Score: Raw -4134661.728753 + Penalty 3403.613705 = -4131258.115048 nChanged 69 SP:Iteration 46Q (524.590000 sec): 3 clusters Score: Raw -4134681.004403 + Penalty 3403.613705 = -4131277.390698 nChanged 60 SP:Iteration 47Q (524.660000 sec): 3 clusters Score: Raw -4134698.796192 + Penalty 3403.613705 = -4131295.182488 nChanged 48 SP:Iteration 48Q (524.730000 sec): 3 clusters Score: Raw -4134714.280627 + Penalty 3403.613705 = -4131310.666922 nChanged 46 SP:Iteration 49Q (524.800000 sec): 3 clusters Score: Raw -4134728.153357 + Penalty 3403.613705 = -4131324.539653 nChanged 32 SP:Iteration 50Q (524.870000 sec): 3 clusters Score: Raw -4134735.948414 + Penalty 3403.613705 = -4131332.334710 nChanged 26 SP:Iteration 51Q (524.940000 sec): 3 clusters Score: Raw -4134741.675950 + Penalty 3403.613705 = -4131338.062245 nChanged 20 SP:Iteration 52Q (525.010000 sec): 3 clusters Score: Raw -4134747.031453 + Penalty 3403.613705 = -4131343.417748 nChanged 23 SP:Iteration 53Q (525.080000 sec): 3 clusters Score: Raw -4134753.382046 + Penalty 3403.613705 = -4131349.768341 nChanged 17 SP:Iteration 54Q (525.150000 sec): 3 clusters Score: Raw -4134758.425787 + Penalty 3403.613705 = -4131354.812082 nChanged 21 SP:Iteration 55Q (525.220000 sec): 3 clusters Score: Raw -4134764.128454 + Penalty 3403.613705 = -4131360.514749 nChanged 25 SP:Iteration 56Q (525.290000 sec): 3 clusters Score: Raw -4134771.352022 + Penalty 3403.613705 = -4131367.738317 nChanged 23 SP:Iteration 57Q (525.360000 sec): 3 clusters Score: Raw -4134777.989993 + Penalty 3403.613705 = -4131374.376288 nChanged 20 SP:Iteration 58Q (525.430000 sec): 3 clusters Score: Raw -4134783.688323 + Penalty 3403.613705 = -4131380.074619 nChanged 17 SP:Iteration 59Q (525.500000 sec): 3 clusters Score: Raw -4134788.965644 + Penalty 3403.613705 = -4131385.351940 nChanged 13 SP:Iteration 60F (525.590000 sec): 3 clusters Score: Raw -4134792.777470 + Penalty 3403.613705 = -4131389.163765 nChanged 19 SP:Iteration 61Q (525.670000 sec): 3 clusters Score: Raw -4134798.483714 + Penalty 3403.613705 = -4131394.870009 nChanged 14 SP:Iteration 62Q (525.740000 sec): 3 clusters Score: Raw -4134802.252447 + Penalty 3403.613705 = -4131398.638742 nChanged 11 SP:Iteration 63Q (525.810000 sec): 3 clusters Score: Raw -4134804.659146 + Penalty 3403.613705 = -4131401.045441 nChanged 11 SP:Iteration 64Q (525.880000 sec): 3 clusters Score: Raw -4134807.027084 + Penalty 3403.613705 = -4131403.413379 nChanged 4 SP:Iteration 65Q (525.950000 sec): 3 clusters Score: Raw -4134808.083631 + Penalty 3403.613705 = -4131404.469926 nChanged 3 SP:Iteration 66Q (526.020000 sec): 3 clusters Score: Raw -4134809.227424 + Penalty 3403.613705 = -4131405.613719 nChanged 5 SP:Iteration 67Q (526.090000 sec): 3 clusters Score: Raw -4134810.533974 + Penalty 3403.613705 = -4131406.920270 nChanged 3 SP:Iteration 68Q (526.160000 sec): 3 clusters Score: Raw -4134811.108771 + Penalty 3403.613705 = -4131407.495066 nChanged 2 SP:Iteration 69Q (526.230000 sec): 3 clusters Score: Raw -4134811.544869 + Penalty 3403.613705 = -4131407.931164 nChanged 1 SP:Iteration 70Q (526.300000 sec): 3 clusters Score: Raw -4134812.005315 + Penalty 3403.613705 = -4131408.391610 nChanged 3 SP:Iteration 71Q (526.370000 sec): 3 clusters Score: Raw -4134812.837808 + Penalty 3403.613705 = -4131409.224103 nChanged 4 SP:Iteration 72Q (526.440000 sec): 3 clusters Score: Raw -4134814.006253 + Penalty 3403.613705 = -4131410.392548 nChanged 9 SP:Iteration 73Q (526.510000 sec): 3 clusters Score: Raw -4134816.582714 + Penalty 3403.613705 = -4131412.969009 nChanged 9 SP:Iteration 74Q (526.580000 sec): 3 clusters Score: Raw -4134819.071768 + Penalty 3403.613705 = -4131415.458063 nChanged 8 SP:Iteration 75Q (526.650000 sec): 3 clusters Score: Raw -4134821.741392 + Penalty 3403.613705 = -4131418.127687 nChanged 9 SP:Iteration 76Q (526.720000 sec): 3 clusters Score: Raw -4134824.072998 + Penalty 3403.613705 = -4131420.459293 nChanged 10 SP:Iteration 77Q (526.790000 sec): 3 clusters Score: Raw -4134826.968488 + Penalty 3403.613705 = -4131423.354783 nChanged 9 SP:Iteration 78Q (526.860000 sec): 3 clusters Score: Raw -4134830.122992 + Penalty 3403.613705 = -4131426.509287 nChanged 14 SP:Iteration 79Q (526.930000 sec): 3 clusters Score: Raw -4134834.092180 + Penalty 3403.613705 = -4131430.478475 nChanged 7 SP:Iteration 80F (527.020000 sec): 3 clusters Score: Raw -4134835.868324 + Penalty 3403.613705 = -4131432.254619 nChanged 5 SP:Iteration 81Q (527.090000 sec): 3 clusters Score: Raw -4134837.594194 + Penalty 3403.613705 = -4131433.980489 nChanged 5 SP:Iteration 82Q (527.160000 sec): 3 clusters Score: Raw -4134838.624447 + Penalty 3403.613705 = -4131435.010743 nChanged 3 SP:Iteration 83Q (527.230000 sec): 3 clusters Score: Raw -4134839.053178 + Penalty 3403.613705 = -4131435.439473 nChanged 1 SP:Iteration 84Q (527.300000 sec): 3 clusters Score: Raw -4134839.334937 + Penalty 3403.613705 = -4131435.721232 nChanged 2 SP:Iteration 85Q (527.370000 sec): 3 clusters Score: Raw -4134839.795017 + Penalty 3403.613705 = -4131436.181312 nChanged 2 SP:Iteration 86Q (527.440000 sec): 3 clusters Score: Raw -4134840.123089 + Penalty 3403.613705 = -4131436.509384 nChanged 0 SP:Iteration 87F (527.530000 sec): 3 clusters Score: Raw -4134840.123089 + Penalty 3403.613705 = -4131436.509384 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 25 (16852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.590000 sec): 2 clusters Score: Raw -2004685.494073 + Penalty 1581.486501 = -2003104.007572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.640000 sec): 3 clusters Score: Raw -1994604.905710 + Penalty 3162.973003 = -1991441.932707 nChanged 7548 SP:Iteration 1F (527.680000 sec): 3 clusters Score: Raw -1998646.156902 + Penalty 3162.973003 = -1995483.183899 nChanged 836 SP:Iteration 2Q (527.730000 sec): 3 clusters Score: Raw -1998910.612357 + Penalty 3162.973003 = -1995747.639355 nChanged 707 SP:Iteration 3Q (527.770000 sec): 3 clusters Score: Raw -1999120.384475 + Penalty 3162.973003 = -1995957.411473 nChanged 643 SP:Iteration 4Q (527.810000 sec): 3 clusters Score: Raw -1999313.729871 + Penalty 3162.973003 = -1996150.756869 nChanged 600 SP:Iteration 5Q (527.860000 sec): 3 clusters Score: Raw -1999485.763091 + Penalty 3162.973003 = -1996322.790088 nChanged 554 SP:Iteration 6Q (527.910000 sec): 3 clusters Score: Raw -1999654.095072 + Penalty 3162.973003 = -1996491.122070 nChanged 558 SP:Iteration 7Q (527.950000 sec): 3 clusters Score: Raw -1999833.475381 + Penalty 3162.973003 = -1996670.502378 nChanged 571 SP:Iteration 8Q (528.000000 sec): 3 clusters Score: Raw -2000027.603043 + Penalty 3162.973003 = -1996864.630040 nChanged 613 SP:Iteration 9Q (528.050000 sec): 3 clusters Score: Raw -2000271.499795 + Penalty 3162.973003 = -1997108.526792 nChanged 690 SP:Iteration 10Q (528.090000 sec): 3 clusters Score: Raw -2000586.961738 + Penalty 3162.973003 = -1997423.988735 nChanged 803 SP:Iteration 11Q (528.140000 sec): 3 clusters Score: Raw -2001016.378599 + Penalty 3162.973003 = -1997853.405597 nChanged 870 SP:Iteration 12F (528.180000 sec): 3 clusters Score: Raw -2001580.485520 + Penalty 3162.973003 = -1998417.512517 nChanged 913 SP:Iteration 13F (528.230000 sec): 3 clusters Score: Raw -2002231.098614 + Penalty 3162.973003 = -1999068.125611 nChanged 915 SP:Iteration 14F (528.270000 sec): 3 clusters Score: Raw -2002958.182572 + Penalty 3162.973003 = -1999795.209570 nChanged 782 SP:Iteration 15Q (528.320000 sec): 3 clusters Score: Raw -2003606.820506 + Penalty 3162.973003 = -2000443.847503 nChanged 566 SP:Iteration 16Q (528.360000 sec): 3 clusters Score: Raw -2004095.024963 + Penalty 3162.973003 = -2000932.051961 nChanged 378 SP:Iteration 17Q (528.410000 sec): 3 clusters Score: Raw -2004417.040821 + Penalty 3162.973003 = -2001254.067818 nChanged 219 SP:Iteration 18Q (528.440000 sec): 3 clusters Score: Raw -2004637.481184 + Penalty 3162.973003 = -2001474.508182 nChanged 132 SP:Iteration 19Q (528.480000 sec): 3 clusters Score: Raw -2004770.409907 + Penalty 3162.973003 = -2001607.436904 nChanged 63 SP:Iteration 20F (528.520000 sec): 3 clusters Score: Raw -2004841.564597 + Penalty 3162.973003 = -2001678.591595 nChanged 25 SP:Iteration 21Q (528.550000 sec): 3 clusters Score: Raw -2004867.358422 + Penalty 3162.973003 = -2001704.385420 nChanged 19 SP:Iteration 22Q (528.590000 sec): 3 clusters Score: Raw -2004894.943874 + Penalty 3162.973003 = -2001731.970872 nChanged 14 SP:Iteration 23Q (528.620000 sec): 3 clusters Score: Raw -2004909.818217 + Penalty 3162.973003 = -2001746.845215 nChanged 4 SP:Iteration 24Q (528.650000 sec): 3 clusters Score: Raw -2004915.718183 + Penalty 3162.973003 = -2001752.745180 nChanged 6 SP:Iteration 25Q (528.680000 sec): 3 clusters Score: Raw -2004922.379417 + Penalty 3162.973003 = -2001759.406415 nChanged 5 SP:Iteration 26Q (528.710000 sec): 3 clusters Score: Raw -2004926.056657 + Penalty 3162.973003 = -2001763.083655 nChanged 3 SP:Iteration 27Q (528.750000 sec): 3 clusters Score: Raw -2004929.276780 + Penalty 3162.973003 = -2001766.303778 nChanged 5 SP:Iteration 28Q (528.780000 sec): 3 clusters Score: Raw -2004937.856899 + Penalty 3162.973003 = -2001774.883897 nChanged 6 SP:Iteration 29Q (528.810000 sec): 3 clusters Score: Raw -2004942.937564 + Penalty 3162.973003 = -2001779.964562 nChanged 4 SP:Iteration 30Q (528.840000 sec): 3 clusters Score: Raw -2004946.741565 + Penalty 3162.973003 = -2001783.768563 nChanged 1 SP:Iteration 31Q (528.870000 sec): 3 clusters Score: Raw -2004946.992923 + Penalty 3162.973003 = -2001784.019921 nChanged 0 SP:Iteration 32F (528.910000 sec): 3 clusters Score: Raw -2004946.992923 + Penalty 3162.973003 = -2001784.019921 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 26 (35977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (529.030000 sec): 2 clusters Score: Raw -4214530.409978 + Penalty 1704.728208 = -4212825.681770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (529.120000 sec): 3 clusters Score: Raw -4192162.905312 + Penalty 3409.456415 = -4188753.448897 nChanged 16603 SP:Iteration 1F (529.220000 sec): 3 clusters Score: Raw -4201468.296777 + Penalty 3409.456415 = -4198058.840362 nChanged 1544 SP:Iteration 2Q (529.320000 sec): 3 clusters Score: Raw -4201986.768138 + Penalty 3409.456415 = -4198577.311722 nChanged 1687 SP:Iteration 3Q (529.420000 sec): 3 clusters Score: Raw -4202672.168620 + Penalty 3409.456415 = -4199262.712205 nChanged 1973 SP:Iteration 4F (529.510000 sec): 3 clusters Score: Raw -4203680.925110 + Penalty 3409.456415 = -4200271.468695 nChanged 2470 SP:Iteration 5F (529.610000 sec): 3 clusters Score: Raw -4205396.937199 + Penalty 3409.456415 = -4201987.480784 nChanged 2870 SP:Iteration 6F (529.700000 sec): 3 clusters Score: Raw -4207857.199549 + Penalty 3409.456415 = -4204447.743133 nChanged 2815 SP:Iteration 7F (529.790000 sec): 3 clusters Score: Raw -4210498.100604 + Penalty 3409.456415 = -4207088.644189 nChanged 2127 SP:Iteration 8F (529.890000 sec): 3 clusters Score: Raw -4212577.241135 + Penalty 3409.456415 = -4209167.784720 nChanged 1267 SP:Iteration 9Q (529.980000 sec): 3 clusters Score: Raw -4213796.808213 + Penalty 3409.456415 = -4210387.351798 nChanged 582 SP:Iteration 10Q (530.060000 sec): 3 clusters Score: Raw -4214339.886997 + Penalty 3409.456415 = -4210930.430582 nChanged 254 SP:Iteration 11Q (530.140000 sec): 3 clusters Score: Raw -4214577.209773 + Penalty 3409.456415 = -4211167.753358 nChanged 115 SP:Iteration 12Q (530.210000 sec): 3 clusters Score: Raw -4214681.706942 + Penalty 3409.456415 = -4211272.250527 nChanged 53 SP:Iteration 13Q (530.280000 sec): 3 clusters Score: Raw -4214728.552254 + Penalty 3409.456415 = -4211319.095838 nChanged 30 SP:Iteration 14Q (530.350000 sec): 3 clusters Score: Raw -4214761.197700 + Penalty 3409.456415 = -4211351.741284 nChanged 20 SP:Iteration 15Q (530.420000 sec): 3 clusters Score: Raw -4214783.443038 + Penalty 3409.456415 = -4211373.986623 nChanged 11 SP:Iteration 16Q (530.480000 sec): 3 clusters Score: Raw -4214796.353919 + Penalty 3409.456415 = -4211386.897504 nChanged 11 SP:Iteration 17Q (530.550000 sec): 3 clusters Score: Raw -4214808.742350 + Penalty 3409.456415 = -4211399.285935 nChanged 10 SP:Iteration 18Q (530.620000 sec): 3 clusters Score: Raw -4214816.446067 + Penalty 3409.456415 = -4211406.989652 nChanged 5 SP:Iteration 19Q (530.680000 sec): 3 clusters Score: Raw -4214821.677909 + Penalty 3409.456415 = -4211412.221494 nChanged 4 SP:Iteration 20F (530.780000 sec): 3 clusters Score: Raw -4214825.576750 + Penalty 3409.456415 = -4211416.120335 nChanged 3 SP:Iteration 21Q (530.840000 sec): 3 clusters Score: Raw -4214828.358323 + Penalty 3409.456415 = -4211418.901907 nChanged 1 SP:Iteration 22Q (530.910000 sec): 3 clusters Score: Raw -4214829.343543 + Penalty 3409.456415 = -4211419.887127 nChanged 0 SP:Iteration 23F (531.000000 sec): 3 clusters Score: Raw -4214829.343543 + Penalty 3409.456415 = -4211419.887127 nChanged 0 Iteration 139Q (532.900000 sec): 27 clusters Score: Raw -39791965.563393 + Penalty 53911.015779 = -39738054.547614 nChanged 52 Iteration 140F (541.260000 sec): 27 clusters Score: Raw -39791967.399535 + Penalty 53911.015779 = -39738056.383756 nChanged 54 Iteration 141Q (543.170000 sec): 27 clusters Score: Raw -39791969.319716 + Penalty 53911.015779 = -39738058.303936 nChanged 45 Iteration 142Q (545.090000 sec): 27 clusters Score: Raw -39791970.732834 + Penalty 53911.015779 = -39738059.717055 nChanged 39 Iteration 143Q (547.010000 sec): 27 clusters Score: Raw -39791972.422516 + Penalty 53911.015779 = -39738061.406737 nChanged 37 Iteration 144Q (548.940000 sec): 27 clusters Score: Raw -39791974.366506 + Penalty 53911.015779 = -39738063.350727 nChanged 39 Iteration 145Q (550.880000 sec): 27 clusters Score: Raw -39791976.114225 + Penalty 53911.015779 = -39738065.098446 nChanged 41 Iteration 146Q (552.790000 sec): 27 clusters Score: Raw -39791977.742613 + Penalty 53911.015779 = -39738066.726834 nChanged 32 Iteration 147Q (554.720000 sec): 27 clusters Score: Raw -39791978.769767 + Penalty 53911.015779 = -39738067.753988 nChanged 31 Iteration 148Q (556.630000 sec): 27 clusters Score: Raw -39791979.501675 + Penalty 53911.015779 = -39738068.485896 nChanged 31 Iteration 149Q (558.550000 sec): 27 clusters Score: Raw -39791980.265571 + Penalty 53911.015779 = -39738069.249792 nChanged 30 Iteration 150Q (560.480000 sec): 27 clusters Score: Raw -39791981.027865 + Penalty 53911.015779 = -39738070.012086 nChanged 23 Iteration 151Q (562.400000 sec): 27 clusters Score: Raw -39791981.883659 + Penalty 53911.015779 = -39738070.867880 nChanged 17 Iteration 152Q (564.290000 sec): 27 clusters Score: Raw -39791982.282175 + Penalty 53911.015779 = -39738071.266396 nChanged 18 Iteration 153Q (566.200000 sec): 27 clusters Score: Raw -39791982.830616 + Penalty 53911.015779 = -39738071.814837 nChanged 21 Iteration 154Q (568.100000 sec): 27 clusters Score: Raw -39791983.693762 + Penalty 53911.015779 = -39738072.677983 nChanged 26 Iteration 155Q (570.020000 sec): 27 clusters Score: Raw -39791984.662798 + Penalty 53911.015779 = -39738073.647019 nChanged 23 Iteration 156Q (571.940000 sec): 27 clusters Score: Raw -39791985.537505 + Penalty 53911.015779 = -39738074.521726 nChanged 17 Iteration 157Q (573.870000 sec): 27 clusters Score: Raw -39791986.106377 + Penalty 53911.015779 = -39738075.090598 nChanged 13 Iteration 158Q (575.790000 sec): 27 clusters Score: Raw -39791986.547982 + Penalty 53911.015779 = -39738075.532203 nChanged 8 Iteration 159Q (577.700000 sec): 27 clusters Score: Raw -39791986.929870 + Penalty 53911.015779 = -39738075.914091 nChanged 11 Iteration 160F (585.970000 sec): 27 clusters Score: Raw -39791987.760159 + Penalty 53911.015779 = -39738076.744380 nChanged 17 Iteration 161Q (587.880000 sec): 27 clusters Score: Raw -39791988.805892 + Penalty 53911.015779 = -39738077.790113 nChanged 17 Iteration 162Q (589.790000 sec): 27 clusters Score: Raw -39791989.719057 + Penalty 53911.015779 = -39738078.703278 nChanged 17 Iteration 163Q (591.710000 sec): 27 clusters Score: Raw -39791991.429443 + Penalty 53911.015779 = -39738080.413664 nChanged 17 Iteration 164Q (593.620000 sec): 27 clusters Score: Raw -39791993.387976 + Penalty 53911.015779 = -39738082.372197 nChanged 15 Iteration 165Q (595.510000 sec): 27 clusters Score: Raw -39791995.181770 + Penalty 53911.015779 = -39738084.165991 nChanged 18 Iteration 166Q (597.450000 sec): 27 clusters Score: Raw -39791997.631779 + Penalty 53911.015779 = -39738086.616000 nChanged 13 Iteration 167Q (599.350000 sec): 27 clusters Score: Raw -39791998.949261 + Penalty 53911.015779 = -39738087.933482 nChanged 10 Iteration 168Q (601.270000 sec): 27 clusters Score: Raw -39791999.932745 + Penalty 53911.015779 = -39738088.916966 nChanged 10 Iteration 169Q (603.190000 sec): 27 clusters Score: Raw -39792000.746476 + Penalty 53911.015779 = -39738089.730697 nChanged 8 Iteration 170Q (605.140000 sec): 27 clusters Score: Raw -39792001.385913 + Penalty 53911.015779 = -39738090.370133 nChanged 8 Iteration 171Q (607.090000 sec): 27 clusters Score: Raw -39792002.595430 + Penalty 53911.015779 = -39738091.579651 nChanged 10 Iteration 172Q (609.030000 sec): 27 clusters Score: Raw -39792004.168739 + Penalty 53911.015779 = -39738093.152960 nChanged 14 Iteration 173Q (610.990000 sec): 27 clusters Score: Raw -39792006.054566 + Penalty 53911.015779 = -39738095.038787 nChanged 20 Iteration 174Q (612.920000 sec): 27 clusters Score: Raw -39792007.859346 + Penalty 53911.015779 = -39738096.843567 nChanged 22 Iteration 175Q (614.870000 sec): 27 clusters Score: Raw -39792010.486369 + Penalty 53911.015779 = -39738099.470590 nChanged 28 Iteration 176Q (616.810000 sec): 27 clusters Score: Raw -39792012.440645 + Penalty 53911.015779 = -39738101.424866 nChanged 31 Iteration 177Q (618.760000 sec): 27 clusters Score: Raw -39792014.815157 + Penalty 53911.015779 = -39738103.799378 nChanged 18 Iteration 178Q (620.700000 sec): 27 clusters Score: Raw -39792015.818308 + Penalty 53911.015779 = -39738104.802528 nChanged 19 Writing temp clu file Compute initial score before splitting: Score: Raw -39792015.818308 + Penalty 53911.015779 = -39738104.802528 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 1 (31598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.840000 sec): 2 clusters Score: Raw -3697971.245725 + Penalty 1683.637980 = -3696287.607745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.930000 sec): 3 clusters Score: Raw -3678476.577923 + Penalty 3367.275960 = -3675109.301963 nChanged 14529 SP:Iteration 1F (621.010000 sec): 3 clusters Score: Raw -3687244.295307 + Penalty 3367.275960 = -3683877.019347 nChanged 2089 SP:Iteration 2F (621.090000 sec): 3 clusters Score: Raw -3688488.750153 + Penalty 3367.275960 = -3685121.474193 nChanged 2462 SP:Iteration 3F (621.170000 sec): 3 clusters Score: Raw -3690384.587858 + Penalty 3367.275960 = -3687017.311898 nChanged 2641 SP:Iteration 4F (621.260000 sec): 3 clusters Score: Raw -3692778.913177 + Penalty 3367.275960 = -3689411.637217 nChanged 2386 SP:Iteration 5F (621.350000 sec): 3 clusters Score: Raw -3695129.439151 + Penalty 3367.275960 = -3691762.163192 nChanged 1623 SP:Iteration 6F (621.430000 sec): 3 clusters Score: Raw -3696757.413287 + Penalty 3367.275960 = -3693390.137328 nChanged 919 SP:Iteration 7Q (621.510000 sec): 3 clusters Score: Raw -3697624.251308 + Penalty 3367.275960 = -3694256.975349 nChanged 492 SP:Iteration 8Q (621.580000 sec): 3 clusters Score: Raw -3698017.925863 + Penalty 3367.275960 = -3694650.649903 nChanged 283 SP:Iteration 9Q (621.640000 sec): 3 clusters Score: Raw -3698192.310944 + Penalty 3367.275960 = -3694825.034985 nChanged 174 SP:Iteration 10Q (621.710000 sec): 3 clusters Score: Raw -3698291.681859 + Penalty 3367.275960 = -3694924.405899 nChanged 109 SP:Iteration 11Q (621.780000 sec): 3 clusters Score: Raw -3698345.723114 + Penalty 3367.275960 = -3694978.447155 nChanged 83 SP:Iteration 12Q (621.840000 sec): 3 clusters Score: Raw -3698377.636535 + Penalty 3367.275960 = -3695010.360575 nChanged 60 SP:Iteration 13Q (621.910000 sec): 3 clusters Score: Raw -3698394.282972 + Penalty 3367.275960 = -3695027.007012 nChanged 44 SP:Iteration 14Q (621.970000 sec): 3 clusters Score: Raw -3698409.391406 + Penalty 3367.275960 = -3695042.115447 nChanged 35 SP:Iteration 15Q (622.030000 sec): 3 clusters Score: Raw -3698419.527368 + Penalty 3367.275960 = -3695052.251409 nChanged 28 SP:Iteration 16Q (622.090000 sec): 3 clusters Score: Raw -3698427.559914 + Penalty 3367.275960 = -3695060.283954 nChanged 26 SP:Iteration 17Q (622.150000 sec): 3 clusters Score: Raw -3698437.356131 + Penalty 3367.275960 = -3695070.080172 nChanged 25 SP:Iteration 18Q (622.210000 sec): 3 clusters Score: Raw -3698444.995348 + Penalty 3367.275960 = -3695077.719388 nChanged 20 SP:Iteration 19Q (622.270000 sec): 3 clusters Score: Raw -3698453.105183 + Penalty 3367.275960 = -3695085.829223 nChanged 21 SP:Iteration 20F (622.350000 sec): 3 clusters Score: Raw -3698461.317342 + Penalty 3367.275960 = -3695094.041382 nChanged 27 SP:Iteration 21Q (622.410000 sec): 3 clusters Score: Raw -3698470.648869 + Penalty 3367.275960 = -3695103.372909 nChanged 20 SP:Iteration 22Q (622.470000 sec): 3 clusters Score: Raw -3698476.164264 + Penalty 3367.275960 = -3695108.888304 nChanged 16 SP:Iteration 23Q (622.530000 sec): 3 clusters Score: Raw -3698481.630422 + Penalty 3367.275960 = -3695114.354463 nChanged 22 SP:Iteration 24Q (622.590000 sec): 3 clusters Score: Raw -3698488.944056 + Penalty 3367.275960 = -3695121.668096 nChanged 26 SP:Iteration 25Q (622.650000 sec): 3 clusters Score: Raw -3698498.189074 + Penalty 3367.275960 = -3695130.913114 nChanged 14 SP:Iteration 26Q (622.710000 sec): 3 clusters Score: Raw -3698502.200874 + Penalty 3367.275960 = -3695134.924914 nChanged 14 SP:Iteration 27Q (622.770000 sec): 3 clusters Score: Raw -3698506.451633 + Penalty 3367.275960 = -3695139.175674 nChanged 12 SP:Iteration 28Q (622.840000 sec): 3 clusters Score: Raw -3698509.220734 + Penalty 3367.275960 = -3695141.944774 nChanged 7 SP:Iteration 29Q (622.900000 sec): 3 clusters Score: Raw -3698511.323867 + Penalty 3367.275960 = -3695144.047907 nChanged 2 SP:Iteration 30Q (622.960000 sec): 3 clusters Score: Raw -3698511.792040 + Penalty 3367.275960 = -3695144.516080 nChanged 2 SP:Iteration 31Q (623.020000 sec): 3 clusters Score: Raw -3698511.934835 + Penalty 3367.275960 = -3695144.658875 nChanged 0 SP:Iteration 32F (623.100000 sec): 3 clusters Score: Raw -3698511.934835 + Penalty 3367.275960 = -3695144.658875 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 2 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.120000 sec): 2 clusters Score: Raw -98010.583488 + Penalty 1098.001513 = -96912.581975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.120000 sec): 3 clusters Score: Raw -97731.447667 + Penalty 2196.003027 = -95535.444641 nChanged 256 SP:Iteration 1F (623.120000 sec): 3 clusters Score: Raw -97969.493570 + Penalty 2196.003027 = -95773.490544 nChanged 63 SP:Iteration 2F (623.120000 sec): 3 clusters Score: Raw -98039.736625 + Penalty 2196.003027 = -95843.733599 nChanged 31 SP:Iteration 3Q (623.120000 sec): 3 clusters Score: Raw -98073.055315 + Penalty 2196.003027 = -95877.052289 nChanged 16 SP:Iteration 4Q (623.130000 sec): 3 clusters Score: Raw -98091.541835 + Penalty 2196.003027 = -95895.538809 nChanged 13 SP:Iteration 5Q (623.130000 sec): 3 clusters Score: Raw -98108.161042 + Penalty 2196.003027 = -95912.158015 nChanged 13 SP:Iteration 6Q (623.130000 sec): 3 clusters Score: Raw -98120.839331 + Penalty 2196.003027 = -95924.836304 nChanged 7 SP:Iteration 7Q (623.130000 sec): 3 clusters Score: Raw -98128.313332 + Penalty 2196.003027 = -95932.310305 nChanged 5 SP:Iteration 8Q (623.140000 sec): 3 clusters Score: Raw -98131.483497 + Penalty 2196.003027 = -95935.480471 nChanged 1 SP:Iteration 9Q (623.140000 sec): 3 clusters Score: Raw -98131.785157 + Penalty 2196.003027 = -95935.782130 nChanged 0 SP:Iteration 10F (623.140000 sec): 3 clusters Score: Raw -98131.785157 + Penalty 2196.003027 = -95935.782130 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (41133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.270000 sec): 2 clusters Score: Raw -4814446.540846 + Penalty 1726.491975 = -4812720.048871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.380000 sec): 3 clusters Score: Raw -4788600.783688 + Penalty 3452.983949 = -4785147.799739 nChanged 19212 SP:Iteration 1F (623.500000 sec): 3 clusters Score: Raw -4799655.959311 + Penalty 3452.983949 = -4796202.975361 nChanged 1870 SP:Iteration 2Q (623.610000 sec): 3 clusters Score: Raw -4800309.054137 + Penalty 3452.983949 = -4796856.070188 nChanged 2078 SP:Iteration 3F (623.720000 sec): 3 clusters Score: Raw -4801236.854859 + Penalty 3452.983949 = -4797783.870910 nChanged 2528 SP:Iteration 4F (623.830000 sec): 3 clusters Score: Raw -4802683.239728 + Penalty 3452.983949 = -4799230.255779 nChanged 3024 SP:Iteration 5F (623.940000 sec): 3 clusters Score: Raw -4804880.385393 + Penalty 3452.983949 = -4801427.401444 nChanged 3332 SP:Iteration 6F (624.050000 sec): 3 clusters Score: Raw -4807693.611128 + Penalty 3452.983949 = -4804240.627179 nChanged 3031 SP:Iteration 7F (624.150000 sec): 3 clusters Score: Raw -4810523.709652 + Penalty 3452.983949 = -4807070.725702 nChanged 2171 SP:Iteration 8F (624.270000 sec): 3 clusters Score: Raw -4812652.078229 + Penalty 3452.983949 = -4809199.094280 nChanged 1169 SP:Iteration 9Q (624.370000 sec): 3 clusters Score: Raw -4813741.574518 + Penalty 3452.983949 = -4810288.590568 nChanged 525 SP:Iteration 10Q (624.460000 sec): 3 clusters Score: Raw -4814231.033036 + Penalty 3452.983949 = -4810778.049087 nChanged 215 SP:Iteration 11Q (624.550000 sec): 3 clusters Score: Raw -4814438.806205 + Penalty 3452.983949 = -4810985.822256 nChanged 93 SP:Iteration 12Q (624.620000 sec): 3 clusters Score: Raw -4814549.645907 + Penalty 3452.983949 = -4811096.661958 nChanged 44 SP:Iteration 13Q (624.700000 sec): 3 clusters Score: Raw -4814611.298569 + Penalty 3452.983949 = -4811158.314620 nChanged 19 SP:Iteration 14Q (624.780000 sec): 3 clusters Score: Raw -4814637.021271 + Penalty 3452.983949 = -4811184.037321 nChanged 7 SP:Iteration 15Q (624.860000 sec): 3 clusters Score: Raw -4814646.065183 + Penalty 3452.983949 = -4811193.081233 nChanged 7 SP:Iteration 16Q (624.940000 sec): 3 clusters Score: Raw -4814654.062988 + Penalty 3452.983949 = -4811201.079038 nChanged 4 SP:Iteration 17Q (625.010000 sec): 3 clusters Score: Raw -4814657.186584 + Penalty 3452.983949 = -4811204.202635 nChanged 1 SP:Iteration 18Q (625.080000 sec): 3 clusters Score: Raw -4814659.048308 + Penalty 3452.983949 = -4811206.064359 nChanged 2 SP:Iteration 19Q (625.160000 sec): 3 clusters Score: Raw -4814661.890531 + Penalty 3452.983949 = -4811208.906581 nChanged 2 SP:Iteration 20F (625.270000 sec): 3 clusters Score: Raw -4814663.927725 + Penalty 3452.983949 = -4811210.943776 nChanged 1 SP:Iteration 21Q (625.340000 sec): 3 clusters Score: Raw -4814664.405235 + Penalty 3452.983949 = -4811211.421286 nChanged 1 SP:Iteration 22Q (625.420000 sec): 3 clusters Score: Raw -4814665.224647 + Penalty 3452.983949 = -4811212.240697 nChanged 0 SP:Iteration 23F (625.530000 sec): 3 clusters Score: Raw -4814665.224647 + Penalty 3452.983949 = -4811212.240697 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.560000 sec): 2 clusters Score: Raw -104677.518733 + Penalty 1113.317551 = -103564.201182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.560000 sec): 3 clusters Score: Raw -104354.145049 + Penalty 2226.635101 = -102127.509948 nChanged 282 SP:Iteration 1F (625.570000 sec): 3 clusters Score: Raw -104603.825462 + Penalty 2226.635101 = -102377.190361 nChanged 72 SP:Iteration 2F (625.570000 sec): 3 clusters Score: Raw -104685.039940 + Penalty 2226.635101 = -102458.404839 nChanged 31 SP:Iteration 3Q (625.570000 sec): 3 clusters Score: Raw -104717.433675 + Penalty 2226.635101 = -102490.798574 nChanged 27 SP:Iteration 4Q (625.570000 sec): 3 clusters Score: Raw -104754.024334 + Penalty 2226.635101 = -102527.389232 nChanged 20 SP:Iteration 5Q (625.570000 sec): 3 clusters Score: Raw -104773.858762 + Penalty 2226.635101 = -102547.223660 nChanged 12 SP:Iteration 6Q (625.580000 sec): 3 clusters Score: Raw -104796.985437 + Penalty 2226.635101 = -102570.350335 nChanged 15 SP:Iteration 7Q (625.580000 sec): 3 clusters Score: Raw -104815.715480 + Penalty 2226.635101 = -102589.080379 nChanged 12 SP:Iteration 8Q (625.580000 sec): 3 clusters Score: Raw -104834.972307 + Penalty 2226.635101 = -102608.337206 nChanged 15 SP:Iteration 9Q (625.580000 sec): 3 clusters Score: Raw -104865.402182 + Penalty 2226.635101 = -102638.767080 nChanged 19 SP:Iteration 10Q (625.580000 sec): 3 clusters Score: Raw -104888.917531 + Penalty 2226.635101 = -102662.282430 nChanged 12 SP:Iteration 11Q (625.590000 sec): 3 clusters Score: Raw -104907.948972 + Penalty 2226.635101 = -102681.313871 nChanged 8 SP:Iteration 12Q (625.590000 sec): 3 clusters Score: Raw -104915.813752 + Penalty 2226.635101 = -102689.178651 nChanged 7 SP:Iteration 13Q (625.590000 sec): 3 clusters Score: Raw -104921.073583 + Penalty 2226.635101 = -102694.438482 nChanged 6 SP:Iteration 14Q (625.590000 sec): 3 clusters Score: Raw -104926.689431 + Penalty 2226.635101 = -102700.054329 nChanged 6 SP:Iteration 15Q (625.600000 sec): 3 clusters Score: Raw -104933.679455 + Penalty 2226.635101 = -102707.044354 nChanged 11 SP:Iteration 16Q (625.600000 sec): 3 clusters Score: Raw -104951.037179 + Penalty 2226.635101 = -102724.402077 nChanged 13 SP:Iteration 17Q (625.600000 sec): 3 clusters Score: Raw -104984.853416 + Penalty 2226.635101 = -102758.218314 nChanged 16 SP:Iteration 18Q (625.600000 sec): 3 clusters Score: Raw -105020.818128 + Penalty 2226.635101 = -102794.183026 nChanged 13 SP:Iteration 19Q (625.600000 sec): 3 clusters Score: Raw -105034.473141 + Penalty 2226.635101 = -102807.838040 nChanged 8 SP:Iteration 20F (625.610000 sec): 3 clusters Score: Raw -105040.801163 + Penalty 2226.635101 = -102814.166061 nChanged 4 SP:Iteration 21Q (625.610000 sec): 3 clusters Score: Raw -105044.093606 + Penalty 2226.635101 = -102817.458504 nChanged 3 SP:Iteration 22Q (625.610000 sec): 3 clusters Score: Raw -105045.815859 + Penalty 2226.635101 = -102819.180757 nChanged 0 SP:Iteration 23F (625.620000 sec): 3 clusters Score: Raw -105045.815859 + Penalty 2226.635101 = -102819.180757 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.620000 sec): 2 clusters Score: Raw -7809.971054 + Penalty 697.199659 = -7112.771395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.620000 sec): 3 clusters Score: Raw -8024.963974 + Penalty 1394.399318 = -6630.564655 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 6 (39850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.750000 sec): 2 clusters Score: Raw -4666157.668736 + Penalty 1721.342624 = -4664436.326112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.860000 sec): 3 clusters Score: Raw -4641146.364948 + Penalty 3442.685247 = -4637703.679701 nChanged 18609 SP:Iteration 1F (625.970000 sec): 3 clusters Score: Raw -4651741.925339 + Penalty 3442.685247 = -4648299.240091 nChanged 1529 SP:Iteration 2Q (626.080000 sec): 3 clusters Score: Raw -4652176.342094 + Penalty 3442.685247 = -4648733.656846 nChanged 1439 SP:Iteration 3Q (626.190000 sec): 3 clusters Score: Raw -4652634.836463 + Penalty 3442.685247 = -4649192.151215 nChanged 1455 SP:Iteration 4Q (626.300000 sec): 3 clusters Score: Raw -4653197.860221 + Penalty 3442.685247 = -4649755.174974 nChanged 1666 SP:Iteration 5Q (626.410000 sec): 3 clusters Score: Raw -4653996.490800 + Penalty 3442.685247 = -4650553.805553 nChanged 1948 SP:Iteration 6Q (626.510000 sec): 3 clusters Score: Raw -4655132.848547 + Penalty 3442.685247 = -4651690.163300 nChanged 2288 SP:Iteration 7F (626.610000 sec): 3 clusters Score: Raw -4656766.068009 + Penalty 3442.685247 = -4653323.382761 nChanged 2487 SP:Iteration 8F (626.720000 sec): 3 clusters Score: Raw -4658657.788829 + Penalty 3442.685247 = -4655215.103582 nChanged 2270 SP:Iteration 9F (626.830000 sec): 3 clusters Score: Raw -4660178.455128 + Penalty 3442.685247 = -4656735.769881 nChanged 1873 SP:Iteration 10Q (626.930000 sec): 3 clusters Score: Raw -4661168.104886 + Penalty 3442.685247 = -4657725.419638 nChanged 1358 SP:Iteration 11Q (627.040000 sec): 3 clusters Score: Raw -4661718.643645 + Penalty 3442.685247 = -4658275.958398 nChanged 908 SP:Iteration 12Q (627.140000 sec): 3 clusters Score: Raw -4661991.452675 + Penalty 3442.685247 = -4658548.767427 nChanged 628 SP:Iteration 13Q (627.240000 sec): 3 clusters Score: Raw -4662167.660872 + Penalty 3442.685247 = -4658724.975625 nChanged 541 SP:Iteration 14Q (627.340000 sec): 3 clusters Score: Raw -4662321.049390 + Penalty 3442.685247 = -4658878.364143 nChanged 494 SP:Iteration 15Q (627.440000 sec): 3 clusters Score: Raw -4662470.471277 + Penalty 3442.685247 = -4659027.786029 nChanged 502 SP:Iteration 16Q (627.540000 sec): 3 clusters Score: Raw -4662623.709811 + Penalty 3442.685247 = -4659181.024564 nChanged 478 SP:Iteration 17Q (627.640000 sec): 3 clusters Score: Raw -4662779.706997 + Penalty 3442.685247 = -4659337.021750 nChanged 468 SP:Iteration 18Q (627.740000 sec): 3 clusters Score: Raw -4662945.803132 + Penalty 3442.685247 = -4659503.117885 nChanged 503 SP:Iteration 19Q (627.840000 sec): 3 clusters Score: Raw -4663141.484377 + Penalty 3442.685247 = -4659698.799129 nChanged 513 SP:Iteration 20F (627.940000 sec): 3 clusters Score: Raw -4663335.726960 + Penalty 3442.685247 = -4659893.041713 nChanged 520 SP:Iteration 21Q (628.040000 sec): 3 clusters Score: Raw -4663527.101676 + Penalty 3442.685247 = -4660084.416428 nChanged 492 SP:Iteration 22Q (628.130000 sec): 3 clusters Score: Raw -4663725.561655 + Penalty 3442.685247 = -4660282.876407 nChanged 526 SP:Iteration 23Q (628.230000 sec): 3 clusters Score: Raw -4663949.461046 + Penalty 3442.685247 = -4660506.775798 nChanged 497 SP:Iteration 24Q (628.320000 sec): 3 clusters Score: Raw -4664144.336177 + Penalty 3442.685247 = -4660701.650930 nChanged 475 SP:Iteration 25Q (628.420000 sec): 3 clusters Score: Raw -4664324.189830 + Penalty 3442.685247 = -4660881.504583 nChanged 443 SP:Iteration 26Q (628.510000 sec): 3 clusters Score: Raw -4664486.529312 + Penalty 3442.685247 = -4661043.844065 nChanged 422 SP:Iteration 27Q (628.600000 sec): 3 clusters Score: Raw -4664635.452022 + Penalty 3442.685247 = -4661192.766775 nChanged 372 SP:Iteration 28Q (628.690000 sec): 3 clusters Score: Raw -4664754.265711 + Penalty 3442.685247 = -4661311.580464 nChanged 351 SP:Iteration 29Q (628.780000 sec): 3 clusters Score: Raw -4664857.010836 + Penalty 3442.685247 = -4661414.325589 nChanged 324 SP:Iteration 30Q (628.870000 sec): 3 clusters Score: Raw -4664957.252459 + Penalty 3442.685247 = -4661514.567212 nChanged 362 SP:Iteration 31Q (628.960000 sec): 3 clusters Score: Raw -4665077.203915 + Penalty 3442.685247 = -4661634.518668 nChanged 356 SP:Iteration 32Q (629.050000 sec): 3 clusters Score: Raw -4665190.533220 + Penalty 3442.685247 = -4661747.847972 nChanged 386 SP:Iteration 33Q (629.140000 sec): 3 clusters Score: Raw -4665323.857974 + Penalty 3442.685247 = -4661881.172726 nChanged 380 SP:Iteration 34Q (629.230000 sec): 3 clusters Score: Raw -4665459.751452 + Penalty 3442.685247 = -4662017.066204 nChanged 354 SP:Iteration 35Q (629.310000 sec): 3 clusters Score: Raw -4665577.781132 + Penalty 3442.685247 = -4662135.095885 nChanged 339 SP:Iteration 36Q (629.390000 sec): 3 clusters Score: Raw -4665687.829327 + Penalty 3442.685247 = -4662245.144080 nChanged 303 SP:Iteration 37Q (629.470000 sec): 3 clusters Score: Raw -4665780.916047 + Penalty 3442.685247 = -4662338.230800 nChanged 278 SP:Iteration 38Q (629.560000 sec): 3 clusters Score: Raw -4665864.679990 + Penalty 3442.685247 = -4662421.994742 nChanged 265 SP:Iteration 39Q (629.650000 sec): 3 clusters Score: Raw -4665949.362040 + Penalty 3442.685247 = -4662506.676792 nChanged 243 SP:Iteration 40F (629.750000 sec): 3 clusters Score: Raw -4666021.951700 + Penalty 3442.685247 = -4662579.266453 nChanged 214 SP:Iteration 41Q (629.840000 sec): 3 clusters Score: Raw -4666085.460667 + Penalty 3442.685247 = -4662642.775420 nChanged 204 SP:Iteration 42Q (629.920000 sec): 3 clusters Score: Raw -4666148.165367 + Penalty 3442.685247 = -4662705.480119 nChanged 180 SP:Iteration 43Q (630.000000 sec): 3 clusters Score: Raw -4666203.609362 + Penalty 3442.685247 = -4662760.924115 nChanged 166 SP:Iteration 44Q (630.090000 sec): 3 clusters Score: Raw -4666253.964063 + Penalty 3442.685247 = -4662811.278816 nChanged 155 SP:Iteration 45Q (630.170000 sec): 3 clusters Score: Raw -4666303.210205 + Penalty 3442.685247 = -4662860.524958 nChanged 149 SP:Iteration 46Q (630.250000 sec): 3 clusters Score: Raw -4666351.403842 + Penalty 3442.685247 = -4662908.718594 nChanged 129 SP:Iteration 47Q (630.340000 sec): 3 clusters Score: Raw -4666396.871844 + Penalty 3442.685247 = -4662954.186597 nChanged 113 SP:Iteration 48Q (630.420000 sec): 3 clusters Score: Raw -4666430.322730 + Penalty 3442.685247 = -4662987.637482 nChanged 91 SP:Iteration 49Q (630.500000 sec): 3 clusters Score: Raw -4666454.454859 + Penalty 3442.685247 = -4663011.769611 nChanged 69 SP:Iteration 50Q (630.580000 sec): 3 clusters Score: Raw -4666474.825503 + Penalty 3442.685247 = -4663032.140256 nChanged 67 SP:Iteration 51Q (630.660000 sec): 3 clusters Score: Raw -4666493.653371 + Penalty 3442.685247 = -4663050.968123 nChanged 72 SP:Iteration 52Q (630.730000 sec): 3 clusters Score: Raw -4666514.500125 + Penalty 3442.685247 = -4663071.814877 nChanged 63 SP:Iteration 53Q (630.810000 sec): 3 clusters Score: Raw -4666531.274422 + Penalty 3442.685247 = -4663088.589174 nChanged 55 SP:Iteration 54Q (630.890000 sec): 3 clusters Score: Raw -4666545.363605 + Penalty 3442.685247 = -4663102.678357 nChanged 50 SP:Iteration 55Q (630.970000 sec): 3 clusters Score: Raw -4666557.063449 + Penalty 3442.685247 = -4663114.378202 nChanged 36 SP:Iteration 56Q (631.050000 sec): 3 clusters Score: Raw -4666565.065731 + Penalty 3442.685247 = -4663122.380483 nChanged 26 SP:Iteration 57Q (631.130000 sec): 3 clusters Score: Raw -4666571.876213 + Penalty 3442.685247 = -4663129.190966 nChanged 25 SP:Iteration 58Q (631.210000 sec): 3 clusters Score: Raw -4666577.857683 + Penalty 3442.685247 = -4663135.172435 nChanged 22 SP:Iteration 59Q (631.290000 sec): 3 clusters Score: Raw -4666582.629073 + Penalty 3442.685247 = -4663139.943825 nChanged 16 SP:Iteration 60F (631.390000 sec): 3 clusters Score: Raw -4666585.477190 + Penalty 3442.685247 = -4663142.791943 nChanged 13 SP:Iteration 61Q (631.470000 sec): 3 clusters Score: Raw -4666588.240533 + Penalty 3442.685247 = -4663145.555286 nChanged 7 SP:Iteration 62Q (631.550000 sec): 3 clusters Score: Raw -4666589.566568 + Penalty 3442.685247 = -4663146.881320 nChanged 6 SP:Iteration 63Q (631.620000 sec): 3 clusters Score: Raw -4666590.498035 + Penalty 3442.685247 = -4663147.812788 nChanged 7 SP:Iteration 64Q (631.700000 sec): 3 clusters Score: Raw -4666591.844120 + Penalty 3442.685247 = -4663149.158872 nChanged 7 SP:Iteration 65Q (631.780000 sec): 3 clusters Score: Raw -4666593.287886 + Penalty 3442.685247 = -4663150.602639 nChanged 2 SP:Iteration 66Q (631.850000 sec): 3 clusters Score: Raw -4666593.628169 + Penalty 3442.685247 = -4663150.942921 nChanged 4 SP:Iteration 67Q (631.930000 sec): 3 clusters Score: Raw -4666594.304540 + Penalty 3442.685247 = -4663151.619293 nChanged 4 SP:Iteration 68Q (632.020000 sec): 3 clusters Score: Raw -4666595.010848 + Penalty 3442.685247 = -4663152.325600 nChanged 2 SP:Iteration 69Q (632.100000 sec): 3 clusters Score: Raw -4666595.160485 + Penalty 3442.685247 = -4663152.475238 nChanged 0 SP:Iteration 70F (632.200000 sec): 3 clusters Score: Raw -4666595.160485 + Penalty 3442.685247 = -4663152.475238 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.230000 sec): 2 clusters Score: Raw -190670.584561 + Penalty 1190.764337 = -189479.820223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.240000 sec): 3 clusters Score: Raw -190036.729719 + Penalty 2381.528675 = -187655.201044 nChanged 502 SP:Iteration 1F (632.240000 sec): 3 clusters Score: Raw -190380.520935 + Penalty 2381.528675 = -187998.992260 nChanged 119 SP:Iteration 2F (632.240000 sec): 3 clusters Score: Raw -190473.012137 + Penalty 2381.528675 = -188091.483462 nChanged 64 SP:Iteration 3Q (632.250000 sec): 3 clusters Score: Raw -190519.516949 + Penalty 2381.528675 = -188137.988274 nChanged 35 SP:Iteration 4Q (632.250000 sec): 3 clusters Score: Raw -190543.732658 + Penalty 2381.528675 = -188162.203983 nChanged 22 SP:Iteration 5Q (632.250000 sec): 3 clusters Score: Raw -190559.045364 + Penalty 2381.528675 = -188177.516689 nChanged 17 SP:Iteration 6Q (632.250000 sec): 3 clusters Score: Raw -190568.540518 + Penalty 2381.528675 = -188187.011843 nChanged 9 SP:Iteration 7Q (632.260000 sec): 3 clusters Score: Raw -190572.291448 + Penalty 2381.528675 = -188190.762773 nChanged 6 SP:Iteration 8Q (632.260000 sec): 3 clusters Score: Raw -190575.563137 + Penalty 2381.528675 = -188194.034462 nChanged 7 SP:Iteration 9Q (632.260000 sec): 3 clusters Score: Raw -190579.152741 + Penalty 2381.528675 = -188197.624066 nChanged 6 SP:Iteration 10Q (632.270000 sec): 3 clusters Score: Raw -190581.988655 + Penalty 2381.528675 = -188200.459980 nChanged 6 SP:Iteration 11Q (632.270000 sec): 3 clusters Score: Raw -190585.515335 + Penalty 2381.528675 = -188203.986660 nChanged 4 SP:Iteration 12Q (632.280000 sec): 3 clusters Score: Raw -190587.402593 + Penalty 2381.528675 = -188205.873918 nChanged 3 SP:Iteration 13Q (632.280000 sec): 3 clusters Score: Raw -190589.720107 + Penalty 2381.528675 = -188208.191432 nChanged 6 SP:Iteration 14Q (632.280000 sec): 3 clusters Score: Raw -190593.283178 + Penalty 2381.528675 = -188211.754503 nChanged 4 SP:Iteration 15Q (632.280000 sec): 3 clusters Score: Raw -190595.825896 + Penalty 2381.528675 = -188214.297221 nChanged 5 SP:Iteration 16Q (632.290000 sec): 3 clusters Score: Raw -190598.139487 + Penalty 2381.528675 = -188216.610812 nChanged 2 SP:Iteration 17Q (632.290000 sec): 3 clusters Score: Raw -190599.625166 + Penalty 2381.528675 = -188218.096491 nChanged 4 SP:Iteration 18Q (632.300000 sec): 3 clusters Score: Raw -190601.203309 + Penalty 2381.528675 = -188219.674634 nChanged 2 SP:Iteration 19Q (632.300000 sec): 3 clusters Score: Raw -190601.991409 + Penalty 2381.528675 = -188220.462734 nChanged 1 SP:Iteration 20F (632.300000 sec): 3 clusters Score: Raw -190602.494271 + Penalty 2381.528675 = -188220.965596 nChanged 2 SP:Iteration 21Q (632.310000 sec): 3 clusters Score: Raw -190603.427935 + Penalty 2381.528675 = -188221.899260 nChanged 2 SP:Iteration 22Q (632.310000 sec): 3 clusters Score: Raw -190604.115888 + Penalty 2381.528675 = -188222.587213 nChanged 1 SP:Iteration 23Q (632.320000 sec): 3 clusters Score: Raw -190604.423557 + Penalty 2381.528675 = -188222.894882 nChanged 1 SP:Iteration 24Q (632.320000 sec): 3 clusters Score: Raw -190604.799281 + Penalty 2381.528675 = -188223.270606 nChanged 0 SP:Iteration 25F (632.320000 sec): 3 clusters Score: Raw -190604.799281 + Penalty 2381.528675 = -188223.270606 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.320000 sec): 2 clusters Score: Raw -47687.573320 + Penalty 998.778504 = -46688.794815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.330000 sec): 3 clusters Score: Raw -47708.588840 + Penalty 1997.557009 = -45711.031832 nChanged 109 SP:Iteration 1F (632.330000 sec): 3 clusters Score: Raw -47921.231071 + Penalty 1997.557009 = -45923.674062 nChanged 36 SP:Iteration 2F (632.330000 sec): 3 clusters Score: Raw -48111.052270 + Penalty 1997.557009 = -46113.495261 nChanged 31 SP:Iteration 3F (632.330000 sec): 3 clusters Score: Raw -48283.319346 + Penalty 1997.557009 = -46285.762337 nChanged 29 SP:Iteration 4F (632.330000 sec): 3 clusters Score: Raw -48519.697370 + Penalty 1997.557009 = -46522.140361 nChanged 26 SP:Iteration 5F (632.330000 sec): 3 clusters Score: Raw -48654.515047 + Penalty 1997.557009 = -46656.958038 nChanged 20 SP:Iteration 6Q (632.340000 sec): 3 clusters Score: Raw -48738.011391 + Penalty 1997.557009 = -46740.454382 nChanged 9 SP:Iteration 7Q (632.340000 sec): 3 clusters Score: Raw -48766.429147 + Penalty 1997.557009 = -46768.872138 nChanged 6 SP:Iteration 8Q (632.340000 sec): 3 clusters Score: Raw -48791.833538 + Penalty 1997.557009 = -46794.276529 nChanged 3 SP:Iteration 9Q (632.340000 sec): 3 clusters Score: Raw -48807.556276 + Penalty 1997.557009 = -46809.999267 nChanged 1 SP:Iteration 10Q (632.340000 sec): 3 clusters Score: Raw -48811.622548 + Penalty 1997.557009 = -46814.065540 nChanged 1 SP:Iteration 11Q (632.340000 sec): 3 clusters Score: Raw -48812.967270 + Penalty 1997.557009 = -46815.410261 nChanged 1 SP:Iteration 12Q (632.340000 sec): 3 clusters Score: Raw -48816.390744 + Penalty 1997.557009 = -46818.833735 nChanged 0 SP:Iteration 13F (632.340000 sec): 3 clusters Score: Raw -48816.390744 + Penalty 1997.557009 = -46818.833735 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 3.68 GB. Trying to split cluster 9 (2661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.350000 sec): 2 clusters Score: Raw -307182.942757 + Penalty 1281.549307 = -305901.393451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.360000 sec): 3 clusters Score: Raw -305937.561289 + Penalty 2563.098613 = -303374.462676 nChanged 977 SP:Iteration 1F (632.360000 sec): 3 clusters Score: Raw -306503.533781 + Penalty 2563.098613 = -303940.435168 nChanged 179 SP:Iteration 2F (632.370000 sec): 3 clusters Score: Raw -306614.919412 + Penalty 2563.098613 = -304051.820799 nChanged 111 SP:Iteration 3Q (632.380000 sec): 3 clusters Score: Raw -306682.321293 + Penalty 2563.098613 = -304119.222679 nChanged 85 SP:Iteration 4Q (632.380000 sec): 3 clusters Score: Raw -306732.763926 + Penalty 2563.098613 = -304169.665313 nChanged 74 SP:Iteration 5Q (632.390000 sec): 3 clusters Score: Raw -306767.789739 + Penalty 2563.098613 = -304204.691126 nChanged 47 SP:Iteration 6Q (632.400000 sec): 3 clusters Score: Raw -306786.539709 + Penalty 2563.098613 = -304223.441095 nChanged 30 SP:Iteration 7Q (632.400000 sec): 3 clusters Score: Raw -306799.581714 + Penalty 2563.098613 = -304236.483101 nChanged 29 SP:Iteration 8Q (632.410000 sec): 3 clusters Score: Raw -306810.337432 + Penalty 2563.098613 = -304247.238819 nChanged 24 SP:Iteration 9Q (632.420000 sec): 3 clusters Score: Raw -306821.747284 + Penalty 2563.098613 = -304258.648671 nChanged 34 SP:Iteration 10Q (632.420000 sec): 3 clusters Score: Raw -306837.712266 + Penalty 2563.098613 = -304274.613653 nChanged 25 SP:Iteration 11Q (632.430000 sec): 3 clusters Score: Raw -306851.753463 + Penalty 2563.098613 = -304288.654850 nChanged 20 SP:Iteration 12Q (632.440000 sec): 3 clusters Score: Raw -306859.170352 + Penalty 2563.098613 = -304296.071739 nChanged 22 SP:Iteration 13Q (632.440000 sec): 3 clusters Score: Raw -306868.405433 + Penalty 2563.098613 = -304305.306820 nChanged 29 SP:Iteration 14Q (632.450000 sec): 3 clusters Score: Raw -306879.776320 + Penalty 2563.098613 = -304316.677707 nChanged 29 SP:Iteration 15Q (632.460000 sec): 3 clusters Score: Raw -306894.802633 + Penalty 2563.098613 = -304331.704020 nChanged 31 SP:Iteration 16Q (632.460000 sec): 3 clusters Score: Raw -306912.348994 + Penalty 2563.098613 = -304349.250381 nChanged 42 SP:Iteration 17Q (632.470000 sec): 3 clusters Score: Raw -306933.455192 + Penalty 2563.098613 = -304370.356579 nChanged 30 SP:Iteration 18Q (632.480000 sec): 3 clusters Score: Raw -306951.489844 + Penalty 2563.098613 = -304388.391231 nChanged 45 SP:Iteration 19Q (632.480000 sec): 3 clusters Score: Raw -306978.020798 + Penalty 2563.098613 = -304414.922185 nChanged 51 SP:Iteration 20F (632.490000 sec): 3 clusters Score: Raw -307001.926846 + Penalty 2563.098613 = -304438.828233 nChanged 36 SP:Iteration 21Q (632.500000 sec): 3 clusters Score: Raw -307019.803634 + Penalty 2563.098613 = -304456.705021 nChanged 36 SP:Iteration 22Q (632.500000 sec): 3 clusters Score: Raw -307039.821069 + Penalty 2563.098613 = -304476.722456 nChanged 37 SP:Iteration 23Q (632.510000 sec): 3 clusters Score: Raw -307059.360171 + Penalty 2563.098613 = -304496.261558 nChanged 31 SP:Iteration 24Q (632.520000 sec): 3 clusters Score: Raw -307075.555177 + Penalty 2563.098613 = -304512.456564 nChanged 25 SP:Iteration 25Q (632.520000 sec): 3 clusters Score: Raw -307090.700409 + Penalty 2563.098613 = -304527.601796 nChanged 33 SP:Iteration 26Q (632.530000 sec): 3 clusters Score: Raw -307105.111789 + Penalty 2563.098613 = -304542.013176 nChanged 28 SP:Iteration 27Q (632.530000 sec): 3 clusters Score: Raw -307121.115438 + Penalty 2563.098613 = -304558.016825 nChanged 29 SP:Iteration 28Q (632.540000 sec): 3 clusters Score: Raw -307139.223284 + Penalty 2563.098613 = -304576.124671 nChanged 32 SP:Iteration 29Q (632.550000 sec): 3 clusters Score: Raw -307158.558542 + Penalty 2563.098613 = -304595.459929 nChanged 27 SP:Iteration 30Q (632.550000 sec): 3 clusters Score: Raw -307170.938420 + Penalty 2563.098613 = -304607.839807 nChanged 21 SP:Iteration 31Q (632.560000 sec): 3 clusters Score: Raw -307179.429248 + Penalty 2563.098613 = -304616.330635 nChanged 15 SP:Iteration 32Q (632.570000 sec): 3 clusters Score: Raw -307185.851759 + Penalty 2563.098613 = -304622.753146 nChanged 17 SP:Iteration 33Q (632.570000 sec): 3 clusters Score: Raw -307193.445701 + Penalty 2563.098613 = -304630.347088 nChanged 10 SP:Iteration 34Q (632.580000 sec): 3 clusters Score: Raw -307200.578845 + Penalty 2563.098613 = -304637.480232 nChanged 23 SP:Iteration 35Q (632.590000 sec): 3 clusters Score: Raw -307214.226696 + Penalty 2563.098613 = -304651.128083 nChanged 19 SP:Iteration 36Q (632.590000 sec): 3 clusters Score: Raw -307224.860379 + Penalty 2563.098613 = -304661.761766 nChanged 14 SP:Iteration 37Q (632.600000 sec): 3 clusters Score: Raw -307232.913286 + Penalty 2563.098613 = -304669.814673 nChanged 14 SP:Iteration 38Q (632.600000 sec): 3 clusters Score: Raw -307241.947059 + Penalty 2563.098613 = -304678.848446 nChanged 13 SP:Iteration 39Q (632.610000 sec): 3 clusters Score: Raw -307250.262715 + Penalty 2563.098613 = -304687.164102 nChanged 19 SP:Iteration 40F (632.620000 sec): 3 clusters Score: Raw -307261.144060 + Penalty 2563.098613 = -304698.045447 nChanged 14 SP:Iteration 41Q (632.620000 sec): 3 clusters Score: Raw -307268.131959 + Penalty 2563.098613 = -304705.033346 nChanged 12 SP:Iteration 42Q (632.630000 sec): 3 clusters Score: Raw -307274.272336 + Penalty 2563.098613 = -304711.173723 nChanged 11 SP:Iteration 43Q (632.640000 sec): 3 clusters Score: Raw -307279.911988 + Penalty 2563.098613 = -304716.813375 nChanged 13 SP:Iteration 44Q (632.640000 sec): 3 clusters Score: Raw -307285.765985 + Penalty 2563.098613 = -304722.667372 nChanged 8 SP:Iteration 45Q (632.650000 sec): 3 clusters Score: Raw -307290.176318 + Penalty 2563.098613 = -304727.077705 nChanged 4 SP:Iteration 46Q (632.660000 sec): 3 clusters Score: Raw -307292.996893 + Penalty 2563.098613 = -304729.898280 nChanged 4 SP:Iteration 47Q (632.660000 sec): 3 clusters Score: Raw -307294.752518 + Penalty 2563.098613 = -304731.653905 nChanged 6 SP:Iteration 48Q (632.670000 sec): 3 clusters Score: Raw -307298.153674 + Penalty 2563.098613 = -304735.055061 nChanged 7 SP:Iteration 49Q (632.670000 sec): 3 clusters Score: Raw -307302.419974 + Penalty 2563.098613 = -304739.321360 nChanged 9 SP:Iteration 50Q (632.680000 sec): 3 clusters Score: Raw -307307.618685 + Penalty 2563.098613 = -304744.520071 nChanged 6 SP:Iteration 51Q (632.680000 sec): 3 clusters Score: Raw -307309.979044 + Penalty 2563.098613 = -304746.880431 nChanged 1 SP:Iteration 52Q (632.690000 sec): 3 clusters Score: Raw -307310.200906 + Penalty 2563.098613 = -304747.102293 nChanged 0 SP:Iteration 53F (632.700000 sec): 3 clusters Score: Raw -307310.200906 + Penalty 2563.098613 = -304747.102293 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 10 (60617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.900000 sec): 2 clusters Score: Raw -7051832.972901 + Penalty 1789.503732 = -7050043.469169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.060000 sec): 3 clusters Score: Raw -7013225.452111 + Penalty 3579.007465 = -7009646.444646 nChanged 28658 SP:Iteration 1F (633.220000 sec): 3 clusters Score: Raw -7029550.657977 + Penalty 3579.007465 = -7025971.650512 nChanged 2036 SP:Iteration 2Q (633.390000 sec): 3 clusters Score: Raw -7030045.155283 + Penalty 3579.007465 = -7026466.147818 nChanged 2159 SP:Iteration 3Q (633.550000 sec): 3 clusters Score: Raw -7030681.814544 + Penalty 3579.007465 = -7027102.807079 nChanged 2556 SP:Iteration 4Q (633.720000 sec): 3 clusters Score: Raw -7031672.647873 + Penalty 3579.007465 = -7028093.640409 nChanged 3221 SP:Iteration 5F (633.870000 sec): 3 clusters Score: Raw -7033391.189175 + Penalty 3579.007465 = -7029812.181710 nChanged 4151 SP:Iteration 6F (634.040000 sec): 3 clusters Score: Raw -7036297.974846 + Penalty 3579.007465 = -7032718.967381 nChanged 4750 SP:Iteration 7F (634.210000 sec): 3 clusters Score: Raw -7040319.123209 + Penalty 3579.007465 = -7036740.115745 nChanged 4550 SP:Iteration 8F (634.370000 sec): 3 clusters Score: Raw -7044503.634254 + Penalty 3579.007465 = -7040924.626790 nChanged 3595 SP:Iteration 9F (634.530000 sec): 3 clusters Score: Raw -7047879.736047 + Penalty 3579.007465 = -7044300.728583 nChanged 2361 SP:Iteration 10Q (634.690000 sec): 3 clusters Score: Raw -7050044.919582 + Penalty 3579.007465 = -7046465.912117 nChanged 1227 SP:Iteration 11Q (634.820000 sec): 3 clusters Score: Raw -7051107.897494 + Penalty 3579.007465 = -7047528.890029 nChanged 583 SP:Iteration 12Q (634.950000 sec): 3 clusters Score: Raw -7051583.544667 + Penalty 3579.007465 = -7048004.537202 nChanged 278 SP:Iteration 13Q (635.080000 sec): 3 clusters Score: Raw -7051815.594100 + Penalty 3579.007465 = -7048236.586635 nChanged 126 SP:Iteration 14Q (635.190000 sec): 3 clusters Score: Raw -7051925.802861 + Penalty 3579.007465 = -7048346.795396 nChanged 60 SP:Iteration 15Q (635.310000 sec): 3 clusters Score: Raw -7051977.231568 + Penalty 3579.007465 = -7048398.224103 nChanged 40 SP:Iteration 16Q (635.420000 sec): 3 clusters Score: Raw -7052020.308068 + Penalty 3579.007465 = -7048441.300603 nChanged 25 SP:Iteration 17Q (635.530000 sec): 3 clusters Score: Raw -7052042.386180 + Penalty 3579.007465 = -7048463.378715 nChanged 16 SP:Iteration 18Q (635.650000 sec): 3 clusters Score: Raw -7052054.923136 + Penalty 3579.007465 = -7048475.915671 nChanged 7 SP:Iteration 19Q (635.760000 sec): 3 clusters Score: Raw -7052061.482119 + Penalty 3579.007465 = -7048482.474654 nChanged 8 SP:Iteration 20F (635.920000 sec): 3 clusters Score: Raw -7052065.711658 + Penalty 3579.007465 = -7048486.704193 nChanged 5 SP:Iteration 21Q (636.030000 sec): 3 clusters Score: Raw -7052069.065705 + Penalty 3579.007465 = -7048490.058240 nChanged 5 SP:Iteration 22Q (636.150000 sec): 3 clusters Score: Raw -7052071.981696 + Penalty 3579.007465 = -7048492.974231 nChanged 4 SP:Iteration 23Q (636.260000 sec): 3 clusters Score: Raw -7052075.348064 + Penalty 3579.007465 = -7048496.340599 nChanged 3 SP:Iteration 24Q (636.380000 sec): 3 clusters Score: Raw -7052076.257146 + Penalty 3579.007465 = -7048497.249681 nChanged 1 SP:Iteration 25Q (636.490000 sec): 3 clusters Score: Raw -7052077.182990 + Penalty 3579.007465 = -7048498.175526 nChanged 4 SP:Iteration 26Q (636.610000 sec): 3 clusters Score: Raw -7052079.847694 + Penalty 3579.007465 = -7048500.840229 nChanged 3 SP:Iteration 27Q (636.730000 sec): 3 clusters Score: Raw -7052083.445317 + Penalty 3579.007465 = -7048504.437852 nChanged 2 SP:Iteration 28Q (636.850000 sec): 3 clusters Score: Raw -7052087.196676 + Penalty 3579.007465 = -7048508.189212 nChanged 3 SP:Iteration 29Q (636.960000 sec): 3 clusters Score: Raw -7052091.996158 + Penalty 3579.007465 = -7048512.988694 nChanged 5 SP:Iteration 30Q (637.070000 sec): 3 clusters Score: Raw -7052096.383312 + Penalty 3579.007465 = -7048517.375847 nChanged 3 SP:Iteration 31Q (637.180000 sec): 3 clusters Score: Raw -7052098.405422 + Penalty 3579.007465 = -7048519.397957 nChanged 2 SP:Iteration 32Q (637.300000 sec): 3 clusters Score: Raw -7052099.973476 + Penalty 3579.007465 = -7048520.966011 nChanged 2 SP:Iteration 33Q (637.410000 sec): 3 clusters Score: Raw -7052101.268295 + Penalty 3579.007465 = -7048522.260830 nChanged 1 SP:Iteration 34Q (637.520000 sec): 3 clusters Score: Raw -7052101.986851 + Penalty 3579.007465 = -7048522.979386 nChanged 1 SP:Iteration 35Q (637.640000 sec): 3 clusters Score: Raw -7052102.403195 + Penalty 3579.007465 = -7048523.395730 nChanged 0 SP:Iteration 36F (637.800000 sec): 3 clusters Score: Raw -7052102.403195 + Penalty 3579.007465 = -7048523.395730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 11 (12811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.870000 sec): 2 clusters Score: Raw -1468312.134120 + Penalty 1536.934662 = -1466775.199458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.900000 sec): 3 clusters Score: Raw -1460794.846590 + Penalty 3073.869323 = -1457720.977267 nChanged 5637 SP:Iteration 1F (637.940000 sec): 3 clusters Score: Raw -1463841.603015 + Penalty 3073.869323 = -1460767.733692 nChanged 737 SP:Iteration 2F (637.970000 sec): 3 clusters Score: Raw -1464150.168989 + Penalty 3073.869323 = -1461076.299666 nChanged 639 SP:Iteration 3Q (638.000000 sec): 3 clusters Score: Raw -1464427.579516 + Penalty 3073.869323 = -1461353.710193 nChanged 653 SP:Iteration 4F (638.040000 sec): 3 clusters Score: Raw -1464755.683385 + Penalty 3073.869323 = -1461681.814061 nChanged 687 SP:Iteration 5F (638.070000 sec): 3 clusters Score: Raw -1465142.911055 + Penalty 3073.869323 = -1462069.041732 nChanged 757 SP:Iteration 6F (638.100000 sec): 3 clusters Score: Raw -1465643.246357 + Penalty 3073.869323 = -1462569.377034 nChanged 793 SP:Iteration 7F (638.140000 sec): 3 clusters Score: Raw -1466222.806189 + Penalty 3073.869323 = -1463148.936866 nChanged 755 SP:Iteration 8F (638.170000 sec): 3 clusters Score: Raw -1466831.847980 + Penalty 3073.869323 = -1463757.978657 nChanged 655 SP:Iteration 9F (638.200000 sec): 3 clusters Score: Raw -1467460.738665 + Penalty 3073.869323 = -1464386.869342 nChanged 513 SP:Iteration 10Q (638.230000 sec): 3 clusters Score: Raw -1467944.026904 + Penalty 3073.869323 = -1464870.157581 nChanged 340 SP:Iteration 11Q (638.270000 sec): 3 clusters Score: Raw -1468256.124278 + Penalty 3073.869323 = -1465182.254955 nChanged 236 SP:Iteration 12Q (638.290000 sec): 3 clusters Score: Raw -1468445.898483 + Penalty 3073.869323 = -1465372.029160 nChanged 168 SP:Iteration 13Q (638.330000 sec): 3 clusters Score: Raw -1468552.845086 + Penalty 3073.869323 = -1465478.975763 nChanged 120 SP:Iteration 14Q (638.350000 sec): 3 clusters Score: Raw -1468627.376064 + Penalty 3073.869323 = -1465553.506741 nChanged 118 SP:Iteration 15Q (638.380000 sec): 3 clusters Score: Raw -1468682.178707 + Penalty 3073.869323 = -1465608.309384 nChanged 81 SP:Iteration 16Q (638.410000 sec): 3 clusters Score: Raw -1468716.008726 + Penalty 3073.869323 = -1465642.139402 nChanged 67 SP:Iteration 17Q (638.430000 sec): 3 clusters Score: Raw -1468739.487341 + Penalty 3073.869323 = -1465665.618018 nChanged 40 SP:Iteration 18Q (638.460000 sec): 3 clusters Score: Raw -1468751.341219 + Penalty 3073.869323 = -1465677.471896 nChanged 31 SP:Iteration 19Q (638.490000 sec): 3 clusters Score: Raw -1468760.112115 + Penalty 3073.869323 = -1465686.242792 nChanged 25 SP:Iteration 20F (638.520000 sec): 3 clusters Score: Raw -1468765.678314 + Penalty 3073.869323 = -1465691.808991 nChanged 18 SP:Iteration 21Q (638.550000 sec): 3 clusters Score: Raw -1468769.710588 + Penalty 3073.869323 = -1465695.841265 nChanged 13 SP:Iteration 22Q (638.570000 sec): 3 clusters Score: Raw -1468773.094430 + Penalty 3073.869323 = -1465699.225107 nChanged 14 SP:Iteration 23Q (638.600000 sec): 3 clusters Score: Raw -1468776.727420 + Penalty 3073.869323 = -1465702.858097 nChanged 10 SP:Iteration 24Q (638.630000 sec): 3 clusters Score: Raw -1468778.631208 + Penalty 3073.869323 = -1465704.761885 nChanged 10 SP:Iteration 25Q (638.650000 sec): 3 clusters Score: Raw -1468780.613871 + Penalty 3073.869323 = -1465706.744548 nChanged 10 SP:Iteration 26Q (638.680000 sec): 3 clusters Score: Raw -1468782.878824 + Penalty 3073.869323 = -1465709.009501 nChanged 12 SP:Iteration 27Q (638.700000 sec): 3 clusters Score: Raw -1468785.521293 + Penalty 3073.869323 = -1465711.651970 nChanged 8 SP:Iteration 28Q (638.730000 sec): 3 clusters Score: Raw -1468787.368029 + Penalty 3073.869323 = -1465713.498706 nChanged 3 SP:Iteration 29Q (638.760000 sec): 3 clusters Score: Raw -1468787.798096 + Penalty 3073.869323 = -1465713.928773 nChanged 3 SP:Iteration 30Q (638.780000 sec): 3 clusters Score: Raw -1468788.217588 + Penalty 3073.869323 = -1465714.348265 nChanged 4 SP:Iteration 31Q (638.810000 sec): 3 clusters Score: Raw -1468788.877674 + Penalty 3073.869323 = -1465715.008351 nChanged 4 SP:Iteration 32Q (638.840000 sec): 3 clusters Score: Raw -1468789.753937 + Penalty 3073.869323 = -1465715.884613 nChanged 6 SP:Iteration 33Q (638.860000 sec): 3 clusters Score: Raw -1468790.740130 + Penalty 3073.869323 = -1465716.870807 nChanged 10 SP:Iteration 34Q (638.890000 sec): 3 clusters Score: Raw -1468792.626619 + Penalty 3073.869323 = -1465718.757296 nChanged 10 SP:Iteration 35Q (638.920000 sec): 3 clusters Score: Raw -1468794.449767 + Penalty 3073.869323 = -1465720.580444 nChanged 5 SP:Iteration 36Q (638.940000 sec): 3 clusters Score: Raw -1468794.933209 + Penalty 3073.869323 = -1465721.063886 nChanged 4 SP:Iteration 37Q (638.970000 sec): 3 clusters Score: Raw -1468795.512964 + Penalty 3073.869323 = -1465721.643641 nChanged 2 SP:Iteration 38Q (638.990000 sec): 3 clusters Score: Raw -1468795.804575 + Penalty 3073.869323 = -1465721.935252 nChanged 2 SP:Iteration 39Q (639.020000 sec): 3 clusters Score: Raw -1468796.011720 + Penalty 3073.869323 = -1465722.142396 nChanged 4 SP:Iteration 40F (639.050000 sec): 3 clusters Score: Raw -1468796.752786 + Penalty 3073.869323 = -1465722.883463 nChanged 2 SP:Iteration 41Q (639.080000 sec): 3 clusters Score: Raw -1468797.092011 + Penalty 3073.869323 = -1465723.222688 nChanged 1 SP:Iteration 42Q (639.100000 sec): 3 clusters Score: Raw -1468797.237109 + Penalty 3073.869323 = -1465723.367786 nChanged 1 SP:Iteration 43Q (639.130000 sec): 3 clusters Score: Raw -1468797.388806 + Penalty 3073.869323 = -1465723.519483 nChanged 1 SP:Iteration 44Q (639.160000 sec): 3 clusters Score: Raw -1468797.524794 + Penalty 3073.869323 = -1465723.655471 nChanged 0 SP:Iteration 45F (639.190000 sec): 3 clusters Score: Raw -1468797.524794 + Penalty 3073.869323 = -1465723.655471 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 12 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.200000 sec): 2 clusters Score: Raw -20933.861181 + Penalty 855.187156 = -20078.674025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.200000 sec): 3 clusters Score: Raw -21023.092884 + Penalty 1710.374311 = -19312.718573 nChanged 22 SP:Iteration 1F (639.200000 sec): 3 clusters Score: Raw -21103.716536 + Penalty 1710.374311 = -19393.342224 nChanged 4 SP:Iteration 2Q (639.200000 sec): 3 clusters Score: Raw -21122.537360 + Penalty 1710.374311 = -19412.163048 nChanged 4 SP:Iteration 3Q (639.200000 sec): 3 clusters Score: Raw -21138.672057 + Penalty 1710.374311 = -19428.297745 nChanged 2 SP:Iteration 4Q (639.200000 sec): 3 clusters Score: Raw -21142.051388 + Penalty 1710.374311 = -19431.677076 nChanged 1 SP:Iteration 5Q (639.200000 sec): 3 clusters Score: Raw -21144.534161 + Penalty 1710.374311 = -19434.159849 nChanged 0 SP:Iteration 6F (639.200000 sec): 3 clusters Score: Raw -21144.534161 + Penalty 1710.374311 = -19434.159849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (41498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.340000 sec): 2 clusters Score: Raw -4861365.659939 + Penalty 1727.927583 = -4859637.732356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.450000 sec): 3 clusters Score: Raw -4835203.848127 + Penalty 3455.855166 = -4831747.992961 nChanged 19418 SP:Iteration 1F (639.570000 sec): 3 clusters Score: Raw -4846049.341614 + Penalty 3455.855166 = -4842593.486447 nChanged 1614 SP:Iteration 2Q (639.690000 sec): 3 clusters Score: Raw -4846513.596383 + Penalty 3455.855166 = -4843057.741217 nChanged 1620 SP:Iteration 3Q (639.810000 sec): 3 clusters Score: Raw -4847027.171245 + Penalty 3455.855166 = -4843571.316078 nChanged 1666 SP:Iteration 4Q (639.920000 sec): 3 clusters Score: Raw -4847660.030078 + Penalty 3455.855166 = -4844204.174912 nChanged 1739 SP:Iteration 5Q (640.030000 sec): 3 clusters Score: Raw -4848436.745476 + Penalty 3455.855166 = -4844980.890309 nChanged 1886 SP:Iteration 6Q (640.150000 sec): 3 clusters Score: Raw -4849421.795037 + Penalty 3455.855166 = -4845965.939870 nChanged 2058 SP:Iteration 7Q (640.260000 sec): 3 clusters Score: Raw -4850697.902576 + Penalty 3455.855166 = -4847242.047410 nChanged 2338 SP:Iteration 8F (640.380000 sec): 3 clusters Score: Raw -4852198.258672 + Penalty 3455.855166 = -4848742.403505 nChanged 2389 SP:Iteration 9F (640.490000 sec): 3 clusters Score: Raw -4853742.936984 + Penalty 3455.855166 = -4850287.081817 nChanged 2248 SP:Iteration 10F (640.600000 sec): 3 clusters Score: Raw -4855053.165437 + Penalty 3455.855166 = -4851597.310271 nChanged 1905 SP:Iteration 11Q (640.710000 sec): 3 clusters Score: Raw -4855908.013695 + Penalty 3455.855166 = -4852452.158529 nChanged 1259 SP:Iteration 12Q (640.820000 sec): 3 clusters Score: Raw -4856276.636445 + Penalty 3455.855166 = -4852820.781279 nChanged 759 SP:Iteration 13Q (640.930000 sec): 3 clusters Score: Raw -4856430.996045 + Penalty 3455.855166 = -4852975.140879 nChanged 521 SP:Iteration 14Q (641.040000 sec): 3 clusters Score: Raw -4856520.344512 + Penalty 3455.855166 = -4853064.489345 nChanged 397 SP:Iteration 15Q (641.150000 sec): 3 clusters Score: Raw -4856585.558165 + Penalty 3455.855166 = -4853129.702998 nChanged 328 SP:Iteration 16Q (641.250000 sec): 3 clusters Score: Raw -4856634.804194 + Penalty 3455.855166 = -4853178.949028 nChanged 302 SP:Iteration 17Q (641.370000 sec): 3 clusters Score: Raw -4856679.819888 + Penalty 3455.855166 = -4853223.964721 nChanged 286 SP:Iteration 18Q (641.480000 sec): 3 clusters Score: Raw -4856720.008148 + Penalty 3455.855166 = -4853264.152982 nChanged 279 SP:Iteration 19Q (641.580000 sec): 3 clusters Score: Raw -4856759.048323 + Penalty 3455.855166 = -4853303.193157 nChanged 280 SP:Iteration 20F (641.690000 sec): 3 clusters Score: Raw -4856801.112852 + Penalty 3455.855166 = -4853345.257685 nChanged 267 SP:Iteration 21Q (641.800000 sec): 3 clusters Score: Raw -4856839.458458 + Penalty 3455.855166 = -4853383.603292 nChanged 265 SP:Iteration 22Q (641.910000 sec): 3 clusters Score: Raw -4856876.005785 + Penalty 3455.855166 = -4853420.150619 nChanged 259 SP:Iteration 23Q (642.010000 sec): 3 clusters Score: Raw -4856909.756238 + Penalty 3455.855166 = -4853453.901071 nChanged 251 SP:Iteration 24Q (642.120000 sec): 3 clusters Score: Raw -4856946.676610 + Penalty 3455.855166 = -4853490.821443 nChanged 278 SP:Iteration 25Q (642.220000 sec): 3 clusters Score: Raw -4856989.329901 + Penalty 3455.855166 = -4853533.474734 nChanged 258 SP:Iteration 26Q (642.320000 sec): 3 clusters Score: Raw -4857032.137843 + Penalty 3455.855166 = -4853576.282677 nChanged 293 SP:Iteration 27Q (642.430000 sec): 3 clusters Score: Raw -4857080.353801 + Penalty 3455.855166 = -4853624.498635 nChanged 305 SP:Iteration 28Q (642.540000 sec): 3 clusters Score: Raw -4857137.575067 + Penalty 3455.855166 = -4853681.719900 nChanged 345 SP:Iteration 29Q (642.640000 sec): 3 clusters Score: Raw -4857213.195545 + Penalty 3455.855166 = -4853757.340379 nChanged 390 SP:Iteration 30Q (642.750000 sec): 3 clusters Score: Raw -4857301.597989 + Penalty 3455.855166 = -4853845.742822 nChanged 413 SP:Iteration 31Q (642.850000 sec): 3 clusters Score: Raw -4857399.397549 + Penalty 3455.855166 = -4853943.542382 nChanged 436 SP:Iteration 32Q (642.960000 sec): 3 clusters Score: Raw -4857509.741863 + Penalty 3455.855166 = -4854053.886697 nChanged 433 SP:Iteration 33Q (643.060000 sec): 3 clusters Score: Raw -4857639.027719 + Penalty 3455.855166 = -4854183.172553 nChanged 488 SP:Iteration 34Q (643.160000 sec): 3 clusters Score: Raw -4857787.648661 + Penalty 3455.855166 = -4854331.793494 nChanged 518 SP:Iteration 35Q (643.270000 sec): 3 clusters Score: Raw -4857969.109893 + Penalty 3455.855166 = -4854513.254726 nChanged 587 SP:Iteration 36Q (643.370000 sec): 3 clusters Score: Raw -4858183.863067 + Penalty 3455.855166 = -4854728.007901 nChanged 580 SP:Iteration 37Q (643.470000 sec): 3 clusters Score: Raw -4858382.928160 + Penalty 3455.855166 = -4854927.072994 nChanged 505 SP:Iteration 38Q (643.570000 sec): 3 clusters Score: Raw -4858548.060738 + Penalty 3455.855166 = -4855092.205572 nChanged 481 SP:Iteration 39Q (643.680000 sec): 3 clusters Score: Raw -4858690.117191 + Penalty 3455.855166 = -4855234.262025 nChanged 433 SP:Iteration 40F (643.790000 sec): 3 clusters Score: Raw -4858806.425452 + Penalty 3455.855166 = -4855350.570285 nChanged 419 SP:Iteration 41Q (643.890000 sec): 3 clusters Score: Raw -4858913.254327 + Penalty 3455.855166 = -4855457.399160 nChanged 404 SP:Iteration 42Q (643.980000 sec): 3 clusters Score: Raw -4859021.174291 + Penalty 3455.855166 = -4855565.319124 nChanged 384 SP:Iteration 43Q (644.080000 sec): 3 clusters Score: Raw -4859124.651600 + Penalty 3455.855166 = -4855668.796434 nChanged 374 SP:Iteration 44Q (644.180000 sec): 3 clusters Score: Raw -4859224.263931 + Penalty 3455.855166 = -4855768.408765 nChanged 364 SP:Iteration 45Q (644.270000 sec): 3 clusters Score: Raw -4859319.131824 + Penalty 3455.855166 = -4855863.276658 nChanged 338 SP:Iteration 46Q (644.360000 sec): 3 clusters Score: Raw -4859410.641993 + Penalty 3455.855166 = -4855954.786827 nChanged 333 SP:Iteration 47Q (644.460000 sec): 3 clusters Score: Raw -4859493.559317 + Penalty 3455.855166 = -4856037.704151 nChanged 300 SP:Iteration 48Q (644.550000 sec): 3 clusters Score: Raw -4859571.023368 + Penalty 3455.855166 = -4856115.168202 nChanged 274 SP:Iteration 49Q (644.650000 sec): 3 clusters Score: Raw -4859643.036350 + Penalty 3455.855166 = -4856187.181183 nChanged 289 SP:Iteration 50Q (644.740000 sec): 3 clusters Score: Raw -4859717.267489 + Penalty 3455.855166 = -4856261.412323 nChanged 276 SP:Iteration 51Q (644.830000 sec): 3 clusters Score: Raw -4859788.461044 + Penalty 3455.855166 = -4856332.605878 nChanged 267 SP:Iteration 52Q (644.930000 sec): 3 clusters Score: Raw -4859855.441235 + Penalty 3455.855166 = -4856399.586069 nChanged 256 SP:Iteration 53Q (645.020000 sec): 3 clusters Score: Raw -4859919.347808 + Penalty 3455.855166 = -4856463.492642 nChanged 248 SP:Iteration 54Q (645.110000 sec): 3 clusters Score: Raw -4859982.848532 + Penalty 3455.855166 = -4856526.993365 nChanged 250 SP:Iteration 55Q (645.200000 sec): 3 clusters Score: Raw -4860046.812970 + Penalty 3455.855166 = -4856590.957803 nChanged 235 SP:Iteration 56Q (645.290000 sec): 3 clusters Score: Raw -4860105.041741 + Penalty 3455.855166 = -4856649.186575 nChanged 216 SP:Iteration 57Q (645.380000 sec): 3 clusters Score: Raw -4860156.853096 + Penalty 3455.855166 = -4856700.997929 nChanged 210 SP:Iteration 58Q (645.470000 sec): 3 clusters Score: Raw -4860211.440918 + Penalty 3455.855166 = -4856755.585752 nChanged 203 SP:Iteration 59Q (645.550000 sec): 3 clusters Score: Raw -4860274.216751 + Penalty 3455.855166 = -4856818.361584 nChanged 208 SP:Iteration 60F (645.660000 sec): 3 clusters Score: Raw -4860336.303762 + Penalty 3455.855166 = -4856880.448596 nChanged 199 SP:Iteration 61Q (645.750000 sec): 3 clusters Score: Raw -4860394.478429 + Penalty 3455.855166 = -4856938.623262 nChanged 213 SP:Iteration 62Q (645.840000 sec): 3 clusters Score: Raw -4860458.818643 + Penalty 3455.855166 = -4857002.963477 nChanged 212 SP:Iteration 63Q (645.920000 sec): 3 clusters Score: Raw -4860525.212283 + Penalty 3455.855166 = -4857069.357117 nChanged 207 SP:Iteration 64Q (646.010000 sec): 3 clusters Score: Raw -4860586.940763 + Penalty 3455.855166 = -4857131.085597 nChanged 191 SP:Iteration 65Q (646.090000 sec): 3 clusters Score: Raw -4860651.923894 + Penalty 3455.855166 = -4857196.068727 nChanged 163 SP:Iteration 66Q (646.170000 sec): 3 clusters Score: Raw -4860704.217851 + Penalty 3455.855166 = -4857248.362684 nChanged 174 SP:Iteration 67Q (646.250000 sec): 3 clusters Score: Raw -4860759.115492 + Penalty 3455.855166 = -4857303.260326 nChanged 151 SP:Iteration 68Q (646.340000 sec): 3 clusters Score: Raw -4860805.968893 + Penalty 3455.855166 = -4857350.113726 nChanged 142 SP:Iteration 69Q (646.420000 sec): 3 clusters Score: Raw -4860850.864930 + Penalty 3455.855166 = -4857395.009764 nChanged 136 SP:Iteration 70Q (646.500000 sec): 3 clusters Score: Raw -4860893.460255 + Penalty 3455.855166 = -4857437.605089 nChanged 115 SP:Iteration 71Q (646.580000 sec): 3 clusters Score: Raw -4860930.383351 + Penalty 3455.855166 = -4857474.528185 nChanged 108 SP:Iteration 72Q (646.660000 sec): 3 clusters Score: Raw -4860965.647104 + Penalty 3455.855166 = -4857509.791938 nChanged 102 SP:Iteration 73Q (646.740000 sec): 3 clusters Score: Raw -4861003.715608 + Penalty 3455.855166 = -4857547.860442 nChanged 99 SP:Iteration 74Q (646.820000 sec): 3 clusters Score: Raw -4861036.636945 + Penalty 3455.855166 = -4857580.781778 nChanged 98 SP:Iteration 75Q (646.900000 sec): 3 clusters Score: Raw -4861066.786694 + Penalty 3455.855166 = -4857610.931528 nChanged 97 SP:Iteration 76Q (646.990000 sec): 3 clusters Score: Raw -4861097.926431 + Penalty 3455.855166 = -4857642.071265 nChanged 68 SP:Iteration 77Q (647.070000 sec): 3 clusters Score: Raw -4861121.115110 + Penalty 3455.855166 = -4857665.259944 nChanged 72 SP:Iteration 78Q (647.150000 sec): 3 clusters Score: Raw -4861145.312345 + Penalty 3455.855166 = -4857689.457178 nChanged 65 SP:Iteration 79Q (647.230000 sec): 3 clusters Score: Raw -4861167.702518 + Penalty 3455.855166 = -4857711.847351 nChanged 69 SP:Iteration 80F (647.340000 sec): 3 clusters Score: Raw -4861190.192064 + Penalty 3455.855166 = -4857734.336897 nChanged 63 SP:Iteration 81Q (647.420000 sec): 3 clusters Score: Raw -4861211.284009 + Penalty 3455.855166 = -4857755.428842 nChanged 67 SP:Iteration 82Q (647.500000 sec): 3 clusters Score: Raw -4861234.258323 + Penalty 3455.855166 = -4857778.403156 nChanged 51 SP:Iteration 83Q (647.590000 sec): 3 clusters Score: Raw -4861251.860416 + Penalty 3455.855166 = -4857796.005250 nChanged 50 SP:Iteration 84Q (647.660000 sec): 3 clusters Score: Raw -4861269.431340 + Penalty 3455.855166 = -4857813.576173 nChanged 53 SP:Iteration 85Q (647.740000 sec): 3 clusters Score: Raw -4861289.575861 + Penalty 3455.855166 = -4857833.720695 nChanged 55 SP:Iteration 86Q (647.820000 sec): 3 clusters Score: Raw -4861312.396798 + Penalty 3455.855166 = -4857856.541632 nChanged 71 SP:Iteration 87Q (647.900000 sec): 3 clusters Score: Raw -4861345.358656 + Penalty 3455.855166 = -4857889.503490 nChanged 61 SP:Iteration 88Q (647.980000 sec): 3 clusters Score: Raw -4861378.539152 + Penalty 3455.855166 = -4857922.683985 nChanged 50 SP:Iteration 89Q (648.060000 sec): 3 clusters Score: Raw -4861402.103420 + Penalty 3455.855166 = -4857946.248254 nChanged 48 SP:Iteration 90Q (648.140000 sec): 3 clusters Score: Raw -4861424.474233 + Penalty 3455.855166 = -4857968.619067 nChanged 39 SP:Iteration 91Q (648.210000 sec): 3 clusters Score: Raw -4861442.076899 + Penalty 3455.855166 = -4857986.221732 nChanged 33 SP:Iteration 92Q (648.290000 sec): 3 clusters Score: Raw -4861458.467700 + Penalty 3455.855166 = -4858002.612533 nChanged 27 SP:Iteration 93Q (648.370000 sec): 3 clusters Score: Raw -4861469.711969 + Penalty 3455.855166 = -4858013.856803 nChanged 21 SP:Iteration 94Q (648.450000 sec): 3 clusters Score: Raw -4861479.023942 + Penalty 3455.855166 = -4858023.168776 nChanged 24 SP:Iteration 95Q (648.530000 sec): 3 clusters Score: Raw -4861489.313963 + Penalty 3455.855166 = -4858033.458797 nChanged 25 SP:Iteration 96Q (648.600000 sec): 3 clusters Score: Raw -4861501.203434 + Penalty 3455.855166 = -4858045.348267 nChanged 22 SP:Iteration 97Q (648.680000 sec): 3 clusters Score: Raw -4861509.262787 + Penalty 3455.855166 = -4858053.407621 nChanged 13 SP:Iteration 98Q (648.750000 sec): 3 clusters Score: Raw -4861515.523022 + Penalty 3455.855166 = -4858059.667856 nChanged 16 SP:Iteration 99Q (648.830000 sec): 3 clusters Score: Raw -4861521.888867 + Penalty 3455.855166 = -4858066.033700 nChanged 13 SP:Iteration 100F (648.940000 sec): 3 clusters Score: Raw -4861527.121491 + Penalty 3455.855166 = -4858071.266324 nChanged 8 SP:Iteration 101Q (649.020000 sec): 3 clusters Score: Raw -4861531.069228 + Penalty 3455.855166 = -4858075.214062 nChanged 14 SP:Iteration 102Q (649.090000 sec): 3 clusters Score: Raw -4861541.550921 + Penalty 3455.855166 = -4858085.695755 nChanged 20 SP:Iteration 103Q (649.170000 sec): 3 clusters Score: Raw -4861550.617090 + Penalty 3455.855166 = -4858094.761923 nChanged 15 SP:Iteration 104Q (649.250000 sec): 3 clusters Score: Raw -4861557.381742 + Penalty 3455.855166 = -4858101.526576 nChanged 9 SP:Iteration 105Q (649.330000 sec): 3 clusters Score: Raw -4861561.380767 + Penalty 3455.855166 = -4858105.525600 nChanged 6 SP:Iteration 106Q (649.410000 sec): 3 clusters Score: Raw -4861565.645287 + Penalty 3455.855166 = -4858109.790121 nChanged 11 SP:Iteration 107Q (649.490000 sec): 3 clusters Score: Raw -4861571.024610 + Penalty 3455.855166 = -4858115.169443 nChanged 8 SP:Iteration 108Q (649.570000 sec): 3 clusters Score: Raw -4861574.155649 + Penalty 3455.855166 = -4858118.300482 nChanged 6 SP:Iteration 109Q (649.640000 sec): 3 clusters Score: Raw -4861576.974218 + Penalty 3455.855166 = -4858121.119051 nChanged 7 SP:Iteration 110Q (649.720000 sec): 3 clusters Score: Raw -4861580.597512 + Penalty 3455.855166 = -4858124.742345 nChanged 7 SP:Iteration 111Q (649.800000 sec): 3 clusters Score: Raw -4861584.439746 + Penalty 3455.855166 = -4858128.584580 nChanged 7 SP:Iteration 112Q (649.880000 sec): 3 clusters Score: Raw -4861588.474797 + Penalty 3455.855166 = -4858132.619630 nChanged 6 SP:Iteration 113Q (649.960000 sec): 3 clusters Score: Raw -4861593.246254 + Penalty 3455.855166 = -4858137.391088 nChanged 6 SP:Iteration 114Q (650.040000 sec): 3 clusters Score: Raw -4861595.553002 + Penalty 3455.855166 = -4858139.697835 nChanged 2 SP:Iteration 115Q (650.120000 sec): 3 clusters Score: Raw -4861596.405763 + Penalty 3455.855166 = -4858140.550597 nChanged 3 SP:Iteration 116Q (650.190000 sec): 3 clusters Score: Raw -4861597.506735 + Penalty 3455.855166 = -4858141.651569 nChanged 1 SP:Iteration 117Q (650.270000 sec): 3 clusters Score: Raw -4861597.820788 + Penalty 3455.855166 = -4858141.965621 nChanged 1 SP:Iteration 118Q (650.340000 sec): 3 clusters Score: Raw -4861598.232335 + Penalty 3455.855166 = -4858142.377168 nChanged 0 SP:Iteration 119F (650.450000 sec): 3 clusters Score: Raw -4861598.232335 + Penalty 3455.855166 = -4858142.377168 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (13815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.510000 sec): 2 clusters Score: Raw -1623097.023431 + Penalty 1549.195414 = -1621547.828017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.540000 sec): 3 clusters Score: Raw -1614973.056937 + Penalty 3098.390827 = -1611874.666110 nChanged 6154 SP:Iteration 1F (650.580000 sec): 3 clusters Score: Raw -1618271.833504 + Penalty 3098.390827 = -1615173.442677 nChanged 670 SP:Iteration 2Q (650.620000 sec): 3 clusters Score: Raw -1618513.865737 + Penalty 3098.390827 = -1615415.474910 nChanged 591 SP:Iteration 3Q (650.650000 sec): 3 clusters Score: Raw -1618735.290701 + Penalty 3098.390827 = -1615636.899874 nChanged 569 SP:Iteration 4Q (650.690000 sec): 3 clusters Score: Raw -1618990.885396 + Penalty 3098.390827 = -1615892.494569 nChanged 595 SP:Iteration 5Q (650.730000 sec): 3 clusters Score: Raw -1619260.070527 + Penalty 3098.390827 = -1616161.679700 nChanged 591 SP:Iteration 6Q (650.770000 sec): 3 clusters Score: Raw -1619542.700105 + Penalty 3098.390827 = -1616444.309277 nChanged 663 SP:Iteration 7Q (650.800000 sec): 3 clusters Score: Raw -1619904.761037 + Penalty 3098.390827 = -1616806.370210 nChanged 717 SP:Iteration 8F (650.840000 sec): 3 clusters Score: Raw -1620329.113978 + Penalty 3098.390827 = -1617230.723151 nChanged 717 SP:Iteration 9F (650.870000 sec): 3 clusters Score: Raw -1620756.065570 + Penalty 3098.390827 = -1617657.674742 nChanged 692 SP:Iteration 10F (650.910000 sec): 3 clusters Score: Raw -1621172.663395 + Penalty 3098.390827 = -1618074.272567 nChanged 604 SP:Iteration 11Q (650.950000 sec): 3 clusters Score: Raw -1621540.839964 + Penalty 3098.390827 = -1618442.449137 nChanged 483 SP:Iteration 12Q (650.980000 sec): 3 clusters Score: Raw -1621784.843481 + Penalty 3098.390827 = -1618686.452654 nChanged 374 SP:Iteration 13Q (651.020000 sec): 3 clusters Score: Raw -1621926.545937 + Penalty 3098.390827 = -1618828.155110 nChanged 236 SP:Iteration 14Q (651.060000 sec): 3 clusters Score: Raw -1622005.089370 + Penalty 3098.390827 = -1618906.698543 nChanged 167 SP:Iteration 15Q (651.100000 sec): 3 clusters Score: Raw -1622055.555817 + Penalty 3098.390827 = -1618957.164990 nChanged 133 SP:Iteration 16Q (651.130000 sec): 3 clusters Score: Raw -1622094.446314 + Penalty 3098.390827 = -1618996.055487 nChanged 118 SP:Iteration 17Q (651.160000 sec): 3 clusters Score: Raw -1622131.775392 + Penalty 3098.390827 = -1619033.384565 nChanged 118 SP:Iteration 18Q (651.200000 sec): 3 clusters Score: Raw -1622165.396099 + Penalty 3098.390827 = -1619067.005272 nChanged 106 SP:Iteration 19Q (651.240000 sec): 3 clusters Score: Raw -1622194.986626 + Penalty 3098.390827 = -1619096.595799 nChanged 119 SP:Iteration 20F (651.270000 sec): 3 clusters Score: Raw -1622229.217896 + Penalty 3098.390827 = -1619130.827069 nChanged 115 SP:Iteration 21Q (651.310000 sec): 3 clusters Score: Raw -1622259.761419 + Penalty 3098.390827 = -1619161.370592 nChanged 111 SP:Iteration 22Q (651.340000 sec): 3 clusters Score: Raw -1622287.114666 + Penalty 3098.390827 = -1619188.723839 nChanged 106 SP:Iteration 23Q (651.380000 sec): 3 clusters Score: Raw -1622310.908669 + Penalty 3098.390827 = -1619212.517842 nChanged 85 SP:Iteration 24Q (651.420000 sec): 3 clusters Score: Raw -1622327.248902 + Penalty 3098.390827 = -1619228.858075 nChanged 81 SP:Iteration 25Q (651.450000 sec): 3 clusters Score: Raw -1622342.096337 + Penalty 3098.390827 = -1619243.705510 nChanged 75 SP:Iteration 26Q (651.490000 sec): 3 clusters Score: Raw -1622356.769633 + Penalty 3098.390827 = -1619258.378805 nChanged 70 SP:Iteration 27Q (651.520000 sec): 3 clusters Score: Raw -1622368.908827 + Penalty 3098.390827 = -1619270.518000 nChanged 65 SP:Iteration 28Q (651.560000 sec): 3 clusters Score: Raw -1622379.376264 + Penalty 3098.390827 = -1619280.985437 nChanged 64 SP:Iteration 29Q (651.600000 sec): 3 clusters Score: Raw -1622389.838467 + Penalty 3098.390827 = -1619291.447640 nChanged 59 SP:Iteration 30Q (651.630000 sec): 3 clusters Score: Raw -1622399.382600 + Penalty 3098.390827 = -1619300.991773 nChanged 48 SP:Iteration 31Q (651.670000 sec): 3 clusters Score: Raw -1622406.664644 + Penalty 3098.390827 = -1619308.273817 nChanged 42 SP:Iteration 32Q (651.700000 sec): 3 clusters Score: Raw -1622412.450047 + Penalty 3098.390827 = -1619314.059220 nChanged 41 SP:Iteration 33Q (651.740000 sec): 3 clusters Score: Raw -1622417.884356 + Penalty 3098.390827 = -1619319.493529 nChanged 48 SP:Iteration 34Q (651.780000 sec): 3 clusters Score: Raw -1622425.424595 + Penalty 3098.390827 = -1619327.033768 nChanged 51 SP:Iteration 35Q (651.820000 sec): 3 clusters Score: Raw -1622434.422738 + Penalty 3098.390827 = -1619336.031911 nChanged 51 SP:Iteration 36Q (651.850000 sec): 3 clusters Score: Raw -1622441.918401 + Penalty 3098.390827 = -1619343.527574 nChanged 50 SP:Iteration 37Q (651.890000 sec): 3 clusters Score: Raw -1622448.880689 + Penalty 3098.390827 = -1619350.489862 nChanged 43 SP:Iteration 38Q (651.930000 sec): 3 clusters Score: Raw -1622456.139262 + Penalty 3098.390827 = -1619357.748434 nChanged 48 SP:Iteration 39Q (651.960000 sec): 3 clusters Score: Raw -1622463.632588 + Penalty 3098.390827 = -1619365.241761 nChanged 46 SP:Iteration 40F (652.000000 sec): 3 clusters Score: Raw -1622470.800782 + Penalty 3098.390827 = -1619372.409954 nChanged 46 SP:Iteration 41Q (652.030000 sec): 3 clusters Score: Raw -1622478.088239 + Penalty 3098.390827 = -1619379.697412 nChanged 53 SP:Iteration 42Q (652.070000 sec): 3 clusters Score: Raw -1622487.545683 + Penalty 3098.390827 = -1619389.154856 nChanged 55 SP:Iteration 43Q (652.110000 sec): 3 clusters Score: Raw -1622497.192094 + Penalty 3098.390827 = -1619398.801267 nChanged 52 SP:Iteration 44Q (652.140000 sec): 3 clusters Score: Raw -1622506.998756 + Penalty 3098.390827 = -1619408.607929 nChanged 56 SP:Iteration 45Q (652.170000 sec): 3 clusters Score: Raw -1622516.556079 + Penalty 3098.390827 = -1619418.165252 nChanged 48 SP:Iteration 46Q (652.210000 sec): 3 clusters Score: Raw -1622523.618659 + Penalty 3098.390827 = -1619425.227832 nChanged 49 SP:Iteration 47Q (652.240000 sec): 3 clusters Score: Raw -1622531.063707 + Penalty 3098.390827 = -1619432.672879 nChanged 45 SP:Iteration 48Q (652.280000 sec): 3 clusters Score: Raw -1622538.428927 + Penalty 3098.390827 = -1619440.038100 nChanged 47 SP:Iteration 49Q (652.310000 sec): 3 clusters Score: Raw -1622547.267022 + Penalty 3098.390827 = -1619448.876195 nChanged 50 SP:Iteration 50Q (652.350000 sec): 3 clusters Score: Raw -1622555.792574 + Penalty 3098.390827 = -1619457.401747 nChanged 54 SP:Iteration 51Q (652.380000 sec): 3 clusters Score: Raw -1622564.716898 + Penalty 3098.390827 = -1619466.326070 nChanged 54 SP:Iteration 52Q (652.410000 sec): 3 clusters Score: Raw -1622574.666939 + Penalty 3098.390827 = -1619476.276112 nChanged 58 SP:Iteration 53Q (652.450000 sec): 3 clusters Score: Raw -1622585.956373 + Penalty 3098.390827 = -1619487.565546 nChanged 62 SP:Iteration 54Q (652.480000 sec): 3 clusters Score: Raw -1622596.585489 + Penalty 3098.390827 = -1619498.194662 nChanged 52 SP:Iteration 55Q (652.520000 sec): 3 clusters Score: Raw -1622604.828282 + Penalty 3098.390827 = -1619506.437455 nChanged 55 SP:Iteration 56Q (652.550000 sec): 3 clusters Score: Raw -1622615.341299 + Penalty 3098.390827 = -1619516.950472 nChanged 61 SP:Iteration 57Q (652.590000 sec): 3 clusters Score: Raw -1622628.309723 + Penalty 3098.390827 = -1619529.918896 nChanged 66 SP:Iteration 58Q (652.620000 sec): 3 clusters Score: Raw -1622643.070739 + Penalty 3098.390827 = -1619544.679912 nChanged 68 SP:Iteration 59Q (652.650000 sec): 3 clusters Score: Raw -1622662.300060 + Penalty 3098.390827 = -1619563.909232 nChanged 80 SP:Iteration 60F (652.690000 sec): 3 clusters Score: Raw -1622683.061762 + Penalty 3098.390827 = -1619584.670935 nChanged 84 SP:Iteration 61Q (652.720000 sec): 3 clusters Score: Raw -1622707.016684 + Penalty 3098.390827 = -1619608.625857 nChanged 90 SP:Iteration 62Q (652.750000 sec): 3 clusters Score: Raw -1622730.821972 + Penalty 3098.390827 = -1619632.431145 nChanged 84 SP:Iteration 63Q (652.800000 sec): 3 clusters Score: Raw -1622752.284196 + Penalty 3098.390827 = -1619653.893369 nChanged 82 SP:Iteration 64Q (652.830000 sec): 3 clusters Score: Raw -1622774.823851 + Penalty 3098.390827 = -1619676.433024 nChanged 93 SP:Iteration 65Q (652.860000 sec): 3 clusters Score: Raw -1622802.598063 + Penalty 3098.390827 = -1619704.207235 nChanged 100 SP:Iteration 66Q (652.900000 sec): 3 clusters Score: Raw -1622833.089771 + Penalty 3098.390827 = -1619734.698944 nChanged 102 SP:Iteration 67Q (652.930000 sec): 3 clusters Score: Raw -1622863.804216 + Penalty 3098.390827 = -1619765.413389 nChanged 102 SP:Iteration 68Q (652.960000 sec): 3 clusters Score: Raw -1622895.558731 + Penalty 3098.390827 = -1619797.167904 nChanged 100 SP:Iteration 69Q (653.000000 sec): 3 clusters Score: Raw -1622928.007987 + Penalty 3098.390827 = -1619829.617160 nChanged 108 SP:Iteration 70Q (653.030000 sec): 3 clusters Score: Raw -1622972.605669 + Penalty 3098.390827 = -1619874.214842 nChanged 121 SP:Iteration 71Q (653.060000 sec): 3 clusters Score: Raw -1623019.886311 + Penalty 3098.390827 = -1619921.495484 nChanged 98 SP:Iteration 72Q (653.090000 sec): 3 clusters Score: Raw -1623053.452983 + Penalty 3098.390827 = -1619955.062156 nChanged 95 SP:Iteration 73Q (653.120000 sec): 3 clusters Score: Raw -1623091.820115 + Penalty 3098.390827 = -1619993.429288 nChanged 105 SP:Iteration 74Q (653.150000 sec): 3 clusters Score: Raw -1623139.009291 + Penalty 3098.390827 = -1620040.618464 nChanged 102 SP:Iteration 75Q (653.180000 sec): 3 clusters Score: Raw -1623184.573379 + Penalty 3098.390827 = -1620086.182552 nChanged 101 SP:Iteration 76Q (653.220000 sec): 3 clusters Score: Raw -1623231.801647 + Penalty 3098.390827 = -1620133.410820 nChanged 96 SP:Iteration 77Q (653.240000 sec): 3 clusters Score: Raw -1623275.693603 + Penalty 3098.390827 = -1620177.302776 nChanged 100 SP:Iteration 78Q (653.280000 sec): 3 clusters Score: Raw -1623322.439582 + Penalty 3098.390827 = -1620224.048755 nChanged 84 SP:Iteration 79Q (653.300000 sec): 3 clusters Score: Raw -1623364.223936 + Penalty 3098.390827 = -1620265.833109 nChanged 85 SP:Iteration 80F (653.340000 sec): 3 clusters Score: Raw -1623410.646145 + Penalty 3098.390827 = -1620312.255318 nChanged 78 SP:Iteration 81Q (653.370000 sec): 3 clusters Score: Raw -1623453.833159 + Penalty 3098.390827 = -1620355.442332 nChanged 83 SP:Iteration 82Q (653.400000 sec): 3 clusters Score: Raw -1623499.400926 + Penalty 3098.390827 = -1620401.010098 nChanged 76 SP:Iteration 83Q (653.430000 sec): 3 clusters Score: Raw -1623546.113957 + Penalty 3098.390827 = -1620447.723129 nChanged 77 SP:Iteration 84Q (653.460000 sec): 3 clusters Score: Raw -1623595.660137 + Penalty 3098.390827 = -1620497.269310 nChanged 66 SP:Iteration 85Q (653.490000 sec): 3 clusters Score: Raw -1623644.414371 + Penalty 3098.390827 = -1620546.023544 nChanged 56 SP:Iteration 86Q (653.520000 sec): 3 clusters Score: Raw -1623683.150247 + Penalty 3098.390827 = -1620584.759420 nChanged 40 SP:Iteration 87Q (653.540000 sec): 3 clusters Score: Raw -1623715.548035 + Penalty 3098.390827 = -1620617.157208 nChanged 33 SP:Iteration 88Q (653.570000 sec): 3 clusters Score: Raw -1623735.626274 + Penalty 3098.390827 = -1620637.235447 nChanged 15 SP:Iteration 89Q (653.600000 sec): 3 clusters Score: Raw -1623747.495275 + Penalty 3098.390827 = -1620649.104448 nChanged 16 SP:Iteration 90Q (653.630000 sec): 3 clusters Score: Raw -1623757.277230 + Penalty 3098.390827 = -1620658.886403 nChanged 12 SP:Iteration 91Q (653.660000 sec): 3 clusters Score: Raw -1623762.907718 + Penalty 3098.390827 = -1620664.516891 nChanged 5 SP:Iteration 92Q (653.690000 sec): 3 clusters Score: Raw -1623764.711113 + Penalty 3098.390827 = -1620666.320285 nChanged 3 SP:Iteration 93Q (653.720000 sec): 3 clusters Score: Raw -1623767.185727 + Penalty 3098.390827 = -1620668.794900 nChanged 7 SP:Iteration 94Q (653.750000 sec): 3 clusters Score: Raw -1623772.787476 + Penalty 3098.390827 = -1620674.396649 nChanged 5 SP:Iteration 95Q (653.770000 sec): 3 clusters Score: Raw -1623775.604628 + Penalty 3098.390827 = -1620677.213801 nChanged 4 SP:Iteration 96Q (653.800000 sec): 3 clusters Score: Raw -1623778.921723 + Penalty 3098.390827 = -1620680.530896 nChanged 3 SP:Iteration 97Q (653.830000 sec): 3 clusters Score: Raw -1623779.890460 + Penalty 3098.390827 = -1620681.499633 nChanged 4 SP:Iteration 98Q (653.860000 sec): 3 clusters Score: Raw -1623782.617635 + Penalty 3098.390827 = -1620684.226808 nChanged 3 SP:Iteration 99Q (653.890000 sec): 3 clusters Score: Raw -1623784.503632 + Penalty 3098.390827 = -1620686.112805 nChanged 2 SP:Iteration 100F (653.920000 sec): 3 clusters Score: Raw -1623785.275302 + Penalty 3098.390827 = -1620686.884475 nChanged 1 SP:Iteration 101Q (653.950000 sec): 3 clusters Score: Raw -1623785.774048 + Penalty 3098.390827 = -1620687.383221 nChanged 1 SP:Iteration 102Q (653.980000 sec): 3 clusters Score: Raw -1623786.099893 + Penalty 3098.390827 = -1620687.709066 nChanged 0 SP:Iteration 103F (654.010000 sec): 3 clusters Score: Raw -1623786.099893 + Penalty 3098.390827 = -1620687.709066 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 15 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.030000 sec): 2 clusters Score: Raw -81430.173091 + Penalty 1073.140871 = -80357.032219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.030000 sec): 3 clusters Score: Raw -81223.592468 + Penalty 2146.281743 = -79077.310725 nChanged 191 SP:Iteration 1F (654.030000 sec): 3 clusters Score: Raw -81413.353501 + Penalty 2146.281743 = -79267.071758 nChanged 49 SP:Iteration 2F (654.030000 sec): 3 clusters Score: Raw -81473.236263 + Penalty 2146.281743 = -79326.954520 nChanged 19 SP:Iteration 3Q (654.030000 sec): 3 clusters Score: Raw -81498.771442 + Penalty 2146.281743 = -79352.489699 nChanged 16 SP:Iteration 4Q (654.030000 sec): 3 clusters Score: Raw -81516.313025 + Penalty 2146.281743 = -79370.031282 nChanged 7 SP:Iteration 5Q (654.040000 sec): 3 clusters Score: Raw -81527.631192 + Penalty 2146.281743 = -79381.349449 nChanged 6 SP:Iteration 6Q (654.040000 sec): 3 clusters Score: Raw -81532.805897 + Penalty 2146.281743 = -79386.524154 nChanged 7 SP:Iteration 7Q (654.040000 sec): 3 clusters Score: Raw -81541.953167 + Penalty 2146.281743 = -79395.671424 nChanged 6 SP:Iteration 8Q (654.040000 sec): 3 clusters Score: Raw -81548.354106 + Penalty 2146.281743 = -79402.072363 nChanged 7 SP:Iteration 9Q (654.050000 sec): 3 clusters Score: Raw -81555.615138 + Penalty 2146.281743 = -79409.333395 nChanged 2 SP:Iteration 10Q (654.050000 sec): 3 clusters Score: Raw -81561.088243 + Penalty 2146.281743 = -79414.806500 nChanged 8 SP:Iteration 11Q (654.050000 sec): 3 clusters Score: Raw -81568.311848 + Penalty 2146.281743 = -79422.030105 nChanged 3 SP:Iteration 12Q (654.050000 sec): 3 clusters Score: Raw -81573.180519 + Penalty 2146.281743 = -79426.898776 nChanged 3 SP:Iteration 13Q (654.050000 sec): 3 clusters Score: Raw -81574.787386 + Penalty 2146.281743 = -79428.505643 nChanged 1 SP:Iteration 14Q (654.050000 sec): 3 clusters Score: Raw -81574.984813 + Penalty 2146.281743 = -79428.703070 nChanged 0 SP:Iteration 15F (654.060000 sec): 3 clusters Score: Raw -81574.984813 + Penalty 2146.281743 = -79428.703070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 16 (3025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.070000 sec): 2 clusters Score: Raw -355977.792637 + Penalty 1302.383285 = -354675.409351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.070000 sec): 3 clusters Score: Raw -354545.050715 + Penalty 2604.766570 = -351940.284144 nChanged 1164 SP:Iteration 1F (654.080000 sec): 3 clusters Score: Raw -355297.717489 + Penalty 2604.766570 = -352692.950918 nChanged 220 SP:Iteration 2F (654.090000 sec): 3 clusters Score: Raw -355465.791862 + Penalty 2604.766570 = -352861.025291 nChanged 156 SP:Iteration 3F (654.100000 sec): 3 clusters Score: Raw -355568.970999 + Penalty 2604.766570 = -352964.204428 nChanged 122 SP:Iteration 4Q (654.110000 sec): 3 clusters Score: Raw -355635.559315 + Penalty 2604.766570 = -353030.792744 nChanged 88 SP:Iteration 5Q (654.110000 sec): 3 clusters Score: Raw -355688.127030 + Penalty 2604.766570 = -353083.360460 nChanged 75 SP:Iteration 6Q (654.120000 sec): 3 clusters Score: Raw -355729.153122 + Penalty 2604.766570 = -353124.386552 nChanged 67 SP:Iteration 7Q (654.130000 sec): 3 clusters Score: Raw -355758.013632 + Penalty 2604.766570 = -353153.247061 nChanged 41 SP:Iteration 8Q (654.130000 sec): 3 clusters Score: Raw -355778.298471 + Penalty 2604.766570 = -353173.531900 nChanged 34 SP:Iteration 9Q (654.140000 sec): 3 clusters Score: Raw -355795.477953 + Penalty 2604.766570 = -353190.711383 nChanged 32 SP:Iteration 10Q (654.150000 sec): 3 clusters Score: Raw -355806.948890 + Penalty 2604.766570 = -353202.182320 nChanged 27 SP:Iteration 11Q (654.160000 sec): 3 clusters Score: Raw -355817.953181 + Penalty 2604.766570 = -353213.186610 nChanged 23 SP:Iteration 12Q (654.170000 sec): 3 clusters Score: Raw -355826.526521 + Penalty 2604.766570 = -353221.759951 nChanged 23 SP:Iteration 13Q (654.170000 sec): 3 clusters Score: Raw -355835.568233 + Penalty 2604.766570 = -353230.801662 nChanged 15 SP:Iteration 14Q (654.180000 sec): 3 clusters Score: Raw -355839.788033 + Penalty 2604.766570 = -353235.021463 nChanged 11 SP:Iteration 15Q (654.190000 sec): 3 clusters Score: Raw -355843.473579 + Penalty 2604.766570 = -353238.707009 nChanged 9 SP:Iteration 16Q (654.200000 sec): 3 clusters Score: Raw -355846.385830 + Penalty 2604.766570 = -353241.619260 nChanged 9 SP:Iteration 17Q (654.200000 sec): 3 clusters Score: Raw -355848.481494 + Penalty 2604.766570 = -353243.714924 nChanged 9 SP:Iteration 18Q (654.210000 sec): 3 clusters Score: Raw -355850.901065 + Penalty 2604.766570 = -353246.134495 nChanged 4 SP:Iteration 19Q (654.220000 sec): 3 clusters Score: Raw -355851.829252 + Penalty 2604.766570 = -353247.062681 nChanged 6 SP:Iteration 20F (654.230000 sec): 3 clusters Score: Raw -355853.442243 + Penalty 2604.766570 = -353248.675673 nChanged 8 SP:Iteration 21Q (654.230000 sec): 3 clusters Score: Raw -355855.308363 + Penalty 2604.766570 = -353250.541792 nChanged 3 SP:Iteration 22Q (654.240000 sec): 3 clusters Score: Raw -355856.730312 + Penalty 2604.766570 = -353251.963741 nChanged 3 SP:Iteration 23Q (654.250000 sec): 3 clusters Score: Raw -355858.523925 + Penalty 2604.766570 = -353253.757355 nChanged 2 SP:Iteration 24Q (654.250000 sec): 3 clusters Score: Raw -355858.888746 + Penalty 2604.766570 = -353254.122176 nChanged 1 SP:Iteration 25Q (654.260000 sec): 3 clusters Score: Raw -355859.058183 + Penalty 2604.766570 = -353254.291613 nChanged 1 SP:Iteration 26Q (654.270000 sec): 3 clusters Score: Raw -355859.467168 + Penalty 2604.766570 = -353254.700598 nChanged 1 SP:Iteration 27Q (654.280000 sec): 3 clusters Score: Raw -355860.466803 + Penalty 2604.766570 = -353255.700233 nChanged 2 SP:Iteration 28Q (654.290000 sec): 3 clusters Score: Raw -355860.917042 + Penalty 2604.766570 = -353256.150471 nChanged 1 SP:Iteration 29Q (654.290000 sec): 3 clusters Score: Raw -355861.134691 + Penalty 2604.766570 = -353256.368120 nChanged 0 SP:Iteration 30F (654.300000 sec): 3 clusters Score: Raw -355861.134691 + Penalty 2604.766570 = -353256.368120 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 17 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.310000 sec): 2 clusters Score: Raw -139030.121143 + Penalty 1154.022345 = -137876.098797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.310000 sec): 3 clusters Score: Raw -138595.527799 + Penalty 2308.044691 = -136287.483108 nChanged 378 SP:Iteration 1F (654.310000 sec): 3 clusters Score: Raw -138869.438114 + Penalty 2308.044691 = -136561.393423 nChanged 83 SP:Iteration 2F (654.310000 sec): 3 clusters Score: Raw -138979.453349 + Penalty 2308.044691 = -136671.408658 nChanged 59 SP:Iteration 3Q (654.320000 sec): 3 clusters Score: Raw -139062.457821 + Penalty 2308.044691 = -136754.413131 nChanged 48 SP:Iteration 4Q (654.320000 sec): 3 clusters Score: Raw -139138.970950 + Penalty 2308.044691 = -136830.926259 nChanged 45 SP:Iteration 5Q (654.320000 sec): 3 clusters Score: Raw -139193.123380 + Penalty 2308.044691 = -136885.078689 nChanged 32 SP:Iteration 6Q (654.330000 sec): 3 clusters Score: Raw -139225.519222 + Penalty 2308.044691 = -136917.474531 nChanged 32 SP:Iteration 7Q (654.330000 sec): 3 clusters Score: Raw -139252.503229 + Penalty 2308.044691 = -136944.458538 nChanged 30 SP:Iteration 8Q (654.330000 sec): 3 clusters Score: Raw -139289.722395 + Penalty 2308.044691 = -136981.677704 nChanged 37 SP:Iteration 9Q (654.330000 sec): 3 clusters Score: Raw -139337.634578 + Penalty 2308.044691 = -137029.589888 nChanged 41 SP:Iteration 10Q (654.340000 sec): 3 clusters Score: Raw -139384.483933 + Penalty 2308.044691 = -137076.439242 nChanged 37 SP:Iteration 11Q (654.340000 sec): 3 clusters Score: Raw -139423.770773 + Penalty 2308.044691 = -137115.726082 nChanged 24 SP:Iteration 12Q (654.350000 sec): 3 clusters Score: Raw -139450.601894 + Penalty 2308.044691 = -137142.557203 nChanged 30 SP:Iteration 13Q (654.350000 sec): 3 clusters Score: Raw -139476.737954 + Penalty 2308.044691 = -137168.693263 nChanged 16 SP:Iteration 14Q (654.350000 sec): 3 clusters Score: Raw -139492.980802 + Penalty 2308.044691 = -137184.936111 nChanged 16 SP:Iteration 15Q (654.350000 sec): 3 clusters Score: Raw -139511.596080 + Penalty 2308.044691 = -137203.551389 nChanged 11 SP:Iteration 16Q (654.350000 sec): 3 clusters Score: Raw -139522.998396 + Penalty 2308.044691 = -137214.953705 nChanged 14 SP:Iteration 17Q (654.360000 sec): 3 clusters Score: Raw -139537.153855 + Penalty 2308.044691 = -137229.109164 nChanged 11 SP:Iteration 18Q (654.360000 sec): 3 clusters Score: Raw -139550.748778 + Penalty 2308.044691 = -137242.704087 nChanged 12 SP:Iteration 19Q (654.370000 sec): 3 clusters Score: Raw -139565.345154 + Penalty 2308.044691 = -137257.300464 nChanged 16 SP:Iteration 20F (654.370000 sec): 3 clusters Score: Raw -139590.535180 + Penalty 2308.044691 = -137282.490489 nChanged 19 SP:Iteration 21Q (654.370000 sec): 3 clusters Score: Raw -139618.866019 + Penalty 2308.044691 = -137310.821328 nChanged 16 SP:Iteration 22Q (654.370000 sec): 3 clusters Score: Raw -139637.788419 + Penalty 2308.044691 = -137329.743728 nChanged 11 SP:Iteration 23Q (654.370000 sec): 3 clusters Score: Raw -139653.542485 + Penalty 2308.044691 = -137345.497794 nChanged 8 SP:Iteration 24Q (654.380000 sec): 3 clusters Score: Raw -139661.541076 + Penalty 2308.044691 = -137353.496385 nChanged 5 SP:Iteration 25Q (654.380000 sec): 3 clusters Score: Raw -139665.434743 + Penalty 2308.044691 = -137357.390052 nChanged 5 SP:Iteration 26Q (654.380000 sec): 3 clusters Score: Raw -139669.879296 + Penalty 2308.044691 = -137361.834606 nChanged 3 SP:Iteration 27Q (654.390000 sec): 3 clusters Score: Raw -139672.757446 + Penalty 2308.044691 = -137364.712755 nChanged 2 SP:Iteration 28Q (654.390000 sec): 3 clusters Score: Raw -139674.105109 + Penalty 2308.044691 = -137366.060418 nChanged 0 SP:Iteration 29F (654.390000 sec): 3 clusters Score: Raw -139674.105109 + Penalty 2308.044691 = -137366.060418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.400000 sec): 2 clusters Score: Raw -183836.898776 + Penalty 1203.491799 = -182633.406976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.400000 sec): 3 clusters Score: Raw -183194.804921 + Penalty 2406.983599 = -180787.821322 nChanged 563 SP:Iteration 1F (654.410000 sec): 3 clusters Score: Raw -183606.462029 + Penalty 2406.983599 = -181199.478430 nChanged 131 SP:Iteration 2F (654.410000 sec): 3 clusters Score: Raw -183749.820671 + Penalty 2406.983599 = -181342.837072 nChanged 95 SP:Iteration 3F (654.410000 sec): 3 clusters Score: Raw -183867.761175 + Penalty 2406.983599 = -181460.777576 nChanged 90 SP:Iteration 4F (654.420000 sec): 3 clusters Score: Raw -183961.837371 + Penalty 2406.983599 = -181554.853772 nChanged 72 SP:Iteration 5Q (654.420000 sec): 3 clusters Score: Raw -184040.248281 + Penalty 2406.983599 = -181633.264682 nChanged 73 SP:Iteration 6Q (654.430000 sec): 3 clusters Score: Raw -184116.933182 + Penalty 2406.983599 = -181709.949583 nChanged 58 SP:Iteration 7Q (654.430000 sec): 3 clusters Score: Raw -184168.574425 + Penalty 2406.983599 = -181761.590826 nChanged 48 SP:Iteration 8Q (654.430000 sec): 3 clusters Score: Raw -184209.625912 + Penalty 2406.983599 = -181802.642313 nChanged 39 SP:Iteration 9Q (654.440000 sec): 3 clusters Score: Raw -184243.812876 + Penalty 2406.983599 = -181836.829277 nChanged 25 SP:Iteration 10Q (654.440000 sec): 3 clusters Score: Raw -184267.725564 + Penalty 2406.983599 = -181860.741965 nChanged 31 SP:Iteration 11Q (654.450000 sec): 3 clusters Score: Raw -184295.727354 + Penalty 2406.983599 = -181888.743755 nChanged 26 SP:Iteration 12Q (654.450000 sec): 3 clusters Score: Raw -184324.726432 + Penalty 2406.983599 = -181917.742833 nChanged 28 SP:Iteration 13Q (654.450000 sec): 3 clusters Score: Raw -184355.397066 + Penalty 2406.983599 = -181948.413467 nChanged 16 SP:Iteration 14Q (654.460000 sec): 3 clusters Score: Raw -184371.271312 + Penalty 2406.983599 = -181964.287713 nChanged 15 SP:Iteration 15Q (654.460000 sec): 3 clusters Score: Raw -184381.603986 + Penalty 2406.983599 = -181974.620387 nChanged 7 SP:Iteration 16Q (654.470000 sec): 3 clusters Score: Raw -184387.258814 + Penalty 2406.983599 = -181980.275215 nChanged 4 SP:Iteration 17Q (654.470000 sec): 3 clusters Score: Raw -184390.602381 + Penalty 2406.983599 = -181983.618782 nChanged 7 SP:Iteration 18Q (654.470000 sec): 3 clusters Score: Raw -184398.851423 + Penalty 2406.983599 = -181991.867824 nChanged 10 SP:Iteration 19Q (654.480000 sec): 3 clusters Score: Raw -184408.067398 + Penalty 2406.983599 = -182001.083799 nChanged 7 SP:Iteration 20F (654.480000 sec): 3 clusters Score: Raw -184415.196895 + Penalty 2406.983599 = -182008.213296 nChanged 10 SP:Iteration 21Q (654.490000 sec): 3 clusters Score: Raw -184426.777278 + Penalty 2406.983599 = -182019.793679 nChanged 5 SP:Iteration 22Q (654.490000 sec): 3 clusters Score: Raw -184432.104006 + Penalty 2406.983599 = -182025.120407 nChanged 1 SP:Iteration 23Q (654.490000 sec): 3 clusters Score: Raw -184432.467378 + Penalty 2406.983599 = -182025.483779 nChanged 0 SP:Iteration 24F (654.500000 sec): 3 clusters Score: Raw -184432.467378 + Penalty 2406.983599 = -182025.483779 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 19 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.500000 sec): 2 clusters Score: Raw -219172.265176 + Penalty 1233.102598 = -217939.162579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.510000 sec): 3 clusters Score: Raw -218363.741099 + Penalty 2466.205195 = -215897.535903 nChanged 696 SP:Iteration 1F (654.510000 sec): 3 clusters Score: Raw -218849.574322 + Penalty 2466.205195 = -216383.369127 nChanged 170 SP:Iteration 2F (654.520000 sec): 3 clusters Score: Raw -219019.784022 + Penalty 2466.205195 = -216553.578827 nChanged 125 SP:Iteration 3F (654.520000 sec): 3 clusters Score: Raw -219158.530119 + Penalty 2466.205195 = -216692.324924 nChanged 106 SP:Iteration 4F (654.530000 sec): 3 clusters Score: Raw -219273.752725 + Penalty 2466.205195 = -216807.547529 nChanged 98 SP:Iteration 5Q (654.530000 sec): 3 clusters Score: Raw -219373.591408 + Penalty 2466.205195 = -216907.386213 nChanged 80 SP:Iteration 6Q (654.540000 sec): 3 clusters Score: Raw -219439.437808 + Penalty 2466.205195 = -216973.232613 nChanged 63 SP:Iteration 7Q (654.540000 sec): 3 clusters Score: Raw -219489.187687 + Penalty 2466.205195 = -217022.982492 nChanged 48 SP:Iteration 8Q (654.550000 sec): 3 clusters Score: Raw -219525.096424 + Penalty 2466.205195 = -217058.891229 nChanged 37 SP:Iteration 9Q (654.550000 sec): 3 clusters Score: Raw -219551.694937 + Penalty 2466.205195 = -217085.489742 nChanged 25 SP:Iteration 10Q (654.560000 sec): 3 clusters Score: Raw -219567.000759 + Penalty 2466.205195 = -217100.795564 nChanged 20 SP:Iteration 11Q (654.560000 sec): 3 clusters Score: Raw -219582.644034 + Penalty 2466.205195 = -217116.438838 nChanged 15 SP:Iteration 12Q (654.570000 sec): 3 clusters Score: Raw -219591.227891 + Penalty 2466.205195 = -217125.022696 nChanged 10 SP:Iteration 13Q (654.570000 sec): 3 clusters Score: Raw -219596.965838 + Penalty 2466.205195 = -217130.760643 nChanged 10 SP:Iteration 14Q (654.580000 sec): 3 clusters Score: Raw -219602.549443 + Penalty 2466.205195 = -217136.344247 nChanged 8 SP:Iteration 15Q (654.580000 sec): 3 clusters Score: Raw -219604.934772 + Penalty 2466.205195 = -217138.729577 nChanged 3 SP:Iteration 16Q (654.590000 sec): 3 clusters Score: Raw -219606.862769 + Penalty 2466.205195 = -217140.657573 nChanged 2 SP:Iteration 17Q (654.590000 sec): 3 clusters Score: Raw -219610.148640 + Penalty 2466.205195 = -217143.943444 nChanged 1 SP:Iteration 18Q (654.600000 sec): 3 clusters Score: Raw -219610.715406 + Penalty 2466.205195 = -217144.510211 nChanged 1 SP:Iteration 19Q (654.600000 sec): 3 clusters Score: Raw -219611.360459 + Penalty 2466.205195 = -217145.155264 nChanged 0 SP:Iteration 20F (654.610000 sec): 3 clusters Score: Raw -219611.360459 + Penalty 2466.205195 = -217145.155264 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 20 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.620000 sec): 2 clusters Score: Raw -93280.436939 + Penalty 1106.109771 = -92174.327168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.620000 sec): 3 clusters Score: Raw -93001.227480 + Penalty 2212.219542 = -90789.007937 nChanged 274 SP:Iteration 1F (654.620000 sec): 3 clusters Score: Raw -93315.660715 + Penalty 2212.219542 = -91103.441173 nChanged 79 SP:Iteration 2F (654.620000 sec): 3 clusters Score: Raw -93422.709604 + Penalty 2212.219542 = -91210.490062 nChanged 40 SP:Iteration 3Q (654.620000 sec): 3 clusters Score: Raw -93491.337405 + Penalty 2212.219542 = -91279.117863 nChanged 30 SP:Iteration 4Q (654.630000 sec): 3 clusters Score: Raw -93540.750870 + Penalty 2212.219542 = -91328.531328 nChanged 20 SP:Iteration 5Q (654.630000 sec): 3 clusters Score: Raw -93574.113321 + Penalty 2212.219542 = -91361.893778 nChanged 19 SP:Iteration 6Q (654.630000 sec): 3 clusters Score: Raw -93604.746340 + Penalty 2212.219542 = -91392.526798 nChanged 27 SP:Iteration 7Q (654.640000 sec): 3 clusters Score: Raw -93644.628569 + Penalty 2212.219542 = -91432.409027 nChanged 21 SP:Iteration 8Q (654.640000 sec): 3 clusters Score: Raw -93676.712547 + Penalty 2212.219542 = -91464.493005 nChanged 9 SP:Iteration 9Q (654.640000 sec): 3 clusters Score: Raw -93695.939102 + Penalty 2212.219542 = -91483.719559 nChanged 9 SP:Iteration 10Q (654.640000 sec): 3 clusters Score: Raw -93710.385798 + Penalty 2212.219542 = -91498.166256 nChanged 6 SP:Iteration 11Q (654.640000 sec): 3 clusters Score: Raw -93718.616436 + Penalty 2212.219542 = -91506.396894 nChanged 6 SP:Iteration 12Q (654.640000 sec): 3 clusters Score: Raw -93726.477592 + Penalty 2212.219542 = -91514.258050 nChanged 5 SP:Iteration 13Q (654.650000 sec): 3 clusters Score: Raw -93732.259427 + Penalty 2212.219542 = -91520.039885 nChanged 5 SP:Iteration 14Q (654.650000 sec): 3 clusters Score: Raw -93736.680811 + Penalty 2212.219542 = -91524.461269 nChanged 3 SP:Iteration 15Q (654.650000 sec): 3 clusters Score: Raw -93742.921881 + Penalty 2212.219542 = -91530.702339 nChanged 4 SP:Iteration 16Q (654.650000 sec): 3 clusters Score: Raw -93748.080794 + Penalty 2212.219542 = -91535.861252 nChanged 0 SP:Iteration 17F (654.660000 sec): 3 clusters Score: Raw -93748.080794 + Penalty 2212.219542 = -91535.861252 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 21 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.660000 sec): 2 clusters Score: Raw -124541.358290 + Penalty 1144.655346 = -123396.702944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.660000 sec): 3 clusters Score: Raw -124169.179753 + Penalty 2289.310692 = -121879.869062 nChanged 330 SP:Iteration 1F (654.660000 sec): 3 clusters Score: Raw -124444.288735 + Penalty 2289.310692 = -122154.978043 nChanged 80 SP:Iteration 2F (654.670000 sec): 3 clusters Score: Raw -124515.997716 + Penalty 2289.310692 = -122226.687025 nChanged 41 SP:Iteration 3Q (654.670000 sec): 3 clusters Score: Raw -124551.410721 + Penalty 2289.310692 = -122262.100029 nChanged 25 SP:Iteration 4Q (654.680000 sec): 3 clusters Score: Raw -124569.643706 + Penalty 2289.310692 = -122280.333014 nChanged 12 SP:Iteration 5Q (654.680000 sec): 3 clusters Score: Raw -124580.994296 + Penalty 2289.310692 = -122291.683604 nChanged 13 SP:Iteration 6Q (654.680000 sec): 3 clusters Score: Raw -124590.609030 + Penalty 2289.310692 = -122301.298339 nChanged 6 SP:Iteration 7Q (654.680000 sec): 3 clusters Score: Raw -124597.187804 + Penalty 2289.310692 = -122307.877112 nChanged 10 SP:Iteration 8Q (654.680000 sec): 3 clusters Score: Raw -124607.021104 + Penalty 2289.310692 = -122317.710412 nChanged 9 SP:Iteration 9Q (654.690000 sec): 3 clusters Score: Raw -124615.320104 + Penalty 2289.310692 = -122326.009412 nChanged 7 SP:Iteration 10Q (654.690000 sec): 3 clusters Score: Raw -124624.271715 + Penalty 2289.310692 = -122334.961023 nChanged 12 SP:Iteration 11Q (654.700000 sec): 3 clusters Score: Raw -124639.137407 + Penalty 2289.310692 = -122349.826716 nChanged 15 SP:Iteration 12Q (654.700000 sec): 3 clusters Score: Raw -124655.205967 + Penalty 2289.310692 = -122365.895275 nChanged 14 SP:Iteration 13Q (654.700000 sec): 3 clusters Score: Raw -124674.664548 + Penalty 2289.310692 = -122385.353856 nChanged 18 SP:Iteration 14Q (654.700000 sec): 3 clusters Score: Raw -124700.216514 + Penalty 2289.310692 = -122410.905822 nChanged 28 SP:Iteration 15Q (654.710000 sec): 3 clusters Score: Raw -124738.868770 + Penalty 2289.310692 = -122449.558078 nChanged 26 SP:Iteration 16Q (654.710000 sec): 3 clusters Score: Raw -124780.702327 + Penalty 2289.310692 = -122491.391636 nChanged 30 SP:Iteration 17Q (654.710000 sec): 3 clusters Score: Raw -124825.686203 + Penalty 2289.310692 = -122536.375511 nChanged 33 SP:Iteration 18Q (654.720000 sec): 3 clusters Score: Raw -124877.439328 + Penalty 2289.310692 = -122588.128636 nChanged 38 SP:Iteration 19Q (654.720000 sec): 3 clusters Score: Raw -124938.131074 + Penalty 2289.310692 = -122648.820383 nChanged 42 SP:Iteration 20F (654.720000 sec): 3 clusters Score: Raw -125017.266556 + Penalty 2289.310692 = -122727.955864 nChanged 42 SP:Iteration 21Q (654.720000 sec): 3 clusters Score: Raw -125084.231997 + Penalty 2289.310692 = -122794.921305 nChanged 22 SP:Iteration 22Q (654.730000 sec): 3 clusters Score: Raw -125116.869269 + Penalty 2289.310692 = -122827.558577 nChanged 20 SP:Iteration 23Q (654.730000 sec): 3 clusters Score: Raw -125143.926374 + Penalty 2289.310692 = -122854.615683 nChanged 17 SP:Iteration 24Q (654.730000 sec): 3 clusters Score: Raw -125166.653844 + Penalty 2289.310692 = -122877.343152 nChanged 8 SP:Iteration 25Q (654.730000 sec): 3 clusters Score: Raw -125178.636422 + Penalty 2289.310692 = -122889.325730 nChanged 6 SP:Iteration 26Q (654.740000 sec): 3 clusters Score: Raw -125184.218455 + Penalty 2289.310692 = -122894.907764 nChanged 2 SP:Iteration 27Q (654.740000 sec): 3 clusters Score: Raw -125186.363492 + Penalty 2289.310692 = -122897.052800 nChanged 1 SP:Iteration 28Q (654.740000 sec): 3 clusters Score: Raw -125187.331148 + Penalty 2289.310692 = -122898.020457 nChanged 3 SP:Iteration 29Q (654.740000 sec): 3 clusters Score: Raw -125189.784435 + Penalty 2289.310692 = -122900.473744 nChanged 1 SP:Iteration 30Q (654.740000 sec): 3 clusters Score: Raw -125190.664917 + Penalty 2289.310692 = -122901.354225 nChanged 3 SP:Iteration 31Q (654.750000 sec): 3 clusters Score: Raw -125193.059965 + Penalty 2289.310692 = -122903.749274 nChanged 1 SP:Iteration 32Q (654.750000 sec): 3 clusters Score: Raw -125193.569495 + Penalty 2289.310692 = -122904.258803 nChanged 0 SP:Iteration 33F (654.750000 sec): 3 clusters Score: Raw -125193.569495 + Penalty 2289.310692 = -122904.258803 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 22 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.760000 sec): 2 clusters Score: Raw -38260.569730 + Penalty 962.691567 = -37297.878163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.760000 sec): 3 clusters Score: Raw -38314.070339 + Penalty 1925.383134 = -36388.687204 nChanged 76 SP:Iteration 1F (654.760000 sec): 3 clusters Score: Raw -38500.200542 + Penalty 1925.383134 = -36574.817408 nChanged 29 SP:Iteration 2F (654.760000 sec): 3 clusters Score: Raw -38645.993296 + Penalty 1925.383134 = -36720.610161 nChanged 21 SP:Iteration 3F (654.760000 sec): 3 clusters Score: Raw -38785.975752 + Penalty 1925.383134 = -36860.592618 nChanged 20 SP:Iteration 4F (654.760000 sec): 3 clusters Score: Raw -38845.408760 + Penalty 1925.383134 = -36920.025626 nChanged 5 SP:Iteration 5Q (654.760000 sec): 3 clusters Score: Raw -38858.956714 + Penalty 1925.383134 = -36933.573579 nChanged 1 SP:Iteration 6Q (654.760000 sec): 3 clusters Score: Raw -38862.896120 + Penalty 1925.383134 = -36937.512986 nChanged 1 SP:Iteration 7Q (654.760000 sec): 3 clusters Score: Raw -38867.612646 + Penalty 1925.383134 = -36942.229511 nChanged 1 SP:Iteration 8Q (654.760000 sec): 3 clusters Score: Raw -38869.512552 + Penalty 1925.383134 = -36944.129418 nChanged 1 SP:Iteration 9Q (654.760000 sec): 3 clusters Score: Raw -38873.956132 + Penalty 1925.383134 = -36948.572997 nChanged 1 SP:Iteration 10Q (654.760000 sec): 3 clusters Score: Raw -38876.676640 + Penalty 1925.383134 = -36951.293506 nChanged 0 SP:Iteration 11F (654.770000 sec): 3 clusters Score: Raw -38876.676640 + Penalty 1925.383134 = -36951.293506 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 23 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.770000 sec): 2 clusters Score: Raw -36020.022014 + Penalty 945.280563 = -35074.741451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.770000 sec): 3 clusters Score: Raw -36077.442473 + Penalty 1890.561127 = -34186.881346 nChanged 67 SP:Iteration 1F (654.770000 sec): 3 clusters Score: Raw -36214.728105 + Penalty 1890.561127 = -34324.166978 nChanged 19 SP:Iteration 2F (654.770000 sec): 3 clusters Score: Raw -36265.818987 + Penalty 1890.561127 = -34375.257860 nChanged 11 SP:Iteration 3Q (654.770000 sec): 3 clusters Score: Raw -36308.039464 + Penalty 1890.561127 = -34417.478337 nChanged 6 SP:Iteration 4Q (654.770000 sec): 3 clusters Score: Raw -36318.804579 + Penalty 1890.561127 = -34428.243452 nChanged 3 SP:Iteration 5Q (654.770000 sec): 3 clusters Score: Raw -36325.349356 + Penalty 1890.561127 = -34434.788229 nChanged 3 SP:Iteration 6Q (654.780000 sec): 3 clusters Score: Raw -36330.492584 + Penalty 1890.561127 = -34439.931457 nChanged 1 SP:Iteration 7Q (654.780000 sec): 3 clusters Score: Raw -36332.264708 + Penalty 1890.561127 = -34441.703581 nChanged 3 SP:Iteration 8Q (654.780000 sec): 3 clusters Score: Raw -36338.112447 + Penalty 1890.561127 = -34447.551320 nChanged 1 SP:Iteration 9Q (654.780000 sec): 3 clusters Score: Raw -36339.728874 + Penalty 1890.561127 = -34449.167747 nChanged 1 SP:Iteration 10Q (654.780000 sec): 3 clusters Score: Raw -36342.965162 + Penalty 1890.561127 = -34452.404035 nChanged 0 SP:Iteration 11F (654.780000 sec): 3 clusters Score: Raw -36342.965162 + Penalty 1890.561127 = -34452.404035 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 24 (35329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.900000 sec): 2 clusters Score: Raw -4133590.373429 + Penalty 1701.774658 = -4131888.598770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.980000 sec): 3 clusters Score: Raw -4111515.167920 + Penalty 3403.549317 = -4108111.618603 nChanged 16453 SP:Iteration 1F (655.080000 sec): 3 clusters Score: Raw -4120477.826111 + Penalty 3403.549317 = -4117074.276794 nChanged 1245 SP:Iteration 2Q (655.180000 sec): 3 clusters Score: Raw -4120809.365930 + Penalty 3403.549317 = -4117405.816614 nChanged 1252 SP:Iteration 3Q (655.280000 sec): 3 clusters Score: Raw -4121182.732753 + Penalty 3403.549317 = -4117779.183436 nChanged 1399 SP:Iteration 4Q (655.380000 sec): 3 clusters Score: Raw -4121685.668894 + Penalty 3403.549317 = -4118282.119578 nChanged 1585 SP:Iteration 5Q (655.480000 sec): 3 clusters Score: Raw -4122414.791312 + Penalty 3403.549317 = -4119011.241996 nChanged 1958 SP:Iteration 6F (655.580000 sec): 3 clusters Score: Raw -4123589.568637 + Penalty 3403.549317 = -4120186.019320 nChanged 2340 SP:Iteration 7F (655.690000 sec): 3 clusters Score: Raw -4125339.164276 + Penalty 3403.549317 = -4121935.614959 nChanged 2685 SP:Iteration 8F (655.790000 sec): 3 clusters Score: Raw -4127615.175727 + Penalty 3403.549317 = -4124211.626410 nChanged 2477 SP:Iteration 9F (655.880000 sec): 3 clusters Score: Raw -4129897.478567 + Penalty 3403.549317 = -4126493.929251 nChanged 1955 SP:Iteration 10F (655.980000 sec): 3 clusters Score: Raw -4131569.366695 + Penalty 3403.549317 = -4128165.817379 nChanged 1290 SP:Iteration 11Q (656.070000 sec): 3 clusters Score: Raw -4132448.086946 + Penalty 3403.549317 = -4129044.537630 nChanged 797 SP:Iteration 12Q (656.160000 sec): 3 clusters Score: Raw -4132896.640403 + Penalty 3403.549317 = -4129493.091086 nChanged 571 SP:Iteration 13Q (656.260000 sec): 3 clusters Score: Raw -4133159.640771 + Penalty 3403.549317 = -4129756.091455 nChanged 454 SP:Iteration 14Q (656.340000 sec): 3 clusters Score: Raw -4133355.946314 + Penalty 3403.549317 = -4129952.396998 nChanged 373 SP:Iteration 15Q (656.420000 sec): 3 clusters Score: Raw -4133503.160872 + Penalty 3403.549317 = -4130099.611555 nChanged 342 SP:Iteration 16Q (656.510000 sec): 3 clusters Score: Raw -4133629.510373 + Penalty 3403.549317 = -4130225.961056 nChanged 281 SP:Iteration 17Q (656.590000 sec): 3 clusters Score: Raw -4133724.427033 + Penalty 3403.549317 = -4130320.877716 nChanged 263 SP:Iteration 18Q (656.670000 sec): 3 clusters Score: Raw -4133812.738591 + Penalty 3403.549317 = -4130409.189274 nChanged 238 SP:Iteration 19Q (656.750000 sec): 3 clusters Score: Raw -4133895.881408 + Penalty 3403.549317 = -4130492.332092 nChanged 209 SP:Iteration 20F (656.840000 sec): 3 clusters Score: Raw -4133966.703851 + Penalty 3403.549317 = -4130563.154534 nChanged 170 SP:Iteration 21Q (656.920000 sec): 3 clusters Score: Raw -4134022.203873 + Penalty 3403.549317 = -4130618.654556 nChanged 153 SP:Iteration 22Q (657.000000 sec): 3 clusters Score: Raw -4134064.334526 + Penalty 3403.549317 = -4130660.785209 nChanged 125 SP:Iteration 23Q (657.080000 sec): 3 clusters Score: Raw -4134092.991646 + Penalty 3403.549317 = -4130689.442330 nChanged 107 SP:Iteration 24Q (657.160000 sec): 3 clusters Score: Raw -4134115.513426 + Penalty 3403.549317 = -4130711.964109 nChanged 82 SP:Iteration 25Q (657.240000 sec): 3 clusters Score: Raw -4134134.431503 + Penalty 3403.549317 = -4130730.882187 nChanged 80 SP:Iteration 26Q (657.310000 sec): 3 clusters Score: Raw -4134154.729609 + Penalty 3403.549317 = -4130751.180293 nChanged 75 SP:Iteration 27Q (657.390000 sec): 3 clusters Score: Raw -4134169.332010 + Penalty 3403.549317 = -4130765.782694 nChanged 70 SP:Iteration 28Q (657.460000 sec): 3 clusters Score: Raw -4134184.625705 + Penalty 3403.549317 = -4130781.076389 nChanged 69 SP:Iteration 29Q (657.540000 sec): 3 clusters Score: Raw -4134200.298527 + Penalty 3403.549317 = -4130796.749210 nChanged 62 SP:Iteration 30Q (657.610000 sec): 3 clusters Score: Raw -4134215.413133 + Penalty 3403.549317 = -4130811.863816 nChanged 57 SP:Iteration 31Q (657.690000 sec): 3 clusters Score: Raw -4134227.729629 + Penalty 3403.549317 = -4130824.180313 nChanged 42 SP:Iteration 32Q (657.760000 sec): 3 clusters Score: Raw -4134233.732253 + Penalty 3403.549317 = -4130830.182937 nChanged 33 SP:Iteration 33Q (657.840000 sec): 3 clusters Score: Raw -4134238.443339 + Penalty 3403.549317 = -4130834.894023 nChanged 25 SP:Iteration 34Q (657.910000 sec): 3 clusters Score: Raw -4134241.788028 + Penalty 3403.549317 = -4130838.238712 nChanged 20 SP:Iteration 35Q (657.990000 sec): 3 clusters Score: Raw -4134244.964757 + Penalty 3403.549317 = -4130841.415441 nChanged 17 SP:Iteration 36Q (658.060000 sec): 3 clusters Score: Raw -4134247.996476 + Penalty 3403.549317 = -4130844.447160 nChanged 18 SP:Iteration 37Q (658.130000 sec): 3 clusters Score: Raw -4134250.862649 + Penalty 3403.549317 = -4130847.313332 nChanged 17 SP:Iteration 38Q (658.210000 sec): 3 clusters Score: Raw -4134252.818433 + Penalty 3403.549317 = -4130849.269116 nChanged 9 SP:Iteration 39Q (658.290000 sec): 3 clusters Score: Raw -4134254.026249 + Penalty 3403.549317 = -4130850.476933 nChanged 11 SP:Iteration 40F (658.380000 sec): 3 clusters Score: Raw -4134255.540007 + Penalty 3403.549317 = -4130851.990691 nChanged 8 SP:Iteration 41Q (658.460000 sec): 3 clusters Score: Raw -4134256.497724 + Penalty 3403.549317 = -4130852.948408 nChanged 14 SP:Iteration 42Q (658.530000 sec): 3 clusters Score: Raw -4134257.648278 + Penalty 3403.549317 = -4130854.098962 nChanged 9 SP:Iteration 43Q (658.610000 sec): 3 clusters Score: Raw -4134258.930905 + Penalty 3403.549317 = -4130855.381589 nChanged 9 SP:Iteration 44Q (658.680000 sec): 3 clusters Score: Raw -4134259.881248 + Penalty 3403.549317 = -4130856.331932 nChanged 6 SP:Iteration 45Q (658.760000 sec): 3 clusters Score: Raw -4134260.781572 + Penalty 3403.549317 = -4130857.232255 nChanged 9 SP:Iteration 46Q (658.830000 sec): 3 clusters Score: Raw -4134261.739188 + Penalty 3403.549317 = -4130858.189872 nChanged 7 SP:Iteration 47Q (658.910000 sec): 3 clusters Score: Raw -4134262.383031 + Penalty 3403.549317 = -4130858.833714 nChanged 7 SP:Iteration 48Q (658.990000 sec): 3 clusters Score: Raw -4134262.943282 + Penalty 3403.549317 = -4130859.393966 nChanged 6 SP:Iteration 49Q (659.060000 sec): 3 clusters Score: Raw -4134263.960958 + Penalty 3403.549317 = -4130860.411641 nChanged 8 SP:Iteration 50Q (659.140000 sec): 3 clusters Score: Raw -4134265.533465 + Penalty 3403.549317 = -4130861.984149 nChanged 8 SP:Iteration 51Q (659.210000 sec): 3 clusters Score: Raw -4134266.408478 + Penalty 3403.549317 = -4130862.859161 nChanged 3 SP:Iteration 52Q (659.300000 sec): 3 clusters Score: Raw -4134266.600700 + Penalty 3403.549317 = -4130863.051384 nChanged 1 SP:Iteration 53Q (659.370000 sec): 3 clusters Score: Raw -4134266.653219 + Penalty 3403.549317 = -4130863.103902 nChanged 0 SP:Iteration 54F (659.470000 sec): 3 clusters Score: Raw -4134266.653219 + Penalty 3403.549317 = -4130863.103902 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 25 (17288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.530000 sec): 2 clusters Score: Raw -2055733.652861 + Penalty 1585.637283 = -2054148.015578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.580000 sec): 3 clusters Score: Raw -2045496.887600 + Penalty 3171.274567 = -2042325.613034 nChanged 7693 SP:Iteration 1F (659.620000 sec): 3 clusters Score: Raw -2049635.547902 + Penalty 3171.274567 = -2046464.273335 nChanged 911 SP:Iteration 2F (659.670000 sec): 3 clusters Score: Raw -2049993.742848 + Penalty 3171.274567 = -2046822.468281 nChanged 898 SP:Iteration 3F (659.720000 sec): 3 clusters Score: Raw -2050417.518880 + Penalty 3171.274567 = -2047246.244313 nChanged 1008 SP:Iteration 4F (659.760000 sec): 3 clusters Score: Raw -2050972.980634 + Penalty 3171.274567 = -2047801.706067 nChanged 1172 SP:Iteration 5F (659.810000 sec): 3 clusters Score: Raw -2051771.824611 + Penalty 3171.274567 = -2048600.550045 nChanged 1273 SP:Iteration 6F (659.850000 sec): 3 clusters Score: Raw -2052794.567363 + Penalty 3171.274567 = -2049623.292796 nChanged 1269 SP:Iteration 7F (659.900000 sec): 3 clusters Score: Raw -2053996.773637 + Penalty 3171.274567 = -2050825.499070 nChanged 1000 SP:Iteration 8F (659.950000 sec): 3 clusters Score: Raw -2055026.566294 + Penalty 3171.274567 = -2051855.291727 nChanged 528 SP:Iteration 9Q (659.990000 sec): 3 clusters Score: Raw -2055560.872650 + Penalty 3171.274567 = -2052389.598083 nChanged 193 SP:Iteration 10Q (660.030000 sec): 3 clusters Score: Raw -2055779.109007 + Penalty 3171.274567 = -2052607.834440 nChanged 78 SP:Iteration 11Q (660.070000 sec): 3 clusters Score: Raw -2055878.445993 + Penalty 3171.274567 = -2052707.171426 nChanged 31 SP:Iteration 12Q (660.110000 sec): 3 clusters Score: Raw -2055916.358758 + Penalty 3171.274567 = -2052745.084191 nChanged 12 SP:Iteration 13Q (660.140000 sec): 3 clusters Score: Raw -2055928.947181 + Penalty 3171.274567 = -2052757.672614 nChanged 9 SP:Iteration 14Q (660.170000 sec): 3 clusters Score: Raw -2055937.940121 + Penalty 3171.274567 = -2052766.665554 nChanged 3 SP:Iteration 15Q (660.210000 sec): 3 clusters Score: Raw -2055943.347310 + Penalty 3171.274567 = -2052772.072743 nChanged 2 SP:Iteration 16Q (660.250000 sec): 3 clusters Score: Raw -2055946.446473 + Penalty 3171.274567 = -2052775.171906 nChanged 1 SP:Iteration 17Q (660.280000 sec): 3 clusters Score: Raw -2055946.963964 + Penalty 3171.274567 = -2052775.689397 nChanged 0 SP:Iteration 18F (660.330000 sec): 3 clusters Score: Raw -2055946.963964 + Penalty 3171.274567 = -2052775.689397 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 26 (35984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.440000 sec): 2 clusters Score: Raw -4215296.459932 + Penalty 1704.759822 = -4213591.700110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.540000 sec): 3 clusters Score: Raw -4192747.091688 + Penalty 3409.519644 = -4189337.572044 nChanged 16739 SP:Iteration 1F (660.640000 sec): 3 clusters Score: Raw -4201980.173184 + Penalty 3409.519644 = -4198570.653540 nChanged 1436 SP:Iteration 2Q (660.750000 sec): 3 clusters Score: Raw -4202413.532224 + Penalty 3409.519644 = -4199004.012580 nChanged 1531 SP:Iteration 3Q (660.850000 sec): 3 clusters Score: Raw -4202919.621777 + Penalty 3409.519644 = -4199510.102133 nChanged 1578 SP:Iteration 4Q (660.950000 sec): 3 clusters Score: Raw -4203530.362000 + Penalty 3409.519644 = -4200120.842356 nChanged 1843 SP:Iteration 5F (661.040000 sec): 3 clusters Score: Raw -4204405.787142 + Penalty 3409.519644 = -4200996.267498 nChanged 2122 SP:Iteration 6F (661.140000 sec): 3 clusters Score: Raw -4205590.050745 + Penalty 3409.519644 = -4202180.531101 nChanged 2293 SP:Iteration 7F (661.240000 sec): 3 clusters Score: Raw -4207056.430964 + Penalty 3409.519644 = -4203646.911320 nChanged 2274 SP:Iteration 8F (661.340000 sec): 3 clusters Score: Raw -4208640.162266 + Penalty 3409.519644 = -4205230.642622 nChanged 2071 SP:Iteration 9F (661.430000 sec): 3 clusters Score: Raw -4210193.900325 + Penalty 3409.519644 = -4206784.380681 nChanged 1787 SP:Iteration 10Q (661.530000 sec): 3 clusters Score: Raw -4211604.902282 + Penalty 3409.519644 = -4208195.382638 nChanged 1376 SP:Iteration 11Q (661.630000 sec): 3 clusters Score: Raw -4212699.137952 + Penalty 3409.519644 = -4209289.618308 nChanged 1009 SP:Iteration 12Q (661.720000 sec): 3 clusters Score: Raw -4213485.110224 + Penalty 3409.519644 = -4210075.590580 nChanged 751 SP:Iteration 13Q (661.810000 sec): 3 clusters Score: Raw -4214048.951060 + Penalty 3409.519644 = -4210639.431416 nChanged 542 SP:Iteration 14Q (661.890000 sec): 3 clusters Score: Raw -4214460.233677 + Penalty 3409.519644 = -4211050.714033 nChanged 421 SP:Iteration 15Q (661.970000 sec): 3 clusters Score: Raw -4214774.916688 + Penalty 3409.519644 = -4211365.397044 nChanged 298 SP:Iteration 16Q (662.050000 sec): 3 clusters Score: Raw -4214983.160114 + Penalty 3409.519644 = -4211573.640470 nChanged 217 SP:Iteration 17Q (662.130000 sec): 3 clusters Score: Raw -4215133.926769 + Penalty 3409.519644 = -4211724.407125 nChanged 156 SP:Iteration 18Q (662.200000 sec): 3 clusters Score: Raw -4215235.312320 + Penalty 3409.519644 = -4211825.792676 nChanged 121 SP:Iteration 19Q (662.280000 sec): 3 clusters Score: Raw -4215308.713792 + Penalty 3409.519644 = -4211899.194148 nChanged 88 SP:Iteration 20F (662.370000 sec): 3 clusters Score: Raw -4215362.313541 + Penalty 3409.519644 = -4211952.793897 nChanged 71 SP:Iteration 21Q (662.440000 sec): 3 clusters Score: Raw -4215403.218010 + Penalty 3409.519644 = -4211993.698366 nChanged 50 SP:Iteration 22Q (662.530000 sec): 3 clusters Score: Raw -4215433.991785 + Penalty 3409.519644 = -4212024.472141 nChanged 42 SP:Iteration 23Q (662.600000 sec): 3 clusters Score: Raw -4215461.731343 + Penalty 3409.519644 = -4212052.211699 nChanged 30 SP:Iteration 24Q (662.670000 sec): 3 clusters Score: Raw -4215479.131427 + Penalty 3409.519644 = -4212069.611783 nChanged 28 SP:Iteration 25Q (662.740000 sec): 3 clusters Score: Raw -4215492.701284 + Penalty 3409.519644 = -4212083.181639 nChanged 22 SP:Iteration 26Q (662.810000 sec): 3 clusters Score: Raw -4215503.451380 + Penalty 3409.519644 = -4212093.931735 nChanged 16 SP:Iteration 27Q (662.880000 sec): 3 clusters Score: Raw -4215513.798886 + Penalty 3409.519644 = -4212104.279242 nChanged 14 SP:Iteration 28Q (662.950000 sec): 3 clusters Score: Raw -4215521.434170 + Penalty 3409.519644 = -4212111.914526 nChanged 10 SP:Iteration 29Q (663.020000 sec): 3 clusters Score: Raw -4215525.220375 + Penalty 3409.519644 = -4212115.700731 nChanged 10 SP:Iteration 30Q (663.100000 sec): 3 clusters Score: Raw -4215530.692888 + Penalty 3409.519644 = -4212121.173244 nChanged 10 SP:Iteration 31Q (663.180000 sec): 3 clusters Score: Raw -4215536.252560 + Penalty 3409.519644 = -4212126.732916 nChanged 7 SP:Iteration 32Q (663.250000 sec): 3 clusters Score: Raw -4215539.092327 + Penalty 3409.519644 = -4212129.572683 nChanged 4 SP:Iteration 33Q (663.320000 sec): 3 clusters Score: Raw -4215542.292105 + Penalty 3409.519644 = -4212132.772461 nChanged 8 SP:Iteration 34Q (663.390000 sec): 3 clusters Score: Raw -4215547.379243 + Penalty 3409.519644 = -4212137.859599 nChanged 5 SP:Iteration 35Q (663.460000 sec): 3 clusters Score: Raw -4215551.350687 + Penalty 3409.519644 = -4212141.831043 nChanged 5 SP:Iteration 36Q (663.530000 sec): 3 clusters Score: Raw -4215554.689259 + Penalty 3409.519644 = -4212145.169615 nChanged 8 SP:Iteration 37Q (663.600000 sec): 3 clusters Score: Raw -4215560.951006 + Penalty 3409.519644 = -4212151.431362 nChanged 6 SP:Iteration 38Q (663.670000 sec): 3 clusters Score: Raw -4215565.318752 + Penalty 3409.519644 = -4212155.799108 nChanged 5 SP:Iteration 39Q (663.740000 sec): 3 clusters Score: Raw -4215568.746060 + Penalty 3409.519644 = -4212159.226416 nChanged 4 SP:Iteration 40F (663.840000 sec): 3 clusters Score: Raw -4215571.158921 + Penalty 3409.519644 = -4212161.639277 nChanged 4 SP:Iteration 41Q (663.910000 sec): 3 clusters Score: Raw -4215572.988443 + Penalty 3409.519644 = -4212163.468799 nChanged 3 SP:Iteration 42Q (663.980000 sec): 3 clusters Score: Raw -4215574.217284 + Penalty 3409.519644 = -4212164.697640 nChanged 1 SP:Iteration 43Q (664.050000 sec): 3 clusters Score: Raw -4215575.204043 + Penalty 3409.519644 = -4212165.684399 nChanged 1 SP:Iteration 44Q (664.110000 sec): 3 clusters Score: Raw -4215575.601644 + Penalty 3409.519644 = -4212166.082000 nChanged 0 SP:Iteration 45F (664.210000 sec): 3 clusters Score: Raw -4215575.601644 + Penalty 3409.519644 = -4212166.082000 nChanged 0 Iteration 179Q (666.160000 sec): 28 clusters Score: Raw -39793158.444369 + Penalty 55984.516386 = -39737173.927983 nChanged 31 Iteration 180F (674.980000 sec): 28 clusters Score: Raw -39793180.481812 + Penalty 55984.516386 = -39737195.965426 nChanged 48 Iteration 181Q (676.980000 sec): 28 clusters Score: Raw -39793226.176465 + Penalty 55984.516386 = -39737241.660079 nChanged 48 Iteration 182Q (678.980000 sec): 28 clusters Score: Raw -39793253.471766 + Penalty 55984.516386 = -39737268.955380 nChanged 35 Iteration 183Q (680.960000 sec): 28 clusters Score: Raw -39793258.950231 + Penalty 55984.516386 = -39737274.433845 nChanged 31 Iteration 184Q (682.960000 sec): 28 clusters Score: Raw -39793262.411861 + Penalty 55984.516386 = -39737277.895475 nChanged 30 Iteration 185Q (684.950000 sec): 28 clusters Score: Raw -39793263.659541 + Penalty 55984.516386 = -39737279.143155 nChanged 21 Iteration 186Q (686.930000 sec): 28 clusters Score: Raw -39793264.702497 + Penalty 55984.516386 = -39737280.186111 nChanged 17 Iteration 187Q (688.900000 sec): 28 clusters Score: Raw -39793265.428988 + Penalty 55984.516386 = -39737280.912602 nChanged 13 Iteration 188Q (690.880000 sec): 28 clusters Score: Raw -39793266.020167 + Penalty 55984.516386 = -39737281.503781 nChanged 5 Iteration 189Q (692.840000 sec): 28 clusters Score: Raw -39793266.340148 + Penalty 55984.516386 = -39737281.823762 nChanged 3 Iteration 190Q (694.820000 sec): 28 clusters Score: Raw -39793266.365176 + Penalty 55984.516386 = -39737281.848790 nChanged 2 Iteration 191Q (696.810000 sec): 28 clusters Score: Raw -39793266.378202 + Penalty 55984.516386 = -39737281.861816 nChanged 0 Iteration 192F (705.620000 sec): 28 clusters Score: Raw -39793266.429678 + Penalty 55984.516386 = -39737281.913292 nChanged 1 Iteration 193Q (707.600000 sec): 28 clusters Score: Raw -39793270.490154 + Penalty 55984.516386 = -39737285.973768 nChanged 0 Iteration 194F (716.410000 sec): 28 clusters Score: Raw -39793270.490154 + Penalty 55984.516386 = -39737285.973768 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -39793270.490154 + Penalty 55984.516386 = -39737285.973768 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 1 (31610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.560000 sec): 2 clusters Score: Raw -3699395.582856 + Penalty 1683.699681 = -3697711.883175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.650000 sec): 3 clusters Score: Raw -3679783.845190 + Penalty 3367.399362 = -3676416.445828 nChanged 14581 SP:Iteration 1F (716.730000 sec): 3 clusters Score: Raw -3687766.757764 + Penalty 3367.399362 = -3684399.358403 nChanged 1340 SP:Iteration 2Q (716.820000 sec): 3 clusters Score: Raw -3688172.410686 + Penalty 3367.399362 = -3684805.011324 nChanged 1342 SP:Iteration 3Q (716.900000 sec): 3 clusters Score: Raw -3688644.206874 + Penalty 3367.399362 = -3685276.807512 nChanged 1468 SP:Iteration 4Q (716.980000 sec): 3 clusters Score: Raw -3689281.773725 + Penalty 3367.399362 = -3685914.374363 nChanged 1723 SP:Iteration 5F (717.070000 sec): 3 clusters Score: Raw -3690239.948749 + Penalty 3367.399362 = -3686872.549387 nChanged 2076 SP:Iteration 6F (717.150000 sec): 3 clusters Score: Raw -3691707.434277 + Penalty 3367.399362 = -3688340.034915 nChanged 2347 SP:Iteration 7F (717.230000 sec): 3 clusters Score: Raw -3693646.643178 + Penalty 3367.399362 = -3690279.243816 nChanged 2211 SP:Iteration 8F (717.320000 sec): 3 clusters Score: Raw -3695658.593725 + Penalty 3367.399362 = -3692291.194363 nChanged 1749 SP:Iteration 9F (717.400000 sec): 3 clusters Score: Raw -3697277.460520 + Penalty 3367.399362 = -3693910.061158 nChanged 1115 SP:Iteration 10Q (717.480000 sec): 3 clusters Score: Raw -3698264.067580 + Penalty 3367.399362 = -3694896.668219 nChanged 690 SP:Iteration 11Q (717.550000 sec): 3 clusters Score: Raw -3698875.863550 + Penalty 3367.399362 = -3695508.464188 nChanged 417 SP:Iteration 12Q (717.620000 sec): 3 clusters Score: Raw -3699246.832463 + Penalty 3367.399362 = -3695879.433102 nChanged 251 SP:Iteration 13Q (717.680000 sec): 3 clusters Score: Raw -3699484.406149 + Penalty 3367.399362 = -3696117.006787 nChanged 160 SP:Iteration 14Q (717.740000 sec): 3 clusters Score: Raw -3699625.821861 + Penalty 3367.399362 = -3696258.422499 nChanged 103 SP:Iteration 15Q (717.800000 sec): 3 clusters Score: Raw -3699708.323615 + Penalty 3367.399362 = -3696340.924253 nChanged 77 SP:Iteration 16Q (717.860000 sec): 3 clusters Score: Raw -3699762.225396 + Penalty 3367.399362 = -3696394.826034 nChanged 51 SP:Iteration 17Q (717.920000 sec): 3 clusters Score: Raw -3699796.745714 + Penalty 3367.399362 = -3696429.346352 nChanged 39 SP:Iteration 18Q (717.980000 sec): 3 clusters Score: Raw -3699816.588350 + Penalty 3367.399362 = -3696449.188988 nChanged 24 SP:Iteration 19Q (718.040000 sec): 3 clusters Score: Raw -3699825.644939 + Penalty 3367.399362 = -3696458.245577 nChanged 16 SP:Iteration 20F (718.120000 sec): 3 clusters Score: Raw -3699836.368068 + Penalty 3367.399362 = -3696468.968707 nChanged 14 SP:Iteration 21Q (718.180000 sec): 3 clusters Score: Raw -3699842.344051 + Penalty 3367.399362 = -3696474.944689 nChanged 7 SP:Iteration 22Q (718.240000 sec): 3 clusters Score: Raw -3699845.580574 + Penalty 3367.399362 = -3696478.181213 nChanged 7 SP:Iteration 23Q (718.300000 sec): 3 clusters Score: Raw -3699849.742581 + Penalty 3367.399362 = -3696482.343220 nChanged 8 SP:Iteration 24Q (718.360000 sec): 3 clusters Score: Raw -3699853.061711 + Penalty 3367.399362 = -3696485.662349 nChanged 5 SP:Iteration 25Q (718.420000 sec): 3 clusters Score: Raw -3699856.292165 + Penalty 3367.399362 = -3696488.892803 nChanged 11 SP:Iteration 26Q (718.470000 sec): 3 clusters Score: Raw -3699862.755844 + Penalty 3367.399362 = -3696495.356482 nChanged 11 SP:Iteration 27Q (718.530000 sec): 3 clusters Score: Raw -3699869.364970 + Penalty 3367.399362 = -3696501.965608 nChanged 7 SP:Iteration 28Q (718.590000 sec): 3 clusters Score: Raw -3699873.680223 + Penalty 3367.399362 = -3696506.280861 nChanged 4 SP:Iteration 29Q (718.650000 sec): 3 clusters Score: Raw -3699876.361046 + Penalty 3367.399362 = -3696508.961684 nChanged 7 SP:Iteration 30Q (718.710000 sec): 3 clusters Score: Raw -3699880.570614 + Penalty 3367.399362 = -3696513.171252 nChanged 2 SP:Iteration 31Q (718.770000 sec): 3 clusters Score: Raw -3699880.941791 + Penalty 3367.399362 = -3696513.542429 nChanged 3 SP:Iteration 32Q (718.830000 sec): 3 clusters Score: Raw -3699882.523230 + Penalty 3367.399362 = -3696515.123868 nChanged 1 SP:Iteration 33Q (718.890000 sec): 3 clusters Score: Raw -3699883.044024 + Penalty 3367.399362 = -3696515.644662 nChanged 1 SP:Iteration 34Q (718.950000 sec): 3 clusters Score: Raw -3699883.429358 + Penalty 3367.399362 = -3696516.029996 nChanged 0 SP:Iteration 35F (719.030000 sec): 3 clusters Score: Raw -3699883.429358 + Penalty 3367.399362 = -3696516.029996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 2 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.050000 sec): 2 clusters Score: Raw -98010.583488 + Penalty 1098.001513 = -96912.581975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.060000 sec): 3 clusters Score: Raw -97743.996289 + Penalty 2196.003027 = -95547.993262 nChanged 229 SP:Iteration 1F (719.060000 sec): 3 clusters Score: Raw -97975.774257 + Penalty 2196.003027 = -95779.771230 nChanged 65 SP:Iteration 2F (719.060000 sec): 3 clusters Score: Raw -98053.676214 + Penalty 2196.003027 = -95857.673188 nChanged 27 SP:Iteration 3Q (719.060000 sec): 3 clusters Score: Raw -98085.031436 + Penalty 2196.003027 = -95889.028409 nChanged 17 SP:Iteration 4Q (719.060000 sec): 3 clusters Score: Raw -98101.048366 + Penalty 2196.003027 = -95905.045339 nChanged 8 SP:Iteration 5Q (719.060000 sec): 3 clusters Score: Raw -98110.119692 + Penalty 2196.003027 = -95914.116666 nChanged 6 SP:Iteration 6Q (719.070000 sec): 3 clusters Score: Raw -98117.402943 + Penalty 2196.003027 = -95921.399917 nChanged 8 SP:Iteration 7Q (719.070000 sec): 3 clusters Score: Raw -98125.854300 + Penalty 2196.003027 = -95929.851273 nChanged 7 SP:Iteration 8Q (719.070000 sec): 3 clusters Score: Raw -98135.588790 + Penalty 2196.003027 = -95939.585763 nChanged 3 SP:Iteration 9Q (719.070000 sec): 3 clusters Score: Raw -98137.897356 + Penalty 2196.003027 = -95941.894329 nChanged 2 SP:Iteration 10Q (719.080000 sec): 3 clusters Score: Raw -98142.128720 + Penalty 2196.003027 = -95946.125694 nChanged 2 SP:Iteration 11Q (719.080000 sec): 3 clusters Score: Raw -98147.117131 + Penalty 2196.003027 = -95951.114105 nChanged 6 SP:Iteration 12Q (719.080000 sec): 3 clusters Score: Raw -98157.127869 + Penalty 2196.003027 = -95961.124842 nChanged 10 SP:Iteration 13Q (719.080000 sec): 3 clusters Score: Raw -98166.513785 + Penalty 2196.003027 = -95970.510758 nChanged 7 SP:Iteration 14Q (719.080000 sec): 3 clusters Score: Raw -98173.941037 + Penalty 2196.003027 = -95977.938010 nChanged 5 SP:Iteration 15Q (719.090000 sec): 3 clusters Score: Raw -98183.051139 + Penalty 2196.003027 = -95987.048112 nChanged 8 SP:Iteration 16Q (719.090000 sec): 3 clusters Score: Raw -98195.771129 + Penalty 2196.003027 = -95999.768103 nChanged 6 SP:Iteration 17Q (719.090000 sec): 3 clusters Score: Raw -98200.523744 + Penalty 2196.003027 = -96004.520718 nChanged 4 SP:Iteration 18Q (719.090000 sec): 3 clusters Score: Raw -98204.958058 + Penalty 2196.003027 = -96008.955031 nChanged 2 SP:Iteration 19Q (719.100000 sec): 3 clusters Score: Raw -98207.951503 + Penalty 2196.003027 = -96011.948476 nChanged 1 SP:Iteration 20F (719.100000 sec): 3 clusters Score: Raw -98209.175368 + Penalty 2196.003027 = -96013.172342 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 3 (41127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.220000 sec): 2 clusters Score: Raw -4813731.534847 + Penalty 1726.468269 = -4812005.066577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.330000 sec): 3 clusters Score: Raw -4787783.398597 + Penalty 3452.936539 = -4784330.462058 nChanged 19194 SP:Iteration 1F (719.440000 sec): 3 clusters Score: Raw -4798966.964173 + Penalty 3452.936539 = -4795514.027634 nChanged 1837 SP:Iteration 2Q (719.550000 sec): 3 clusters Score: Raw -4799834.312827 + Penalty 3452.936539 = -4796381.376288 nChanged 2067 SP:Iteration 3F (719.660000 sec): 3 clusters Score: Raw -4801078.619124 + Penalty 3452.936539 = -4797625.682586 nChanged 2362 SP:Iteration 4F (719.770000 sec): 3 clusters Score: Raw -4802765.502789 + Penalty 3452.936539 = -4799312.566251 nChanged 2510 SP:Iteration 5F (719.880000 sec): 3 clusters Score: Raw -4804777.387070 + Penalty 3452.936539 = -4801324.450531 nChanged 2580 SP:Iteration 6F (719.990000 sec): 3 clusters Score: Raw -4806897.379457 + Penalty 3452.936539 = -4803444.442919 nChanged 2345 SP:Iteration 7F (720.100000 sec): 3 clusters Score: Raw -4808748.226255 + Penalty 3452.936539 = -4805295.289716 nChanged 1959 SP:Iteration 8Q (720.210000 sec): 3 clusters Score: Raw -4810260.072744 + Penalty 3452.936539 = -4806807.136205 nChanged 1641 SP:Iteration 9Q (720.310000 sec): 3 clusters Score: Raw -4811510.534778 + Penalty 3452.936539 = -4808057.598239 nChanged 1209 SP:Iteration 10Q (720.400000 sec): 3 clusters Score: Raw -4812415.535084 + Penalty 3452.936539 = -4808962.598545 nChanged 819 SP:Iteration 11Q (720.490000 sec): 3 clusters Score: Raw -4813048.013477 + Penalty 3452.936539 = -4809595.076939 nChanged 489 SP:Iteration 12Q (720.580000 sec): 3 clusters Score: Raw -4813438.065955 + Penalty 3452.936539 = -4809985.129416 nChanged 281 SP:Iteration 13Q (720.660000 sec): 3 clusters Score: Raw -4813655.773737 + Penalty 3452.936539 = -4810202.837199 nChanged 154 SP:Iteration 14Q (720.740000 sec): 3 clusters Score: Raw -4813772.631973 + Penalty 3452.936539 = -4810319.695435 nChanged 87 SP:Iteration 15Q (720.820000 sec): 3 clusters Score: Raw -4813835.343744 + Penalty 3452.936539 = -4810382.407205 nChanged 57 SP:Iteration 16Q (720.900000 sec): 3 clusters Score: Raw -4813877.737887 + Penalty 3452.936539 = -4810424.801348 nChanged 33 SP:Iteration 17Q (720.970000 sec): 3 clusters Score: Raw -4813898.082636 + Penalty 3452.936539 = -4810445.146097 nChanged 24 SP:Iteration 18Q (721.050000 sec): 3 clusters Score: Raw -4813912.340067 + Penalty 3452.936539 = -4810459.403529 nChanged 17 SP:Iteration 19Q (721.130000 sec): 3 clusters Score: Raw -4813929.618204 + Penalty 3452.936539 = -4810476.681666 nChanged 13 SP:Iteration 20F (721.230000 sec): 3 clusters Score: Raw -4813941.198636 + Penalty 3452.936539 = -4810488.262097 nChanged 13 SP:Iteration 21Q (721.310000 sec): 3 clusters Score: Raw -4813952.590988 + Penalty 3452.936539 = -4810499.654449 nChanged 11 SP:Iteration 22Q (721.390000 sec): 3 clusters Score: Raw -4813961.525134 + Penalty 3452.936539 = -4810508.588596 nChanged 9 SP:Iteration 23Q (721.460000 sec): 3 clusters Score: Raw -4813968.672728 + Penalty 3452.936539 = -4810515.736189 nChanged 7 SP:Iteration 24Q (721.540000 sec): 3 clusters Score: Raw -4813975.101610 + Penalty 3452.936539 = -4810522.165071 nChanged 4 SP:Iteration 25Q (721.620000 sec): 3 clusters Score: Raw -4813978.692916 + Penalty 3452.936539 = -4810525.756377 nChanged 7 SP:Iteration 26Q (721.700000 sec): 3 clusters Score: Raw -4813984.673339 + Penalty 3452.936539 = -4810531.736801 nChanged 9 SP:Iteration 27Q (721.770000 sec): 3 clusters Score: Raw -4813991.358002 + Penalty 3452.936539 = -4810538.421463 nChanged 5 SP:Iteration 28Q (721.850000 sec): 3 clusters Score: Raw -4813995.702881 + Penalty 3452.936539 = -4810542.766342 nChanged 6 SP:Iteration 29Q (721.920000 sec): 3 clusters Score: Raw -4814001.243032 + Penalty 3452.936539 = -4810548.306493 nChanged 4 SP:Iteration 30Q (722.000000 sec): 3 clusters Score: Raw -4814004.509230 + Penalty 3452.936539 = -4810551.572692 nChanged 5 SP:Iteration 31Q (722.080000 sec): 3 clusters Score: Raw -4814009.655147 + Penalty 3452.936539 = -4810556.718608 nChanged 5 SP:Iteration 32Q (722.150000 sec): 3 clusters Score: Raw -4814013.828084 + Penalty 3452.936539 = -4810560.891545 nChanged 3 SP:Iteration 33Q (722.220000 sec): 3 clusters Score: Raw -4814016.275298 + Penalty 3452.936539 = -4810563.338760 nChanged 4 SP:Iteration 34Q (722.300000 sec): 3 clusters Score: Raw -4814020.447772 + Penalty 3452.936539 = -4810567.511233 nChanged 5 SP:Iteration 35Q (722.380000 sec): 3 clusters Score: Raw -4814024.367957 + Penalty 3452.936539 = -4810571.431418 nChanged 5 SP:Iteration 36Q (722.450000 sec): 3 clusters Score: Raw -4814027.889575 + Penalty 3452.936539 = -4810574.953036 nChanged 3 SP:Iteration 37Q (722.530000 sec): 3 clusters Score: Raw -4814031.268291 + Penalty 3452.936539 = -4810578.331752 nChanged 4 SP:Iteration 38Q (722.610000 sec): 3 clusters Score: Raw -4814035.122274 + Penalty 3452.936539 = -4810582.185735 nChanged 4 SP:Iteration 39Q (722.690000 sec): 3 clusters Score: Raw -4814038.961737 + Penalty 3452.936539 = -4810586.025198 nChanged 2 SP:Iteration 40F (722.790000 sec): 3 clusters Score: Raw -4814040.645611 + Penalty 3452.936539 = -4810587.709072 nChanged 2 SP:Iteration 41Q (722.870000 sec): 3 clusters Score: Raw -4814042.413160 + Penalty 3452.936539 = -4810589.476622 nChanged 0 SP:Iteration 42F (722.980000 sec): 3 clusters Score: Raw -4814042.413160 + Penalty 3452.936539 = -4810589.476622 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 4 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.000000 sec): 2 clusters Score: Raw -104677.518733 + Penalty 1113.317551 = -103564.201182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.000000 sec): 3 clusters Score: Raw -104395.313145 + Penalty 2226.635101 = -102168.678043 nChanged 264 SP:Iteration 1F (723.000000 sec): 3 clusters Score: Raw -104626.050077 + Penalty 2226.635101 = -102399.414975 nChanged 72 SP:Iteration 2F (723.010000 sec): 3 clusters Score: Raw -104723.544772 + Penalty 2226.635101 = -102496.909671 nChanged 47 SP:Iteration 3Q (723.010000 sec): 3 clusters Score: Raw -104809.098307 + Penalty 2226.635101 = -102582.463206 nChanged 39 SP:Iteration 4Q (723.010000 sec): 3 clusters Score: Raw -104920.814591 + Penalty 2226.635101 = -102694.179489 nChanged 32 SP:Iteration 5Q (723.010000 sec): 3 clusters Score: Raw -104991.824856 + Penalty 2226.635101 = -102765.189755 nChanged 26 SP:Iteration 6Q (723.020000 sec): 3 clusters Score: Raw -105027.329387 + Penalty 2226.635101 = -102800.694286 nChanged 22 SP:Iteration 7Q (723.020000 sec): 3 clusters Score: Raw -105048.846448 + Penalty 2226.635101 = -102822.211347 nChanged 14 SP:Iteration 8Q (723.020000 sec): 3 clusters Score: Raw -105061.454495 + Penalty 2226.635101 = -102834.819393 nChanged 9 SP:Iteration 9Q (723.020000 sec): 3 clusters Score: Raw -105069.464206 + Penalty 2226.635101 = -102842.829105 nChanged 11 SP:Iteration 10Q (723.020000 sec): 3 clusters Score: Raw -105079.199898 + Penalty 2226.635101 = -102852.564797 nChanged 12 SP:Iteration 11Q (723.030000 sec): 3 clusters Score: Raw -105091.480016 + Penalty 2226.635101 = -102864.844915 nChanged 10 SP:Iteration 12Q (723.030000 sec): 3 clusters Score: Raw -105104.034082 + Penalty 2226.635101 = -102877.398981 nChanged 11 SP:Iteration 13Q (723.030000 sec): 3 clusters Score: Raw -105120.110072 + Penalty 2226.635101 = -102893.474970 nChanged 12 SP:Iteration 14Q (723.030000 sec): 3 clusters Score: Raw -105135.559623 + Penalty 2226.635101 = -102908.924521 nChanged 14 SP:Iteration 15Q (723.040000 sec): 3 clusters Score: Raw -105157.604549 + Penalty 2226.635101 = -102930.969447 nChanged 11 SP:Iteration 16Q (723.040000 sec): 3 clusters Score: Raw -105170.379937 + Penalty 2226.635101 = -102943.744835 nChanged 13 SP:Iteration 17Q (723.040000 sec): 3 clusters Score: Raw -105184.268765 + Penalty 2226.635101 = -102957.633664 nChanged 5 SP:Iteration 18Q (723.040000 sec): 3 clusters Score: Raw -105190.901249 + Penalty 2226.635101 = -102964.266148 nChanged 4 SP:Iteration 19Q (723.040000 sec): 3 clusters Score: Raw -105194.324912 + Penalty 2226.635101 = -102967.689811 nChanged 0 SP:Iteration 20F (723.050000 sec): 3 clusters Score: Raw -105194.324912 + Penalty 2226.635101 = -102967.689811 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 5 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.050000 sec): 2 clusters Score: Raw -7809.971054 + Penalty 697.199659 = -7112.771395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.050000 sec): 3 clusters Score: Raw -7985.640324 + Penalty 1394.399318 = -6591.241006 nChanged 1 SP:Iteration 1Q (723.050000 sec): 3 clusters Score: Raw -7992.313329 + Penalty 1394.399318 = -6597.914011 nChanged 0 SP:Iteration 2F (723.050000 sec): 3 clusters Score: Raw -7992.313329 + Penalty 1394.399318 = -6597.914011 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 6 (39857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.180000 sec): 2 clusters Score: Raw -4666966.713203 + Penalty 1721.371166 = -4665245.342037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.280000 sec): 3 clusters Score: Raw -4642104.679130 + Penalty 3442.742331 = -4638661.936798 nChanged 18477 SP:Iteration 1F (723.380000 sec): 3 clusters Score: Raw -4652815.604700 + Penalty 3442.742331 = -4649372.862368 nChanged 1852 SP:Iteration 2Q (723.490000 sec): 3 clusters Score: Raw -4653592.662566 + Penalty 3442.742331 = -4650149.920235 nChanged 2174 SP:Iteration 3F (723.600000 sec): 3 clusters Score: Raw -4654723.143888 + Penalty 3442.742331 = -4651280.401556 nChanged 2553 SP:Iteration 4F (723.700000 sec): 3 clusters Score: Raw -4656344.857483 + Penalty 3442.742331 = -4652902.115151 nChanged 2829 SP:Iteration 5F (723.810000 sec): 3 clusters Score: Raw -4658504.742874 + Penalty 3442.742331 = -4655062.000543 nChanged 2890 SP:Iteration 6F (723.910000 sec): 3 clusters Score: Raw -4661018.804436 + Penalty 3442.742331 = -4657576.062105 nChanged 2492 SP:Iteration 7F (724.020000 sec): 3 clusters Score: Raw -4662964.479534 + Penalty 3442.742331 = -4659521.737203 nChanged 1763 SP:Iteration 8Q (724.120000 sec): 3 clusters Score: Raw -4664003.556681 + Penalty 3442.742331 = -4660560.814350 nChanged 1114 SP:Iteration 9Q (724.220000 sec): 3 clusters Score: Raw -4664456.931260 + Penalty 3442.742331 = -4661014.188929 nChanged 725 SP:Iteration 10Q (724.320000 sec): 3 clusters Score: Raw -4664715.863164 + Penalty 3442.742331 = -4661273.120833 nChanged 593 SP:Iteration 11Q (724.420000 sec): 3 clusters Score: Raw -4664918.940320 + Penalty 3442.742331 = -4661476.197988 nChanged 568 SP:Iteration 12Q (724.520000 sec): 3 clusters Score: Raw -4665123.140136 + Penalty 3442.742331 = -4661680.397804 nChanged 555 SP:Iteration 13Q (724.620000 sec): 3 clusters Score: Raw -4665320.698295 + Penalty 3442.742331 = -4661877.955963 nChanged 523 SP:Iteration 14Q (724.720000 sec): 3 clusters Score: Raw -4665500.157727 + Penalty 3442.742331 = -4662057.415395 nChanged 518 SP:Iteration 15Q (724.810000 sec): 3 clusters Score: Raw -4665673.115763 + Penalty 3442.742331 = -4662230.373432 nChanged 472 SP:Iteration 16Q (724.910000 sec): 3 clusters Score: Raw -4665832.704897 + Penalty 3442.742331 = -4662389.962566 nChanged 457 SP:Iteration 17Q (725.000000 sec): 3 clusters Score: Raw -4665974.298202 + Penalty 3442.742331 = -4662531.555871 nChanged 427 SP:Iteration 18Q (725.090000 sec): 3 clusters Score: Raw -4666110.739295 + Penalty 3442.742331 = -4662667.996963 nChanged 404 SP:Iteration 19Q (725.180000 sec): 3 clusters Score: Raw -4666246.849071 + Penalty 3442.742331 = -4662804.106739 nChanged 378 SP:Iteration 20F (725.290000 sec): 3 clusters Score: Raw -4666372.836729 + Penalty 3442.742331 = -4662930.094397 nChanged 396 SP:Iteration 21Q (725.380000 sec): 3 clusters Score: Raw -4666518.104964 + Penalty 3442.742331 = -4663075.362633 nChanged 387 SP:Iteration 22Q (725.470000 sec): 3 clusters Score: Raw -4666664.653251 + Penalty 3442.742331 = -4663221.910920 nChanged 365 SP:Iteration 23Q (725.560000 sec): 3 clusters Score: Raw -4666803.663076 + Penalty 3442.742331 = -4663360.920744 nChanged 337 SP:Iteration 24Q (725.640000 sec): 3 clusters Score: Raw -4666930.570030 + Penalty 3442.742331 = -4663487.827698 nChanged 272 SP:Iteration 25Q (725.730000 sec): 3 clusters Score: Raw -4667033.504768 + Penalty 3442.742331 = -4663590.762436 nChanged 246 SP:Iteration 26Q (725.820000 sec): 3 clusters Score: Raw -4667128.942194 + Penalty 3442.742331 = -4663686.199863 nChanged 231 SP:Iteration 27Q (725.900000 sec): 3 clusters Score: Raw -4667214.909498 + Penalty 3442.742331 = -4663772.167166 nChanged 206 SP:Iteration 28Q (725.990000 sec): 3 clusters Score: Raw -4667286.624551 + Penalty 3442.742331 = -4663843.882220 nChanged 178 SP:Iteration 29Q (726.080000 sec): 3 clusters Score: Raw -4667347.563829 + Penalty 3442.742331 = -4663904.821497 nChanged 145 SP:Iteration 30Q (726.160000 sec): 3 clusters Score: Raw -4667394.111165 + Penalty 3442.742331 = -4663951.368833 nChanged 127 SP:Iteration 31Q (726.240000 sec): 3 clusters Score: Raw -4667435.363763 + Penalty 3442.742331 = -4663992.621431 nChanged 113 SP:Iteration 32Q (726.320000 sec): 3 clusters Score: Raw -4667469.384946 + Penalty 3442.742331 = -4664026.642615 nChanged 100 SP:Iteration 33Q (726.400000 sec): 3 clusters Score: Raw -4667498.401164 + Penalty 3442.742331 = -4664055.658832 nChanged 80 SP:Iteration 34Q (726.480000 sec): 3 clusters Score: Raw -4667519.434967 + Penalty 3442.742331 = -4664076.692635 nChanged 77 SP:Iteration 35Q (726.560000 sec): 3 clusters Score: Raw -4667536.712971 + Penalty 3442.742331 = -4664093.970640 nChanged 70 SP:Iteration 36Q (726.640000 sec): 3 clusters Score: Raw -4667552.951928 + Penalty 3442.742331 = -4664110.209597 nChanged 64 SP:Iteration 37Q (726.730000 sec): 3 clusters Score: Raw -4667569.532424 + Penalty 3442.742331 = -4664126.790093 nChanged 52 SP:Iteration 38Q (726.810000 sec): 3 clusters Score: Raw -4667581.500882 + Penalty 3442.742331 = -4664138.758550 nChanged 55 SP:Iteration 39Q (726.890000 sec): 3 clusters Score: Raw -4667593.092359 + Penalty 3442.742331 = -4664150.350028 nChanged 44 SP:Iteration 40F (726.990000 sec): 3 clusters Score: Raw -4667603.211459 + Penalty 3442.742331 = -4664160.469128 nChanged 35 SP:Iteration 41Q (727.070000 sec): 3 clusters Score: Raw -4667614.867924 + Penalty 3442.742331 = -4664172.125593 nChanged 37 SP:Iteration 42Q (727.150000 sec): 3 clusters Score: Raw -4667624.735385 + Penalty 3442.742331 = -4664181.993054 nChanged 26 SP:Iteration 43Q (727.230000 sec): 3 clusters Score: Raw -4667631.962106 + Penalty 3442.742331 = -4664189.219775 nChanged 34 SP:Iteration 44Q (727.300000 sec): 3 clusters Score: Raw -4667641.398832 + Penalty 3442.742331 = -4664198.656500 nChanged 39 SP:Iteration 45Q (727.380000 sec): 3 clusters Score: Raw -4667652.767669 + Penalty 3442.742331 = -4664210.025337 nChanged 33 SP:Iteration 46Q (727.460000 sec): 3 clusters Score: Raw -4667661.870140 + Penalty 3442.742331 = -4664219.127808 nChanged 36 SP:Iteration 47Q (727.540000 sec): 3 clusters Score: Raw -4667670.294248 + Penalty 3442.742331 = -4664227.551917 nChanged 29 SP:Iteration 48Q (727.620000 sec): 3 clusters Score: Raw -4667675.842559 + Penalty 3442.742331 = -4664233.100227 nChanged 25 SP:Iteration 49Q (727.690000 sec): 3 clusters Score: Raw -4667681.347273 + Penalty 3442.742331 = -4664238.604941 nChanged 22 SP:Iteration 50Q (727.770000 sec): 3 clusters Score: Raw -4667686.999913 + Penalty 3442.742331 = -4664244.257581 nChanged 16 SP:Iteration 51Q (727.850000 sec): 3 clusters Score: Raw -4667690.366036 + Penalty 3442.742331 = -4664247.623705 nChanged 7 SP:Iteration 52Q (727.920000 sec): 3 clusters Score: Raw -4667691.654068 + Penalty 3442.742331 = -4664248.911736 nChanged 11 SP:Iteration 53Q (728.000000 sec): 3 clusters Score: Raw -4667694.243787 + Penalty 3442.742331 = -4664251.501456 nChanged 11 SP:Iteration 54Q (728.080000 sec): 3 clusters Score: Raw -4667697.507417 + Penalty 3442.742331 = -4664254.765086 nChanged 17 SP:Iteration 55Q (728.160000 sec): 3 clusters Score: Raw -4667701.745193 + Penalty 3442.742331 = -4664259.002862 nChanged 15 SP:Iteration 56Q (728.240000 sec): 3 clusters Score: Raw -4667704.909257 + Penalty 3442.742331 = -4664262.166925 nChanged 8 SP:Iteration 57Q (728.310000 sec): 3 clusters Score: Raw -4667706.586119 + Penalty 3442.742331 = -4664263.843787 nChanged 10 SP:Iteration 58Q (728.390000 sec): 3 clusters Score: Raw -4667708.879331 + Penalty 3442.742331 = -4664266.137000 nChanged 6 SP:Iteration 59Q (728.460000 sec): 3 clusters Score: Raw -4667710.075031 + Penalty 3442.742331 = -4664267.332699 nChanged 2 SP:Iteration 60F (728.570000 sec): 3 clusters Score: Raw -4667710.253455 + Penalty 3442.742331 = -4664267.511123 nChanged 1 SP:Iteration 61Q (728.640000 sec): 3 clusters Score: Raw -4667710.364924 + Penalty 3442.742331 = -4664267.622592 nChanged 2 SP:Iteration 62Q (728.720000 sec): 3 clusters Score: Raw -4667710.514062 + Penalty 3442.742331 = -4664267.771731 nChanged 1 SP:Iteration 63Q (728.800000 sec): 3 clusters Score: Raw -4667710.677337 + Penalty 3442.742331 = -4664267.935006 nChanged 1 SP:Iteration 64Q (728.880000 sec): 3 clusters Score: Raw -4667710.796151 + Penalty 3442.742331 = -4664268.053820 nChanged 0 SP:Iteration 65F (728.980000 sec): 3 clusters Score: Raw -4667710.796151 + Penalty 3442.742331 = -4664268.053820 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 7 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.000000 sec): 2 clusters Score: Raw -190844.106737 + Penalty 1190.871070 = -189653.235667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.010000 sec): 3 clusters Score: Raw -190215.265807 + Penalty 2381.742140 = -187833.523668 nChanged 516 SP:Iteration 1F (729.010000 sec): 3 clusters Score: Raw -190579.867465 + Penalty 2381.742140 = -188198.125325 nChanged 102 SP:Iteration 2F (729.010000 sec): 3 clusters Score: Raw -190662.946245 + Penalty 2381.742140 = -188281.204105 nChanged 67 SP:Iteration 3Q (729.020000 sec): 3 clusters Score: Raw -190711.159784 + Penalty 2381.742140 = -188329.417645 nChanged 44 SP:Iteration 4Q (729.020000 sec): 3 clusters Score: Raw -190746.470518 + Penalty 2381.742140 = -188364.728379 nChanged 27 SP:Iteration 5Q (729.020000 sec): 3 clusters Score: Raw -190764.616551 + Penalty 2381.742140 = -188382.874411 nChanged 21 SP:Iteration 6Q (729.030000 sec): 3 clusters Score: Raw -190780.391473 + Penalty 2381.742140 = -188398.649333 nChanged 20 SP:Iteration 7Q (729.030000 sec): 3 clusters Score: Raw -190793.429599 + Penalty 2381.742140 = -188411.687459 nChanged 17 SP:Iteration 8Q (729.040000 sec): 3 clusters Score: Raw -190805.312466 + Penalty 2381.742140 = -188423.570326 nChanged 6 SP:Iteration 9Q (729.040000 sec): 3 clusters Score: Raw -190811.345021 + Penalty 2381.742140 = -188429.602881 nChanged 7 SP:Iteration 10Q (729.040000 sec): 3 clusters Score: Raw -190815.206300 + Penalty 2381.742140 = -188433.464161 nChanged 4 SP:Iteration 11Q (729.050000 sec): 3 clusters Score: Raw -190817.324326 + Penalty 2381.742140 = -188435.582186 nChanged 2 SP:Iteration 12Q (729.050000 sec): 3 clusters Score: Raw -190818.949844 + Penalty 2381.742140 = -188437.207704 nChanged 5 SP:Iteration 13Q (729.060000 sec): 3 clusters Score: Raw -190821.921806 + Penalty 2381.742140 = -188440.179666 nChanged 4 SP:Iteration 14Q (729.060000 sec): 3 clusters Score: Raw -190825.187095 + Penalty 2381.742140 = -188443.444955 nChanged 2 SP:Iteration 15Q (729.060000 sec): 3 clusters Score: Raw -190826.527082 + Penalty 2381.742140 = -188444.784942 nChanged 1 SP:Iteration 16Q (729.070000 sec): 3 clusters Score: Raw -190827.540249 + Penalty 2381.742140 = -188445.798109 nChanged 1 SP:Iteration 17Q (729.070000 sec): 3 clusters Score: Raw -190828.146051 + Penalty 2381.742140 = -188446.403911 nChanged 0 SP:Iteration 18F (729.080000 sec): 3 clusters Score: Raw -190828.146051 + Penalty 2381.742140 = -188446.403911 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 8 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.080000 sec): 2 clusters Score: Raw -38590.850748 + Penalty 958.287503 = -37632.563244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.080000 sec): 3 clusters Score: Raw -38590.252441 + Penalty 1916.575007 = -36673.677434 nChanged 69 SP:Iteration 1F (729.080000 sec): 3 clusters Score: Raw -38716.357375 + Penalty 1916.575007 = -36799.782368 nChanged 24 SP:Iteration 2F (729.080000 sec): 3 clusters Score: Raw -38772.363568 + Penalty 1916.575007 = -36855.788561 nChanged 10 SP:Iteration 3Q (729.080000 sec): 3 clusters Score: Raw -38797.440454 + Penalty 1916.575007 = -36880.865447 nChanged 6 SP:Iteration 4Q (729.080000 sec): 3 clusters Score: Raw -38810.565851 + Penalty 1916.575007 = -36893.990844 nChanged 4 SP:Iteration 5Q (729.080000 sec): 3 clusters Score: Raw -38819.794529 + Penalty 1916.575007 = -36903.219522 nChanged 1 SP:Iteration 6Q (729.080000 sec): 3 clusters Score: Raw -38823.214067 + Penalty 1916.575007 = -36906.639060 nChanged 1 SP:Iteration 7Q (729.080000 sec): 3 clusters Score: Raw -38831.375242 + Penalty 1916.575007 = -36914.800235 nChanged 1 SP:Iteration 8Q (729.080000 sec): 3 clusters Score: Raw -38837.607413 + Penalty 1916.575007 = -36921.032406 nChanged 1 SP:Iteration 9Q (729.090000 sec): 3 clusters Score: Raw -38843.587313 + Penalty 1916.575007 = -36927.012306 nChanged 3 SP:Iteration 10Q (729.090000 sec): 3 clusters Score: Raw -38853.264242 + Penalty 1916.575007 = -36936.689235 nChanged 0 SP:Iteration 11F (729.090000 sec): 3 clusters Score: Raw -38853.264242 + Penalty 1916.575007 = -36936.689235 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 9 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.100000 sec): 2 clusters Score: Raw -307297.874675 + Penalty 1281.610362 = -306016.264313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.100000 sec): 3 clusters Score: Raw -306041.279778 + Penalty 2563.220725 = -303478.059053 nChanged 1007 SP:Iteration 1F (729.110000 sec): 3 clusters Score: Raw -306665.626504 + Penalty 2563.220725 = -304102.405779 nChanged 209 SP:Iteration 2F (729.120000 sec): 3 clusters Score: Raw -306797.764118 + Penalty 2563.220725 = -304234.543393 nChanged 137 SP:Iteration 3F (729.120000 sec): 3 clusters Score: Raw -306880.593420 + Penalty 2563.220725 = -304317.372696 nChanged 93 SP:Iteration 4Q (729.130000 sec): 3 clusters Score: Raw -306925.110295 + Penalty 2563.220725 = -304361.889570 nChanged 64 SP:Iteration 5Q (729.140000 sec): 3 clusters Score: Raw -306957.851813 + Penalty 2563.220725 = -304394.631088 nChanged 58 SP:Iteration 6Q (729.140000 sec): 3 clusters Score: Raw -306986.972224 + Penalty 2563.220725 = -304423.751500 nChanged 34 SP:Iteration 7Q (729.150000 sec): 3 clusters Score: Raw -307002.246105 + Penalty 2563.220725 = -304439.025381 nChanged 26 SP:Iteration 8Q (729.160000 sec): 3 clusters Score: Raw -307012.472990 + Penalty 2563.220725 = -304449.252266 nChanged 17 SP:Iteration 9Q (729.160000 sec): 3 clusters Score: Raw -307024.044448 + Penalty 2563.220725 = -304460.823723 nChanged 17 SP:Iteration 10Q (729.170000 sec): 3 clusters Score: Raw -307033.962859 + Penalty 2563.220725 = -304470.742135 nChanged 20 SP:Iteration 11Q (729.180000 sec): 3 clusters Score: Raw -307047.357230 + Penalty 2563.220725 = -304484.136505 nChanged 22 SP:Iteration 12Q (729.180000 sec): 3 clusters Score: Raw -307057.602663 + Penalty 2563.220725 = -304494.381938 nChanged 31 SP:Iteration 13Q (729.190000 sec): 3 clusters Score: Raw -307076.534053 + Penalty 2563.220725 = -304513.313329 nChanged 30 SP:Iteration 14Q (729.200000 sec): 3 clusters Score: Raw -307091.993669 + Penalty 2563.220725 = -304528.772944 nChanged 29 SP:Iteration 15Q (729.200000 sec): 3 clusters Score: Raw -307109.406553 + Penalty 2563.220725 = -304546.185828 nChanged 30 SP:Iteration 16Q (729.210000 sec): 3 clusters Score: Raw -307126.129345 + Penalty 2563.220725 = -304562.908621 nChanged 28 SP:Iteration 17Q (729.220000 sec): 3 clusters Score: Raw -307140.557599 + Penalty 2563.220725 = -304577.336874 nChanged 21 SP:Iteration 18Q (729.220000 sec): 3 clusters Score: Raw -307152.681230 + Penalty 2563.220725 = -304589.460505 nChanged 35 SP:Iteration 19Q (729.230000 sec): 3 clusters Score: Raw -307173.477880 + Penalty 2563.220725 = -304610.257156 nChanged 25 SP:Iteration 20F (729.240000 sec): 3 clusters Score: Raw -307189.287184 + Penalty 2563.220725 = -304626.066460 nChanged 19 SP:Iteration 21Q (729.240000 sec): 3 clusters Score: Raw -307199.796326 + Penalty 2563.220725 = -304636.575601 nChanged 19 SP:Iteration 22Q (729.250000 sec): 3 clusters Score: Raw -307208.385782 + Penalty 2563.220725 = -304645.165057 nChanged 14 SP:Iteration 23Q (729.260000 sec): 3 clusters Score: Raw -307217.750948 + Penalty 2563.220725 = -304654.530223 nChanged 16 SP:Iteration 24Q (729.260000 sec): 3 clusters Score: Raw -307228.002598 + Penalty 2563.220725 = -304664.781873 nChanged 15 SP:Iteration 25Q (729.270000 sec): 3 clusters Score: Raw -307237.587920 + Penalty 2563.220725 = -304674.367196 nChanged 12 SP:Iteration 26Q (729.270000 sec): 3 clusters Score: Raw -307244.536234 + Penalty 2563.220725 = -304681.315510 nChanged 13 SP:Iteration 27Q (729.280000 sec): 3 clusters Score: Raw -307250.691621 + Penalty 2563.220725 = -304687.470897 nChanged 14 SP:Iteration 28Q (729.280000 sec): 3 clusters Score: Raw -307259.518284 + Penalty 2563.220725 = -304696.297559 nChanged 13 SP:Iteration 29Q (729.290000 sec): 3 clusters Score: Raw -307266.290963 + Penalty 2563.220725 = -304703.070238 nChanged 10 SP:Iteration 30Q (729.300000 sec): 3 clusters Score: Raw -307272.603937 + Penalty 2563.220725 = -304709.383212 nChanged 13 SP:Iteration 31Q (729.300000 sec): 3 clusters Score: Raw -307278.499508 + Penalty 2563.220725 = -304715.278783 nChanged 10 SP:Iteration 32Q (729.310000 sec): 3 clusters Score: Raw -307282.606060 + Penalty 2563.220725 = -304719.385335 nChanged 9 SP:Iteration 33Q (729.320000 sec): 3 clusters Score: Raw -307286.851966 + Penalty 2563.220725 = -304723.631242 nChanged 10 SP:Iteration 34Q (729.320000 sec): 3 clusters Score: Raw -307292.616101 + Penalty 2563.220725 = -304729.395376 nChanged 10 SP:Iteration 35Q (729.330000 sec): 3 clusters Score: Raw -307298.256312 + Penalty 2563.220725 = -304735.035587 nChanged 8 SP:Iteration 36Q (729.340000 sec): 3 clusters Score: Raw -307301.984858 + Penalty 2563.220725 = -304738.764134 nChanged 8 SP:Iteration 37Q (729.340000 sec): 3 clusters Score: Raw -307305.625802 + Penalty 2563.220725 = -304742.405077 nChanged 2 SP:Iteration 38Q (729.350000 sec): 3 clusters Score: Raw -307306.969135 + Penalty 2563.220725 = -304743.748410 nChanged 4 SP:Iteration 39Q (729.360000 sec): 3 clusters Score: Raw -307308.498186 + Penalty 2563.220725 = -304745.277461 nChanged 5 SP:Iteration 40F (729.360000 sec): 3 clusters Score: Raw -307311.346446 + Penalty 2563.220725 = -304748.125721 nChanged 7 SP:Iteration 41Q (729.370000 sec): 3 clusters Score: Raw -307313.756536 + Penalty 2563.220725 = -304750.535812 nChanged 4 SP:Iteration 42Q (729.380000 sec): 3 clusters Score: Raw -307316.488500 + Penalty 2563.220725 = -304753.267776 nChanged 6 SP:Iteration 43Q (729.380000 sec): 3 clusters Score: Raw -307320.972507 + Penalty 2563.220725 = -304757.751782 nChanged 4 SP:Iteration 44Q (729.390000 sec): 3 clusters Score: Raw -307323.393083 + Penalty 2563.220725 = -304760.172359 nChanged 4 SP:Iteration 45Q (729.390000 sec): 3 clusters Score: Raw -307326.028818 + Penalty 2563.220725 = -304762.808093 nChanged 3 SP:Iteration 46Q (729.400000 sec): 3 clusters Score: Raw -307327.462229 + Penalty 2563.220725 = -304764.241505 nChanged 4 SP:Iteration 47Q (729.400000 sec): 3 clusters Score: Raw -307328.985565 + Penalty 2563.220725 = -304765.764840 nChanged 4 SP:Iteration 48Q (729.410000 sec): 3 clusters Score: Raw -307330.503619 + Penalty 2563.220725 = -304767.282894 nChanged 4 SP:Iteration 49Q (729.420000 sec): 3 clusters Score: Raw -307332.504678 + Penalty 2563.220725 = -304769.283953 nChanged 5 SP:Iteration 50Q (729.420000 sec): 3 clusters Score: Raw -307334.949175 + Penalty 2563.220725 = -304771.728451 nChanged 4 SP:Iteration 51Q (729.430000 sec): 3 clusters Score: Raw -307337.029589 + Penalty 2563.220725 = -304773.808864 nChanged 3 SP:Iteration 52Q (729.440000 sec): 3 clusters Score: Raw -307339.671807 + Penalty 2563.220725 = -304776.451082 nChanged 5 SP:Iteration 53Q (729.440000 sec): 3 clusters Score: Raw -307343.397084 + Penalty 2563.220725 = -304780.176360 nChanged 6 SP:Iteration 54Q (729.450000 sec): 3 clusters Score: Raw -307348.717633 + Penalty 2563.220725 = -304785.496908 nChanged 6 SP:Iteration 55Q (729.460000 sec): 3 clusters Score: Raw -307352.365830 + Penalty 2563.220725 = -304789.145105 nChanged 8 SP:Iteration 56Q (729.460000 sec): 3 clusters Score: Raw -307356.948110 + Penalty 2563.220725 = -304793.727385 nChanged 9 SP:Iteration 57Q (729.470000 sec): 3 clusters Score: Raw -307360.847728 + Penalty 2563.220725 = -304797.627004 nChanged 8 SP:Iteration 58Q (729.470000 sec): 3 clusters Score: Raw -307363.862567 + Penalty 2563.220725 = -304800.641843 nChanged 3 SP:Iteration 59Q (729.480000 sec): 3 clusters Score: Raw -307365.869126 + Penalty 2563.220725 = -304802.648401 nChanged 4 SP:Iteration 60F (729.480000 sec): 3 clusters Score: Raw -307367.871659 + Penalty 2563.220725 = -304804.650934 nChanged 2 SP:Iteration 61Q (729.490000 sec): 3 clusters Score: Raw -307368.847641 + Penalty 2563.220725 = -304805.626916 nChanged 2 SP:Iteration 62Q (729.500000 sec): 3 clusters Score: Raw -307369.499643 + Penalty 2563.220725 = -304806.278918 nChanged 3 SP:Iteration 63Q (729.500000 sec): 3 clusters Score: Raw -307370.846508 + Penalty 2563.220725 = -304807.625783 nChanged 2 SP:Iteration 64Q (729.510000 sec): 3 clusters Score: Raw -307372.227089 + Penalty 2563.220725 = -304809.006364 nChanged 3 SP:Iteration 65Q (729.520000 sec): 3 clusters Score: Raw -307372.933742 + Penalty 2563.220725 = -304809.713018 nChanged 1 SP:Iteration 66Q (729.520000 sec): 3 clusters Score: Raw -307373.211505 + Penalty 2563.220725 = -304809.990780 nChanged 1 SP:Iteration 67Q (729.530000 sec): 3 clusters Score: Raw -307373.737835 + Penalty 2563.220725 = -304810.517110 nChanged 1 SP:Iteration 68Q (729.530000 sec): 3 clusters Score: Raw -307374.460719 + Penalty 2563.220725 = -304811.239994 nChanged 1 SP:Iteration 69Q (729.540000 sec): 3 clusters Score: Raw -307374.752875 + Penalty 2563.220725 = -304811.532150 nChanged 1 SP:Iteration 70Q (729.540000 sec): 3 clusters Score: Raw -307375.018078 + Penalty 2563.220725 = -304811.797353 nChanged 1 SP:Iteration 71Q (729.550000 sec): 3 clusters Score: Raw -307375.682025 + Penalty 2563.220725 = -304812.461301 nChanged 3 SP:Iteration 72Q (729.560000 sec): 3 clusters Score: Raw -307378.223660 + Penalty 2563.220725 = -304815.002935 nChanged 3 SP:Iteration 73Q (729.560000 sec): 3 clusters Score: Raw -307379.896412 + Penalty 2563.220725 = -304816.675687 nChanged 4 SP:Iteration 74Q (729.570000 sec): 3 clusters Score: Raw -307381.936399 + Penalty 2563.220725 = -304818.715675 nChanged 2 SP:Iteration 75Q (729.580000 sec): 3 clusters Score: Raw -307382.257457 + Penalty 2563.220725 = -304819.036733 nChanged 1 SP:Iteration 76Q (729.580000 sec): 3 clusters Score: Raw -307382.575178 + Penalty 2563.220725 = -304819.354453 nChanged 0 SP:Iteration 77F (729.590000 sec): 3 clusters Score: Raw -307382.575178 + Penalty 2563.220725 = -304819.354453 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 10 (60509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.770000 sec): 2 clusters Score: Raw -7039361.584824 + Penalty 1789.213951 = -7037572.370872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.940000 sec): 3 clusters Score: Raw -7000774.808141 + Penalty 3578.427903 = -6997196.380238 nChanged 28506 SP:Iteration 1F (730.090000 sec): 3 clusters Score: Raw -7017029.560411 + Penalty 3578.427903 = -7013451.132508 nChanged 1874 SP:Iteration 2Q (730.260000 sec): 3 clusters Score: Raw -7017434.348373 + Penalty 3578.427903 = -7013855.920470 nChanged 1948 SP:Iteration 3Q (730.420000 sec): 3 clusters Score: Raw -7017933.940222 + Penalty 3578.427903 = -7014355.512319 nChanged 2139 SP:Iteration 4Q (730.580000 sec): 3 clusters Score: Raw -7018608.238371 + Penalty 3578.427903 = -7015029.810469 nChanged 2567 SP:Iteration 5Q (730.750000 sec): 3 clusters Score: Raw -7019657.029192 + Penalty 3578.427903 = -7016078.601289 nChanged 3270 SP:Iteration 6F (730.910000 sec): 3 clusters Score: Raw -7021418.212318 + Penalty 3578.427903 = -7017839.784415 nChanged 4145 SP:Iteration 7F (731.070000 sec): 3 clusters Score: Raw -7024324.810409 + Penalty 3578.427903 = -7020746.382506 nChanged 4743 SP:Iteration 8F (731.230000 sec): 3 clusters Score: Raw -7028386.690906 + Penalty 3578.427903 = -7024808.263003 nChanged 4581 SP:Iteration 9F (731.380000 sec): 3 clusters Score: Raw -7032633.739845 + Penalty 3578.427903 = -7029055.311942 nChanged 3414 SP:Iteration 10F (731.540000 sec): 3 clusters Score: Raw -7035838.101778 + Penalty 3578.427903 = -7032259.673876 nChanged 2129 SP:Iteration 11Q (731.690000 sec): 3 clusters Score: Raw -7037775.269439 + Penalty 3578.427903 = -7034196.841536 nChanged 1096 SP:Iteration 12Q (731.820000 sec): 3 clusters Score: Raw -7038735.040595 + Penalty 3578.427903 = -7035156.612692 nChanged 515 SP:Iteration 13Q (731.940000 sec): 3 clusters Score: Raw -7039175.448150 + Penalty 3578.427903 = -7035597.020247 nChanged 220 SP:Iteration 14Q (732.060000 sec): 3 clusters Score: Raw -7039370.659014 + Penalty 3578.427903 = -7035792.231112 nChanged 102 SP:Iteration 15Q (732.170000 sec): 3 clusters Score: Raw -7039456.490221 + Penalty 3578.427903 = -7035878.062318 nChanged 52 SP:Iteration 16Q (732.280000 sec): 3 clusters Score: Raw -7039510.573415 + Penalty 3578.427903 = -7035932.145512 nChanged 29 SP:Iteration 17Q (732.390000 sec): 3 clusters Score: Raw -7039537.224748 + Penalty 3578.427903 = -7035958.796845 nChanged 16 SP:Iteration 18Q (732.500000 sec): 3 clusters Score: Raw -7039549.556077 + Penalty 3578.427903 = -7035971.128174 nChanged 12 SP:Iteration 19Q (732.610000 sec): 3 clusters Score: Raw -7039562.713121 + Penalty 3578.427903 = -7035984.285218 nChanged 8 SP:Iteration 20F (732.770000 sec): 3 clusters Score: Raw -7039571.740545 + Penalty 3578.427903 = -7035993.312642 nChanged 8 SP:Iteration 21Q (732.880000 sec): 3 clusters Score: Raw -7039575.944443 + Penalty 3578.427903 = -7035997.516540 nChanged 2 SP:Iteration 22Q (732.990000 sec): 3 clusters Score: Raw -7039578.354385 + Penalty 3578.427903 = -7035999.926482 nChanged 2 SP:Iteration 23Q (733.100000 sec): 3 clusters Score: Raw -7039580.086987 + Penalty 3578.427903 = -7036001.659084 nChanged 4 SP:Iteration 24Q (733.200000 sec): 3 clusters Score: Raw -7039583.333478 + Penalty 3578.427903 = -7036004.905575 nChanged 5 SP:Iteration 25Q (733.320000 sec): 3 clusters Score: Raw -7039588.912510 + Penalty 3578.427903 = -7036010.484607 nChanged 5 SP:Iteration 26Q (733.430000 sec): 3 clusters Score: Raw -7039594.729547 + Penalty 3578.427903 = -7036016.301644 nChanged 7 SP:Iteration 27Q (733.540000 sec): 3 clusters Score: Raw -7039600.692475 + Penalty 3578.427903 = -7036022.264572 nChanged 5 SP:Iteration 28Q (733.640000 sec): 3 clusters Score: Raw -7039604.961132 + Penalty 3578.427903 = -7036026.533229 nChanged 4 SP:Iteration 29Q (733.760000 sec): 3 clusters Score: Raw -7039611.345908 + Penalty 3578.427903 = -7036032.918005 nChanged 3 SP:Iteration 30Q (733.860000 sec): 3 clusters Score: Raw -7039614.680316 + Penalty 3578.427903 = -7036036.252413 nChanged 1 SP:Iteration 31Q (733.970000 sec): 3 clusters Score: Raw -7039615.644656 + Penalty 3578.427903 = -7036037.216754 nChanged 2 SP:Iteration 32Q (734.080000 sec): 3 clusters Score: Raw -7039617.812832 + Penalty 3578.427903 = -7036039.384929 nChanged 2 SP:Iteration 33Q (734.190000 sec): 3 clusters Score: Raw -7039620.106441 + Penalty 3578.427903 = -7036041.678538 nChanged 2 SP:Iteration 34Q (734.300000 sec): 3 clusters Score: Raw -7039621.689171 + Penalty 3578.427903 = -7036043.261268 nChanged 1 SP:Iteration 35Q (734.400000 sec): 3 clusters Score: Raw -7039622.620833 + Penalty 3578.427903 = -7036044.192930 nChanged 0 SP:Iteration 36F (734.560000 sec): 3 clusters Score: Raw -7039622.620833 + Penalty 3578.427903 = -7036044.192930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 11 (12806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.620000 sec): 2 clusters Score: Raw -1467763.804026 + Penalty 1536.871227 = -1466226.932799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.650000 sec): 3 clusters Score: Raw -1460323.665016 + Penalty 3073.742454 = -1457249.922562 nChanged 5591 SP:Iteration 1F (734.680000 sec): 3 clusters Score: Raw -1463295.578802 + Penalty 3073.742454 = -1460221.836348 nChanged 723 SP:Iteration 2F (734.720000 sec): 3 clusters Score: Raw -1463617.641391 + Penalty 3073.742454 = -1460543.898937 nChanged 688 SP:Iteration 3F (734.750000 sec): 3 clusters Score: Raw -1463927.425813 + Penalty 3073.742454 = -1460853.683358 nChanged 572 SP:Iteration 4Q (734.780000 sec): 3 clusters Score: Raw -1464161.931851 + Penalty 3073.742454 = -1461088.189397 nChanged 519 SP:Iteration 5Q (734.820000 sec): 3 clusters Score: Raw -1464377.492325 + Penalty 3073.742454 = -1461303.749871 nChanged 483 SP:Iteration 6Q (734.850000 sec): 3 clusters Score: Raw -1464610.688189 + Penalty 3073.742454 = -1461536.945735 nChanged 510 SP:Iteration 7Q (734.880000 sec): 3 clusters Score: Raw -1464882.019978 + Penalty 3073.742454 = -1461808.277523 nChanged 536 SP:Iteration 8Q (734.920000 sec): 3 clusters Score: Raw -1465181.516382 + Penalty 3073.742454 = -1462107.773927 nChanged 551 SP:Iteration 9Q (734.950000 sec): 3 clusters Score: Raw -1465530.644153 + Penalty 3073.742454 = -1462456.901699 nChanged 594 SP:Iteration 10Q (734.980000 sec): 3 clusters Score: Raw -1465874.435583 + Penalty 3073.742454 = -1462800.693128 nChanged 574 SP:Iteration 11Q (735.010000 sec): 3 clusters Score: Raw -1466202.428693 + Penalty 3073.742454 = -1463128.686239 nChanged 452 SP:Iteration 12Q (735.040000 sec): 3 clusters Score: Raw -1466420.697203 + Penalty 3073.742454 = -1463346.954749 nChanged 346 SP:Iteration 13Q (735.080000 sec): 3 clusters Score: Raw -1466549.077627 + Penalty 3073.742454 = -1463475.335173 nChanged 276 SP:Iteration 14Q (735.110000 sec): 3 clusters Score: Raw -1466638.734428 + Penalty 3073.742454 = -1463564.991974 nChanged 193 SP:Iteration 15Q (735.140000 sec): 3 clusters Score: Raw -1466698.326638 + Penalty 3073.742454 = -1463624.584183 nChanged 163 SP:Iteration 16Q (735.170000 sec): 3 clusters Score: Raw -1466751.175848 + Penalty 3073.742454 = -1463677.433394 nChanged 148 SP:Iteration 17Q (735.200000 sec): 3 clusters Score: Raw -1466797.832160 + Penalty 3073.742454 = -1463724.089706 nChanged 159 SP:Iteration 18Q (735.240000 sec): 3 clusters Score: Raw -1466848.489304 + Penalty 3073.742454 = -1463774.746850 nChanged 145 SP:Iteration 19Q (735.260000 sec): 3 clusters Score: Raw -1466889.112958 + Penalty 3073.742454 = -1463815.370503 nChanged 139 SP:Iteration 20F (735.300000 sec): 3 clusters Score: Raw -1466935.918389 + Penalty 3073.742454 = -1463862.175934 nChanged 158 SP:Iteration 21Q (735.330000 sec): 3 clusters Score: Raw -1466991.181690 + Penalty 3073.742454 = -1463917.439235 nChanged 166 SP:Iteration 22Q (735.360000 sec): 3 clusters Score: Raw -1467049.094202 + Penalty 3073.742454 = -1463975.351748 nChanged 182 SP:Iteration 23Q (735.390000 sec): 3 clusters Score: Raw -1467117.404785 + Penalty 3073.742454 = -1464043.662331 nChanged 184 SP:Iteration 24Q (735.420000 sec): 3 clusters Score: Raw -1467199.844669 + Penalty 3073.742454 = -1464126.102214 nChanged 196 SP:Iteration 25Q (735.460000 sec): 3 clusters Score: Raw -1467290.323343 + Penalty 3073.742454 = -1464216.580889 nChanged 202 SP:Iteration 26Q (735.480000 sec): 3 clusters Score: Raw -1467391.377934 + Penalty 3073.742454 = -1464317.635480 nChanged 203 SP:Iteration 27Q (735.520000 sec): 3 clusters Score: Raw -1467496.415296 + Penalty 3073.742454 = -1464422.672842 nChanged 208 SP:Iteration 28Q (735.550000 sec): 3 clusters Score: Raw -1467599.620366 + Penalty 3073.742454 = -1464525.877912 nChanged 173 SP:Iteration 29Q (735.580000 sec): 3 clusters Score: Raw -1467674.881300 + Penalty 3073.742454 = -1464601.138846 nChanged 142 SP:Iteration 30Q (735.610000 sec): 3 clusters Score: Raw -1467733.744205 + Penalty 3073.742454 = -1464660.001751 nChanged 137 SP:Iteration 31Q (735.640000 sec): 3 clusters Score: Raw -1467789.702754 + Penalty 3073.742454 = -1464715.960300 nChanged 122 SP:Iteration 32Q (735.670000 sec): 3 clusters Score: Raw -1467839.334517 + Penalty 3073.742454 = -1464765.592063 nChanged 113 SP:Iteration 33Q (735.700000 sec): 3 clusters Score: Raw -1467875.075731 + Penalty 3073.742454 = -1464801.333276 nChanged 109 SP:Iteration 34Q (735.730000 sec): 3 clusters Score: Raw -1467911.657057 + Penalty 3073.742454 = -1464837.914602 nChanged 117 SP:Iteration 35Q (735.760000 sec): 3 clusters Score: Raw -1467951.896265 + Penalty 3073.742454 = -1464878.153811 nChanged 105 SP:Iteration 36Q (735.780000 sec): 3 clusters Score: Raw -1467989.382785 + Penalty 3073.742454 = -1464915.640330 nChanged 98 SP:Iteration 37Q (735.810000 sec): 3 clusters Score: Raw -1468020.954602 + Penalty 3073.742454 = -1464947.212148 nChanged 91 SP:Iteration 38Q (735.840000 sec): 3 clusters Score: Raw -1468048.836710 + Penalty 3073.742454 = -1464975.094256 nChanged 72 SP:Iteration 39Q (735.860000 sec): 3 clusters Score: Raw -1468072.291167 + Penalty 3073.742454 = -1464998.548713 nChanged 64 SP:Iteration 40F (735.900000 sec): 3 clusters Score: Raw -1468092.824867 + Penalty 3073.742454 = -1465019.082412 nChanged 70 SP:Iteration 41Q (735.920000 sec): 3 clusters Score: Raw -1468111.433318 + Penalty 3073.742454 = -1465037.690864 nChanged 55 SP:Iteration 42Q (735.950000 sec): 3 clusters Score: Raw -1468124.355039 + Penalty 3073.742454 = -1465050.612585 nChanged 39 SP:Iteration 43Q (735.980000 sec): 3 clusters Score: Raw -1468132.740304 + Penalty 3073.742454 = -1465058.997849 nChanged 33 SP:Iteration 44Q (736.010000 sec): 3 clusters Score: Raw -1468139.291928 + Penalty 3073.742454 = -1465065.549474 nChanged 34 SP:Iteration 45Q (736.040000 sec): 3 clusters Score: Raw -1468145.394650 + Penalty 3073.742454 = -1465071.652196 nChanged 24 SP:Iteration 46Q (736.060000 sec): 3 clusters Score: Raw -1468150.079159 + Penalty 3073.742454 = -1465076.336705 nChanged 19 SP:Iteration 47Q (736.090000 sec): 3 clusters Score: Raw -1468153.455841 + Penalty 3073.742454 = -1465079.713387 nChanged 16 SP:Iteration 48Q (736.120000 sec): 3 clusters Score: Raw -1468156.124570 + Penalty 3073.742454 = -1465082.382116 nChanged 20 SP:Iteration 49Q (736.140000 sec): 3 clusters Score: Raw -1468160.414926 + Penalty 3073.742454 = -1465086.672471 nChanged 20 SP:Iteration 50Q (736.170000 sec): 3 clusters Score: Raw -1468164.402772 + Penalty 3073.742454 = -1465090.660317 nChanged 19 SP:Iteration 51Q (736.200000 sec): 3 clusters Score: Raw -1468169.870452 + Penalty 3073.742454 = -1465096.127998 nChanged 23 SP:Iteration 52Q (736.220000 sec): 3 clusters Score: Raw -1468176.062769 + Penalty 3073.742454 = -1465102.320314 nChanged 15 SP:Iteration 53Q (736.250000 sec): 3 clusters Score: Raw -1468178.610681 + Penalty 3073.742454 = -1465104.868227 nChanged 9 SP:Iteration 54Q (736.280000 sec): 3 clusters Score: Raw -1468180.708301 + Penalty 3073.742454 = -1465106.965847 nChanged 9 SP:Iteration 55Q (736.300000 sec): 3 clusters Score: Raw -1468182.058619 + Penalty 3073.742454 = -1465108.316164 nChanged 7 SP:Iteration 56Q (736.330000 sec): 3 clusters Score: Raw -1468182.905783 + Penalty 3073.742454 = -1465109.163329 nChanged 4 SP:Iteration 57Q (736.350000 sec): 3 clusters Score: Raw -1468183.520736 + Penalty 3073.742454 = -1465109.778282 nChanged 8 SP:Iteration 58Q (736.380000 sec): 3 clusters Score: Raw -1468184.583959 + Penalty 3073.742454 = -1465110.841505 nChanged 6 SP:Iteration 59Q (736.410000 sec): 3 clusters Score: Raw -1468185.620799 + Penalty 3073.742454 = -1465111.878345 nChanged 3 SP:Iteration 60F (736.440000 sec): 3 clusters Score: Raw -1468186.177529 + Penalty 3073.742454 = -1465112.435075 nChanged 5 SP:Iteration 61Q (736.460000 sec): 3 clusters Score: Raw -1468187.345708 + Penalty 3073.742454 = -1465113.603254 nChanged 7 SP:Iteration 62Q (736.490000 sec): 3 clusters Score: Raw -1468188.573864 + Penalty 3073.742454 = -1465114.831410 nChanged 6 SP:Iteration 63Q (736.520000 sec): 3 clusters Score: Raw -1468189.503087 + Penalty 3073.742454 = -1465115.760633 nChanged 7 SP:Iteration 64Q (736.540000 sec): 3 clusters Score: Raw -1468190.476726 + Penalty 3073.742454 = -1465116.734272 nChanged 6 SP:Iteration 65Q (736.570000 sec): 3 clusters Score: Raw -1468191.608491 + Penalty 3073.742454 = -1465117.866037 nChanged 4 SP:Iteration 66Q (736.600000 sec): 3 clusters Score: Raw -1468192.057720 + Penalty 3073.742454 = -1465118.315266 nChanged 5 SP:Iteration 67Q (736.620000 sec): 3 clusters Score: Raw -1468192.760169 + Penalty 3073.742454 = -1465119.017715 nChanged 3 SP:Iteration 68Q (736.650000 sec): 3 clusters Score: Raw -1468193.174978 + Penalty 3073.742454 = -1465119.432524 nChanged 5 SP:Iteration 69Q (736.680000 sec): 3 clusters Score: Raw -1468194.234943 + Penalty 3073.742454 = -1465120.492488 nChanged 6 SP:Iteration 70Q (736.700000 sec): 3 clusters Score: Raw -1468195.182800 + Penalty 3073.742454 = -1465121.440346 nChanged 7 SP:Iteration 71Q (736.730000 sec): 3 clusters Score: Raw -1468196.659029 + Penalty 3073.742454 = -1465122.916575 nChanged 5 SP:Iteration 72Q (736.760000 sec): 3 clusters Score: Raw -1468197.224316 + Penalty 3073.742454 = -1465123.481862 nChanged 4 SP:Iteration 73Q (736.780000 sec): 3 clusters Score: Raw -1468197.566571 + Penalty 3073.742454 = -1465123.824117 nChanged 1 SP:Iteration 74Q (736.810000 sec): 3 clusters Score: Raw -1468197.857535 + Penalty 3073.742454 = -1465124.115080 nChanged 1 SP:Iteration 75Q (736.840000 sec): 3 clusters Score: Raw -1468198.231214 + Penalty 3073.742454 = -1465124.488759 nChanged 2 SP:Iteration 76Q (736.860000 sec): 3 clusters Score: Raw -1468198.551096 + Penalty 3073.742454 = -1465124.808642 nChanged 1 SP:Iteration 77Q (736.890000 sec): 3 clusters Score: Raw -1468198.647493 + Penalty 3073.742454 = -1465124.905039 nChanged 2 SP:Iteration 78Q (736.910000 sec): 3 clusters Score: Raw -1468198.741509 + Penalty 3073.742454 = -1465124.999054 nChanged 0 SP:Iteration 79F (736.950000 sec): 3 clusters Score: Raw -1468198.741509 + Penalty 3073.742454 = -1465124.999054 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 12 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.960000 sec): 2 clusters Score: Raw -20933.861181 + Penalty 855.187156 = -20078.674025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.960000 sec): 3 clusters Score: Raw -21018.009669 + Penalty 1710.374311 = -19307.635358 nChanged 19 SP:Iteration 1F (736.960000 sec): 3 clusters Score: Raw -21058.400031 + Penalty 1710.374311 = -19348.025720 nChanged 1 SP:Iteration 2Q (736.960000 sec): 3 clusters Score: Raw -21060.236471 + Penalty 1710.374311 = -19349.862160 nChanged 0 SP:Iteration 3F (736.960000 sec): 3 clusters Score: Raw -21060.236471 + Penalty 1710.374311 = -19349.862160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 13 (41493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.090000 sec): 2 clusters Score: Raw -4860794.043699 + Penalty 1727.908003 = -4859066.135697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.200000 sec): 3 clusters Score: Raw -4834683.714178 + Penalty 3455.816006 = -4831227.898172 nChanged 19363 SP:Iteration 1F (737.310000 sec): 3 clusters Score: Raw -4845885.796525 + Penalty 3455.816006 = -4842429.980519 nChanged 1900 SP:Iteration 2Q (737.420000 sec): 3 clusters Score: Raw -4846578.446229 + Penalty 3455.816006 = -4843122.630223 nChanged 1974 SP:Iteration 3Q (737.540000 sec): 3 clusters Score: Raw -4847419.333851 + Penalty 3455.816006 = -4843963.517845 nChanged 2144 SP:Iteration 4F (737.650000 sec): 3 clusters Score: Raw -4848510.969197 + Penalty 3455.816006 = -4845055.153192 nChanged 2332 SP:Iteration 5F (737.760000 sec): 3 clusters Score: Raw -4849886.358483 + Penalty 3455.816006 = -4846430.542477 nChanged 2474 SP:Iteration 6F (737.870000 sec): 3 clusters Score: Raw -4851616.836173 + Penalty 3455.816006 = -4848161.020167 nChanged 2624 SP:Iteration 7F (737.980000 sec): 3 clusters Score: Raw -4853565.310951 + Penalty 3455.816006 = -4850109.494945 nChanged 2407 SP:Iteration 8F (738.090000 sec): 3 clusters Score: Raw -4855131.082212 + Penalty 3455.816006 = -4851675.266206 nChanged 1822 SP:Iteration 9Q (738.200000 sec): 3 clusters Score: Raw -4856021.964931 + Penalty 3455.816006 = -4852566.148925 nChanged 1229 SP:Iteration 10Q (738.300000 sec): 3 clusters Score: Raw -4856404.460099 + Penalty 3455.816006 = -4852948.644094 nChanged 730 SP:Iteration 11Q (738.410000 sec): 3 clusters Score: Raw -4856581.240188 + Penalty 3455.816006 = -4853125.424182 nChanged 557 SP:Iteration 12Q (738.520000 sec): 3 clusters Score: Raw -4856698.859019 + Penalty 3455.816006 = -4853243.043013 nChanged 432 SP:Iteration 13Q (738.620000 sec): 3 clusters Score: Raw -4856791.526115 + Penalty 3455.816006 = -4853335.710109 nChanged 372 SP:Iteration 14Q (738.730000 sec): 3 clusters Score: Raw -4856863.859973 + Penalty 3455.816006 = -4853408.043968 nChanged 359 SP:Iteration 15Q (738.830000 sec): 3 clusters Score: Raw -4856927.695608 + Penalty 3455.816006 = -4853471.879603 nChanged 304 SP:Iteration 16Q (738.940000 sec): 3 clusters Score: Raw -4856975.349718 + Penalty 3455.816006 = -4853519.533712 nChanged 246 SP:Iteration 17Q (739.040000 sec): 3 clusters Score: Raw -4857010.576764 + Penalty 3455.816006 = -4853554.760758 nChanged 223 SP:Iteration 18Q (739.150000 sec): 3 clusters Score: Raw -4857041.681252 + Penalty 3455.816006 = -4853585.865246 nChanged 234 SP:Iteration 19Q (739.260000 sec): 3 clusters Score: Raw -4857074.873537 + Penalty 3455.816006 = -4853619.057531 nChanged 218 SP:Iteration 20F (739.360000 sec): 3 clusters Score: Raw -4857104.612169 + Penalty 3455.816006 = -4853648.796163 nChanged 195 SP:Iteration 21Q (739.470000 sec): 3 clusters Score: Raw -4857129.326724 + Penalty 3455.816006 = -4853673.510718 nChanged 186 SP:Iteration 22Q (739.580000 sec): 3 clusters Score: Raw -4857149.098394 + Penalty 3455.816006 = -4853693.282389 nChanged 168 SP:Iteration 23Q (739.680000 sec): 3 clusters Score: Raw -4857167.733888 + Penalty 3455.816006 = -4853711.917883 nChanged 188 SP:Iteration 24Q (739.790000 sec): 3 clusters Score: Raw -4857189.403451 + Penalty 3455.816006 = -4853733.587446 nChanged 192 SP:Iteration 25Q (739.890000 sec): 3 clusters Score: Raw -4857211.024787 + Penalty 3455.816006 = -4853755.208781 nChanged 188 SP:Iteration 26Q (740.000000 sec): 3 clusters Score: Raw -4857231.659329 + Penalty 3455.816006 = -4853775.843324 nChanged 196 SP:Iteration 27Q (740.100000 sec): 3 clusters Score: Raw -4857254.422412 + Penalty 3455.816006 = -4853798.606406 nChanged 208 SP:Iteration 28Q (740.210000 sec): 3 clusters Score: Raw -4857279.416230 + Penalty 3455.816006 = -4853823.600224 nChanged 203 SP:Iteration 29Q (740.320000 sec): 3 clusters Score: Raw -4857301.884739 + Penalty 3455.816006 = -4853846.068733 nChanged 196 SP:Iteration 30Q (740.420000 sec): 3 clusters Score: Raw -4857325.450783 + Penalty 3455.816006 = -4853869.634777 nChanged 216 SP:Iteration 31Q (740.530000 sec): 3 clusters Score: Raw -4857349.101951 + Penalty 3455.816006 = -4853893.285945 nChanged 205 SP:Iteration 32Q (740.630000 sec): 3 clusters Score: Raw -4857372.098117 + Penalty 3455.816006 = -4853916.282112 nChanged 200 SP:Iteration 33Q (740.740000 sec): 3 clusters Score: Raw -4857394.282516 + Penalty 3455.816006 = -4853938.466510 nChanged 191 SP:Iteration 34Q (740.850000 sec): 3 clusters Score: Raw -4857413.286138 + Penalty 3455.816006 = -4853957.470132 nChanged 169 SP:Iteration 35Q (740.950000 sec): 3 clusters Score: Raw -4857429.745426 + Penalty 3455.816006 = -4853973.929420 nChanged 184 SP:Iteration 36Q (741.060000 sec): 3 clusters Score: Raw -4857448.820574 + Penalty 3455.816006 = -4853993.004569 nChanged 190 SP:Iteration 37Q (741.160000 sec): 3 clusters Score: Raw -4857468.826931 + Penalty 3455.816006 = -4854013.010925 nChanged 177 SP:Iteration 38Q (741.270000 sec): 3 clusters Score: Raw -4857487.224796 + Penalty 3455.816006 = -4854031.408790 nChanged 188 SP:Iteration 39Q (741.370000 sec): 3 clusters Score: Raw -4857506.935496 + Penalty 3455.816006 = -4854051.119490 nChanged 185 SP:Iteration 40F (741.480000 sec): 3 clusters Score: Raw -4857528.385031 + Penalty 3455.816006 = -4854072.569025 nChanged 192 SP:Iteration 41Q (741.590000 sec): 3 clusters Score: Raw -4857551.850471 + Penalty 3455.816006 = -4854096.034466 nChanged 186 SP:Iteration 42Q (741.700000 sec): 3 clusters Score: Raw -4857572.452076 + Penalty 3455.816006 = -4854116.636070 nChanged 194 SP:Iteration 43Q (741.800000 sec): 3 clusters Score: Raw -4857594.160620 + Penalty 3455.816006 = -4854138.344614 nChanged 197 SP:Iteration 44Q (741.910000 sec): 3 clusters Score: Raw -4857617.666765 + Penalty 3455.816006 = -4854161.850760 nChanged 189 SP:Iteration 45Q (742.010000 sec): 3 clusters Score: Raw -4857639.448094 + Penalty 3455.816006 = -4854183.632089 nChanged 179 SP:Iteration 46Q (742.110000 sec): 3 clusters Score: Raw -4857657.203118 + Penalty 3455.816006 = -4854201.387112 nChanged 171 SP:Iteration 47Q (742.220000 sec): 3 clusters Score: Raw -4857673.274570 + Penalty 3455.816006 = -4854217.458565 nChanged 172 SP:Iteration 48Q (742.320000 sec): 3 clusters Score: Raw -4857690.159257 + Penalty 3455.816006 = -4854234.343251 nChanged 183 SP:Iteration 49Q (742.420000 sec): 3 clusters Score: Raw -4857710.589398 + Penalty 3455.816006 = -4854254.773392 nChanged 194 SP:Iteration 50Q (742.530000 sec): 3 clusters Score: Raw -4857732.567729 + Penalty 3455.816006 = -4854276.751723 nChanged 191 SP:Iteration 51Q (742.630000 sec): 3 clusters Score: Raw -4857754.557446 + Penalty 3455.816006 = -4854298.741440 nChanged 196 SP:Iteration 52Q (742.730000 sec): 3 clusters Score: Raw -4857775.448511 + Penalty 3455.816006 = -4854319.632505 nChanged 181 SP:Iteration 53Q (742.830000 sec): 3 clusters Score: Raw -4857794.965942 + Penalty 3455.816006 = -4854339.149937 nChanged 200 SP:Iteration 54Q (742.930000 sec): 3 clusters Score: Raw -4857818.551056 + Penalty 3455.816006 = -4854362.735051 nChanged 203 SP:Iteration 55Q (743.030000 sec): 3 clusters Score: Raw -4857843.206138 + Penalty 3455.816006 = -4854387.390132 nChanged 201 SP:Iteration 56Q (743.130000 sec): 3 clusters Score: Raw -4857868.210557 + Penalty 3455.816006 = -4854412.394551 nChanged 219 SP:Iteration 57Q (743.230000 sec): 3 clusters Score: Raw -4857899.196040 + Penalty 3455.816006 = -4854443.380034 nChanged 218 SP:Iteration 58Q (743.330000 sec): 3 clusters Score: Raw -4857928.540833 + Penalty 3455.816006 = -4854472.724827 nChanged 223 SP:Iteration 59Q (743.430000 sec): 3 clusters Score: Raw -4857957.788231 + Penalty 3455.816006 = -4854501.972225 nChanged 228 SP:Iteration 60F (743.540000 sec): 3 clusters Score: Raw -4857989.559116 + Penalty 3455.816006 = -4854533.743110 nChanged 231 SP:Iteration 61Q (743.640000 sec): 3 clusters Score: Raw -4858022.650049 + Penalty 3455.816006 = -4854566.834044 nChanged 238 SP:Iteration 62Q (743.740000 sec): 3 clusters Score: Raw -4858056.984546 + Penalty 3455.816006 = -4854601.168541 nChanged 240 SP:Iteration 63Q (743.840000 sec): 3 clusters Score: Raw -4858093.138168 + Penalty 3455.816006 = -4854637.322162 nChanged 223 SP:Iteration 64Q (743.940000 sec): 3 clusters Score: Raw -4858128.676505 + Penalty 3455.816006 = -4854672.860499 nChanged 232 SP:Iteration 65Q (744.040000 sec): 3 clusters Score: Raw -4858164.917187 + Penalty 3455.816006 = -4854709.101181 nChanged 237 SP:Iteration 66Q (744.140000 sec): 3 clusters Score: Raw -4858203.957308 + Penalty 3455.816006 = -4854748.141303 nChanged 268 SP:Iteration 67Q (744.240000 sec): 3 clusters Score: Raw -4858252.759298 + Penalty 3455.816006 = -4854796.943292 nChanged 278 SP:Iteration 68Q (744.330000 sec): 3 clusters Score: Raw -4858302.283430 + Penalty 3455.816006 = -4854846.467424 nChanged 285 SP:Iteration 69Q (744.430000 sec): 3 clusters Score: Raw -4858352.730718 + Penalty 3455.816006 = -4854896.914713 nChanged 299 SP:Iteration 70Q (744.530000 sec): 3 clusters Score: Raw -4858410.608398 + Penalty 3455.816006 = -4854954.792393 nChanged 294 SP:Iteration 71Q (744.630000 sec): 3 clusters Score: Raw -4858466.670749 + Penalty 3455.816006 = -4855010.854743 nChanged 316 SP:Iteration 72Q (744.720000 sec): 3 clusters Score: Raw -4858524.940390 + Penalty 3455.816006 = -4855069.124384 nChanged 299 SP:Iteration 73Q (744.810000 sec): 3 clusters Score: Raw -4858581.553637 + Penalty 3455.816006 = -4855125.737631 nChanged 308 SP:Iteration 74Q (744.910000 sec): 3 clusters Score: Raw -4858640.826107 + Penalty 3455.816006 = -4855185.010102 nChanged 286 SP:Iteration 75Q (745.010000 sec): 3 clusters Score: Raw -4858693.033592 + Penalty 3455.816006 = -4855237.217587 nChanged 263 SP:Iteration 76Q (745.100000 sec): 3 clusters Score: Raw -4858743.531334 + Penalty 3455.816006 = -4855287.715329 nChanged 270 SP:Iteration 77Q (745.190000 sec): 3 clusters Score: Raw -4858798.510718 + Penalty 3455.816006 = -4855342.694712 nChanged 283 SP:Iteration 78Q (745.280000 sec): 3 clusters Score: Raw -4858861.307174 + Penalty 3455.816006 = -4855405.491169 nChanged 285 SP:Iteration 79Q (745.370000 sec): 3 clusters Score: Raw -4858922.304568 + Penalty 3455.816006 = -4855466.488562 nChanged 263 SP:Iteration 80F (745.480000 sec): 3 clusters Score: Raw -4858984.345088 + Penalty 3455.816006 = -4855528.529082 nChanged 265 SP:Iteration 81Q (745.570000 sec): 3 clusters Score: Raw -4859053.029663 + Penalty 3455.816006 = -4855597.213657 nChanged 256 SP:Iteration 82Q (745.670000 sec): 3 clusters Score: Raw -4859116.651726 + Penalty 3455.816006 = -4855660.835720 nChanged 258 SP:Iteration 83Q (745.750000 sec): 3 clusters Score: Raw -4859180.316527 + Penalty 3455.816006 = -4855724.500522 nChanged 264 SP:Iteration 84Q (745.850000 sec): 3 clusters Score: Raw -4859246.470492 + Penalty 3455.816006 = -4855790.654486 nChanged 272 SP:Iteration 85Q (745.930000 sec): 3 clusters Score: Raw -4859311.278106 + Penalty 3455.816006 = -4855855.462100 nChanged 238 SP:Iteration 86Q (746.020000 sec): 3 clusters Score: Raw -4859367.479883 + Penalty 3455.816006 = -4855911.663877 nChanged 239 SP:Iteration 87Q (746.110000 sec): 3 clusters Score: Raw -4859428.447344 + Penalty 3455.816006 = -4855972.631338 nChanged 243 SP:Iteration 88Q (746.200000 sec): 3 clusters Score: Raw -4859486.697650 + Penalty 3455.816006 = -4856030.881645 nChanged 210 SP:Iteration 89Q (746.290000 sec): 3 clusters Score: Raw -4859536.793529 + Penalty 3455.816006 = -4856080.977523 nChanged 207 SP:Iteration 90Q (746.370000 sec): 3 clusters Score: Raw -4859585.714288 + Penalty 3455.816006 = -4856129.898282 nChanged 203 SP:Iteration 91Q (746.460000 sec): 3 clusters Score: Raw -4859639.665859 + Penalty 3455.816006 = -4856183.849854 nChanged 203 SP:Iteration 92Q (746.540000 sec): 3 clusters Score: Raw -4859700.009630 + Penalty 3455.816006 = -4856244.193624 nChanged 219 SP:Iteration 93Q (746.630000 sec): 3 clusters Score: Raw -4859765.736209 + Penalty 3455.816006 = -4856309.920203 nChanged 206 SP:Iteration 94Q (746.710000 sec): 3 clusters Score: Raw -4859827.636519 + Penalty 3455.816006 = -4856371.820513 nChanged 215 SP:Iteration 95Q (746.800000 sec): 3 clusters Score: Raw -4859890.919314 + Penalty 3455.816006 = -4856435.103309 nChanged 207 SP:Iteration 96Q (746.880000 sec): 3 clusters Score: Raw -4859956.469624 + Penalty 3455.816006 = -4856500.653619 nChanged 208 SP:Iteration 97Q (746.960000 sec): 3 clusters Score: Raw -4860028.564961 + Penalty 3455.816006 = -4856572.748955 nChanged 184 SP:Iteration 98Q (747.050000 sec): 3 clusters Score: Raw -4860088.545218 + Penalty 3455.816006 = -4856632.729212 nChanged 174 SP:Iteration 99Q (747.130000 sec): 3 clusters Score: Raw -4860144.230515 + Penalty 3455.816006 = -4856688.414510 nChanged 157 SP:Iteration 100F (747.230000 sec): 3 clusters Score: Raw -4860196.187865 + Penalty 3455.816006 = -4856740.371859 nChanged 161 SP:Iteration 101Q (747.320000 sec): 3 clusters Score: Raw -4860245.731659 + Penalty 3455.816006 = -4856789.915653 nChanged 135 SP:Iteration 102Q (747.400000 sec): 3 clusters Score: Raw -4860286.748178 + Penalty 3455.816006 = -4856830.932172 nChanged 118 SP:Iteration 103Q (747.480000 sec): 3 clusters Score: Raw -4860324.090460 + Penalty 3455.816006 = -4856868.274455 nChanged 110 SP:Iteration 104Q (747.560000 sec): 3 clusters Score: Raw -4860361.613002 + Penalty 3455.816006 = -4856905.796996 nChanged 113 SP:Iteration 105Q (747.640000 sec): 3 clusters Score: Raw -4860399.459391 + Penalty 3455.816006 = -4856943.643386 nChanged 109 SP:Iteration 106Q (747.720000 sec): 3 clusters Score: Raw -4860435.987727 + Penalty 3455.816006 = -4856980.171722 nChanged 99 SP:Iteration 107Q (747.800000 sec): 3 clusters Score: Raw -4860471.706449 + Penalty 3455.816006 = -4857015.890444 nChanged 97 SP:Iteration 108Q (747.880000 sec): 3 clusters Score: Raw -4860504.330704 + Penalty 3455.816006 = -4857048.514698 nChanged 90 SP:Iteration 109Q (747.960000 sec): 3 clusters Score: Raw -4860535.203843 + Penalty 3455.816006 = -4857079.387837 nChanged 82 SP:Iteration 110Q (748.040000 sec): 3 clusters Score: Raw -4860561.306384 + Penalty 3455.816006 = -4857105.490378 nChanged 76 SP:Iteration 111Q (748.110000 sec): 3 clusters Score: Raw -4860583.482172 + Penalty 3455.816006 = -4857127.666166 nChanged 72 SP:Iteration 112Q (748.190000 sec): 3 clusters Score: Raw -4860607.113166 + Penalty 3455.816006 = -4857151.297161 nChanged 70 SP:Iteration 113Q (748.270000 sec): 3 clusters Score: Raw -4860633.885929 + Penalty 3455.816006 = -4857178.069923 nChanged 58 SP:Iteration 114Q (748.350000 sec): 3 clusters Score: Raw -4860656.399061 + Penalty 3455.816006 = -4857200.583056 nChanged 61 SP:Iteration 115Q (748.430000 sec): 3 clusters Score: Raw -4860677.788315 + Penalty 3455.816006 = -4857221.972309 nChanged 47 SP:Iteration 116Q (748.500000 sec): 3 clusters Score: Raw -4860693.664145 + Penalty 3455.816006 = -4857237.848139 nChanged 53 SP:Iteration 117Q (748.580000 sec): 3 clusters Score: Raw -4860716.194556 + Penalty 3455.816006 = -4857260.378551 nChanged 51 SP:Iteration 118Q (748.660000 sec): 3 clusters Score: Raw -4860735.622632 + Penalty 3455.816006 = -4857279.806627 nChanged 46 SP:Iteration 119Q (748.730000 sec): 3 clusters Score: Raw -4860753.752829 + Penalty 3455.816006 = -4857297.936823 nChanged 49 SP:Iteration 120F (748.840000 sec): 3 clusters Score: Raw -4860775.898893 + Penalty 3455.816006 = -4857320.082888 nChanged 49 SP:Iteration 121Q (748.920000 sec): 3 clusters Score: Raw -4860795.746248 + Penalty 3455.816006 = -4857339.930242 nChanged 49 SP:Iteration 122Q (748.990000 sec): 3 clusters Score: Raw -4860820.956859 + Penalty 3455.816006 = -4857365.140853 nChanged 52 SP:Iteration 123Q (749.070000 sec): 3 clusters Score: Raw -4860847.220892 + Penalty 3455.816006 = -4857391.404886 nChanged 47 SP:Iteration 124Q (749.150000 sec): 3 clusters Score: Raw -4860871.371350 + Penalty 3455.816006 = -4857415.555345 nChanged 30 SP:Iteration 125Q (749.220000 sec): 3 clusters Score: Raw -4860884.157749 + Penalty 3455.816006 = -4857428.341743 nChanged 21 SP:Iteration 126Q (749.300000 sec): 3 clusters Score: Raw -4860892.188587 + Penalty 3455.816006 = -4857436.372581 nChanged 22 SP:Iteration 127Q (749.370000 sec): 3 clusters Score: Raw -4860901.290671 + Penalty 3455.816006 = -4857445.474665 nChanged 19 SP:Iteration 128Q (749.450000 sec): 3 clusters Score: Raw -4860909.797926 + Penalty 3455.816006 = -4857453.981921 nChanged 14 SP:Iteration 129Q (749.530000 sec): 3 clusters Score: Raw -4860916.048130 + Penalty 3455.816006 = -4857460.232125 nChanged 20 SP:Iteration 130Q (749.600000 sec): 3 clusters Score: Raw -4860924.510436 + Penalty 3455.816006 = -4857468.694430 nChanged 14 SP:Iteration 131Q (749.680000 sec): 3 clusters Score: Raw -4860931.732281 + Penalty 3455.816006 = -4857475.916276 nChanged 12 SP:Iteration 132Q (749.750000 sec): 3 clusters Score: Raw -4860936.805036 + Penalty 3455.816006 = -4857480.989030 nChanged 15 SP:Iteration 133Q (749.830000 sec): 3 clusters Score: Raw -4860943.661436 + Penalty 3455.816006 = -4857487.845430 nChanged 8 SP:Iteration 134Q (749.910000 sec): 3 clusters Score: Raw -4860948.795086 + Penalty 3455.816006 = -4857492.979081 nChanged 11 SP:Iteration 135Q (749.980000 sec): 3 clusters Score: Raw -4860956.090363 + Penalty 3455.816006 = -4857500.274358 nChanged 16 SP:Iteration 136Q (750.060000 sec): 3 clusters Score: Raw -4860963.809586 + Penalty 3455.816006 = -4857507.993580 nChanged 9 SP:Iteration 137Q (750.130000 sec): 3 clusters Score: Raw -4860968.170137 + Penalty 3455.816006 = -4857512.354131 nChanged 12 SP:Iteration 138Q (750.210000 sec): 3 clusters Score: Raw -4860974.305164 + Penalty 3455.816006 = -4857518.489158 nChanged 8 SP:Iteration 139Q (750.290000 sec): 3 clusters Score: Raw -4860977.063260 + Penalty 3455.816006 = -4857521.247254 nChanged 4 SP:Iteration 140F (750.390000 sec): 3 clusters Score: Raw -4860978.218272 + Penalty 3455.816006 = -4857522.402266 nChanged 2 SP:Iteration 141Q (750.470000 sec): 3 clusters Score: Raw -4860979.394539 + Penalty 3455.816006 = -4857523.578533 nChanged 4 SP:Iteration 142Q (750.550000 sec): 3 clusters Score: Raw -4860981.182852 + Penalty 3455.816006 = -4857525.366846 nChanged 3 SP:Iteration 143Q (750.620000 sec): 3 clusters Score: Raw -4860983.089465 + Penalty 3455.816006 = -4857527.273460 nChanged 4 SP:Iteration 144Q (750.700000 sec): 3 clusters Score: Raw -4860985.013819 + Penalty 3455.816006 = -4857529.197813 nChanged 3 SP:Iteration 145Q (750.770000 sec): 3 clusters Score: Raw -4860987.500467 + Penalty 3455.816006 = -4857531.684461 nChanged 9 SP:Iteration 146Q (750.850000 sec): 3 clusters Score: Raw -4860991.673523 + Penalty 3455.816006 = -4857535.857518 nChanged 8 SP:Iteration 147Q (750.920000 sec): 3 clusters Score: Raw -4860995.504501 + Penalty 3455.816006 = -4857539.688495 nChanged 9 SP:Iteration 148Q (751.000000 sec): 3 clusters Score: Raw -4861001.217048 + Penalty 3455.816006 = -4857545.401043 nChanged 6 SP:Iteration 149Q (751.070000 sec): 3 clusters Score: Raw -4861004.109499 + Penalty 3455.816006 = -4857548.293493 nChanged 4 SP:Iteration 150Q (751.150000 sec): 3 clusters Score: Raw -4861005.665254 + Penalty 3455.816006 = -4857549.849249 nChanged 4 SP:Iteration 151Q (751.220000 sec): 3 clusters Score: Raw -4861006.566026 + Penalty 3455.816006 = -4857550.750020 nChanged 3 SP:Iteration 152Q (751.300000 sec): 3 clusters Score: Raw -4861008.433615 + Penalty 3455.816006 = -4857552.617610 nChanged 2 SP:Iteration 153Q (751.370000 sec): 3 clusters Score: Raw -4861009.112061 + Penalty 3455.816006 = -4857553.296055 nChanged 1 SP:Iteration 154Q (751.450000 sec): 3 clusters Score: Raw -4861009.326805 + Penalty 3455.816006 = -4857553.510799 nChanged 0 SP:Iteration 155F (751.560000 sec): 3 clusters Score: Raw -4861009.326805 + Penalty 3455.816006 = -4857553.510799 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 14 (13821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.610000 sec): 2 clusters Score: Raw -1623915.431395 + Penalty 1549.265974 = -1622366.165422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.640000 sec): 3 clusters Score: Raw -1615881.264593 + Penalty 3098.531947 = -1612782.732645 nChanged 6036 SP:Iteration 1F (751.680000 sec): 3 clusters Score: Raw -1619139.350074 + Penalty 3098.531947 = -1616040.818127 nChanged 731 SP:Iteration 2F (751.710000 sec): 3 clusters Score: Raw -1619394.854129 + Penalty 3098.531947 = -1616296.322181 nChanged 618 SP:Iteration 3Q (751.750000 sec): 3 clusters Score: Raw -1619616.867838 + Penalty 3098.531947 = -1616518.335891 nChanged 620 SP:Iteration 4Q (751.790000 sec): 3 clusters Score: Raw -1619871.852750 + Penalty 3098.531947 = -1616773.320802 nChanged 686 SP:Iteration 5Q (751.820000 sec): 3 clusters Score: Raw -1620217.779193 + Penalty 3098.531947 = -1617119.247246 nChanged 792 SP:Iteration 6F (751.850000 sec): 3 clusters Score: Raw -1620704.481881 + Penalty 3098.531947 = -1617605.949934 nChanged 923 SP:Iteration 7F (751.890000 sec): 3 clusters Score: Raw -1621407.212777 + Penalty 3098.531947 = -1618308.680829 nChanged 972 SP:Iteration 8F (751.930000 sec): 3 clusters Score: Raw -1622253.457148 + Penalty 3098.531947 = -1619154.925200 nChanged 859 SP:Iteration 9F (751.960000 sec): 3 clusters Score: Raw -1623096.736534 + Penalty 3098.531947 = -1619998.204586 nChanged 677 SP:Iteration 10Q (752.000000 sec): 3 clusters Score: Raw -1623799.868143 + Penalty 3098.531947 = -1620701.336195 nChanged 374 SP:Iteration 11Q (752.030000 sec): 3 clusters Score: Raw -1624163.825765 + Penalty 3098.531947 = -1621065.293817 nChanged 177 SP:Iteration 12Q (752.070000 sec): 3 clusters Score: Raw -1624330.497991 + Penalty 3098.531947 = -1621231.966043 nChanged 86 SP:Iteration 13Q (752.100000 sec): 3 clusters Score: Raw -1624397.485742 + Penalty 3098.531947 = -1621298.953795 nChanged 54 SP:Iteration 14Q (752.130000 sec): 3 clusters Score: Raw -1624435.807328 + Penalty 3098.531947 = -1621337.275380 nChanged 26 SP:Iteration 15Q (752.160000 sec): 3 clusters Score: Raw -1624450.404391 + Penalty 3098.531947 = -1621351.872444 nChanged 12 SP:Iteration 16Q (752.190000 sec): 3 clusters Score: Raw -1624463.052200 + Penalty 3098.531947 = -1621364.520253 nChanged 14 SP:Iteration 17Q (752.210000 sec): 3 clusters Score: Raw -1624470.257196 + Penalty 3098.531947 = -1621371.725249 nChanged 14 SP:Iteration 18Q (752.240000 sec): 3 clusters Score: Raw -1624478.949008 + Penalty 3098.531947 = -1621380.417060 nChanged 7 SP:Iteration 19Q (752.270000 sec): 3 clusters Score: Raw -1624488.053037 + Penalty 3098.531947 = -1621389.521089 nChanged 7 SP:Iteration 20F (752.310000 sec): 3 clusters Score: Raw -1624493.787078 + Penalty 3098.531947 = -1621395.255131 nChanged 4 SP:Iteration 21Q (752.340000 sec): 3 clusters Score: Raw -1624496.237014 + Penalty 3098.531947 = -1621397.705067 nChanged 3 SP:Iteration 22Q (752.370000 sec): 3 clusters Score: Raw -1624498.939400 + Penalty 3098.531947 = -1621400.407453 nChanged 2 SP:Iteration 23Q (752.390000 sec): 3 clusters Score: Raw -1624500.394930 + Penalty 3098.531947 = -1621401.862983 nChanged 2 SP:Iteration 24Q (752.420000 sec): 3 clusters Score: Raw -1624501.294858 + Penalty 3098.531947 = -1621402.762910 nChanged 0 SP:Iteration 25F (752.460000 sec): 3 clusters Score: Raw -1624501.294858 + Penalty 3098.531947 = -1621402.762910 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 15 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.470000 sec): 2 clusters Score: Raw -81430.173091 + Penalty 1073.140871 = -80357.032219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.470000 sec): 3 clusters Score: Raw -81260.158544 + Penalty 2146.281743 = -79113.876801 nChanged 191 SP:Iteration 1F (752.480000 sec): 3 clusters Score: Raw -81461.364296 + Penalty 2146.281743 = -79315.082553 nChanged 37 SP:Iteration 2F (752.480000 sec): 3 clusters Score: Raw -81513.258489 + Penalty 2146.281743 = -79366.976746 nChanged 29 SP:Iteration 3Q (752.480000 sec): 3 clusters Score: Raw -81552.724866 + Penalty 2146.281743 = -79406.443123 nChanged 21 SP:Iteration 4Q (752.480000 sec): 3 clusters Score: Raw -81579.755854 + Penalty 2146.281743 = -79433.474111 nChanged 14 SP:Iteration 5Q (752.480000 sec): 3 clusters Score: Raw -81595.616070 + Penalty 2146.281743 = -79449.334327 nChanged 13 SP:Iteration 6Q (752.490000 sec): 3 clusters Score: Raw -81621.310674 + Penalty 2146.281743 = -79475.028931 nChanged 16 SP:Iteration 7Q (752.490000 sec): 3 clusters Score: Raw -81643.685484 + Penalty 2146.281743 = -79497.403741 nChanged 20 SP:Iteration 8Q (752.490000 sec): 3 clusters Score: Raw -81677.511940 + Penalty 2146.281743 = -79531.230197 nChanged 14 SP:Iteration 9Q (752.490000 sec): 3 clusters Score: Raw -81694.082399 + Penalty 2146.281743 = -79547.800656 nChanged 8 SP:Iteration 10Q (752.490000 sec): 3 clusters Score: Raw -81706.807761 + Penalty 2146.281743 = -79560.526018 nChanged 6 SP:Iteration 11Q (752.490000 sec): 3 clusters Score: Raw -81717.392578 + Penalty 2146.281743 = -79571.110835 nChanged 6 SP:Iteration 12Q (752.500000 sec): 3 clusters Score: Raw -81724.184881 + Penalty 2146.281743 = -79577.903138 nChanged 7 SP:Iteration 13Q (752.500000 sec): 3 clusters Score: Raw -81745.107398 + Penalty 2146.281743 = -79598.825655 nChanged 13 SP:Iteration 14Q (752.500000 sec): 3 clusters Score: Raw -81766.459533 + Penalty 2146.281743 = -79620.177790 nChanged 12 SP:Iteration 15Q (752.500000 sec): 3 clusters Score: Raw -81786.521520 + Penalty 2146.281743 = -79640.239777 nChanged 7 SP:Iteration 16Q (752.500000 sec): 3 clusters Score: Raw -81796.807438 + Penalty 2146.281743 = -79650.525695 nChanged 4 SP:Iteration 17Q (752.510000 sec): 3 clusters Score: Raw -81798.983083 + Penalty 2146.281743 = -79652.701340 nChanged 2 SP:Iteration 18Q (752.510000 sec): 3 clusters Score: Raw -81801.553883 + Penalty 2146.281743 = -79655.272140 nChanged 4 SP:Iteration 19Q (752.510000 sec): 3 clusters Score: Raw -81806.988090 + Penalty 2146.281743 = -79660.706347 nChanged 4 SP:Iteration 20F (752.510000 sec): 3 clusters Score: Raw -81812.932185 + Penalty 2146.281743 = -79666.650442 nChanged 2 SP:Iteration 21Q (752.510000 sec): 3 clusters Score: Raw -81816.403423 + Penalty 2146.281743 = -79670.121680 nChanged 0 SP:Iteration 22F (752.510000 sec): 3 clusters Score: Raw -81816.403423 + Penalty 2146.281743 = -79670.121680 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 16 (3021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.530000 sec): 2 clusters Score: Raw -355502.223238 + Penalty 1302.168267 = -354200.054971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.530000 sec): 3 clusters Score: Raw -354093.262176 + Penalty 2604.336534 = -351488.925642 nChanged 1097 SP:Iteration 1F (752.540000 sec): 3 clusters Score: Raw -354752.671737 + Penalty 2604.336534 = -352148.335203 nChanged 206 SP:Iteration 2F (752.550000 sec): 3 clusters Score: Raw -354877.318784 + Penalty 2604.336534 = -352272.982250 nChanged 131 SP:Iteration 3Q (752.560000 sec): 3 clusters Score: Raw -354936.671995 + Penalty 2604.336534 = -352332.335461 nChanged 95 SP:Iteration 4Q (752.570000 sec): 3 clusters Score: Raw -354980.329828 + Penalty 2604.336534 = -352375.993294 nChanged 73 SP:Iteration 5Q (752.570000 sec): 3 clusters Score: Raw -355014.937081 + Penalty 2604.336534 = -352410.600547 nChanged 61 SP:Iteration 6Q (752.580000 sec): 3 clusters Score: Raw -355043.882320 + Penalty 2604.336534 = -352439.545786 nChanged 52 SP:Iteration 7Q (752.590000 sec): 3 clusters Score: Raw -355071.473291 + Penalty 2604.336534 = -352467.136757 nChanged 63 SP:Iteration 8Q (752.590000 sec): 3 clusters Score: Raw -355107.681345 + Penalty 2604.336534 = -352503.344811 nChanged 54 SP:Iteration 9Q (752.600000 sec): 3 clusters Score: Raw -355136.759993 + Penalty 2604.336534 = -352532.423459 nChanged 54 SP:Iteration 10Q (752.610000 sec): 3 clusters Score: Raw -355161.745210 + Penalty 2604.336534 = -352557.408676 nChanged 58 SP:Iteration 11Q (752.620000 sec): 3 clusters Score: Raw -355190.993429 + Penalty 2604.336534 = -352586.656895 nChanged 50 SP:Iteration 12Q (752.630000 sec): 3 clusters Score: Raw -355214.310284 + Penalty 2604.336534 = -352609.973750 nChanged 44 SP:Iteration 13Q (752.630000 sec): 3 clusters Score: Raw -355233.766646 + Penalty 2604.336534 = -352629.430112 nChanged 48 SP:Iteration 14Q (752.640000 sec): 3 clusters Score: Raw -355258.230246 + Penalty 2604.336534 = -352653.893712 nChanged 43 SP:Iteration 15Q (752.650000 sec): 3 clusters Score: Raw -355279.773448 + Penalty 2604.336534 = -352675.436914 nChanged 43 SP:Iteration 16Q (752.650000 sec): 3 clusters Score: Raw -355300.144438 + Penalty 2604.336534 = -352695.807904 nChanged 43 SP:Iteration 17Q (752.660000 sec): 3 clusters Score: Raw -355318.876632 + Penalty 2604.336534 = -352714.540098 nChanged 32 SP:Iteration 18Q (752.670000 sec): 3 clusters Score: Raw -355334.301806 + Penalty 2604.336534 = -352729.965272 nChanged 29 SP:Iteration 19Q (752.680000 sec): 3 clusters Score: Raw -355346.694321 + Penalty 2604.336534 = -352742.357787 nChanged 29 SP:Iteration 20F (752.690000 sec): 3 clusters Score: Raw -355357.421686 + Penalty 2604.336534 = -352753.085153 nChanged 25 SP:Iteration 21Q (752.690000 sec): 3 clusters Score: Raw -355368.860851 + Penalty 2604.336534 = -352764.524317 nChanged 27 SP:Iteration 22Q (752.700000 sec): 3 clusters Score: Raw -355380.733857 + Penalty 2604.336534 = -352776.397323 nChanged 25 SP:Iteration 23Q (752.710000 sec): 3 clusters Score: Raw -355391.701152 + Penalty 2604.336534 = -352787.364618 nChanged 29 SP:Iteration 24Q (752.710000 sec): 3 clusters Score: Raw -355404.942379 + Penalty 2604.336534 = -352800.605845 nChanged 31 SP:Iteration 25Q (752.720000 sec): 3 clusters Score: Raw -355420.300428 + Penalty 2604.336534 = -352815.963895 nChanged 33 SP:Iteration 26Q (752.730000 sec): 3 clusters Score: Raw -355435.164717 + Penalty 2604.336534 = -352830.828183 nChanged 29 SP:Iteration 27Q (752.740000 sec): 3 clusters Score: Raw -355449.453192 + Penalty 2604.336534 = -352845.116658 nChanged 24 SP:Iteration 28Q (752.750000 sec): 3 clusters Score: Raw -355461.396596 + Penalty 2604.336534 = -352857.060062 nChanged 27 SP:Iteration 29Q (752.750000 sec): 3 clusters Score: Raw -355472.553194 + Penalty 2604.336534 = -352868.216660 nChanged 21 SP:Iteration 30Q (752.760000 sec): 3 clusters Score: Raw -355482.573660 + Penalty 2604.336534 = -352878.237126 nChanged 24 SP:Iteration 31Q (752.770000 sec): 3 clusters Score: Raw -355491.351595 + Penalty 2604.336534 = -352887.015061 nChanged 26 SP:Iteration 32Q (752.770000 sec): 3 clusters Score: Raw -355504.934045 + Penalty 2604.336534 = -352900.597511 nChanged 27 SP:Iteration 33Q (752.780000 sec): 3 clusters Score: Raw -355515.566861 + Penalty 2604.336534 = -352911.230327 nChanged 25 SP:Iteration 34Q (752.790000 sec): 3 clusters Score: Raw -355524.802353 + Penalty 2604.336534 = -352920.465819 nChanged 17 SP:Iteration 35Q (752.800000 sec): 3 clusters Score: Raw -355529.714010 + Penalty 2604.336534 = -352925.377476 nChanged 14 SP:Iteration 36Q (752.810000 sec): 3 clusters Score: Raw -355536.945676 + Penalty 2604.336534 = -352932.609142 nChanged 13 SP:Iteration 37Q (752.810000 sec): 3 clusters Score: Raw -355543.446186 + Penalty 2604.336534 = -352939.109652 nChanged 16 SP:Iteration 38Q (752.820000 sec): 3 clusters Score: Raw -355553.647759 + Penalty 2604.336534 = -352949.311225 nChanged 22 SP:Iteration 39Q (752.830000 sec): 3 clusters Score: Raw -355565.393117 + Penalty 2604.336534 = -352961.056583 nChanged 29 SP:Iteration 40F (752.830000 sec): 3 clusters Score: Raw -355575.783320 + Penalty 2604.336534 = -352971.446786 nChanged 19 SP:Iteration 41Q (752.840000 sec): 3 clusters Score: Raw -355581.822268 + Penalty 2604.336534 = -352977.485734 nChanged 10 SP:Iteration 42Q (752.850000 sec): 3 clusters Score: Raw -355584.883369 + Penalty 2604.336534 = -352980.546835 nChanged 11 SP:Iteration 43Q (752.850000 sec): 3 clusters Score: Raw -355588.653969 + Penalty 2604.336534 = -352984.317435 nChanged 5 SP:Iteration 44Q (752.860000 sec): 3 clusters Score: Raw -355590.210157 + Penalty 2604.336534 = -352985.873623 nChanged 0 SP:Iteration 45F (752.870000 sec): 3 clusters Score: Raw -355590.210157 + Penalty 2604.336534 = -352985.873623 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 17 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.870000 sec): 2 clusters Score: Raw -139030.121143 + Penalty 1154.022345 = -137876.098797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.880000 sec): 3 clusters Score: Raw -138586.801519 + Penalty 2308.044691 = -136278.756828 nChanged 392 SP:Iteration 1F (752.880000 sec): 3 clusters Score: Raw -138911.855086 + Penalty 2308.044691 = -136603.810395 nChanged 94 SP:Iteration 2F (752.890000 sec): 3 clusters Score: Raw -139027.522250 + Penalty 2308.044691 = -136719.477560 nChanged 53 SP:Iteration 3Q (752.890000 sec): 3 clusters Score: Raw -139090.859482 + Penalty 2308.044691 = -136782.814791 nChanged 45 SP:Iteration 4Q (752.890000 sec): 3 clusters Score: Raw -139152.175510 + Penalty 2308.044691 = -136844.130820 nChanged 34 SP:Iteration 5Q (752.890000 sec): 3 clusters Score: Raw -139187.063983 + Penalty 2308.044691 = -136879.019292 nChanged 29 SP:Iteration 6Q (752.900000 sec): 3 clusters Score: Raw -139224.705300 + Penalty 2308.044691 = -136916.660609 nChanged 31 SP:Iteration 7Q (752.900000 sec): 3 clusters Score: Raw -139272.000303 + Penalty 2308.044691 = -136963.955612 nChanged 39 SP:Iteration 8Q (752.900000 sec): 3 clusters Score: Raw -139321.491596 + Penalty 2308.044691 = -137013.446905 nChanged 31 SP:Iteration 9Q (752.910000 sec): 3 clusters Score: Raw -139367.537084 + Penalty 2308.044691 = -137059.492393 nChanged 29 SP:Iteration 10Q (752.910000 sec): 3 clusters Score: Raw -139403.365257 + Penalty 2308.044691 = -137095.320566 nChanged 39 SP:Iteration 11Q (752.910000 sec): 3 clusters Score: Raw -139447.741887 + Penalty 2308.044691 = -137139.697197 nChanged 28 SP:Iteration 12Q (752.910000 sec): 3 clusters Score: Raw -139486.097025 + Penalty 2308.044691 = -137178.052334 nChanged 21 SP:Iteration 13Q (752.920000 sec): 3 clusters Score: Raw -139504.023361 + Penalty 2308.044691 = -137195.978671 nChanged 19 SP:Iteration 14Q (752.920000 sec): 3 clusters Score: Raw -139525.626008 + Penalty 2308.044691 = -137217.581317 nChanged 20 SP:Iteration 15Q (752.920000 sec): 3 clusters Score: Raw -139548.050578 + Penalty 2308.044691 = -137240.005887 nChanged 10 SP:Iteration 16Q (752.930000 sec): 3 clusters Score: Raw -139557.974539 + Penalty 2308.044691 = -137249.929848 nChanged 10 SP:Iteration 17Q (752.930000 sec): 3 clusters Score: Raw -139572.792046 + Penalty 2308.044691 = -137264.747356 nChanged 9 SP:Iteration 18Q (752.930000 sec): 3 clusters Score: Raw -139582.749526 + Penalty 2308.044691 = -137274.704835 nChanged 7 SP:Iteration 19Q (752.930000 sec): 3 clusters Score: Raw -139589.150356 + Penalty 2308.044691 = -137281.105665 nChanged 6 SP:Iteration 20F (752.940000 sec): 3 clusters Score: Raw -139595.487085 + Penalty 2308.044691 = -137287.442394 nChanged 5 SP:Iteration 21Q (752.940000 sec): 3 clusters Score: Raw -139600.514088 + Penalty 2308.044691 = -137292.469397 nChanged 6 SP:Iteration 22Q (752.940000 sec): 3 clusters Score: Raw -139608.767807 + Penalty 2308.044691 = -137300.723116 nChanged 6 SP:Iteration 23Q (752.950000 sec): 3 clusters Score: Raw -139616.914476 + Penalty 2308.044691 = -137308.869785 nChanged 5 SP:Iteration 24Q (752.950000 sec): 3 clusters Score: Raw -139623.091280 + Penalty 2308.044691 = -137315.046589 nChanged 5 SP:Iteration 25Q (752.950000 sec): 3 clusters Score: Raw -139627.170179 + Penalty 2308.044691 = -137319.125488 nChanged 4 SP:Iteration 26Q (752.950000 sec): 3 clusters Score: Raw -139631.146562 + Penalty 2308.044691 = -137323.101871 nChanged 8 SP:Iteration 27Q (752.950000 sec): 3 clusters Score: Raw -139641.467133 + Penalty 2308.044691 = -137333.422443 nChanged 7 SP:Iteration 28Q (752.960000 sec): 3 clusters Score: Raw -139649.688529 + Penalty 2308.044691 = -137341.643839 nChanged 6 SP:Iteration 29Q (752.960000 sec): 3 clusters Score: Raw -139654.675148 + Penalty 2308.044691 = -137346.630457 nChanged 3 SP:Iteration 30Q (752.960000 sec): 3 clusters Score: Raw -139657.273484 + Penalty 2308.044691 = -137349.228793 nChanged 3 SP:Iteration 31Q (752.970000 sec): 3 clusters Score: Raw -139660.226924 + Penalty 2308.044691 = -137352.182233 nChanged 3 SP:Iteration 32Q (752.970000 sec): 3 clusters Score: Raw -139663.116316 + Penalty 2308.044691 = -137355.071625 nChanged 1 SP:Iteration 33Q (752.970000 sec): 3 clusters Score: Raw -139664.281203 + Penalty 2308.044691 = -137356.236513 nChanged 2 SP:Iteration 34Q (752.970000 sec): 3 clusters Score: Raw -139666.697858 + Penalty 2308.044691 = -137358.653167 nChanged 5 SP:Iteration 35Q (752.970000 sec): 3 clusters Score: Raw -139671.056848 + Penalty 2308.044691 = -137363.012157 nChanged 3 SP:Iteration 36Q (752.980000 sec): 3 clusters Score: Raw -139675.107341 + Penalty 2308.044691 = -137367.062650 nChanged 2 SP:Iteration 37Q (752.980000 sec): 3 clusters Score: Raw -139678.561112 + Penalty 2308.044691 = -137370.516422 nChanged 1 SP:Iteration 38Q (752.980000 sec): 3 clusters Score: Raw -139680.453991 + Penalty 2308.044691 = -137372.409300 nChanged 2 SP:Iteration 39Q (752.990000 sec): 3 clusters Score: Raw -139682.854702 + Penalty 2308.044691 = -137374.810011 nChanged 3 SP:Iteration 40F (752.990000 sec): 3 clusters Score: Raw -139684.722803 + Penalty 2308.044691 = -137376.678113 nChanged 3 SP:Iteration 41Q (752.990000 sec): 3 clusters Score: Raw -139687.991856 + Penalty 2308.044691 = -137379.947165 nChanged 0 SP:Iteration 42F (752.990000 sec): 3 clusters Score: Raw -139687.991856 + Penalty 2308.044691 = -137379.947165 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 18 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.000000 sec): 2 clusters Score: Raw -183836.898776 + Penalty 1203.491799 = -182633.406976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.010000 sec): 3 clusters Score: Raw -183148.678663 + Penalty 2406.983599 = -180741.695064 nChanged 556 SP:Iteration 1F (753.010000 sec): 3 clusters Score: Raw -183536.196740 + Penalty 2406.983599 = -181129.213141 nChanged 161 SP:Iteration 2F (753.010000 sec): 3 clusters Score: Raw -183704.039064 + Penalty 2406.983599 = -181297.055466 nChanged 93 SP:Iteration 3F (753.020000 sec): 3 clusters Score: Raw -183790.498727 + Penalty 2406.983599 = -181383.515128 nChanged 67 SP:Iteration 4Q (753.020000 sec): 3 clusters Score: Raw -183850.959273 + Penalty 2406.983599 = -181443.975674 nChanged 41 SP:Iteration 5Q (753.030000 sec): 3 clusters Score: Raw -183875.545162 + Penalty 2406.983599 = -181468.561563 nChanged 25 SP:Iteration 6Q (753.030000 sec): 3 clusters Score: Raw -183893.245830 + Penalty 2406.983599 = -181486.262231 nChanged 26 SP:Iteration 7Q (753.030000 sec): 3 clusters Score: Raw -183910.724660 + Penalty 2406.983599 = -181503.741061 nChanged 25 SP:Iteration 8Q (753.040000 sec): 3 clusters Score: Raw -183935.640641 + Penalty 2406.983599 = -181528.657042 nChanged 25 SP:Iteration 9Q (753.040000 sec): 3 clusters Score: Raw -183972.860877 + Penalty 2406.983599 = -181565.877278 nChanged 30 SP:Iteration 10Q (753.050000 sec): 3 clusters Score: Raw -184009.223484 + Penalty 2406.983599 = -181602.239885 nChanged 35 SP:Iteration 11Q (753.050000 sec): 3 clusters Score: Raw -184054.801821 + Penalty 2406.983599 = -181647.818222 nChanged 23 SP:Iteration 12Q (753.050000 sec): 3 clusters Score: Raw -184071.619641 + Penalty 2406.983599 = -181664.636042 nChanged 17 SP:Iteration 13Q (753.060000 sec): 3 clusters Score: Raw -184080.726745 + Penalty 2406.983599 = -181673.743146 nChanged 12 SP:Iteration 14Q (753.060000 sec): 3 clusters Score: Raw -184085.735008 + Penalty 2406.983599 = -181678.751409 nChanged 14 SP:Iteration 15Q (753.070000 sec): 3 clusters Score: Raw -184092.700918 + Penalty 2406.983599 = -181685.717319 nChanged 8 SP:Iteration 16Q (753.070000 sec): 3 clusters Score: Raw -184098.400170 + Penalty 2406.983599 = -181691.416571 nChanged 14 SP:Iteration 17Q (753.070000 sec): 3 clusters Score: Raw -184109.225215 + Penalty 2406.983599 = -181702.241616 nChanged 13 SP:Iteration 18Q (753.080000 sec): 3 clusters Score: Raw -184118.734999 + Penalty 2406.983599 = -181711.751400 nChanged 10 SP:Iteration 19Q (753.080000 sec): 3 clusters Score: Raw -184127.545213 + Penalty 2406.983599 = -181720.561614 nChanged 11 SP:Iteration 20F (753.090000 sec): 3 clusters Score: Raw -184135.061518 + Penalty 2406.983599 = -181728.077919 nChanged 10 SP:Iteration 21Q (753.090000 sec): 3 clusters Score: Raw -184140.411993 + Penalty 2406.983599 = -181733.428394 nChanged 8 SP:Iteration 22Q (753.090000 sec): 3 clusters Score: Raw -184145.607899 + Penalty 2406.983599 = -181738.624301 nChanged 6 SP:Iteration 23Q (753.100000 sec): 3 clusters Score: Raw -184148.944839 + Penalty 2406.983599 = -181741.961240 nChanged 8 SP:Iteration 24Q (753.100000 sec): 3 clusters Score: Raw -184151.927940 + Penalty 2406.983599 = -181744.944341 nChanged 4 SP:Iteration 25Q (753.110000 sec): 3 clusters Score: Raw -184153.647591 + Penalty 2406.983599 = -181746.663992 nChanged 3 SP:Iteration 26Q (753.110000 sec): 3 clusters Score: Raw -184154.571339 + Penalty 2406.983599 = -181747.587740 nChanged 0 SP:Iteration 27F (753.110000 sec): 3 clusters Score: Raw -184154.571339 + Penalty 2406.983599 = -181747.587740 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 19 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.120000 sec): 2 clusters Score: Raw -216648.535697 + Penalty 1231.115818 = -215417.419879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.120000 sec): 3 clusters Score: Raw -215805.914469 + Penalty 2462.231636 = -213343.682833 nChanged 687 SP:Iteration 1F (753.130000 sec): 3 clusters Score: Raw -216286.657001 + Penalty 2462.231636 = -213824.425366 nChanged 145 SP:Iteration 2F (753.130000 sec): 3 clusters Score: Raw -216404.994489 + Penalty 2462.231636 = -213942.762853 nChanged 87 SP:Iteration 3Q (753.140000 sec): 3 clusters Score: Raw -216462.457900 + Penalty 2462.231636 = -214000.226264 nChanged 61 SP:Iteration 4Q (753.140000 sec): 3 clusters Score: Raw -216494.884124 + Penalty 2462.231636 = -214032.652488 nChanged 35 SP:Iteration 5Q (753.150000 sec): 3 clusters Score: Raw -216517.488288 + Penalty 2462.231636 = -214055.256652 nChanged 33 SP:Iteration 6Q (753.150000 sec): 3 clusters Score: Raw -216540.515475 + Penalty 2462.231636 = -214078.283839 nChanged 36 SP:Iteration 7Q (753.160000 sec): 3 clusters Score: Raw -216566.851855 + Penalty 2462.231636 = -214104.620219 nChanged 36 SP:Iteration 8Q (753.160000 sec): 3 clusters Score: Raw -216589.143772 + Penalty 2462.231636 = -214126.912136 nChanged 29 SP:Iteration 9Q (753.170000 sec): 3 clusters Score: Raw -216602.868391 + Penalty 2462.231636 = -214140.636755 nChanged 26 SP:Iteration 10Q (753.170000 sec): 3 clusters Score: Raw -216619.212030 + Penalty 2462.231636 = -214156.980394 nChanged 29 SP:Iteration 11Q (753.180000 sec): 3 clusters Score: Raw -216638.297855 + Penalty 2462.231636 = -214176.066219 nChanged 35 SP:Iteration 12Q (753.180000 sec): 3 clusters Score: Raw -216655.742082 + Penalty 2462.231636 = -214193.510446 nChanged 28 SP:Iteration 13Q (753.190000 sec): 3 clusters Score: Raw -216671.961630 + Penalty 2462.231636 = -214209.729994 nChanged 23 SP:Iteration 14Q (753.190000 sec): 3 clusters Score: Raw -216685.354927 + Penalty 2462.231636 = -214223.123291 nChanged 19 SP:Iteration 15Q (753.200000 sec): 3 clusters Score: Raw -216693.410172 + Penalty 2462.231636 = -214231.178536 nChanged 19 SP:Iteration 16Q (753.200000 sec): 3 clusters Score: Raw -216701.283913 + Penalty 2462.231636 = -214239.052277 nChanged 16 SP:Iteration 17Q (753.210000 sec): 3 clusters Score: Raw -216711.825827 + Penalty 2462.231636 = -214249.594191 nChanged 15 SP:Iteration 18Q (753.210000 sec): 3 clusters Score: Raw -216731.747425 + Penalty 2462.231636 = -214269.515790 nChanged 23 SP:Iteration 19Q (753.210000 sec): 3 clusters Score: Raw -216743.533617 + Penalty 2462.231636 = -214281.301982 nChanged 20 SP:Iteration 20F (753.220000 sec): 3 clusters Score: Raw -216757.946501 + Penalty 2462.231636 = -214295.714865 nChanged 22 SP:Iteration 21Q (753.230000 sec): 3 clusters Score: Raw -216770.614831 + Penalty 2462.231636 = -214308.383195 nChanged 15 SP:Iteration 22Q (753.230000 sec): 3 clusters Score: Raw -216779.545608 + Penalty 2462.231636 = -214317.313972 nChanged 13 SP:Iteration 23Q (753.230000 sec): 3 clusters Score: Raw -216787.054673 + Penalty 2462.231636 = -214324.823037 nChanged 12 SP:Iteration 24Q (753.240000 sec): 3 clusters Score: Raw -216792.251373 + Penalty 2462.231636 = -214330.019737 nChanged 11 SP:Iteration 25Q (753.250000 sec): 3 clusters Score: Raw -216796.709378 + Penalty 2462.231636 = -214334.477742 nChanged 5 SP:Iteration 26Q (753.250000 sec): 3 clusters Score: Raw -216798.301910 + Penalty 2462.231636 = -214336.070274 nChanged 8 SP:Iteration 27Q (753.250000 sec): 3 clusters Score: Raw -216801.604141 + Penalty 2462.231636 = -214339.372505 nChanged 10 SP:Iteration 28Q (753.260000 sec): 3 clusters Score: Raw -216806.337929 + Penalty 2462.231636 = -214344.106294 nChanged 14 SP:Iteration 29Q (753.260000 sec): 3 clusters Score: Raw -216814.001306 + Penalty 2462.231636 = -214351.769671 nChanged 17 SP:Iteration 30Q (753.270000 sec): 3 clusters Score: Raw -216822.909143 + Penalty 2462.231636 = -214360.677507 nChanged 18 SP:Iteration 31Q (753.270000 sec): 3 clusters Score: Raw -216832.532608 + Penalty 2462.231636 = -214370.300972 nChanged 24 SP:Iteration 32Q (753.280000 sec): 3 clusters Score: Raw -216847.749266 + Penalty 2462.231636 = -214385.517630 nChanged 30 SP:Iteration 33Q (753.280000 sec): 3 clusters Score: Raw -216870.924057 + Penalty 2462.231636 = -214408.692422 nChanged 32 SP:Iteration 34Q (753.290000 sec): 3 clusters Score: Raw -216893.616767 + Penalty 2462.231636 = -214431.385131 nChanged 32 SP:Iteration 35Q (753.290000 sec): 3 clusters Score: Raw -216916.689803 + Penalty 2462.231636 = -214454.458168 nChanged 28 SP:Iteration 36Q (753.300000 sec): 3 clusters Score: Raw -216941.994923 + Penalty 2462.231636 = -214479.763287 nChanged 27 SP:Iteration 37Q (753.300000 sec): 3 clusters Score: Raw -216962.193232 + Penalty 2462.231636 = -214499.961597 nChanged 20 SP:Iteration 38Q (753.310000 sec): 3 clusters Score: Raw -216980.424172 + Penalty 2462.231636 = -214518.192537 nChanged 15 SP:Iteration 39Q (753.310000 sec): 3 clusters Score: Raw -216989.731230 + Penalty 2462.231636 = -214527.499594 nChanged 13 SP:Iteration 40F (753.310000 sec): 3 clusters Score: Raw -216997.634422 + Penalty 2462.231636 = -214535.402787 nChanged 16 SP:Iteration 41Q (753.320000 sec): 3 clusters Score: Raw -217011.762656 + Penalty 2462.231636 = -214549.531020 nChanged 21 SP:Iteration 42Q (753.330000 sec): 3 clusters Score: Raw -217033.727790 + Penalty 2462.231636 = -214571.496154 nChanged 15 SP:Iteration 43Q (753.330000 sec): 3 clusters Score: Raw -217047.595717 + Penalty 2462.231636 = -214585.364081 nChanged 14 SP:Iteration 44Q (753.330000 sec): 3 clusters Score: Raw -217060.350278 + Penalty 2462.231636 = -214598.118643 nChanged 13 SP:Iteration 45Q (753.340000 sec): 3 clusters Score: Raw -217074.035028 + Penalty 2462.231636 = -214611.803392 nChanged 12 SP:Iteration 46Q (753.340000 sec): 3 clusters Score: Raw -217085.565960 + Penalty 2462.231636 = -214623.334324 nChanged 9 SP:Iteration 47Q (753.350000 sec): 3 clusters Score: Raw -217093.577195 + Penalty 2462.231636 = -214631.345559 nChanged 8 SP:Iteration 48Q (753.350000 sec): 3 clusters Score: Raw -217098.919865 + Penalty 2462.231636 = -214636.688229 nChanged 6 SP:Iteration 49Q (753.350000 sec): 3 clusters Score: Raw -217104.406248 + Penalty 2462.231636 = -214642.174612 nChanged 8 SP:Iteration 50Q (753.360000 sec): 3 clusters Score: Raw -217114.157337 + Penalty 2462.231636 = -214651.925701 nChanged 5 SP:Iteration 51Q (753.370000 sec): 3 clusters Score: Raw -217119.850838 + Penalty 2462.231636 = -214657.619202 nChanged 3 SP:Iteration 52Q (753.370000 sec): 3 clusters Score: Raw -217121.891996 + Penalty 2462.231636 = -214659.660360 nChanged 2 SP:Iteration 53Q (753.370000 sec): 3 clusters Score: Raw -217122.654913 + Penalty 2462.231636 = -214660.423278 nChanged 1 SP:Iteration 54Q (753.380000 sec): 3 clusters Score: Raw -217123.600647 + Penalty 2462.231636 = -214661.369011 nChanged 0 SP:Iteration 55F (753.380000 sec): 3 clusters Score: Raw -217123.600647 + Penalty 2462.231636 = -214661.369011 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 20 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.390000 sec): 2 clusters Score: Raw -93280.436939 + Penalty 1106.109771 = -92174.327168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.390000 sec): 3 clusters Score: Raw -93018.384226 + Penalty 2212.219542 = -90806.164684 nChanged 278 SP:Iteration 1F (753.390000 sec): 3 clusters Score: Raw -93326.204340 + Penalty 2212.219542 = -91113.984798 nChanged 72 SP:Iteration 2F (753.390000 sec): 3 clusters Score: Raw -93435.704174 + Penalty 2212.219542 = -91223.484632 nChanged 45 SP:Iteration 3Q (753.390000 sec): 3 clusters Score: Raw -93526.755534 + Penalty 2212.219542 = -91314.535992 nChanged 40 SP:Iteration 4Q (753.400000 sec): 3 clusters Score: Raw -93622.782817 + Penalty 2212.219542 = -91410.563275 nChanged 43 SP:Iteration 5Q (753.400000 sec): 3 clusters Score: Raw -93725.350328 + Penalty 2212.219542 = -91513.130785 nChanged 46 SP:Iteration 6F (753.400000 sec): 3 clusters Score: Raw -93823.769776 + Penalty 2212.219542 = -91611.550234 nChanged 39 SP:Iteration 7Q (753.400000 sec): 3 clusters Score: Raw -93885.106146 + Penalty 2212.219542 = -91672.886603 nChanged 27 SP:Iteration 8Q (753.410000 sec): 3 clusters Score: Raw -93927.737104 + Penalty 2212.219542 = -91715.517562 nChanged 15 SP:Iteration 9Q (753.410000 sec): 3 clusters Score: Raw -93947.762721 + Penalty 2212.219542 = -91735.543179 nChanged 14 SP:Iteration 10Q (753.410000 sec): 3 clusters Score: Raw -93969.290642 + Penalty 2212.219542 = -91757.071100 nChanged 11 SP:Iteration 11Q (753.410000 sec): 3 clusters Score: Raw -93980.658077 + Penalty 2212.219542 = -91768.438535 nChanged 7 SP:Iteration 12Q (753.410000 sec): 3 clusters Score: Raw -93987.249283 + Penalty 2212.219542 = -91775.029741 nChanged 2 SP:Iteration 13Q (753.410000 sec): 3 clusters Score: Raw -93989.322387 + Penalty 2212.219542 = -91777.102845 nChanged 1 SP:Iteration 14Q (753.420000 sec): 3 clusters Score: Raw -93990.320807 + Penalty 2212.219542 = -91778.101265 nChanged 1 SP:Iteration 15Q (753.420000 sec): 3 clusters Score: Raw -93992.799490 + Penalty 2212.219542 = -91780.579948 nChanged 1 SP:Iteration 16Q (753.420000 sec): 3 clusters Score: Raw -93993.539793 + Penalty 2212.219542 = -91781.320251 nChanged 1 SP:Iteration 17Q (753.420000 sec): 3 clusters Score: Raw -93993.942278 + Penalty 2212.219542 = -91781.722736 nChanged 0 SP:Iteration 18F (753.430000 sec): 3 clusters Score: Raw -93993.942278 + Penalty 2212.219542 = -91781.722736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 21 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.430000 sec): 2 clusters Score: Raw -124541.358290 + Penalty 1144.655346 = -123396.702944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.430000 sec): 3 clusters Score: Raw -124108.553710 + Penalty 2289.310692 = -121819.243019 nChanged 368 SP:Iteration 1F (753.430000 sec): 3 clusters Score: Raw -124413.071111 + Penalty 2289.310692 = -122123.760420 nChanged 95 SP:Iteration 2F (753.440000 sec): 3 clusters Score: Raw -124505.929900 + Penalty 2289.310692 = -122216.619208 nChanged 51 SP:Iteration 3Q (753.440000 sec): 3 clusters Score: Raw -124551.900438 + Penalty 2289.310692 = -122262.589747 nChanged 34 SP:Iteration 4Q (753.450000 sec): 3 clusters Score: Raw -124578.161811 + Penalty 2289.310692 = -122288.851119 nChanged 21 SP:Iteration 5Q (753.450000 sec): 3 clusters Score: Raw -124595.558859 + Penalty 2289.310692 = -122306.248167 nChanged 19 SP:Iteration 6Q (753.450000 sec): 3 clusters Score: Raw -124610.499165 + Penalty 2289.310692 = -122321.188473 nChanged 12 SP:Iteration 7Q (753.450000 sec): 3 clusters Score: Raw -124619.457955 + Penalty 2289.310692 = -122330.147263 nChanged 8 SP:Iteration 8Q (753.450000 sec): 3 clusters Score: Raw -124628.812030 + Penalty 2289.310692 = -122339.501339 nChanged 11 SP:Iteration 9Q (753.460000 sec): 3 clusters Score: Raw -124639.447295 + Penalty 2289.310692 = -122350.136603 nChanged 11 SP:Iteration 10Q (753.460000 sec): 3 clusters Score: Raw -124653.470750 + Penalty 2289.310692 = -122364.160058 nChanged 9 SP:Iteration 11Q (753.470000 sec): 3 clusters Score: Raw -124662.192702 + Penalty 2289.310692 = -122372.882010 nChanged 8 SP:Iteration 12Q (753.470000 sec): 3 clusters Score: Raw -124670.670934 + Penalty 2289.310692 = -122381.360243 nChanged 8 SP:Iteration 13Q (753.470000 sec): 3 clusters Score: Raw -124678.490917 + Penalty 2289.310692 = -122389.180226 nChanged 8 SP:Iteration 14Q (753.470000 sec): 3 clusters Score: Raw -124687.768315 + Penalty 2289.310692 = -122398.457624 nChanged 13 SP:Iteration 15Q (753.470000 sec): 3 clusters Score: Raw -124701.926386 + Penalty 2289.310692 = -122412.615695 nChanged 13 SP:Iteration 16Q (753.480000 sec): 3 clusters Score: Raw -124724.959777 + Penalty 2289.310692 = -122435.649085 nChanged 20 SP:Iteration 17Q (753.480000 sec): 3 clusters Score: Raw -124759.050226 + Penalty 2289.310692 = -122469.739534 nChanged 20 SP:Iteration 18Q (753.480000 sec): 3 clusters Score: Raw -124783.774198 + Penalty 2289.310692 = -122494.463506 nChanged 14 SP:Iteration 19Q (753.490000 sec): 3 clusters Score: Raw -124796.060569 + Penalty 2289.310692 = -122506.749877 nChanged 8 SP:Iteration 20F (753.490000 sec): 3 clusters Score: Raw -124802.348162 + Penalty 2289.310692 = -122513.037471 nChanged 5 SP:Iteration 21Q (753.490000 sec): 3 clusters Score: Raw -124805.247965 + Penalty 2289.310692 = -122515.937273 nChanged 3 SP:Iteration 22Q (753.490000 sec): 3 clusters Score: Raw -124808.898648 + Penalty 2289.310692 = -122519.587956 nChanged 7 SP:Iteration 23Q (753.500000 sec): 3 clusters Score: Raw -124815.240472 + Penalty 2289.310692 = -122525.929781 nChanged 6 SP:Iteration 24Q (753.500000 sec): 3 clusters Score: Raw -124821.075196 + Penalty 2289.310692 = -122531.764504 nChanged 5 SP:Iteration 25Q (753.500000 sec): 3 clusters Score: Raw -124825.355622 + Penalty 2289.310692 = -122536.044930 nChanged 4 SP:Iteration 26Q (753.510000 sec): 3 clusters Score: Raw -124833.131392 + Penalty 2289.310692 = -122543.820700 nChanged 7 SP:Iteration 27Q (753.510000 sec): 3 clusters Score: Raw -124840.642033 + Penalty 2289.310692 = -122551.331341 nChanged 7 SP:Iteration 28Q (753.510000 sec): 3 clusters Score: Raw -124848.249355 + Penalty 2289.310692 = -122558.938663 nChanged 11 SP:Iteration 29Q (753.510000 sec): 3 clusters Score: Raw -124859.299989 + Penalty 2289.310692 = -122569.989297 nChanged 6 SP:Iteration 30Q (753.520000 sec): 3 clusters Score: Raw -124865.922906 + Penalty 2289.310692 = -122576.612214 nChanged 7 SP:Iteration 31Q (753.520000 sec): 3 clusters Score: Raw -124879.169654 + Penalty 2289.310692 = -122589.858962 nChanged 5 SP:Iteration 32Q (753.520000 sec): 3 clusters Score: Raw -124886.055738 + Penalty 2289.310692 = -122596.745046 nChanged 6 SP:Iteration 33Q (753.530000 sec): 3 clusters Score: Raw -124891.137433 + Penalty 2289.310692 = -122601.826742 nChanged 3 SP:Iteration 34Q (753.530000 sec): 3 clusters Score: Raw -124894.519148 + Penalty 2289.310692 = -122605.208456 nChanged 5 SP:Iteration 35Q (753.530000 sec): 3 clusters Score: Raw -124900.788305 + Penalty 2289.310692 = -122611.477613 nChanged 5 SP:Iteration 36Q (753.530000 sec): 3 clusters Score: Raw -124908.995214 + Penalty 2289.310692 = -122619.684523 nChanged 5 SP:Iteration 37Q (753.530000 sec): 3 clusters Score: Raw -124916.798114 + Penalty 2289.310692 = -122627.487422 nChanged 7 SP:Iteration 38Q (753.540000 sec): 3 clusters Score: Raw -124923.708107 + Penalty 2289.310692 = -122634.397415 nChanged 4 SP:Iteration 39Q (753.540000 sec): 3 clusters Score: Raw -124927.198510 + Penalty 2289.310692 = -122637.887819 nChanged 2 SP:Iteration 40F (753.550000 sec): 3 clusters Score: Raw -124929.616466 + Penalty 2289.310692 = -122640.305774 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 22 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.550000 sec): 2 clusters Score: Raw -38260.569730 + Penalty 962.691567 = -37297.878163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.550000 sec): 3 clusters Score: Raw -38302.669672 + Penalty 1925.383134 = -36377.286538 nChanged 83 SP:Iteration 1F (753.550000 sec): 3 clusters Score: Raw -38444.840925 + Penalty 1925.383134 = -36519.457791 nChanged 15 SP:Iteration 2Q (753.550000 sec): 3 clusters Score: Raw -38471.066857 + Penalty 1925.383134 = -36545.683723 nChanged 8 SP:Iteration 3Q (753.550000 sec): 3 clusters Score: Raw -38487.839305 + Penalty 1925.383134 = -36562.456170 nChanged 3 SP:Iteration 4Q (753.550000 sec): 3 clusters Score: Raw -38493.599610 + Penalty 1925.383134 = -36568.216476 nChanged 1 SP:Iteration 5Q (753.550000 sec): 3 clusters Score: Raw -38496.591787 + Penalty 1925.383134 = -36571.208652 nChanged 1 SP:Iteration 6Q (753.550000 sec): 3 clusters Score: Raw -38498.957770 + Penalty 1925.383134 = -36573.574635 nChanged 0 SP:Iteration 7F (753.550000 sec): 3 clusters Score: Raw -38498.957770 + Penalty 1925.383134 = -36573.574635 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 23 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.560000 sec): 2 clusters Score: Raw -36020.022014 + Penalty 945.280563 = -35074.741451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.560000 sec): 3 clusters Score: Raw -36086.811474 + Penalty 1890.561127 = -34196.250347 nChanged 78 SP:Iteration 1F (753.560000 sec): 3 clusters Score: Raw -36336.947155 + Penalty 1890.561127 = -34446.386028 nChanged 18 SP:Iteration 2F (753.560000 sec): 3 clusters Score: Raw -36382.379957 + Penalty 1890.561127 = -34491.818830 nChanged 5 SP:Iteration 3Q (753.560000 sec): 3 clusters Score: Raw -36395.275721 + Penalty 1890.561127 = -34504.714594 nChanged 2 SP:Iteration 4Q (753.560000 sec): 3 clusters Score: Raw -36398.731463 + Penalty 1890.561127 = -34508.170336 nChanged 2 SP:Iteration 5Q (753.560000 sec): 3 clusters Score: Raw -36402.241680 + Penalty 1890.561127 = -34511.680553 nChanged 1 SP:Iteration 6Q (753.560000 sec): 3 clusters Score: Raw -36403.990322 + Penalty 1890.561127 = -34513.429195 nChanged 0 SP:Iteration 7F (753.560000 sec): 3 clusters Score: Raw -36403.990322 + Penalty 1890.561127 = -34513.429195 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 24 (35332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.670000 sec): 2 clusters Score: Raw -4133913.544230 + Penalty 1701.788457 = -4132211.755773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.770000 sec): 3 clusters Score: Raw -4112098.916526 + Penalty 3403.576913 = -4108695.339613 nChanged 16216 SP:Iteration 1F (753.860000 sec): 3 clusters Score: Raw -4121066.761458 + Penalty 3403.576913 = -4117663.184545 nChanged 1508 SP:Iteration 2Q (753.950000 sec): 3 clusters Score: Raw -4121542.432735 + Penalty 3403.576913 = -4118138.855822 nChanged 1536 SP:Iteration 3Q (754.050000 sec): 3 clusters Score: Raw -4122130.109679 + Penalty 3403.576913 = -4118726.532765 nChanged 1821 SP:Iteration 4F (754.140000 sec): 3 clusters Score: Raw -4123013.921581 + Penalty 3403.576913 = -4119610.344667 nChanged 2250 SP:Iteration 5F (754.230000 sec): 3 clusters Score: Raw -4124415.849955 + Penalty 3403.576913 = -4121012.273042 nChanged 2787 SP:Iteration 6F (754.330000 sec): 3 clusters Score: Raw -4126594.215532 + Penalty 3403.576913 = -4123190.638619 nChanged 2977 SP:Iteration 7F (754.420000 sec): 3 clusters Score: Raw -4129354.370487 + Penalty 3403.576913 = -4125950.793574 nChanged 2430 SP:Iteration 8F (754.510000 sec): 3 clusters Score: Raw -4131773.015013 + Penalty 3403.576913 = -4128369.438100 nChanged 1434 SP:Iteration 9Q (754.600000 sec): 3 clusters Score: Raw -4133201.539037 + Penalty 3403.576913 = -4129797.962124 nChanged 580 SP:Iteration 10Q (754.680000 sec): 3 clusters Score: Raw -4133781.194157 + Penalty 3403.576913 = -4130377.617244 nChanged 168 SP:Iteration 11Q (754.750000 sec): 3 clusters Score: Raw -4133983.758308 + Penalty 3403.576913 = -4130580.181395 nChanged 53 SP:Iteration 12Q (754.820000 sec): 3 clusters Score: Raw -4134059.439054 + Penalty 3403.576913 = -4130655.862141 nChanged 21 SP:Iteration 13Q (754.890000 sec): 3 clusters Score: Raw -4134093.449208 + Penalty 3403.576913 = -4130689.872295 nChanged 12 SP:Iteration 14Q (754.950000 sec): 3 clusters Score: Raw -4134111.222076 + Penalty 3403.576913 = -4130707.645163 nChanged 5 SP:Iteration 15Q (755.010000 sec): 3 clusters Score: Raw -4134120.332986 + Penalty 3403.576913 = -4130716.756073 nChanged 4 SP:Iteration 16Q (755.080000 sec): 3 clusters Score: Raw -4134124.792965 + Penalty 3403.576913 = -4130721.216052 nChanged 4 SP:Iteration 17Q (755.140000 sec): 3 clusters Score: Raw -4134133.080885 + Penalty 3403.576913 = -4130729.503972 nChanged 2 SP:Iteration 18Q (755.210000 sec): 3 clusters Score: Raw -4134138.573754 + Penalty 3403.576913 = -4130734.996841 nChanged 1 SP:Iteration 19Q (755.270000 sec): 3 clusters Score: Raw -4134139.772665 + Penalty 3403.576913 = -4130736.195752 nChanged 0 SP:Iteration 20F (755.360000 sec): 3 clusters Score: Raw -4134139.772665 + Penalty 3403.576913 = -4130736.195752 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 25 (17393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.420000 sec): 2 clusters Score: Raw -2068022.897105 + Penalty 1586.621255 = -2066436.275851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.470000 sec): 3 clusters Score: Raw -2057693.999345 + Penalty 3173.242509 = -2054520.756836 nChanged 7819 SP:Iteration 1F (755.510000 sec): 3 clusters Score: Raw -2061931.423003 + Penalty 3173.242509 = -2058758.180494 nChanged 836 SP:Iteration 2Q (755.560000 sec): 3 clusters Score: Raw -2062200.662027 + Penalty 3173.242509 = -2059027.419517 nChanged 722 SP:Iteration 3Q (755.600000 sec): 3 clusters Score: Raw -2062416.610783 + Penalty 3173.242509 = -2059243.368273 nChanged 596 SP:Iteration 4Q (755.650000 sec): 3 clusters Score: Raw -2062605.990187 + Penalty 3173.242509 = -2059432.747677 nChanged 569 SP:Iteration 5Q (755.690000 sec): 3 clusters Score: Raw -2062794.824439 + Penalty 3173.242509 = -2059621.581929 nChanged 598 SP:Iteration 6Q (755.740000 sec): 3 clusters Score: Raw -2063025.964778 + Penalty 3173.242509 = -2059852.722269 nChanged 647 SP:Iteration 7Q (755.790000 sec): 3 clusters Score: Raw -2063296.569844 + Penalty 3173.242509 = -2060123.327335 nChanged 713 SP:Iteration 8Q (755.830000 sec): 3 clusters Score: Raw -2063657.752130 + Penalty 3173.242509 = -2060484.509620 nChanged 791 SP:Iteration 9Q (755.870000 sec): 3 clusters Score: Raw -2064093.855931 + Penalty 3173.242509 = -2060920.613421 nChanged 858 SP:Iteration 10Q (755.920000 sec): 3 clusters Score: Raw -2064597.777047 + Penalty 3173.242509 = -2061424.534538 nChanged 883 SP:Iteration 11F (755.970000 sec): 3 clusters Score: Raw -2065218.374442 + Penalty 3173.242509 = -2062045.131933 nChanged 931 SP:Iteration 12F (756.010000 sec): 3 clusters Score: Raw -2065929.057568 + Penalty 3173.242509 = -2062755.815059 nChanged 816 SP:Iteration 13Q (756.050000 sec): 3 clusters Score: Raw -2066586.956147 + Penalty 3173.242509 = -2063413.713637 nChanged 631 SP:Iteration 14Q (756.090000 sec): 3 clusters Score: Raw -2067121.422203 + Penalty 3173.242509 = -2063948.179693 nChanged 443 SP:Iteration 15Q (756.130000 sec): 3 clusters Score: Raw -2067490.410456 + Penalty 3173.242509 = -2064317.167947 nChanged 300 SP:Iteration 16Q (756.170000 sec): 3 clusters Score: Raw -2067728.781112 + Penalty 3173.242509 = -2064555.538603 nChanged 187 SP:Iteration 17Q (756.200000 sec): 3 clusters Score: Raw -2067891.769129 + Penalty 3173.242509 = -2064718.526620 nChanged 135 SP:Iteration 18Q (756.230000 sec): 3 clusters Score: Raw -2068008.864922 + Penalty 3173.242509 = -2064835.622413 nChanged 77 SP:Iteration 19Q (756.270000 sec): 3 clusters Score: Raw -2068076.669188 + Penalty 3173.242509 = -2064903.426679 nChanged 48 SP:Iteration 20F (756.310000 sec): 3 clusters Score: Raw -2068121.937071 + Penalty 3173.242509 = -2064948.694562 nChanged 26 SP:Iteration 21Q (756.340000 sec): 3 clusters Score: Raw -2068143.503978 + Penalty 3173.242509 = -2064970.261468 nChanged 19 SP:Iteration 22Q (756.370000 sec): 3 clusters Score: Raw -2068161.122501 + Penalty 3173.242509 = -2064987.879992 nChanged 16 SP:Iteration 23Q (756.410000 sec): 3 clusters Score: Raw -2068173.121216 + Penalty 3173.242509 = -2064999.878706 nChanged 10 SP:Iteration 24Q (756.440000 sec): 3 clusters Score: Raw -2068182.632404 + Penalty 3173.242509 = -2065009.389895 nChanged 9 SP:Iteration 25Q (756.470000 sec): 3 clusters Score: Raw -2068191.689974 + Penalty 3173.242509 = -2065018.447465 nChanged 6 SP:Iteration 26Q (756.500000 sec): 3 clusters Score: Raw -2068196.822190 + Penalty 3173.242509 = -2065023.579681 nChanged 5 SP:Iteration 27Q (756.530000 sec): 3 clusters Score: Raw -2068201.232086 + Penalty 3173.242509 = -2065027.989577 nChanged 4 SP:Iteration 28Q (756.570000 sec): 3 clusters Score: Raw -2068205.625187 + Penalty 3173.242509 = -2065032.382677 nChanged 3 SP:Iteration 29Q (756.590000 sec): 3 clusters Score: Raw -2068211.584309 + Penalty 3173.242509 = -2065038.341800 nChanged 5 SP:Iteration 30Q (756.630000 sec): 3 clusters Score: Raw -2068215.449537 + Penalty 3173.242509 = -2065042.207027 nChanged 3 SP:Iteration 31Q (756.660000 sec): 3 clusters Score: Raw -2068217.485771 + Penalty 3173.242509 = -2065044.243262 nChanged 2 SP:Iteration 32Q (756.690000 sec): 3 clusters Score: Raw -2068219.797582 + Penalty 3173.242509 = -2065046.555073 nChanged 2 SP:Iteration 33Q (756.720000 sec): 3 clusters Score: Raw -2068222.150307 + Penalty 3173.242509 = -2065048.907798 nChanged 1 SP:Iteration 34Q (756.750000 sec): 3 clusters Score: Raw -2068223.809950 + Penalty 3173.242509 = -2065050.567441 nChanged 0 SP:Iteration 35F (756.800000 sec): 3 clusters Score: Raw -2068223.809950 + Penalty 3173.242509 = -2065050.567441 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 26 (35969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (756.900000 sec): 2 clusters Score: Raw -4213503.933132 + Penalty 1704.692069 = -4211799.241063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.010000 sec): 3 clusters Score: Raw -4191173.478741 + Penalty 3409.384139 = -4187764.094602 nChanged 16588 SP:Iteration 1F (757.100000 sec): 3 clusters Score: Raw -4200195.574344 + Penalty 3409.384139 = -4196786.190205 nChanged 1472 SP:Iteration 2Q (757.190000 sec): 3 clusters Score: Raw -4200584.444846 + Penalty 3409.384139 = -4197175.060707 nChanged 1356 SP:Iteration 3Q (757.290000 sec): 3 clusters Score: Raw -4200947.610438 + Penalty 3409.384139 = -4197538.226299 nChanged 1293 SP:Iteration 4Q (757.390000 sec): 3 clusters Score: Raw -4201305.089797 + Penalty 3409.384139 = -4197895.705658 nChanged 1289 SP:Iteration 5Q (757.490000 sec): 3 clusters Score: Raw -4201678.961851 + Penalty 3409.384139 = -4198269.577712 nChanged 1304 SP:Iteration 6Q (757.590000 sec): 3 clusters Score: Raw -4202125.662921 + Penalty 3409.384139 = -4198716.278782 nChanged 1540 SP:Iteration 7Q (757.690000 sec): 3 clusters Score: Raw -4202761.922866 + Penalty 3409.384139 = -4199352.538727 nChanged 1691 SP:Iteration 8Q (757.790000 sec): 3 clusters Score: Raw -4203556.061302 + Penalty 3409.384139 = -4200146.677163 nChanged 1854 SP:Iteration 9F (757.890000 sec): 3 clusters Score: Raw -4204558.921475 + Penalty 3409.384139 = -4201149.537336 nChanged 1948 SP:Iteration 10F (757.980000 sec): 3 clusters Score: Raw -4205814.641156 + Penalty 3409.384139 = -4202405.257017 nChanged 1928 SP:Iteration 11F (758.080000 sec): 3 clusters Score: Raw -4207158.040514 + Penalty 3409.384139 = -4203748.656375 nChanged 1724 SP:Iteration 12Q (758.170000 sec): 3 clusters Score: Raw -4208284.390376 + Penalty 3409.384139 = -4204875.006238 nChanged 1351 SP:Iteration 13Q (758.270000 sec): 3 clusters Score: Raw -4209065.583037 + Penalty 3409.384139 = -4205656.198898 nChanged 973 SP:Iteration 14Q (758.360000 sec): 3 clusters Score: Raw -4209467.032536 + Penalty 3409.384139 = -4206057.648397 nChanged 658 SP:Iteration 15Q (758.450000 sec): 3 clusters Score: Raw -4209690.210608 + Penalty 3409.384139 = -4206280.826469 nChanged 531 SP:Iteration 16Q (758.530000 sec): 3 clusters Score: Raw -4209863.385048 + Penalty 3409.384139 = -4206454.000909 nChanged 483 SP:Iteration 17Q (758.620000 sec): 3 clusters Score: Raw -4210015.931016 + Penalty 3409.384139 = -4206606.546877 nChanged 445 SP:Iteration 18Q (758.710000 sec): 3 clusters Score: Raw -4210156.731388 + Penalty 3409.384139 = -4206747.347249 nChanged 447 SP:Iteration 19Q (758.790000 sec): 3 clusters Score: Raw -4210303.066512 + Penalty 3409.384139 = -4206893.682373 nChanged 487 SP:Iteration 20F (758.880000 sec): 3 clusters Score: Raw -4210469.722491 + Penalty 3409.384139 = -4207060.338352 nChanged 514 SP:Iteration 21Q (758.970000 sec): 3 clusters Score: Raw -4210652.998149 + Penalty 3409.384139 = -4207243.614010 nChanged 508 SP:Iteration 22Q (759.050000 sec): 3 clusters Score: Raw -4210842.468090 + Penalty 3409.384139 = -4207433.083951 nChanged 492 SP:Iteration 23Q (759.130000 sec): 3 clusters Score: Raw -4211030.307893 + Penalty 3409.384139 = -4207620.923754 nChanged 493 SP:Iteration 24Q (759.210000 sec): 3 clusters Score: Raw -4211223.588344 + Penalty 3409.384139 = -4207814.204205 nChanged 459 SP:Iteration 25Q (759.290000 sec): 3 clusters Score: Raw -4211408.931703 + Penalty 3409.384139 = -4207999.547564 nChanged 440 SP:Iteration 26Q (759.370000 sec): 3 clusters Score: Raw -4211587.860210 + Penalty 3409.384139 = -4208178.476071 nChanged 431 SP:Iteration 27Q (759.450000 sec): 3 clusters Score: Raw -4211765.418441 + Penalty 3409.384139 = -4208356.034302 nChanged 415 SP:Iteration 28Q (759.530000 sec): 3 clusters Score: Raw -4211950.170142 + Penalty 3409.384139 = -4208540.786003 nChanged 383 SP:Iteration 29Q (759.600000 sec): 3 clusters Score: Raw -4212124.528246 + Penalty 3409.384139 = -4208715.144107 nChanged 361 SP:Iteration 30Q (759.680000 sec): 3 clusters Score: Raw -4212288.616950 + Penalty 3409.384139 = -4208879.232811 nChanged 327 SP:Iteration 31Q (759.750000 sec): 3 clusters Score: Raw -4212442.020056 + Penalty 3409.384139 = -4209032.635917 nChanged 292 SP:Iteration 32Q (759.820000 sec): 3 clusters Score: Raw -4212587.164324 + Penalty 3409.384139 = -4209177.780185 nChanged 267 SP:Iteration 33Q (759.890000 sec): 3 clusters Score: Raw -4212729.439159 + Penalty 3409.384139 = -4209320.055020 nChanged 237 SP:Iteration 34Q (759.960000 sec): 3 clusters Score: Raw -4212856.196501 + Penalty 3409.384139 = -4209446.812362 nChanged 201 SP:Iteration 35Q (760.030000 sec): 3 clusters Score: Raw -4212968.186225 + Penalty 3409.384139 = -4209558.802086 nChanged 179 SP:Iteration 36Q (760.100000 sec): 3 clusters Score: Raw -4213061.069405 + Penalty 3409.384139 = -4209651.685266 nChanged 166 SP:Iteration 37Q (760.170000 sec): 3 clusters Score: Raw -4213155.267510 + Penalty 3409.384139 = -4209745.883371 nChanged 151 SP:Iteration 38Q (760.230000 sec): 3 clusters Score: Raw -4213245.118924 + Penalty 3409.384139 = -4209835.734785 nChanged 127 SP:Iteration 39Q (760.300000 sec): 3 clusters Score: Raw -4213321.194405 + Penalty 3409.384139 = -4209911.810266 nChanged 107 SP:Iteration 40F (760.390000 sec): 3 clusters Score: Raw -4213381.201844 + Penalty 3409.384139 = -4209971.817705 nChanged 91 SP:Iteration 41Q (760.460000 sec): 3 clusters Score: Raw -4213437.063903 + Penalty 3409.384139 = -4210027.679764 nChanged 77 SP:Iteration 42Q (760.520000 sec): 3 clusters Score: Raw -4213481.173833 + Penalty 3409.384139 = -4210071.789694 nChanged 55 SP:Iteration 43Q (760.590000 sec): 3 clusters Score: Raw -4213516.039533 + Penalty 3409.384139 = -4210106.655394 nChanged 50 SP:Iteration 44Q (760.650000 sec): 3 clusters Score: Raw -4213546.455784 + Penalty 3409.384139 = -4210137.071645 nChanged 41 SP:Iteration 45Q (760.720000 sec): 3 clusters Score: Raw -4213575.012142 + Penalty 3409.384139 = -4210165.628003 nChanged 36 SP:Iteration 46Q (760.780000 sec): 3 clusters Score: Raw -4213603.678622 + Penalty 3409.384139 = -4210194.294483 nChanged 29 SP:Iteration 47Q (760.850000 sec): 3 clusters Score: Raw -4213629.194862 + Penalty 3409.384139 = -4210219.810723 nChanged 22 SP:Iteration 48Q (760.910000 sec): 3 clusters Score: Raw -4213646.256532 + Penalty 3409.384139 = -4210236.872393 nChanged 19 SP:Iteration 49Q (760.970000 sec): 3 clusters Score: Raw -4213663.427680 + Penalty 3409.384139 = -4210254.043541 nChanged 16 SP:Iteration 50Q (761.040000 sec): 3 clusters Score: Raw -4213678.178505 + Penalty 3409.384139 = -4210268.794366 nChanged 9 SP:Iteration 51Q (761.100000 sec): 3 clusters Score: Raw -4213683.863200 + Penalty 3409.384139 = -4210274.479061 nChanged 8 SP:Iteration 52Q (761.170000 sec): 3 clusters Score: Raw -4213690.099521 + Penalty 3409.384139 = -4210280.715382 nChanged 10 SP:Iteration 53Q (761.230000 sec): 3 clusters Score: Raw -4213700.138260 + Penalty 3409.384139 = -4210290.754121 nChanged 10 SP:Iteration 54Q (761.290000 sec): 3 clusters Score: Raw -4213708.199694 + Penalty 3409.384139 = -4210298.815555 nChanged 8 SP:Iteration 55Q (761.360000 sec): 3 clusters Score: Raw -4213713.820446 + Penalty 3409.384139 = -4210304.436307 nChanged 5 SP:Iteration 56Q (761.430000 sec): 3 clusters Score: Raw -4213717.141924 + Penalty 3409.384139 = -4210307.757785 nChanged 4 SP:Iteration 57Q (761.490000 sec): 3 clusters Score: Raw -4213720.043031 + Penalty 3409.384139 = -4210310.658892 nChanged 3 SP:Iteration 58Q (761.550000 sec): 3 clusters Score: Raw -4213722.154497 + Penalty 3409.384139 = -4210312.770358 nChanged 4 SP:Iteration 59Q (761.620000 sec): 3 clusters Score: Raw -4213725.860602 + Penalty 3409.384139 = -4210316.476463 nChanged 3 SP:Iteration 60F (761.710000 sec): 3 clusters Score: Raw -4213728.967482 + Penalty 3409.384139 = -4210319.583343 nChanged 2 SP:Iteration 61Q (761.770000 sec): 3 clusters Score: Raw -4213730.902103 + Penalty 3409.384139 = -4210321.517964 nChanged 4 SP:Iteration 62Q (761.840000 sec): 3 clusters Score: Raw -4213732.854000 + Penalty 3409.384139 = -4210323.469861 nChanged 1 SP:Iteration 63Q (761.900000 sec): 3 clusters Score: Raw -4213733.429098 + Penalty 3409.384139 = -4210324.044959 nChanged 0 SP:Iteration 64F (761.990000 sec): 3 clusters Score: Raw -4213733.429098 + Penalty 3409.384139 = -4210324.044959 nChanged 0 Memory request: 0.00 GB would take us to total of 3.68 GB. Trying to split cluster 27 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.010000 sec): 2 clusters Score: Raw -13986.471015 + Penalty 797.107151 = -13189.363864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.010000 sec): 3 clusters Score: Raw -14151.223012 + Penalty 1594.214303 = -12557.008709 nChanged 9 SP:Iteration 1F (762.010000 sec): 3 clusters Score: Raw -14200.674891 + Penalty 1594.214303 = -12606.460588 nChanged 3 SP:Iteration 2Q (762.010000 sec): 3 clusters Score: Raw -14218.390380 + Penalty 1594.214303 = -12624.176077 nChanged 1 SP:Iteration 3Q (762.010000 sec): 3 clusters Score: Raw -14220.899442 + Penalty 1594.214303 = -12626.685139 nChanged 0 SP:Iteration 4F (762.020000 sec): 3 clusters Score: Raw -14220.899442 + Penalty 1594.214303 = -12626.685139 nChanged 0 ------ Evaluating fit on full set of 1044049 points ------ Score: Raw -119355588.449365 + Penalty 60804.682005 = -119294783.767360 Time taken for this iteration:778.430000 seconds. 20->28 Clusters: Score -119294783.767360, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.78 GB would take us to total of 3.12 GB. ------ Running on subset of 348016 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 17 (3907 points): Lose 251.451986 but Gain 2073.500607 Iteration 0F (794.290000 sec): 20 clusters Score: Raw -37159144.010799 + Penalty 39396.511531 = -37119747.499268 nChanged 329127 Deleting Class 3 (869 points): Lose 858.360985 but Gain 2073.500607 Iteration 1F (800.410000 sec): 19 clusters Score: Raw -39222484.093966 + Penalty 37323.010924 = -39185161.083042 nChanged 128889 Deleting Class 7 (362 points): Lose 477.291351 but Gain 2073.500607 Iteration 2F (806.210000 sec): 18 clusters Score: Raw -39470993.081106 + Penalty 35249.510317 = -39435743.570789 nChanged 70110 Deleting Class 18 (361 points): Lose 472.415017 but Gain 2073.500607 Iteration 3F (811.710000 sec): 17 clusters Score: Raw -39563741.700443 + Penalty 33176.009710 = -39530565.690733 nChanged 49574 Deleting Class 2 (678 points): Lose 841.752610 but Gain 2073.500607 Iteration 4F (816.900000 sec): 16 clusters Score: Raw -39620985.499261 + Penalty 31102.509103 = -39589882.990158 nChanged 33148 Deleting Class 16 (545 points): Lose 805.043430 but Gain 2073.500607 Iteration 5F (821.780000 sec): 15 clusters Score: Raw -39654390.395687 + Penalty 29029.008496 = -39625361.387190 nChanged 21434 Iteration 6F (826.350000 sec): 15 clusters Score: Raw -39673153.148790 + Penalty 29029.008496 = -39644124.140294 nChanged 14192 Iteration 7Q (827.950000 sec): 15 clusters Score: Raw -39683579.490427 + Penalty 29029.008496 = -39654550.481931 nChanged 9584 Iteration 8Q (829.410000 sec): 15 clusters Score: Raw -39689202.369949 + Penalty 29029.008496 = -39660173.361453 nChanged 6455 Deleting Class 12 (1666 points): Lose 2009.882982 but Gain 2073.500607 Iteration 9Q (830.790000 sec): 14 clusters Score: Raw -39690314.170354 + Penalty 26955.507890 = -39663358.662464 nChanged 5867 Iteration 10Q (832.090000 sec): 14 clusters Score: Raw -39693700.819641 + Penalty 26955.507890 = -39666745.311752 nChanged 3058 Iteration 11Q (833.350000 sec): 14 clusters Score: Raw -39694421.620731 + Penalty 26955.507890 = -39667466.112842 nChanged 2289 Iteration 12Q (834.580000 sec): 14 clusters Score: Raw -39694883.253760 + Penalty 26955.507890 = -39667927.745871 nChanged 1775 Iteration 13Q (835.810000 sec): 14 clusters Score: Raw -39695220.821732 + Penalty 26955.507890 = -39668265.313842 nChanged 1427 Iteration 14Q (837.010000 sec): 14 clusters Score: Raw -39695524.003902 + Penalty 26955.507890 = -39668568.496013 nChanged 1160 Iteration 15Q (838.240000 sec): 14 clusters Score: Raw -39695747.150526 + Penalty 26955.507890 = -39668791.642636 nChanged 1002 Iteration 16Q (839.440000 sec): 14 clusters Score: Raw -39695960.356177 + Penalty 26955.507890 = -39669004.848287 nChanged 901 Iteration 17Q (840.650000 sec): 14 clusters Score: Raw -39696161.933470 + Penalty 26955.507890 = -39669206.425580 nChanged 903 Iteration 18Q (841.840000 sec): 14 clusters Score: Raw -39696356.519310 + Penalty 26955.507890 = -39669401.011421 nChanged 989 Iteration 19Q (843.040000 sec): 14 clusters Score: Raw -39696540.149199 + Penalty 26955.507890 = -39669584.641309 nChanged 1052 Writing temp clu file Compute initial score before splitting: Score: Raw -39696540.149199 + Penalty 26955.507890 = -39669584.641309 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.100000 sec): 2 clusters Score: Raw -123519.670514 + Penalty 1154.423415 = -122365.247099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.100000 sec): 3 clusters Score: Raw -123168.562062 + Penalty 2308.846830 = -120859.715232 nChanged 403 SP:Iteration 1F (843.110000 sec): 3 clusters Score: Raw -123577.894739 + Penalty 2308.846830 = -121269.047908 nChanged 122 SP:Iteration 2F (843.110000 sec): 3 clusters Score: Raw -123817.871310 + Penalty 2308.846830 = -121509.024480 nChanged 86 SP:Iteration 3F (843.120000 sec): 3 clusters Score: Raw -124035.749969 + Penalty 2308.846830 = -121726.903139 nChanged 90 SP:Iteration 4F (843.120000 sec): 3 clusters Score: Raw -124322.474617 + Penalty 2308.846830 = -122013.627787 nChanged 64 SP:Iteration 5F (843.120000 sec): 3 clusters Score: Raw -124417.902454 + Penalty 2308.846830 = -122109.055623 nChanged 36 SP:Iteration 6Q (843.120000 sec): 3 clusters Score: Raw -124466.275776 + Penalty 2308.846830 = -122157.428946 nChanged 29 SP:Iteration 7Q (843.130000 sec): 3 clusters Score: Raw -124516.919716 + Penalty 2308.846830 = -122208.072885 nChanged 25 SP:Iteration 8Q (843.130000 sec): 3 clusters Score: Raw -124565.842203 + Penalty 2308.846830 = -122256.995373 nChanged 23 SP:Iteration 9Q (843.130000 sec): 3 clusters Score: Raw -124640.321824 + Penalty 2308.846830 = -122331.474993 nChanged 19 SP:Iteration 10Q (843.140000 sec): 3 clusters Score: Raw -124702.385583 + Penalty 2308.846830 = -122393.538753 nChanged 21 SP:Iteration 11Q (843.140000 sec): 3 clusters Score: Raw -124772.840525 + Penalty 2308.846830 = -122463.993695 nChanged 16 SP:Iteration 12Q (843.140000 sec): 3 clusters Score: Raw -124797.576987 + Penalty 2308.846830 = -122488.730157 nChanged 15 SP:Iteration 13Q (843.140000 sec): 3 clusters Score: Raw -124820.749029 + Penalty 2308.846830 = -122511.902199 nChanged 13 SP:Iteration 14Q (843.150000 sec): 3 clusters Score: Raw -124836.191356 + Penalty 2308.846830 = -122527.344526 nChanged 18 SP:Iteration 15Q (843.150000 sec): 3 clusters Score: Raw -124859.586675 + Penalty 2308.846830 = -122550.739845 nChanged 16 SP:Iteration 16Q (843.150000 sec): 3 clusters Score: Raw -124877.084988 + Penalty 2308.846830 = -122568.238158 nChanged 7 SP:Iteration 17Q (843.160000 sec): 3 clusters Score: Raw -124883.576373 + Penalty 2308.846830 = -122574.729543 nChanged 6 SP:Iteration 18Q (843.160000 sec): 3 clusters Score: Raw -124891.351245 + Penalty 2308.846830 = -122582.504414 nChanged 5 SP:Iteration 19Q (843.160000 sec): 3 clusters Score: Raw -124894.633172 + Penalty 2308.846830 = -122585.786342 nChanged 2 SP:Iteration 20F (843.160000 sec): 3 clusters Score: Raw -124895.778229 + Penalty 2308.846830 = -122586.931398 nChanged 1 SP:Iteration 21Q (843.160000 sec): 3 clusters Score: Raw -124897.543418 + Penalty 2308.846830 = -122588.696588 nChanged 1 SP:Iteration 22Q (843.170000 sec): 3 clusters Score: Raw -124898.163353 + Penalty 2308.846830 = -122589.316522 nChanged 0 SP:Iteration 23F (843.170000 sec): 3 clusters Score: Raw -124898.163353 + Penalty 2308.846830 = -122589.316522 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 3.13 GB. Trying to split cluster 4 (56461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.410000 sec): 2 clusters Score: Raw -6566641.274800 + Penalty 1777.962130 = -6564863.312670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.560000 sec): 3 clusters Score: Raw -6530782.870326 + Penalty 3555.924259 = -6527226.946066 nChanged 26608 SP:Iteration 1F (843.710000 sec): 3 clusters Score: Raw -6546713.049135 + Penalty 3555.924259 = -6543157.124876 nChanged 2551 SP:Iteration 2Q (843.860000 sec): 3 clusters Score: Raw -6547843.618542 + Penalty 3555.924259 = -6544287.694282 nChanged 2614 SP:Iteration 3Q (844.010000 sec): 3 clusters Score: Raw -6549211.020893 + Penalty 3555.924259 = -6545655.096634 nChanged 2912 SP:Iteration 4F (844.160000 sec): 3 clusters Score: Raw -6550891.000077 + Penalty 3555.924259 = -6547335.075818 nChanged 3342 SP:Iteration 5F (844.310000 sec): 3 clusters Score: Raw -6553000.142010 + Penalty 3555.924259 = -6549444.217751 nChanged 3477 SP:Iteration 6F (844.450000 sec): 3 clusters Score: Raw -6555389.536119 + Penalty 3555.924259 = -6551833.611860 nChanged 3736 SP:Iteration 7F (844.600000 sec): 3 clusters Score: Raw -6558221.608853 + Penalty 3555.924259 = -6554665.684594 nChanged 3554 SP:Iteration 8F (844.740000 sec): 3 clusters Score: Raw -6561145.015636 + Penalty 3555.924259 = -6557589.091377 nChanged 2979 SP:Iteration 9F (844.890000 sec): 3 clusters Score: Raw -6563717.987953 + Penalty 3555.924259 = -6560162.063694 nChanged 1942 SP:Iteration 10Q (845.030000 sec): 3 clusters Score: Raw -6565420.614928 + Penalty 3555.924259 = -6561864.690669 nChanged 955 SP:Iteration 11Q (845.160000 sec): 3 clusters Score: Raw -6566239.793802 + Penalty 3555.924259 = -6562683.869543 nChanged 377 SP:Iteration 12Q (845.280000 sec): 3 clusters Score: Raw -6566570.227696 + Penalty 3555.924259 = -6563014.303437 nChanged 157 SP:Iteration 13Q (845.390000 sec): 3 clusters Score: Raw -6566723.007496 + Penalty 3555.924259 = -6563167.083237 nChanged 80 SP:Iteration 14Q (845.500000 sec): 3 clusters Score: Raw -6566805.225605 + Penalty 3555.924259 = -6563249.301345 nChanged 43 SP:Iteration 15Q (845.610000 sec): 3 clusters Score: Raw -6566855.173112 + Penalty 3555.924259 = -6563299.248852 nChanged 25 SP:Iteration 16Q (845.710000 sec): 3 clusters Score: Raw -6566885.053211 + Penalty 3555.924259 = -6563329.128952 nChanged 14 SP:Iteration 17Q (845.830000 sec): 3 clusters Score: Raw -6566902.956297 + Penalty 3555.924259 = -6563347.032038 nChanged 13 SP:Iteration 18Q (845.930000 sec): 3 clusters Score: Raw -6566917.075548 + Penalty 3555.924259 = -6563361.151289 nChanged 10 SP:Iteration 19Q (846.040000 sec): 3 clusters Score: Raw -6566929.880565 + Penalty 3555.924259 = -6563373.956305 nChanged 4 SP:Iteration 20F (846.180000 sec): 3 clusters Score: Raw -6566936.331752 + Penalty 3555.924259 = -6563380.407493 nChanged 4 SP:Iteration 21Q (846.280000 sec): 3 clusters Score: Raw -6566942.768526 + Penalty 3555.924259 = -6563386.844266 nChanged 2 SP:Iteration 22Q (846.390000 sec): 3 clusters Score: Raw -6566943.924371 + Penalty 3555.924259 = -6563388.000112 nChanged 2 SP:Iteration 23Q (846.490000 sec): 3 clusters Score: Raw -6566946.311917 + Penalty 3555.924259 = -6563390.387657 nChanged 1 SP:Iteration 24Q (846.600000 sec): 3 clusters Score: Raw -6566947.293530 + Penalty 3555.924259 = -6563391.369270 nChanged 0 SP:Iteration 25F (846.740000 sec): 3 clusters Score: Raw -6566947.293530 + Penalty 3555.924259 = -6563391.369270 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.780000 sec): 2 clusters Score: Raw -376784.052561 + Penalty 1311.674512 = -375472.378049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.780000 sec): 3 clusters Score: Raw -375247.060634 + Penalty 2623.349024 = -372623.711610 nChanged 1203 SP:Iteration 1F (846.790000 sec): 3 clusters Score: Raw -375934.509006 + Penalty 2623.349024 = -373311.159982 nChanged 209 SP:Iteration 2F (846.800000 sec): 3 clusters Score: Raw -376053.117119 + Penalty 2623.349024 = -373429.768095 nChanged 156 SP:Iteration 3Q (846.810000 sec): 3 clusters Score: Raw -376134.244258 + Penalty 2623.349024 = -373510.895234 nChanged 105 SP:Iteration 4Q (846.820000 sec): 3 clusters Score: Raw -376191.894077 + Penalty 2623.349024 = -373568.545053 nChanged 90 SP:Iteration 5Q (846.820000 sec): 3 clusters Score: Raw -376241.086390 + Penalty 2623.349024 = -373617.737367 nChanged 98 SP:Iteration 6Q (846.830000 sec): 3 clusters Score: Raw -376292.256928 + Penalty 2623.349024 = -373668.907904 nChanged 80 SP:Iteration 7Q (846.840000 sec): 3 clusters Score: Raw -376339.382689 + Penalty 2623.349024 = -373716.033666 nChanged 77 SP:Iteration 8Q (846.850000 sec): 3 clusters Score: Raw -376377.876358 + Penalty 2623.349024 = -373754.527334 nChanged 67 SP:Iteration 9Q (846.860000 sec): 3 clusters Score: Raw -376412.636816 + Penalty 2623.349024 = -373789.287792 nChanged 64 SP:Iteration 10Q (846.860000 sec): 3 clusters Score: Raw -376450.359854 + Penalty 2623.349024 = -373827.010831 nChanged 61 SP:Iteration 11Q (846.870000 sec): 3 clusters Score: Raw -376483.981225 + Penalty 2623.349024 = -373860.632201 nChanged 62 SP:Iteration 12Q (846.880000 sec): 3 clusters Score: Raw -376517.969533 + Penalty 2623.349024 = -373894.620509 nChanged 56 SP:Iteration 13Q (846.880000 sec): 3 clusters Score: Raw -376546.594973 + Penalty 2623.349024 = -373923.245949 nChanged 41 SP:Iteration 14Q (846.890000 sec): 3 clusters Score: Raw -376564.633929 + Penalty 2623.349024 = -373941.284905 nChanged 39 SP:Iteration 15Q (846.900000 sec): 3 clusters Score: Raw -376586.421769 + Penalty 2623.349024 = -373963.072746 nChanged 45 SP:Iteration 16Q (846.910000 sec): 3 clusters Score: Raw -376610.188983 + Penalty 2623.349024 = -373986.839960 nChanged 45 SP:Iteration 17Q (846.920000 sec): 3 clusters Score: Raw -376635.097064 + Penalty 2623.349024 = -374011.748040 nChanged 43 SP:Iteration 18Q (846.920000 sec): 3 clusters Score: Raw -376660.710061 + Penalty 2623.349024 = -374037.361038 nChanged 42 SP:Iteration 19Q (846.930000 sec): 3 clusters Score: Raw -376683.050165 + Penalty 2623.349024 = -374059.701141 nChanged 33 SP:Iteration 20F (846.940000 sec): 3 clusters Score: Raw -376702.294414 + Penalty 2623.349024 = -374078.945390 nChanged 39 SP:Iteration 21Q (846.950000 sec): 3 clusters Score: Raw -376726.341711 + Penalty 2623.349024 = -374102.992687 nChanged 40 SP:Iteration 22Q (846.960000 sec): 3 clusters Score: Raw -376751.246837 + Penalty 2623.349024 = -374127.897813 nChanged 40 SP:Iteration 23Q (846.960000 sec): 3 clusters Score: Raw -376778.611959 + Penalty 2623.349024 = -374155.262936 nChanged 30 SP:Iteration 24Q (846.970000 sec): 3 clusters Score: Raw -376800.204548 + Penalty 2623.349024 = -374176.855524 nChanged 30 SP:Iteration 25Q (846.980000 sec): 3 clusters Score: Raw -376822.834121 + Penalty 2623.349024 = -374199.485098 nChanged 28 SP:Iteration 26Q (846.980000 sec): 3 clusters Score: Raw -376842.267446 + Penalty 2623.349024 = -374218.918422 nChanged 30 SP:Iteration 27Q (846.990000 sec): 3 clusters Score: Raw -376864.478570 + Penalty 2623.349024 = -374241.129546 nChanged 26 SP:Iteration 28Q (847.000000 sec): 3 clusters Score: Raw -376883.052242 + Penalty 2623.349024 = -374259.703219 nChanged 28 SP:Iteration 29Q (847.000000 sec): 3 clusters Score: Raw -376898.962568 + Penalty 2623.349024 = -374275.613544 nChanged 19 SP:Iteration 30Q (847.010000 sec): 3 clusters Score: Raw -376914.303366 + Penalty 2623.349024 = -374290.954343 nChanged 17 SP:Iteration 31Q (847.020000 sec): 3 clusters Score: Raw -376925.912460 + Penalty 2623.349024 = -374302.563436 nChanged 16 SP:Iteration 32Q (847.030000 sec): 3 clusters Score: Raw -376938.617162 + Penalty 2623.349024 = -374315.268138 nChanged 18 SP:Iteration 33Q (847.030000 sec): 3 clusters Score: Raw -376954.116718 + Penalty 2623.349024 = -374330.767695 nChanged 20 SP:Iteration 34Q (847.040000 sec): 3 clusters Score: Raw -376974.375825 + Penalty 2623.349024 = -374351.026802 nChanged 25 SP:Iteration 35Q (847.050000 sec): 3 clusters Score: Raw -376989.050618 + Penalty 2623.349024 = -374365.701594 nChanged 14 SP:Iteration 36Q (847.050000 sec): 3 clusters Score: Raw -377001.818194 + Penalty 2623.349024 = -374378.469171 nChanged 12 SP:Iteration 37Q (847.060000 sec): 3 clusters Score: Raw -377010.792728 + Penalty 2623.349024 = -374387.443704 nChanged 13 SP:Iteration 38Q (847.070000 sec): 3 clusters Score: Raw -377021.402618 + Penalty 2623.349024 = -374398.053594 nChanged 10 SP:Iteration 39Q (847.070000 sec): 3 clusters Score: Raw -377026.773609 + Penalty 2623.349024 = -374403.424585 nChanged 7 SP:Iteration 40F (847.080000 sec): 3 clusters Score: Raw -377030.291102 + Penalty 2623.349024 = -374406.942078 nChanged 5 SP:Iteration 41Q (847.090000 sec): 3 clusters Score: Raw -377031.455766 + Penalty 2623.349024 = -374408.106742 nChanged 2 SP:Iteration 42Q (847.100000 sec): 3 clusters Score: Raw -377032.090320 + Penalty 2623.349024 = -374408.741296 nChanged 1 SP:Iteration 43Q (847.100000 sec): 3 clusters Score: Raw -377032.599539 + Penalty 2623.349024 = -374409.250515 nChanged 0 SP:Iteration 44F (847.110000 sec): 3 clusters Score: Raw -377032.599539 + Penalty 2623.349024 = -374409.250515 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.110000 sec): 2 clusters Score: Raw -149216.927676 + Penalty 1167.132218 = -148049.795458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.110000 sec): 3 clusters Score: Raw -148724.815986 + Penalty 2334.264436 = -146390.551550 nChanged 413 SP:Iteration 1F (847.120000 sec): 3 clusters Score: Raw -149026.908341 + Penalty 2334.264436 = -146692.643905 nChanged 107 SP:Iteration 2F (847.120000 sec): 3 clusters Score: Raw -149150.823400 + Penalty 2334.264436 = -146816.558964 nChanged 78 SP:Iteration 3F (847.120000 sec): 3 clusters Score: Raw -149271.242447 + Penalty 2334.264436 = -146936.978010 nChanged 65 SP:Iteration 4Q (847.130000 sec): 3 clusters Score: Raw -149338.003237 + Penalty 2334.264436 = -147003.738801 nChanged 47 SP:Iteration 5Q (847.130000 sec): 3 clusters Score: Raw -149386.933979 + Penalty 2334.264436 = -147052.669542 nChanged 35 SP:Iteration 6Q (847.130000 sec): 3 clusters Score: Raw -149420.962712 + Penalty 2334.264436 = -147086.698275 nChanged 25 SP:Iteration 7Q (847.140000 sec): 3 clusters Score: Raw -149444.912590 + Penalty 2334.264436 = -147110.648154 nChanged 20 SP:Iteration 8Q (847.140000 sec): 3 clusters Score: Raw -149458.615433 + Penalty 2334.264436 = -147124.350996 nChanged 14 SP:Iteration 9Q (847.140000 sec): 3 clusters Score: Raw -149469.921220 + Penalty 2334.264436 = -147135.656784 nChanged 10 SP:Iteration 10Q (847.150000 sec): 3 clusters Score: Raw -149480.957173 + Penalty 2334.264436 = -147146.692737 nChanged 6 SP:Iteration 11Q (847.150000 sec): 3 clusters Score: Raw -149488.206988 + Penalty 2334.264436 = -147153.942551 nChanged 6 SP:Iteration 12Q (847.150000 sec): 3 clusters Score: Raw -149493.199759 + Penalty 2334.264436 = -147158.935322 nChanged 3 SP:Iteration 13Q (847.160000 sec): 3 clusters Score: Raw -149495.222887 + Penalty 2334.264436 = -147160.958451 nChanged 3 SP:Iteration 14Q (847.160000 sec): 3 clusters Score: Raw -149496.807805 + Penalty 2334.264436 = -147162.543369 nChanged 4 SP:Iteration 15Q (847.160000 sec): 3 clusters Score: Raw -149498.635074 + Penalty 2334.264436 = -147164.370638 nChanged 5 SP:Iteration 16Q (847.160000 sec): 3 clusters Score: Raw -149501.422803 + Penalty 2334.264436 = -147167.158367 nChanged 1 SP:Iteration 17Q (847.170000 sec): 3 clusters Score: Raw -149501.925498 + Penalty 2334.264436 = -147167.661062 nChanged 1 SP:Iteration 18Q (847.170000 sec): 3 clusters Score: Raw -149503.628845 + Penalty 2334.264436 = -147169.364409 nChanged 0 SP:Iteration 19F (847.180000 sec): 3 clusters Score: Raw -149503.628845 + Penalty 2334.264436 = -147169.364409 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.180000 sec): 2 clusters Score: Raw -101953.343307 + Penalty 1113.489417 = -100839.853889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.180000 sec): 3 clusters Score: Raw -101677.041319 + Penalty 2226.978835 = -99450.062484 nChanged 284 SP:Iteration 1F (847.180000 sec): 3 clusters Score: Raw -102097.319896 + Penalty 2226.978835 = -99870.341061 nChanged 107 SP:Iteration 2F (847.180000 sec): 3 clusters Score: Raw -102487.909463 + Penalty 2226.978835 = -100260.930628 nChanged 90 SP:Iteration 3F (847.190000 sec): 3 clusters Score: Raw -102887.642487 + Penalty 2226.978835 = -100660.663652 nChanged 76 SP:Iteration 4F (847.190000 sec): 3 clusters Score: Raw -103070.697724 + Penalty 2226.978835 = -100843.718889 nChanged 58 SP:Iteration 5F (847.190000 sec): 3 clusters Score: Raw -103187.223235 + Penalty 2226.978835 = -100960.244400 nChanged 38 SP:Iteration 6Q (847.200000 sec): 3 clusters Score: Raw -103278.571983 + Penalty 2226.978835 = -101051.593148 nChanged 16 SP:Iteration 7Q (847.200000 sec): 3 clusters Score: Raw -103321.928962 + Penalty 2226.978835 = -101094.950127 nChanged 13 SP:Iteration 8Q (847.200000 sec): 3 clusters Score: Raw -103344.073401 + Penalty 2226.978835 = -101117.094566 nChanged 6 SP:Iteration 9Q (847.200000 sec): 3 clusters Score: Raw -103354.848148 + Penalty 2226.978835 = -101127.869313 nChanged 6 SP:Iteration 10Q (847.200000 sec): 3 clusters Score: Raw -103364.138227 + Penalty 2226.978835 = -101137.159392 nChanged 3 SP:Iteration 11Q (847.200000 sec): 3 clusters Score: Raw -103369.591064 + Penalty 2226.978835 = -101142.612229 nChanged 2 SP:Iteration 12Q (847.200000 sec): 3 clusters Score: Raw -103372.244272 + Penalty 2226.978835 = -101145.265437 nChanged 0 SP:Iteration 13F (847.210000 sec): 3 clusters Score: Raw -103372.244272 + Penalty 2226.978835 = -101145.265437 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.220000 sec): 2 clusters Score: Raw -221789.636499 + Penalty 1237.965803 = -220551.670696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.220000 sec): 3 clusters Score: Raw -220896.029969 + Penalty 2475.931607 = -218420.098362 nChanged 755 SP:Iteration 1F (847.220000 sec): 3 clusters Score: Raw -221448.527768 + Penalty 2475.931607 = -218972.596161 nChanged 208 SP:Iteration 2F (847.230000 sec): 3 clusters Score: Raw -221732.590485 + Penalty 2475.931607 = -219256.658878 nChanged 153 SP:Iteration 3F (847.240000 sec): 3 clusters Score: Raw -222100.411475 + Penalty 2475.931607 = -219624.479869 nChanged 190 SP:Iteration 4F (847.240000 sec): 3 clusters Score: Raw -222588.836132 + Penalty 2475.931607 = -220112.904525 nChanged 200 SP:Iteration 5F (847.240000 sec): 3 clusters Score: Raw -222982.464310 + Penalty 2475.931607 = -220506.532704 nChanged 161 SP:Iteration 6F (847.250000 sec): 3 clusters Score: Raw -223456.651625 + Penalty 2475.931607 = -220980.720018 nChanged 132 SP:Iteration 7F (847.260000 sec): 3 clusters Score: Raw -224117.250049 + Penalty 2475.931607 = -221641.318442 nChanged 78 SP:Iteration 8Q (847.260000 sec): 3 clusters Score: Raw -224913.985247 + Penalty 2475.931607 = -222438.053640 nChanged 24 SP:Iteration 9Q (847.260000 sec): 3 clusters Score: Raw -224957.809687 + Penalty 2475.931607 = -222481.878080 nChanged 10 SP:Iteration 10Q (847.270000 sec): 3 clusters Score: Raw -224973.162393 + Penalty 2475.931607 = -222497.230787 nChanged 10 SP:Iteration 11Q (847.270000 sec): 3 clusters Score: Raw -224988.059511 + Penalty 2475.931607 = -222512.127905 nChanged 8 SP:Iteration 12Q (847.270000 sec): 3 clusters Score: Raw -224997.381799 + Penalty 2475.931607 = -222521.450193 nChanged 5 SP:Iteration 13Q (847.280000 sec): 3 clusters Score: Raw -225002.027450 + Penalty 2475.931607 = -222526.095843 nChanged 3 SP:Iteration 14Q (847.280000 sec): 3 clusters Score: Raw -225005.009589 + Penalty 2475.931607 = -222529.077982 nChanged 5 SP:Iteration 15Q (847.280000 sec): 3 clusters Score: Raw -225008.599667 + Penalty 2475.931607 = -222532.668060 nChanged 1 SP:Iteration 16Q (847.290000 sec): 3 clusters Score: Raw -225009.423094 + Penalty 2475.931607 = -222533.491488 nChanged 1 SP:Iteration 17Q (847.290000 sec): 3 clusters Score: Raw -225011.801791 + Penalty 2475.931607 = -222535.870184 nChanged 2 SP:Iteration 18Q (847.300000 sec): 3 clusters Score: Raw -225014.042681 + Penalty 2475.931607 = -222538.111074 nChanged 3 SP:Iteration 19Q (847.300000 sec): 3 clusters Score: Raw -225016.923443 + Penalty 2475.931607 = -222540.991837 nChanged 1 SP:Iteration 20F (847.300000 sec): 3 clusters Score: Raw -225018.957012 + Penalty 2475.931607 = -222543.025405 nChanged 2 SP:Iteration 21Q (847.310000 sec): 3 clusters Score: Raw -225021.439372 + Penalty 2475.931607 = -222545.507765 nChanged 6 SP:Iteration 22Q (847.310000 sec): 3 clusters Score: Raw -225033.907964 + Penalty 2475.931607 = -222557.976357 nChanged 6 SP:Iteration 23Q (847.310000 sec): 3 clusters Score: Raw -225045.317888 + Penalty 2475.931607 = -222569.386281 nChanged 8 SP:Iteration 24Q (847.320000 sec): 3 clusters Score: Raw -225063.362541 + Penalty 2475.931607 = -222587.430935 nChanged 7 SP:Iteration 25Q (847.320000 sec): 3 clusters Score: Raw -225077.864655 + Penalty 2475.931607 = -222601.933049 nChanged 6 SP:Iteration 26Q (847.320000 sec): 3 clusters Score: Raw -225092.912822 + Penalty 2475.931607 = -222616.981215 nChanged 5 SP:Iteration 27Q (847.330000 sec): 3 clusters Score: Raw -225107.185917 + Penalty 2475.931607 = -222631.254310 nChanged 5 SP:Iteration 28Q (847.330000 sec): 3 clusters Score: Raw -225112.455386 + Penalty 2475.931607 = -222636.523779 nChanged 1 SP:Iteration 29Q (847.340000 sec): 3 clusters Score: Raw -225113.520958 + Penalty 2475.931607 = -222637.589352 nChanged 2 SP:Iteration 30Q (847.340000 sec): 3 clusters Score: Raw -225114.862202 + Penalty 2475.931607 = -222638.930596 nChanged 0 SP:Iteration 31F (847.340000 sec): 3 clusters Score: Raw -225114.862202 + Penalty 2475.931607 = -222638.930596 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.350000 sec): 2 clusters Score: Raw -33172.712916 + Penalty 931.141215 = -32241.571701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.350000 sec): 3 clusters Score: Raw -33288.505467 + Penalty 1862.282429 = -31426.223037 nChanged 58 SP:Iteration 1F (847.350000 sec): 3 clusters Score: Raw -33469.815947 + Penalty 1862.282429 = -31607.533518 nChanged 22 SP:Iteration 2F (847.350000 sec): 3 clusters Score: Raw -33589.184592 + Penalty 1862.282429 = -31726.902162 nChanged 6 SP:Iteration 3Q (847.350000 sec): 3 clusters Score: Raw -33616.053464 + Penalty 1862.282429 = -31753.771035 nChanged 5 SP:Iteration 4Q (847.350000 sec): 3 clusters Score: Raw -33640.742116 + Penalty 1862.282429 = -31778.459686 nChanged 0 SP:Iteration 5F (847.350000 sec): 3 clusters Score: Raw -33640.742116 + Penalty 1862.282429 = -31778.459686 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.360000 sec): 2 clusters Score: Raw -100639.215952 + Penalty 1109.313599 = -99529.902353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.360000 sec): 3 clusters Score: Raw -100447.123519 + Penalty 2218.627198 = -98228.496322 nChanged 278 SP:Iteration 1F (847.370000 sec): 3 clusters Score: Raw -101091.681730 + Penalty 2218.627198 = -98873.054532 nChanged 123 SP:Iteration 2F (847.370000 sec): 3 clusters Score: Raw -101493.547142 + Penalty 2218.627198 = -99274.919944 nChanged 80 SP:Iteration 3F (847.370000 sec): 3 clusters Score: Raw -101904.564954 + Penalty 2218.627198 = -99685.937756 nChanged 43 SP:Iteration 4Q (847.370000 sec): 3 clusters Score: Raw -102016.701495 + Penalty 2218.627198 = -99798.074297 nChanged 17 SP:Iteration 5Q (847.370000 sec): 3 clusters Score: Raw -102060.459382 + Penalty 2218.627198 = -99841.832185 nChanged 7 SP:Iteration 6Q (847.380000 sec): 3 clusters Score: Raw -102083.022714 + Penalty 2218.627198 = -99864.395517 nChanged 2 SP:Iteration 7Q (847.380000 sec): 3 clusters Score: Raw -102088.884999 + Penalty 2218.627198 = -99870.257801 nChanged 1 SP:Iteration 8Q (847.380000 sec): 3 clusters Score: Raw -102090.946297 + Penalty 2218.627198 = -99872.319100 nChanged 1 SP:Iteration 9Q (847.380000 sec): 3 clusters Score: Raw -102092.934705 + Penalty 2218.627198 = -99874.307507 nChanged 1 SP:Iteration 10Q (847.380000 sec): 3 clusters Score: Raw -102093.773160 + Penalty 2218.627198 = -99875.145963 nChanged 1 SP:Iteration 11Q (847.390000 sec): 3 clusters Score: Raw -102096.971596 + Penalty 2218.627198 = -99878.344398 nChanged 1 SP:Iteration 12Q (847.390000 sec): 3 clusters Score: Raw -102099.462452 + Penalty 2218.627198 = -99880.835254 nChanged 0 SP:Iteration 13F (847.390000 sec): 3 clusters Score: Raw -102099.462452 + Penalty 2218.627198 = -99880.835254 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (17077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.440000 sec): 2 clusters Score: Raw -1983522.924637 + Penalty 1583.641769 = -1981939.282868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.480000 sec): 3 clusters Score: Raw -1973312.724888 + Penalty 3167.283538 = -1970145.441351 nChanged 7710 SP:Iteration 1F (847.530000 sec): 3 clusters Score: Raw -1977573.547050 + Penalty 3167.283538 = -1974406.263513 nChanged 909 SP:Iteration 2F (847.570000 sec): 3 clusters Score: Raw -1977901.916364 + Penalty 3167.283538 = -1974734.632826 nChanged 782 SP:Iteration 3Q (847.610000 sec): 3 clusters Score: Raw -1978222.807488 + Penalty 3167.283538 = -1975055.523951 nChanged 761 SP:Iteration 4Q (847.660000 sec): 3 clusters Score: Raw -1978565.946248 + Penalty 3167.283538 = -1975398.662711 nChanged 799 SP:Iteration 5Q (847.700000 sec): 3 clusters Score: Raw -1978954.942206 + Penalty 3167.283538 = -1975787.658669 nChanged 781 SP:Iteration 6Q (847.740000 sec): 3 clusters Score: Raw -1979410.929003 + Penalty 3167.283538 = -1976243.645465 nChanged 837 SP:Iteration 7Q (847.790000 sec): 3 clusters Score: Raw -1979908.068362 + Penalty 3167.283538 = -1976740.784824 nChanged 855 SP:Iteration 8F (847.830000 sec): 3 clusters Score: Raw -1980415.562030 + Penalty 3167.283538 = -1977248.278492 nChanged 809 SP:Iteration 9Q (847.870000 sec): 3 clusters Score: Raw -1980912.459697 + Penalty 3167.283538 = -1977745.176160 nChanged 739 SP:Iteration 10Q (847.920000 sec): 3 clusters Score: Raw -1981347.617541 + Penalty 3167.283538 = -1978180.334004 nChanged 664 SP:Iteration 11Q (847.960000 sec): 3 clusters Score: Raw -1981713.162119 + Penalty 3167.283538 = -1978545.878582 nChanged 553 SP:Iteration 12Q (848.000000 sec): 3 clusters Score: Raw -1981986.784194 + Penalty 3167.283538 = -1978819.500657 nChanged 452 SP:Iteration 13Q (848.040000 sec): 3 clusters Score: Raw -1982178.369548 + Penalty 3167.283538 = -1979011.086010 nChanged 349 SP:Iteration 14Q (848.080000 sec): 3 clusters Score: Raw -1982314.616507 + Penalty 3167.283538 = -1979147.332969 nChanged 266 SP:Iteration 15Q (848.120000 sec): 3 clusters Score: Raw -1982401.618366 + Penalty 3167.283538 = -1979234.334829 nChanged 213 SP:Iteration 16Q (848.160000 sec): 3 clusters Score: Raw -1982480.958092 + Penalty 3167.283538 = -1979313.674555 nChanged 205 SP:Iteration 17Q (848.200000 sec): 3 clusters Score: Raw -1982560.559943 + Penalty 3167.283538 = -1979393.276406 nChanged 208 SP:Iteration 18Q (848.240000 sec): 3 clusters Score: Raw -1982642.613525 + Penalty 3167.283538 = -1979475.329988 nChanged 197 SP:Iteration 19Q (848.270000 sec): 3 clusters Score: Raw -1982733.499733 + Penalty 3167.283538 = -1979566.216196 nChanged 211 SP:Iteration 20F (848.320000 sec): 3 clusters Score: Raw -1982830.767971 + Penalty 3167.283538 = -1979663.484434 nChanged 194 SP:Iteration 21Q (848.360000 sec): 3 clusters Score: Raw -1982928.673991 + Penalty 3167.283538 = -1979761.390453 nChanged 203 SP:Iteration 22Q (848.390000 sec): 3 clusters Score: Raw -1983028.711162 + Penalty 3167.283538 = -1979861.427624 nChanged 190 SP:Iteration 23Q (848.430000 sec): 3 clusters Score: Raw -1983110.914131 + Penalty 3167.283538 = -1979943.630594 nChanged 167 SP:Iteration 24Q (848.470000 sec): 3 clusters Score: Raw -1983181.146810 + Penalty 3167.283538 = -1980013.863272 nChanged 184 SP:Iteration 25Q (848.510000 sec): 3 clusters Score: Raw -1983276.313256 + Penalty 3167.283538 = -1980109.029718 nChanged 220 SP:Iteration 26Q (848.540000 sec): 3 clusters Score: Raw -1983411.265056 + Penalty 3167.283538 = -1980243.981519 nChanged 224 SP:Iteration 27Q (848.580000 sec): 3 clusters Score: Raw -1983564.266842 + Penalty 3167.283538 = -1980396.983305 nChanged 223 SP:Iteration 28Q (848.610000 sec): 3 clusters Score: Raw -1983747.665506 + Penalty 3167.283538 = -1980580.381968 nChanged 244 SP:Iteration 29Q (848.650000 sec): 3 clusters Score: Raw -1983950.616829 + Penalty 3167.283538 = -1980783.333292 nChanged 214 SP:Iteration 30Q (848.690000 sec): 3 clusters Score: Raw -1984077.012953 + Penalty 3167.283538 = -1980909.729416 nChanged 176 SP:Iteration 31Q (848.720000 sec): 3 clusters Score: Raw -1984151.793515 + Penalty 3167.283538 = -1980984.509977 nChanged 111 SP:Iteration 32Q (848.760000 sec): 3 clusters Score: Raw -1984186.400048 + Penalty 3167.283538 = -1981019.116510 nChanged 96 SP:Iteration 33Q (848.790000 sec): 3 clusters Score: Raw -1984213.598375 + Penalty 3167.283538 = -1981046.314837 nChanged 83 SP:Iteration 34Q (848.830000 sec): 3 clusters Score: Raw -1984233.855373 + Penalty 3167.283538 = -1981066.571835 nChanged 59 SP:Iteration 35Q (848.870000 sec): 3 clusters Score: Raw -1984247.674169 + Penalty 3167.283538 = -1981080.390631 nChanged 51 SP:Iteration 36Q (848.900000 sec): 3 clusters Score: Raw -1984259.667017 + Penalty 3167.283538 = -1981092.383480 nChanged 51 SP:Iteration 37Q (848.940000 sec): 3 clusters Score: Raw -1984271.144304 + Penalty 3167.283538 = -1981103.860767 nChanged 54 SP:Iteration 38Q (848.970000 sec): 3 clusters Score: Raw -1984281.789853 + Penalty 3167.283538 = -1981114.506315 nChanged 36 SP:Iteration 39Q (849.010000 sec): 3 clusters Score: Raw -1984287.588231 + Penalty 3167.283538 = -1981120.304694 nChanged 27 SP:Iteration 40F (849.050000 sec): 3 clusters Score: Raw -1984293.830070 + Penalty 3167.283538 = -1981126.546532 nChanged 27 SP:Iteration 41Q (849.090000 sec): 3 clusters Score: Raw -1984299.347246 + Penalty 3167.283538 = -1981132.063708 nChanged 27 SP:Iteration 42Q (849.120000 sec): 3 clusters Score: Raw -1984303.337409 + Penalty 3167.283538 = -1981136.053872 nChanged 20 SP:Iteration 43Q (849.160000 sec): 3 clusters Score: Raw -1984306.823926 + Penalty 3167.283538 = -1981139.540389 nChanged 16 SP:Iteration 44Q (849.200000 sec): 3 clusters Score: Raw -1984310.129750 + Penalty 3167.283538 = -1981142.846212 nChanged 19 SP:Iteration 45Q (849.230000 sec): 3 clusters Score: Raw -1984313.412337 + Penalty 3167.283538 = -1981146.128799 nChanged 16 SP:Iteration 46Q (849.270000 sec): 3 clusters Score: Raw -1984315.728206 + Penalty 3167.283538 = -1981148.444668 nChanged 12 SP:Iteration 47Q (849.310000 sec): 3 clusters Score: Raw -1984316.947580 + Penalty 3167.283538 = -1981149.664042 nChanged 9 SP:Iteration 48Q (849.340000 sec): 3 clusters Score: Raw -1984317.806846 + Penalty 3167.283538 = -1981150.523308 nChanged 5 SP:Iteration 49Q (849.370000 sec): 3 clusters Score: Raw -1984318.157317 + Penalty 3167.283538 = -1981150.873780 nChanged 6 SP:Iteration 50Q (849.410000 sec): 3 clusters Score: Raw -1984318.656452 + Penalty 3167.283538 = -1981151.372914 nChanged 3 SP:Iteration 51Q (849.450000 sec): 3 clusters Score: Raw -1984318.934834 + Penalty 3167.283538 = -1981151.651296 nChanged 2 SP:Iteration 52Q (849.490000 sec): 3 clusters Score: Raw -1984319.130218 + Penalty 3167.283538 = -1981151.846681 nChanged 0 SP:Iteration 53F (849.530000 sec): 3 clusters Score: Raw -1984319.130218 + Penalty 3167.283538 = -1981151.846681 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (5706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.550000 sec): 2 clusters Score: Raw -635730.882229 + Penalty 1405.506949 = -634325.375280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.560000 sec): 3 clusters Score: Raw -632838.977970 + Penalty 2811.013898 = -630027.964072 nChanged 2398 SP:Iteration 1F (849.580000 sec): 3 clusters Score: Raw -635037.890331 + Penalty 2811.013898 = -632226.876433 nChanged 805 SP:Iteration 2F (849.590000 sec): 3 clusters Score: Raw -636413.344128 + Penalty 2811.013898 = -633602.330230 nChanged 716 SP:Iteration 3F (849.610000 sec): 3 clusters Score: Raw -637398.201781 + Penalty 2811.013898 = -634587.187883 nChanged 466 SP:Iteration 4F (849.620000 sec): 3 clusters Score: Raw -637909.870418 + Penalty 2811.013898 = -635098.856520 nChanged 222 SP:Iteration 5Q (849.630000 sec): 3 clusters Score: Raw -638078.066220 + Penalty 2811.013898 = -635267.052322 nChanged 116 SP:Iteration 6Q (849.650000 sec): 3 clusters Score: Raw -638154.322353 + Penalty 2811.013898 = -635343.308455 nChanged 74 SP:Iteration 7Q (849.660000 sec): 3 clusters Score: Raw -638192.989688 + Penalty 2811.013898 = -635381.975790 nChanged 35 SP:Iteration 8Q (849.670000 sec): 3 clusters Score: Raw -638209.300926 + Penalty 2811.013898 = -635398.287028 nChanged 28 SP:Iteration 9Q (849.690000 sec): 3 clusters Score: Raw -638220.051122 + Penalty 2811.013898 = -635409.037224 nChanged 20 SP:Iteration 10Q (849.700000 sec): 3 clusters Score: Raw -638226.279343 + Penalty 2811.013898 = -635415.265445 nChanged 10 SP:Iteration 11Q (849.710000 sec): 3 clusters Score: Raw -638232.534497 + Penalty 2811.013898 = -635421.520599 nChanged 13 SP:Iteration 12Q (849.730000 sec): 3 clusters Score: Raw -638236.500966 + Penalty 2811.013898 = -635425.487069 nChanged 4 SP:Iteration 13Q (849.740000 sec): 3 clusters Score: Raw -638237.591787 + Penalty 2811.013898 = -635426.577889 nChanged 2 SP:Iteration 14Q (849.750000 sec): 3 clusters Score: Raw -638237.831646 + Penalty 2811.013898 = -635426.817749 nChanged 4 SP:Iteration 15Q (849.770000 sec): 3 clusters Score: Raw -638238.810814 + Penalty 2811.013898 = -635427.796916 nChanged 3 SP:Iteration 16Q (849.780000 sec): 3 clusters Score: Raw -638239.658621 + Penalty 2811.013898 = -635428.644723 nChanged 4 SP:Iteration 17Q (849.790000 sec): 3 clusters Score: Raw -638241.120106 + Penalty 2811.013898 = -635430.106208 nChanged 0 SP:Iteration 18F (849.810000 sec): 3 clusters Score: Raw -638241.120106 + Penalty 2811.013898 = -635430.106208 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (238433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.810000 sec): 2 clusters Score: Raw -27393427.616034 + Penalty 2012.049589 = -27391415.566445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.440000 sec): 3 clusters Score: Raw -27234837.156510 + Penalty 4024.099179 = -27230813.057331 nChanged 115711 SP:Iteration 1F (852.070000 sec): 3 clusters Score: Raw -27306382.711818 + Penalty 4024.099179 = -27302358.612639 nChanged 10192 SP:Iteration 2Q (852.710000 sec): 3 clusters Score: Raw -27311319.167737 + Penalty 4024.099179 = -27307295.068559 nChanged 12652 SP:Iteration 3F (853.340000 sec): 3 clusters Score: Raw -27319146.954728 + Penalty 4024.099179 = -27315122.855550 nChanged 14945 SP:Iteration 4F (853.970000 sec): 3 clusters Score: Raw -27329587.534575 + Penalty 4024.099179 = -27325563.435396 nChanged 16472 SP:Iteration 5F (854.600000 sec): 3 clusters Score: Raw -27342076.893025 + Penalty 4024.099179 = -27338052.793847 nChanged 16742 SP:Iteration 6F (855.230000 sec): 3 clusters Score: Raw -27356541.810457 + Penalty 4024.099179 = -27352517.711278 nChanged 14977 SP:Iteration 7F (855.870000 sec): 3 clusters Score: Raw -27368769.858993 + Penalty 4024.099179 = -27364745.759814 nChanged 11506 SP:Iteration 8Q (856.480000 sec): 3 clusters Score: Raw -27375442.652405 + Penalty 4024.099179 = -27371418.553226 nChanged 7301 SP:Iteration 9Q (857.090000 sec): 3 clusters Score: Raw -27378140.728113 + Penalty 4024.099179 = -27374116.628934 nChanged 4404 SP:Iteration 10Q (857.680000 sec): 3 clusters Score: Raw -27379350.175118 + Penalty 4024.099179 = -27375326.075939 nChanged 3124 SP:Iteration 11Q (858.270000 sec): 3 clusters Score: Raw -27380119.860242 + Penalty 4024.099179 = -27376095.761063 nChanged 2632 SP:Iteration 12Q (858.870000 sec): 3 clusters Score: Raw -27380709.733427 + Penalty 4024.099179 = -27376685.634248 nChanged 2342 SP:Iteration 13Q (859.460000 sec): 3 clusters Score: Raw -27381215.558229 + Penalty 4024.099179 = -27377191.459050 nChanged 2182 SP:Iteration 14Q (860.040000 sec): 3 clusters Score: Raw -27381709.487081 + Penalty 4024.099179 = -27377685.387902 nChanged 2140 SP:Iteration 15Q (860.630000 sec): 3 clusters Score: Raw -27382173.795015 + Penalty 4024.099179 = -27378149.695836 nChanged 2057 SP:Iteration 16Q (861.210000 sec): 3 clusters Score: Raw -27382629.100351 + Penalty 4024.099179 = -27378605.001172 nChanged 1999 SP:Iteration 17Q (861.800000 sec): 3 clusters Score: Raw -27383063.768374 + Penalty 4024.099179 = -27379039.669195 nChanged 1960 SP:Iteration 18Q (862.380000 sec): 3 clusters Score: Raw -27383492.818060 + Penalty 4024.099179 = -27379468.718882 nChanged 1963 SP:Iteration 19Q (862.960000 sec): 3 clusters Score: Raw -27383941.767594 + Penalty 4024.099179 = -27379917.668415 nChanged 1936 SP:Iteration 20F (863.580000 sec): 3 clusters Score: Raw -27384399.477313 + Penalty 4024.099179 = -27380375.378135 nChanged 1872 SP:Iteration 21Q (864.150000 sec): 3 clusters Score: Raw -27384851.553852 + Penalty 4024.099179 = -27380827.454673 nChanged 1885 SP:Iteration 22Q (864.740000 sec): 3 clusters Score: Raw -27385343.134228 + Penalty 4024.099179 = -27381319.035049 nChanged 1843 SP:Iteration 23Q (865.320000 sec): 3 clusters Score: Raw -27385827.516969 + Penalty 4024.099179 = -27381803.417790 nChanged 1780 SP:Iteration 24Q (865.900000 sec): 3 clusters Score: Raw -27386268.996346 + Penalty 4024.099179 = -27382244.897167 nChanged 1738 SP:Iteration 25Q (866.470000 sec): 3 clusters Score: Raw -27386662.151400 + Penalty 4024.099179 = -27382638.052221 nChanged 1572 SP:Iteration 26Q (867.040000 sec): 3 clusters Score: Raw -27386981.501431 + Penalty 4024.099179 = -27382957.402253 nChanged 1444 SP:Iteration 27Q (867.610000 sec): 3 clusters Score: Raw -27387247.439593 + Penalty 4024.099179 = -27383223.340414 nChanged 1308 SP:Iteration 28Q (868.180000 sec): 3 clusters Score: Raw -27387455.024694 + Penalty 4024.099179 = -27383430.925515 nChanged 1220 SP:Iteration 29Q (868.740000 sec): 3 clusters Score: Raw -27387638.355974 + Penalty 4024.099179 = -27383614.256795 nChanged 1126 SP:Iteration 30Q (869.300000 sec): 3 clusters Score: Raw -27387791.205862 + Penalty 4024.099179 = -27383767.106683 nChanged 1000 SP:Iteration 31Q (869.860000 sec): 3 clusters Score: Raw -27387923.367234 + Penalty 4024.099179 = -27383899.268055 nChanged 1006 SP:Iteration 32Q (870.420000 sec): 3 clusters Score: Raw -27388053.769467 + Penalty 4024.099179 = -27384029.670288 nChanged 980 SP:Iteration 33Q (870.990000 sec): 3 clusters Score: Raw -27388185.665490 + Penalty 4024.099179 = -27384161.566311 nChanged 937 SP:Iteration 34Q (871.540000 sec): 3 clusters Score: Raw -27388308.247328 + Penalty 4024.099179 = -27384284.148150 nChanged 915 SP:Iteration 35Q (872.100000 sec): 3 clusters Score: Raw -27388415.541066 + Penalty 4024.099179 = -27384391.441887 nChanged 900 SP:Iteration 36Q (872.650000 sec): 3 clusters Score: Raw -27388520.089470 + Penalty 4024.099179 = -27384495.990291 nChanged 907 SP:Iteration 37Q (873.210000 sec): 3 clusters Score: Raw -27388624.712211 + Penalty 4024.099179 = -27384600.613032 nChanged 903 SP:Iteration 38Q (873.760000 sec): 3 clusters Score: Raw -27388725.500538 + Penalty 4024.099179 = -27384701.401359 nChanged 867 SP:Iteration 39Q (874.310000 sec): 3 clusters Score: Raw -27388821.063649 + Penalty 4024.099179 = -27384796.964470 nChanged 815 SP:Iteration 40F (874.920000 sec): 3 clusters Score: Raw -27388906.846088 + Penalty 4024.099179 = -27384882.746909 nChanged 793 SP:Iteration 41Q (875.470000 sec): 3 clusters Score: Raw -27388988.757037 + Penalty 4024.099179 = -27384964.657858 nChanged 778 SP:Iteration 42Q (876.020000 sec): 3 clusters Score: Raw -27389067.852392 + Penalty 4024.099179 = -27385043.753213 nChanged 799 SP:Iteration 43Q (876.570000 sec): 3 clusters Score: Raw -27389154.355342 + Penalty 4024.099179 = -27385130.256163 nChanged 798 SP:Iteration 44Q (877.130000 sec): 3 clusters Score: Raw -27389244.029400 + Penalty 4024.099179 = -27385219.930221 nChanged 806 SP:Iteration 45Q (877.670000 sec): 3 clusters Score: Raw -27389340.526705 + Penalty 4024.099179 = -27385316.427526 nChanged 843 SP:Iteration 46Q (878.210000 sec): 3 clusters Score: Raw -27389444.387808 + Penalty 4024.099179 = -27385420.288629 nChanged 817 SP:Iteration 47Q (878.750000 sec): 3 clusters Score: Raw -27389543.457220 + Penalty 4024.099179 = -27385519.358041 nChanged 815 SP:Iteration 48Q (879.310000 sec): 3 clusters Score: Raw -27389640.906509 + Penalty 4024.099179 = -27385616.807330 nChanged 801 SP:Iteration 49Q (879.840000 sec): 3 clusters Score: Raw -27389736.105052 + Penalty 4024.099179 = -27385712.005873 nChanged 826 SP:Iteration 50Q (880.380000 sec): 3 clusters Score: Raw -27389833.466721 + Penalty 4024.099179 = -27385809.367542 nChanged 793 SP:Iteration 51Q (880.930000 sec): 3 clusters Score: Raw -27389921.520017 + Penalty 4024.099179 = -27385897.420838 nChanged 790 SP:Iteration 52Q (881.480000 sec): 3 clusters Score: Raw -27390012.129577 + Penalty 4024.099179 = -27385988.030398 nChanged 795 SP:Iteration 53Q (882.010000 sec): 3 clusters Score: Raw -27390107.012981 + Penalty 4024.099179 = -27386082.913802 nChanged 755 SP:Iteration 54Q (882.540000 sec): 3 clusters Score: Raw -27390193.264311 + Penalty 4024.099179 = -27386169.165132 nChanged 758 SP:Iteration 55Q (883.070000 sec): 3 clusters Score: Raw -27390280.850572 + Penalty 4024.099179 = -27386256.751393 nChanged 729 SP:Iteration 56Q (883.590000 sec): 3 clusters Score: Raw -27390362.652533 + Penalty 4024.099179 = -27386338.553354 nChanged 744 SP:Iteration 57Q (884.120000 sec): 3 clusters Score: Raw -27390449.809417 + Penalty 4024.099179 = -27386425.710238 nChanged 712 SP:Iteration 58Q (884.650000 sec): 3 clusters Score: Raw -27390525.957222 + Penalty 4024.099179 = -27386501.858043 nChanged 711 SP:Iteration 59Q (885.170000 sec): 3 clusters Score: Raw -27390602.696827 + Penalty 4024.099179 = -27386578.597648 nChanged 672 SP:Iteration 60F (885.790000 sec): 3 clusters Score: Raw -27390675.747584 + Penalty 4024.099179 = -27386651.648405 nChanged 666 SP:Iteration 61Q (886.310000 sec): 3 clusters Score: Raw -27390746.281314 + Penalty 4024.099179 = -27386722.182135 nChanged 658 SP:Iteration 62Q (886.840000 sec): 3 clusters Score: Raw -27390812.746629 + Penalty 4024.099179 = -27386788.647450 nChanged 655 SP:Iteration 63Q (887.360000 sec): 3 clusters Score: Raw -27390876.519131 + Penalty 4024.099179 = -27386852.419952 nChanged 624 SP:Iteration 64Q (887.870000 sec): 3 clusters Score: Raw -27390937.696502 + Penalty 4024.099179 = -27386913.597323 nChanged 617 SP:Iteration 65Q (888.390000 sec): 3 clusters Score: Raw -27391002.960602 + Penalty 4024.099179 = -27386978.861423 nChanged 671 SP:Iteration 66Q (888.900000 sec): 3 clusters Score: Raw -27391073.275537 + Penalty 4024.099179 = -27387049.176358 nChanged 665 SP:Iteration 67Q (889.410000 sec): 3 clusters Score: Raw -27391140.106080 + Penalty 4024.099179 = -27387116.006901 nChanged 678 SP:Iteration 68Q (889.920000 sec): 3 clusters Score: Raw -27391214.390905 + Penalty 4024.099179 = -27387190.291726 nChanged 717 SP:Iteration 69Q (890.430000 sec): 3 clusters Score: Raw -27391299.182279 + Penalty 4024.099179 = -27387275.083100 nChanged 704 SP:Iteration 70Q (890.940000 sec): 3 clusters Score: Raw -27391378.321691 + Penalty 4024.099179 = -27387354.222512 nChanged 678 SP:Iteration 71Q (891.450000 sec): 3 clusters Score: Raw -27391450.981345 + Penalty 4024.099179 = -27387426.882166 nChanged 660 SP:Iteration 72Q (891.950000 sec): 3 clusters Score: Raw -27391521.732196 + Penalty 4024.099179 = -27387497.633017 nChanged 643 SP:Iteration 73Q (892.460000 sec): 3 clusters Score: Raw -27391592.752194 + Penalty 4024.099179 = -27387568.653015 nChanged 647 SP:Iteration 74Q (892.970000 sec): 3 clusters Score: Raw -27391668.073452 + Penalty 4024.099179 = -27387643.974273 nChanged 669 SP:Iteration 75Q (893.470000 sec): 3 clusters Score: Raw -27391747.310255 + Penalty 4024.099179 = -27387723.211076 nChanged 680 SP:Iteration 76Q (893.970000 sec): 3 clusters Score: Raw -27391836.193423 + Penalty 4024.099179 = -27387812.094244 nChanged 668 SP:Iteration 77Q (894.470000 sec): 3 clusters Score: Raw -27391920.282142 + Penalty 4024.099179 = -27387896.182963 nChanged 618 SP:Iteration 78Q (894.970000 sec): 3 clusters Score: Raw -27391997.584834 + Penalty 4024.099179 = -27387973.485656 nChanged 608 SP:Iteration 79Q (895.470000 sec): 3 clusters Score: Raw -27392080.033242 + Penalty 4024.099179 = -27388055.934063 nChanged 611 SP:Iteration 80F (896.090000 sec): 3 clusters Score: Raw -27392172.026828 + Penalty 4024.099179 = -27388147.927650 nChanged 652 SP:Iteration 81Q (896.580000 sec): 3 clusters Score: Raw -27392276.623984 + Penalty 4024.099179 = -27388252.524805 nChanged 656 SP:Iteration 82Q (897.070000 sec): 3 clusters Score: Raw -27392386.157103 + Penalty 4024.099179 = -27388362.057924 nChanged 666 SP:Iteration 83Q (897.560000 sec): 3 clusters Score: Raw -27392500.938787 + Penalty 4024.099179 = -27388476.839608 nChanged 671 SP:Iteration 84Q (898.050000 sec): 3 clusters Score: Raw -27392635.160962 + Penalty 4024.099179 = -27388611.061784 nChanged 689 SP:Iteration 85Q (898.540000 sec): 3 clusters Score: Raw -27392790.339881 + Penalty 4024.099179 = -27388766.240702 nChanged 702 SP:Iteration 86Q (899.020000 sec): 3 clusters Score: Raw -27392963.101897 + Penalty 4024.099179 = -27388939.002718 nChanged 729 SP:Iteration 87Q (899.500000 sec): 3 clusters Score: Raw -27393166.814786 + Penalty 4024.099179 = -27389142.715607 nChanged 711 SP:Iteration 88Q (899.980000 sec): 3 clusters Score: Raw -27393420.937525 + Penalty 4024.099179 = -27389396.838346 nChanged 803 SP:Iteration 89Q (900.460000 sec): 3 clusters Score: Raw -27393768.757434 + Penalty 4024.099179 = -27389744.658255 nChanged 889 SP:Iteration 90Q (900.930000 sec): 3 clusters Score: Raw -27394226.598113 + Penalty 4024.099179 = -27390202.498935 nChanged 955 SP:Iteration 91Q (901.400000 sec): 3 clusters Score: Raw -27394876.689981 + Penalty 4024.099179 = -27390852.590802 nChanged 1044 SP:Iteration 92Q (901.870000 sec): 3 clusters Score: Raw -27395805.560772 + Penalty 4024.099179 = -27391781.461593 nChanged 1138 SP:Iteration 93Q (902.340000 sec): 3 clusters Score: Raw -27396927.366745 + Penalty 4024.099179 = -27392903.267566 nChanged 1154 SP:Iteration 94Q (902.800000 sec): 3 clusters Score: Raw -27397729.674314 + Penalty 4024.099179 = -27393705.575136 nChanged 988 SP:Iteration 95Q (903.260000 sec): 3 clusters Score: Raw -27398086.080227 + Penalty 4024.099179 = -27394061.981048 nChanged 732 SP:Iteration 96Q (903.720000 sec): 3 clusters Score: Raw -27398243.241533 + Penalty 4024.099179 = -27394219.142354 nChanged 509 SP:Iteration 97Q (904.180000 sec): 3 clusters Score: Raw -27398328.634558 + Penalty 4024.099179 = -27394304.535379 nChanged 386 SP:Iteration 98Q (904.640000 sec): 3 clusters Score: Raw -27398390.604015 + Penalty 4024.099179 = -27394366.504836 nChanged 335 SP:Iteration 99Q (905.100000 sec): 3 clusters Score: Raw -27398435.740628 + Penalty 4024.099179 = -27394411.641449 nChanged 297 SP:Iteration 100F (905.720000 sec): 3 clusters Score: Raw -27398473.156900 + Penalty 4024.099179 = -27394449.057721 nChanged 259 SP:Iteration 101Q (906.180000 sec): 3 clusters Score: Raw -27398503.395220 + Penalty 4024.099179 = -27394479.296041 nChanged 251 SP:Iteration 102Q (906.640000 sec): 3 clusters Score: Raw -27398532.716831 + Penalty 4024.099179 = -27394508.617652 nChanged 286 SP:Iteration 103Q (907.110000 sec): 3 clusters Score: Raw -27398567.543353 + Penalty 4024.099179 = -27394543.444174 nChanged 292 SP:Iteration 104Q (907.570000 sec): 3 clusters Score: Raw -27398600.290020 + Penalty 4024.099179 = -27394576.190841 nChanged 255 SP:Iteration 105Q (908.040000 sec): 3 clusters Score: Raw -27398626.856369 + Penalty 4024.099179 = -27394602.757190 nChanged 235 SP:Iteration 106Q (908.510000 sec): 3 clusters Score: Raw -27398647.353161 + Penalty 4024.099179 = -27394623.253983 nChanged 209 SP:Iteration 107Q (908.980000 sec): 3 clusters Score: Raw -27398664.446177 + Penalty 4024.099179 = -27394640.346998 nChanged 184 SP:Iteration 108Q (909.440000 sec): 3 clusters Score: Raw -27398678.392028 + Penalty 4024.099179 = -27394654.292849 nChanged 208 SP:Iteration 109Q (909.900000 sec): 3 clusters Score: Raw -27398695.185307 + Penalty 4024.099179 = -27394671.086129 nChanged 170 SP:Iteration 110Q (910.380000 sec): 3 clusters Score: Raw -27398706.689950 + Penalty 4024.099179 = -27394682.590771 nChanged 162 SP:Iteration 111Q (910.840000 sec): 3 clusters Score: Raw -27398717.816848 + Penalty 4024.099179 = -27394693.717669 nChanged 166 SP:Iteration 112Q (911.310000 sec): 3 clusters Score: Raw -27398728.967563 + Penalty 4024.099179 = -27394704.868384 nChanged 141 SP:Iteration 113Q (911.780000 sec): 3 clusters Score: Raw -27398737.309057 + Penalty 4024.099179 = -27394713.209878 nChanged 129 SP:Iteration 114Q (912.240000 sec): 3 clusters Score: Raw -27398745.616062 + Penalty 4024.099179 = -27394721.516883 nChanged 144 SP:Iteration 115Q (912.710000 sec): 3 clusters Score: Raw -27398755.791827 + Penalty 4024.099179 = -27394731.692648 nChanged 165 SP:Iteration 116Q (913.180000 sec): 3 clusters Score: Raw -27398765.986665 + Penalty 4024.099179 = -27394741.887486 nChanged 141 SP:Iteration 117Q (913.650000 sec): 3 clusters Score: Raw -27398774.512293 + Penalty 4024.099179 = -27394750.413115 nChanged 152 SP:Iteration 118Q (914.110000 sec): 3 clusters Score: Raw -27398784.311591 + Penalty 4024.099179 = -27394760.212412 nChanged 141 SP:Iteration 119Q (914.580000 sec): 3 clusters Score: Raw -27398792.064386 + Penalty 4024.099179 = -27394767.965207 nChanged 119 SP:Iteration 120F (915.200000 sec): 3 clusters Score: Raw -27398798.244892 + Penalty 4024.099179 = -27394774.145713 nChanged 112 SP:Iteration 121Q (915.680000 sec): 3 clusters Score: Raw -27398803.475266 + Penalty 4024.099179 = -27394779.376088 nChanged 99 SP:Iteration 122Q (916.150000 sec): 3 clusters Score: Raw -27398807.889814 + Penalty 4024.099179 = -27394783.790635 nChanged 96 SP:Iteration 123Q (916.620000 sec): 3 clusters Score: Raw -27398812.723075 + Penalty 4024.099179 = -27394788.623896 nChanged 110 SP:Iteration 124Q (917.100000 sec): 3 clusters Score: Raw -27398818.058001 + Penalty 4024.099179 = -27394793.958822 nChanged 99 SP:Iteration 125Q (917.570000 sec): 3 clusters Score: Raw -27398823.050320 + Penalty 4024.099179 = -27394798.951141 nChanged 109 SP:Iteration 126Q (918.040000 sec): 3 clusters Score: Raw -27398828.352066 + Penalty 4024.099179 = -27394804.252887 nChanged 104 SP:Iteration 127Q (918.520000 sec): 3 clusters Score: Raw -27398833.352492 + Penalty 4024.099179 = -27394809.253313 nChanged 106 SP:Iteration 128Q (918.990000 sec): 3 clusters Score: Raw -27398837.963175 + Penalty 4024.099179 = -27394813.863996 nChanged 80 SP:Iteration 129Q (919.470000 sec): 3 clusters Score: Raw -27398840.975129 + Penalty 4024.099179 = -27394816.875950 nChanged 78 SP:Iteration 130Q (919.940000 sec): 3 clusters Score: Raw -27398843.807351 + Penalty 4024.099179 = -27394819.708172 nChanged 71 SP:Iteration 131Q (920.420000 sec): 3 clusters Score: Raw -27398846.411280 + Penalty 4024.099179 = -27394822.312101 nChanged 68 SP:Iteration 132Q (920.890000 sec): 3 clusters Score: Raw -27398848.578223 + Penalty 4024.099179 = -27394824.479044 nChanged 55 SP:Iteration 133Q (921.360000 sec): 3 clusters Score: Raw -27398850.285572 + Penalty 4024.099179 = -27394826.186393 nChanged 52 SP:Iteration 134Q (921.830000 sec): 3 clusters Score: Raw -27398851.908276 + Penalty 4024.099179 = -27394827.809097 nChanged 48 SP:Iteration 135Q (922.300000 sec): 3 clusters Score: Raw -27398853.305932 + Penalty 4024.099179 = -27394829.206753 nChanged 37 SP:Iteration 136Q (922.780000 sec): 3 clusters Score: Raw -27398854.437607 + Penalty 4024.099179 = -27394830.338428 nChanged 41 SP:Iteration 137Q (923.250000 sec): 3 clusters Score: Raw -27398855.550471 + Penalty 4024.099179 = -27394831.451293 nChanged 31 SP:Iteration 138Q (923.720000 sec): 3 clusters Score: Raw -27398856.352931 + Penalty 4024.099179 = -27394832.253752 nChanged 26 SP:Iteration 139Q (924.200000 sec): 3 clusters Score: Raw -27398856.959898 + Penalty 4024.099179 = -27394832.860719 nChanged 29 SP:Iteration 140F (924.810000 sec): 3 clusters Score: Raw -27398857.581411 + Penalty 4024.099179 = -27394833.482232 nChanged 28 SP:Iteration 141Q (925.280000 sec): 3 clusters Score: Raw -27398858.318732 + Penalty 4024.099179 = -27394834.219553 nChanged 33 SP:Iteration 142Q (925.760000 sec): 3 clusters Score: Raw -27398858.993415 + Penalty 4024.099179 = -27394834.894236 nChanged 25 SP:Iteration 143Q (926.240000 sec): 3 clusters Score: Raw -27398859.510092 + Penalty 4024.099179 = -27394835.410913 nChanged 21 SP:Iteration 144Q (926.710000 sec): 3 clusters Score: Raw -27398859.917238 + Penalty 4024.099179 = -27394835.818059 nChanged 19 SP:Iteration 145Q (927.190000 sec): 3 clusters Score: Raw -27398860.328234 + Penalty 4024.099179 = -27394836.229055 nChanged 16 SP:Iteration 146Q (927.660000 sec): 3 clusters Score: Raw -27398860.564349 + Penalty 4024.099179 = -27394836.465170 nChanged 9 SP:Iteration 147Q (928.140000 sec): 3 clusters Score: Raw -27398860.691362 + Penalty 4024.099179 = -27394836.592183 nChanged 8 SP:Iteration 148Q (928.620000 sec): 3 clusters Score: Raw -27398860.797112 + Penalty 4024.099179 = -27394836.697933 nChanged 9 SP:Iteration 149Q (929.100000 sec): 3 clusters Score: Raw -27398860.910372 + Penalty 4024.099179 = -27394836.811193 nChanged 9 SP:Iteration 150Q (929.580000 sec): 3 clusters Score: Raw -27398861.060661 + Penalty 4024.099179 = -27394836.961482 nChanged 10 SP:Iteration 151Q (930.050000 sec): 3 clusters Score: Raw -27398861.250699 + Penalty 4024.099179 = -27394837.151520 nChanged 5 SP:Iteration 152Q (930.530000 sec): 3 clusters Score: Raw -27398861.298678 + Penalty 4024.099179 = -27394837.199499 nChanged 4 SP:Iteration 153Q (931.020000 sec): 3 clusters Score: Raw -27398861.349192 + Penalty 4024.099179 = -27394837.250013 nChanged 8 SP:Iteration 154Q (931.500000 sec): 3 clusters Score: Raw -27398861.488540 + Penalty 4024.099179 = -27394837.389361 nChanged 8 SP:Iteration 155Q (931.970000 sec): 3 clusters Score: Raw -27398861.591983 + Penalty 4024.099179 = -27394837.492804 nChanged 7 SP:Iteration 156Q (932.450000 sec): 3 clusters Score: Raw -27398861.671218 + Penalty 4024.099179 = -27394837.572039 nChanged 2 SP:Iteration 157Q (932.930000 sec): 3 clusters Score: Raw -27398861.689686 + Penalty 4024.099179 = -27394837.590507 nChanged 1 SP:Iteration 158Q (933.400000 sec): 3 clusters Score: Raw -27398861.699680 + Penalty 4024.099179 = -27394837.600501 nChanged 1 SP:Iteration 159Q (933.880000 sec): 3 clusters Score: Raw -27398861.707546 + Penalty 4024.099179 = -27394837.608367 nChanged 1 SP:Iteration 160F (934.510000 sec): 3 clusters Score: Raw -27398861.718013 + Penalty 4024.099179 = -27394837.618834 nChanged 3 SP:Iteration 161Q (934.990000 sec): 3 clusters Score: Raw -27398861.782580 + Penalty 4024.099179 = -27394837.683402 nChanged 5 SP:Iteration 162Q (935.460000 sec): 3 clusters Score: Raw -27398861.826727 + Penalty 4024.099179 = -27394837.727548 nChanged 4 SP:Iteration 163Q (935.940000 sec): 3 clusters Score: Raw -27398861.881314 + Penalty 4024.099179 = -27394837.782135 nChanged 3 SP:Iteration 164Q (936.420000 sec): 3 clusters Score: Raw -27398861.906951 + Penalty 4024.099179 = -27394837.807772 nChanged 2 SP:Iteration 165Q (936.910000 sec): 3 clusters Score: Raw -27398861.918233 + Penalty 4024.099179 = -27394837.819054 nChanged 1 SP:Iteration 166Q (937.390000 sec): 3 clusters Score: Raw -27398861.921440 + Penalty 4024.099179 = -27394837.822261 nChanged 0 SP:Iteration 167F (938.010000 sec): 3 clusters Score: Raw -27398861.921440 + Penalty 4024.099179 = -27394837.822261 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.150000 sec): 2 clusters Score: Raw -141669.829999 + Penalty 1175.319135 = -140494.510865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.150000 sec): 3 clusters Score: Raw -141348.596523 + Penalty 2350.638269 = -138997.958254 nChanged 502 SP:Iteration 1F (938.150000 sec): 3 clusters Score: Raw -142306.520611 + Penalty 2350.638269 = -139955.882342 nChanged 209 SP:Iteration 2F (938.150000 sec): 3 clusters Score: Raw -143410.596214 + Penalty 2350.638269 = -141059.957944 nChanged 244 SP:Iteration 3F (938.160000 sec): 3 clusters Score: Raw -144246.343452 + Penalty 2350.638269 = -141895.705182 nChanged 113 SP:Iteration 4F (938.160000 sec): 3 clusters Score: Raw -144932.561849 + Penalty 2350.638269 = -142581.923580 nChanged 53 SP:Iteration 5Q (938.170000 sec): 3 clusters Score: Raw -145654.919915 + Penalty 2350.638269 = -143304.281646 nChanged 59 SP:Iteration 6Q (938.170000 sec): 3 clusters Score: Raw -146594.884796 + Penalty 2350.638269 = -144244.246527 nChanged 19 SP:Iteration 7Q (938.170000 sec): 3 clusters Score: Raw -147236.317268 + Penalty 2350.638269 = -144885.678999 nChanged 1 SP:Iteration 8Q (938.170000 sec): 3 clusters Score: Raw -147239.736414 + Penalty 2350.638269 = -144889.098145 nChanged 0 SP:Iteration 9F (938.170000 sec): 3 clusters Score: Raw -147261.985468 + Penalty 2350.638269 = -144911.347199 nChanged 4 SP:Iteration 10Q (938.180000 sec): 3 clusters Score: Raw -147438.831913 + Penalty 2350.638269 = -145088.193644 nChanged 6 SP:Iteration 11Q (938.180000 sec): 3 clusters Score: Raw -147619.139449 + Penalty 2350.638269 = -145268.501180 nChanged 0 SP:Iteration 12F (938.180000 sec): 3 clusters Score: Raw -147619.139449 + Penalty 2350.638269 = -145268.501180 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 3.13 GB. Trying to split cluster 20 (18981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.240000 sec): 2 clusters Score: Raw -2252382.860407 + Penalty 1600.818986 = -2250782.041422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.290000 sec): 3 clusters Score: Raw -2241128.354774 + Penalty 3201.637971 = -2237926.716802 nChanged 8416 SP:Iteration 1F (938.340000 sec): 3 clusters Score: Raw -2245693.387458 + Penalty 3201.637971 = -2242491.749487 nChanged 1017 SP:Iteration 2F (938.390000 sec): 3 clusters Score: Raw -2246155.247686 + Penalty 3201.637971 = -2242953.609715 nChanged 1068 SP:Iteration 3F (938.430000 sec): 3 clusters Score: Raw -2246775.299148 + Penalty 3201.637971 = -2243573.661177 nChanged 1183 SP:Iteration 4F (938.490000 sec): 3 clusters Score: Raw -2247772.324534 + Penalty 3201.637971 = -2244570.686562 nChanged 1487 SP:Iteration 5F (938.530000 sec): 3 clusters Score: Raw -2249731.322837 + Penalty 3201.637971 = -2246529.684865 nChanged 1745 SP:Iteration 6F (938.580000 sec): 3 clusters Score: Raw -2252248.916675 + Penalty 3201.637971 = -2249047.278704 nChanged 1621 SP:Iteration 7F (938.630000 sec): 3 clusters Score: Raw -2254074.530838 + Penalty 3201.637971 = -2250872.892867 nChanged 1078 SP:Iteration 8F (938.680000 sec): 3 clusters Score: Raw -2255163.618877 + Penalty 3201.637971 = -2251961.980906 nChanged 633 SP:Iteration 9Q (938.730000 sec): 3 clusters Score: Raw -2255840.616792 + Penalty 3201.637971 = -2252638.978821 nChanged 472 SP:Iteration 10Q (938.770000 sec): 3 clusters Score: Raw -2256511.395808 + Penalty 3201.637971 = -2253309.757837 nChanged 358 SP:Iteration 11Q (938.810000 sec): 3 clusters Score: Raw -2257004.059727 + Penalty 3201.637971 = -2253802.421756 nChanged 218 SP:Iteration 12Q (938.850000 sec): 3 clusters Score: Raw -2257153.963511 + Penalty 3201.637971 = -2253952.325539 nChanged 110 SP:Iteration 13Q (938.890000 sec): 3 clusters Score: Raw -2257191.243354 + Penalty 3201.637971 = -2253989.605383 nChanged 56 SP:Iteration 14Q (938.930000 sec): 3 clusters Score: Raw -2257202.175408 + Penalty 3201.637971 = -2254000.537437 nChanged 24 SP:Iteration 15Q (938.970000 sec): 3 clusters Score: Raw -2257205.135984 + Penalty 3201.637971 = -2254003.498012 nChanged 7 SP:Iteration 16Q (939.010000 sec): 3 clusters Score: Raw -2257206.133824 + Penalty 3201.637971 = -2254004.495852 nChanged 5 SP:Iteration 17Q (939.040000 sec): 3 clusters Score: Raw -2257206.498648 + Penalty 3201.637971 = -2254004.860676 nChanged 6 SP:Iteration 18Q (939.080000 sec): 3 clusters Score: Raw -2257206.887624 + Penalty 3201.637971 = -2254005.249652 nChanged 4 SP:Iteration 19Q (939.120000 sec): 3 clusters Score: Raw -2257207.188953 + Penalty 3201.637971 = -2254005.550981 nChanged 4 SP:Iteration 20F (939.170000 sec): 3 clusters Score: Raw -2257207.377187 + Penalty 3201.637971 = -2254005.739216 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Deleting Class 3 (178 points): Lose 1471.345494 but Gain 2073.500607 Iteration 20F (945.810000 sec): 21 clusters Score: Raw -39725075.938522 + Penalty 41470.012138 = -39683605.926385 nChanged 7565 Iteration 21Q (947.280000 sec): 21 clusters Score: Raw -39729135.659466 + Penalty 41470.012138 = -39687665.647328 nChanged 4713 Iteration 22Q (948.680000 sec): 21 clusters Score: Raw -39731006.764985 + Penalty 41470.012138 = -39689536.752847 nChanged 4072 Iteration 23Q (950.070000 sec): 21 clusters Score: Raw -39732566.217434 + Penalty 41470.012138 = -39691096.205297 nChanged 3872 Iteration 24Q (951.450000 sec): 21 clusters Score: Raw -39734152.532173 + Penalty 41470.012138 = -39692682.520035 nChanged 3843 Iteration 25Q (952.820000 sec): 21 clusters Score: Raw -39735797.819476 + Penalty 41470.012138 = -39694327.807338 nChanged 4016 Iteration 26Q (954.180000 sec): 21 clusters Score: Raw -39737600.891563 + Penalty 41470.012138 = -39696130.879425 nChanged 4073 Iteration 27Q (955.550000 sec): 21 clusters Score: Raw -39739478.432368 + Penalty 41470.012138 = -39698008.420231 nChanged 4174 Iteration 28Q (956.920000 sec): 21 clusters Score: Raw -39741278.497464 + Penalty 41470.012138 = -39699808.485326 nChanged 4076 Iteration 29Q (958.280000 sec): 21 clusters Score: Raw -39742841.560688 + Penalty 41470.012138 = -39701371.548550 nChanged 3836 Iteration 30Q (959.650000 sec): 21 clusters Score: Raw -39744023.013713 + Penalty 41470.012138 = -39702553.001575 nChanged 3422 Iteration 31Q (961.110000 sec): 21 clusters Score: Raw -39744885.963880 + Penalty 41470.012138 = -39703415.951742 nChanged 2983 Iteration 32Q (962.660000 sec): 21 clusters Score: Raw -39745484.015444 + Penalty 41470.012138 = -39704014.003307 nChanged 2563 Iteration 33Q (964.190000 sec): 21 clusters Score: Raw -39745944.125102 + Penalty 41470.012138 = -39704474.112964 nChanged 2253 Iteration 34Q (965.710000 sec): 21 clusters Score: Raw -39746276.787709 + Penalty 41470.012138 = -39704806.775572 nChanged 1930 Iteration 35Q (967.230000 sec): 21 clusters Score: Raw -39746546.354830 + Penalty 41470.012138 = -39705076.342692 nChanged 1657 Iteration 36Q (968.730000 sec): 21 clusters Score: Raw -39746755.698014 + Penalty 41470.012138 = -39705285.685876 nChanged 1500 Iteration 37Q (970.240000 sec): 21 clusters Score: Raw -39746938.262267 + Penalty 41470.012138 = -39705468.250129 nChanged 1381 Iteration 38Q (971.770000 sec): 21 clusters Score: Raw -39747085.256446 + Penalty 41470.012138 = -39705615.244309 nChanged 1210 Iteration 39Q (973.270000 sec): 21 clusters Score: Raw -39747203.010577 + Penalty 41470.012138 = -39705732.998439 nChanged 1136 Iteration 40F (979.740000 sec): 21 clusters Score: Raw -39747773.349614 + Penalty 41470.012138 = -39706303.337477 nChanged 1739 Iteration 41Q (981.360000 sec): 21 clusters Score: Raw -39748178.056530 + Penalty 41470.012138 = -39706708.044392 nChanged 1784 Iteration 42Q (983.000000 sec): 21 clusters Score: Raw -39748532.289988 + Penalty 41470.012138 = -39707062.277850 nChanged 1866 Iteration 43Q (984.630000 sec): 21 clusters Score: Raw -39748885.484938 + Penalty 41470.012138 = -39707415.472800 nChanged 1919 Iteration 44Q (986.270000 sec): 21 clusters Score: Raw -39749227.070676 + Penalty 41470.012138 = -39707757.058538 nChanged 1874 Iteration 45Q (987.920000 sec): 21 clusters Score: Raw -39749544.291574 + Penalty 41470.012138 = -39708074.279436 nChanged 1885 Iteration 46Q (989.550000 sec): 21 clusters Score: Raw -39749845.043263 + Penalty 41470.012138 = -39708375.031125 nChanged 1848 Iteration 47Q (991.140000 sec): 21 clusters Score: Raw -39750127.906994 + Penalty 41470.012138 = -39708657.894856 nChanged 1813 Iteration 48Q (992.610000 sec): 21 clusters Score: Raw -39750411.417981 + Penalty 41470.012138 = -39708941.405844 nChanged 1790 Iteration 49Q (994.040000 sec): 21 clusters Score: Raw -39750668.310734 + Penalty 41470.012138 = -39709198.298596 nChanged 1659 Iteration 50Q (995.470000 sec): 21 clusters Score: Raw -39750882.581911 + Penalty 41470.012138 = -39709412.569773 nChanged 1635 Iteration 51Q (996.920000 sec): 21 clusters Score: Raw -39751088.626726 + Penalty 41470.012138 = -39709618.614589 nChanged 1547 Iteration 52Q (998.350000 sec): 21 clusters Score: Raw -39751277.542320 + Penalty 41470.012138 = -39709807.530183 nChanged 1591 Iteration 53Q (999.770000 sec): 21 clusters Score: Raw -39751460.572242 + Penalty 41470.012138 = -39709990.560104 nChanged 1451 Iteration 54Q (1001.220000 sec): 21 clusters Score: Raw -39751611.024915 + Penalty 41470.012138 = -39710141.012777 nChanged 1371 Iteration 55Q (1002.700000 sec): 21 clusters Score: Raw -39751740.880481 + Penalty 41470.012138 = -39710270.868343 nChanged 1308 Iteration 56Q (1004.320000 sec): 21 clusters Score: Raw -39751858.811073 + Penalty 41470.012138 = -39710388.798935 nChanged 1246 Iteration 57Q (1005.930000 sec): 21 clusters Score: Raw -39751969.966196 + Penalty 41470.012138 = -39710499.954059 nChanged 1202 Iteration 58Q (1007.550000 sec): 21 clusters Score: Raw -39752071.249440 + Penalty 41470.012138 = -39710601.237302 nChanged 1179 Writing temp clu file Compute initial score before splitting: Score: Raw -39752071.249440 + Penalty 41470.012138 = -39710601.237302 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.630000 sec): 2 clusters Score: Raw -43219.328063 + Penalty 982.313364 = -42237.014700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.630000 sec): 3 clusters Score: Raw -43192.901868 + Penalty 1964.626727 = -41228.275141 nChanged 106 SP:Iteration 1F (1007.630000 sec): 3 clusters Score: Raw -43427.487741 + Penalty 1964.626727 = -41462.861014 nChanged 36 SP:Iteration 2F (1007.630000 sec): 3 clusters Score: Raw -43561.069804 + Penalty 1964.626727 = -41596.443077 nChanged 32 SP:Iteration 3F (1007.630000 sec): 3 clusters Score: Raw -43679.543217 + Penalty 1964.626727 = -41714.916490 nChanged 22 SP:Iteration 4F (1007.630000 sec): 3 clusters Score: Raw -43796.710475 + Penalty 1964.626727 = -41832.083748 nChanged 17 SP:Iteration 5Q (1007.630000 sec): 3 clusters Score: Raw -43887.082641 + Penalty 1964.626727 = -41922.455914 nChanged 17 SP:Iteration 6Q (1007.630000 sec): 3 clusters Score: Raw -43986.748560 + Penalty 1964.626727 = -42022.121833 nChanged 12 SP:Iteration 7Q (1007.630000 sec): 3 clusters Score: Raw -44026.276842 + Penalty 1964.626727 = -42061.650115 nChanged 3 SP:Iteration 8Q (1007.630000 sec): 3 clusters Score: Raw -44033.063697 + Penalty 1964.626727 = -42068.436970 nChanged 2 SP:Iteration 9Q (1007.630000 sec): 3 clusters Score: Raw -44037.536454 + Penalty 1964.626727 = -42072.909727 nChanged 1 SP:Iteration 10Q (1007.630000 sec): 3 clusters Score: Raw -44039.342809 + Penalty 1964.626727 = -42074.716082 nChanged 1 SP:Iteration 11Q (1007.640000 sec): 3 clusters Score: Raw -44042.600410 + Penalty 1964.626727 = -42077.973683 nChanged 1 SP:Iteration 12Q (1007.640000 sec): 3 clusters Score: Raw -44045.161484 + Penalty 1964.626727 = -42080.534757 nChanged 0 SP:Iteration 13F (1007.640000 sec): 3 clusters Score: Raw -44045.161484 + Penalty 1964.626727 = -42080.534757 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 2 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.640000 sec): 2 clusters Score: Raw -89103.720442 + Penalty 1098.378981 = -88005.341461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.640000 sec): 3 clusters Score: Raw -88843.689185 + Penalty 2196.757963 = -86646.931222 nChanged 241 SP:Iteration 1F (1007.650000 sec): 3 clusters Score: Raw -89118.659304 + Penalty 2196.757963 = -86921.901341 nChanged 66 SP:Iteration 2F (1007.650000 sec): 3 clusters Score: Raw -89228.121893 + Penalty 2196.757963 = -87031.363931 nChanged 47 SP:Iteration 3F (1007.650000 sec): 3 clusters Score: Raw -89310.545450 + Penalty 2196.757963 = -87113.787487 nChanged 45 SP:Iteration 4F (1007.650000 sec): 3 clusters Score: Raw -89410.106614 + Penalty 2196.757963 = -87213.348651 nChanged 37 SP:Iteration 5Q (1007.650000 sec): 3 clusters Score: Raw -89488.224434 + Penalty 2196.757963 = -87291.466471 nChanged 32 SP:Iteration 6Q (1007.660000 sec): 3 clusters Score: Raw -89542.569548 + Penalty 2196.757963 = -87345.811586 nChanged 21 SP:Iteration 7Q (1007.660000 sec): 3 clusters Score: Raw -89585.644329 + Penalty 2196.757963 = -87388.886366 nChanged 19 SP:Iteration 8Q (1007.660000 sec): 3 clusters Score: Raw -89635.976800 + Penalty 2196.757963 = -87439.218837 nChanged 24 SP:Iteration 9Q (1007.660000 sec): 3 clusters Score: Raw -89689.473003 + Penalty 2196.757963 = -87492.715040 nChanged 20 SP:Iteration 10Q (1007.670000 sec): 3 clusters Score: Raw -89746.760616 + Penalty 2196.757963 = -87550.002653 nChanged 19 SP:Iteration 11Q (1007.670000 sec): 3 clusters Score: Raw -89778.325521 + Penalty 2196.757963 = -87581.567558 nChanged 9 SP:Iteration 12Q (1007.670000 sec): 3 clusters Score: Raw -89790.343012 + Penalty 2196.757963 = -87593.585049 nChanged 10 SP:Iteration 13Q (1007.670000 sec): 3 clusters Score: Raw -89806.531234 + Penalty 2196.757963 = -87609.773271 nChanged 5 SP:Iteration 14Q (1007.670000 sec): 3 clusters Score: Raw -89812.280474 + Penalty 2196.757963 = -87615.522511 nChanged 3 SP:Iteration 15Q (1007.670000 sec): 3 clusters Score: Raw -89815.303914 + Penalty 2196.757963 = -87618.545951 nChanged 3 SP:Iteration 16Q (1007.670000 sec): 3 clusters Score: Raw -89818.723867 + Penalty 2196.757963 = -87621.965904 nChanged 0 SP:Iteration 17F (1007.680000 sec): 3 clusters Score: Raw -89820.139188 + Penalty 2196.757963 = -87623.381225 nChanged 1 SP:Iteration 18Q (1007.680000 sec): 3 clusters Score: Raw -89823.196222 + Penalty 2196.757963 = -87626.438259 nChanged 0 SP:Iteration 19F (1007.680000 sec): 3 clusters Score: Raw -89823.196222 + Penalty 2196.757963 = -87626.438259 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 4 (62027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.860000 sec): 2 clusters Score: Raw -7213119.520443 + Penalty 1793.240321 = -7211326.280121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.020000 sec): 3 clusters Score: Raw -7173642.422876 + Penalty 3586.480642 = -7170055.942234 nChanged 29152 SP:Iteration 1F (1008.180000 sec): 3 clusters Score: Raw -7190253.974080 + Penalty 3586.480642 = -7186667.493438 nChanged 2217 SP:Iteration 2Q (1008.350000 sec): 3 clusters Score: Raw -7190850.136190 + Penalty 3586.480642 = -7187263.655548 nChanged 2325 SP:Iteration 3Q (1008.510000 sec): 3 clusters Score: Raw -7191592.897586 + Penalty 3586.480642 = -7188006.416943 nChanged 2662 SP:Iteration 4Q (1008.680000 sec): 3 clusters Score: Raw -7192694.288645 + Penalty 3586.480642 = -7189107.808003 nChanged 3198 SP:Iteration 5F (1008.840000 sec): 3 clusters Score: Raw -7194471.312482 + Penalty 3586.480642 = -7190884.831840 nChanged 4018 SP:Iteration 6F (1009.000000 sec): 3 clusters Score: Raw -7197361.415284 + Penalty 3586.480642 = -7193774.934642 nChanged 4631 SP:Iteration 7F (1009.160000 sec): 3 clusters Score: Raw -7201290.669048 + Penalty 3586.480642 = -7197704.188405 nChanged 4702 SP:Iteration 8F (1009.320000 sec): 3 clusters Score: Raw -7206020.063182 + Penalty 3586.480642 = -7202433.582540 nChanged 4006 SP:Iteration 9F (1009.480000 sec): 3 clusters Score: Raw -7210167.969669 + Penalty 3586.480642 = -7206581.489027 nChanged 2696 SP:Iteration 10Q (1009.640000 sec): 3 clusters Score: Raw -7212448.670796 + Penalty 3586.480642 = -7208862.190154 nChanged 1681 SP:Iteration 11Q (1009.790000 sec): 3 clusters Score: Raw -7213636.394052 + Penalty 3586.480642 = -7210049.913409 nChanged 1183 SP:Iteration 12Q (1009.940000 sec): 3 clusters Score: Raw -7214332.602562 + Penalty 3586.480642 = -7210746.121919 nChanged 957 SP:Iteration 13Q (1010.080000 sec): 3 clusters Score: Raw -7214811.800793 + Penalty 3586.480642 = -7211225.320151 nChanged 742 SP:Iteration 14Q (1010.220000 sec): 3 clusters Score: Raw -7215105.768005 + Penalty 3586.480642 = -7211519.287363 nChanged 572 SP:Iteration 15Q (1010.360000 sec): 3 clusters Score: Raw -7215269.834207 + Penalty 3586.480642 = -7211683.353565 nChanged 452 SP:Iteration 16Q (1010.500000 sec): 3 clusters Score: Raw -7215374.683280 + Penalty 3586.480642 = -7211788.202638 nChanged 378 SP:Iteration 17Q (1010.640000 sec): 3 clusters Score: Raw -7215445.501830 + Penalty 3586.480642 = -7211859.021188 nChanged 303 SP:Iteration 18Q (1010.780000 sec): 3 clusters Score: Raw -7215493.611835 + Penalty 3586.480642 = -7211907.131192 nChanged 254 SP:Iteration 19Q (1010.910000 sec): 3 clusters Score: Raw -7215530.970664 + Penalty 3586.480642 = -7211944.490021 nChanged 224 SP:Iteration 20F (1011.070000 sec): 3 clusters Score: Raw -7215560.452682 + Penalty 3586.480642 = -7211973.972040 nChanged 200 SP:Iteration 21Q (1011.210000 sec): 3 clusters Score: Raw -7215584.617268 + Penalty 3586.480642 = -7211998.136626 nChanged 200 SP:Iteration 22Q (1011.340000 sec): 3 clusters Score: Raw -7215609.610454 + Penalty 3586.480642 = -7212023.129812 nChanged 176 SP:Iteration 23Q (1011.480000 sec): 3 clusters Score: Raw -7215631.353880 + Penalty 3586.480642 = -7212044.873238 nChanged 173 SP:Iteration 24Q (1011.610000 sec): 3 clusters Score: Raw -7215650.741895 + Penalty 3586.480642 = -7212064.261253 nChanged 133 SP:Iteration 25Q (1011.750000 sec): 3 clusters Score: Raw -7215664.572227 + Penalty 3586.480642 = -7212078.091585 nChanged 120 SP:Iteration 26Q (1011.880000 sec): 3 clusters Score: Raw -7215674.945833 + Penalty 3586.480642 = -7212088.465191 nChanged 115 SP:Iteration 27Q (1012.020000 sec): 3 clusters Score: Raw -7215684.839043 + Penalty 3586.480642 = -7212098.358400 nChanged 89 SP:Iteration 28Q (1012.150000 sec): 3 clusters Score: Raw -7215691.682546 + Penalty 3586.480642 = -7212105.201904 nChanged 60 SP:Iteration 29Q (1012.290000 sec): 3 clusters Score: Raw -7215695.114672 + Penalty 3586.480642 = -7212108.634029 nChanged 40 SP:Iteration 30Q (1012.420000 sec): 3 clusters Score: Raw -7215697.343230 + Penalty 3586.480642 = -7212110.862588 nChanged 39 SP:Iteration 31Q (1012.550000 sec): 3 clusters Score: Raw -7215699.552398 + Penalty 3586.480642 = -7212113.071755 nChanged 25 SP:Iteration 32Q (1012.690000 sec): 3 clusters Score: Raw -7215700.562366 + Penalty 3586.480642 = -7212114.081724 nChanged 21 SP:Iteration 33Q (1012.820000 sec): 3 clusters Score: Raw -7215701.800441 + Penalty 3586.480642 = -7212115.319799 nChanged 27 SP:Iteration 34Q (1012.950000 sec): 3 clusters Score: Raw -7215703.334476 + Penalty 3586.480642 = -7212116.853834 nChanged 26 SP:Iteration 35Q (1013.080000 sec): 3 clusters Score: Raw -7215704.556016 + Penalty 3586.480642 = -7212118.075374 nChanged 26 SP:Iteration 36Q (1013.210000 sec): 3 clusters Score: Raw -7215705.958811 + Penalty 3586.480642 = -7212119.478169 nChanged 28 SP:Iteration 37Q (1013.350000 sec): 3 clusters Score: Raw -7215707.522796 + Penalty 3586.480642 = -7212121.042154 nChanged 28 SP:Iteration 38Q (1013.480000 sec): 3 clusters Score: Raw -7215708.684063 + Penalty 3586.480642 = -7212122.203421 nChanged 25 SP:Iteration 39Q (1013.610000 sec): 3 clusters Score: Raw -7215709.781100 + Penalty 3586.480642 = -7212123.300457 nChanged 28 SP:Iteration 40F (1013.770000 sec): 3 clusters Score: Raw -7215711.039125 + Penalty 3586.480642 = -7212124.558482 nChanged 26 SP:Iteration 41Q (1013.900000 sec): 3 clusters Score: Raw -7215712.351278 + Penalty 3586.480642 = -7212125.870636 nChanged 23 SP:Iteration 42Q (1014.040000 sec): 3 clusters Score: Raw -7215713.508807 + Penalty 3586.480642 = -7212127.028164 nChanged 16 SP:Iteration 43Q (1014.170000 sec): 3 clusters Score: Raw -7215714.279117 + Penalty 3586.480642 = -7212127.798475 nChanged 11 SP:Iteration 44Q (1014.300000 sec): 3 clusters Score: Raw -7215714.663626 + Penalty 3586.480642 = -7212128.182984 nChanged 10 SP:Iteration 45Q (1014.430000 sec): 3 clusters Score: Raw -7215714.964982 + Penalty 3586.480642 = -7212128.484340 nChanged 8 SP:Iteration 46Q (1014.570000 sec): 3 clusters Score: Raw -7215715.325347 + Penalty 3586.480642 = -7212128.844704 nChanged 12 SP:Iteration 47Q (1014.700000 sec): 3 clusters Score: Raw -7215715.981442 + Penalty 3586.480642 = -7212129.500800 nChanged 17 SP:Iteration 48Q (1014.840000 sec): 3 clusters Score: Raw -7215716.764622 + Penalty 3586.480642 = -7212130.283980 nChanged 20 SP:Iteration 49Q (1014.970000 sec): 3 clusters Score: Raw -7215717.738247 + Penalty 3586.480642 = -7212131.257605 nChanged 22 SP:Iteration 50Q (1015.100000 sec): 3 clusters Score: Raw -7215718.708475 + Penalty 3586.480642 = -7212132.227833 nChanged 20 SP:Iteration 51Q (1015.240000 sec): 3 clusters Score: Raw -7215719.665841 + Penalty 3586.480642 = -7212133.185199 nChanged 17 SP:Iteration 52Q (1015.370000 sec): 3 clusters Score: Raw -7215720.329772 + Penalty 3586.480642 = -7212133.849130 nChanged 14 SP:Iteration 53Q (1015.500000 sec): 3 clusters Score: Raw -7215720.907822 + Penalty 3586.480642 = -7212134.427179 nChanged 10 SP:Iteration 54Q (1015.640000 sec): 3 clusters Score: Raw -7215721.310777 + Penalty 3586.480642 = -7212134.830134 nChanged 10 SP:Iteration 55Q (1015.770000 sec): 3 clusters Score: Raw -7215721.731331 + Penalty 3586.480642 = -7212135.250689 nChanged 9 SP:Iteration 56Q (1015.900000 sec): 3 clusters Score: Raw -7215722.149650 + Penalty 3586.480642 = -7212135.669008 nChanged 6 SP:Iteration 57Q (1016.030000 sec): 3 clusters Score: Raw -7215722.504269 + Penalty 3586.480642 = -7212136.023626 nChanged 7 SP:Iteration 58Q (1016.160000 sec): 3 clusters Score: Raw -7215722.876444 + Penalty 3586.480642 = -7212136.395802 nChanged 4 SP:Iteration 59Q (1016.300000 sec): 3 clusters Score: Raw -7215722.995706 + Penalty 3586.480642 = -7212136.515064 nChanged 3 SP:Iteration 60F (1016.460000 sec): 3 clusters Score: Raw -7215723.105162 + Penalty 3586.480642 = -7212136.624520 nChanged 1 SP:Iteration 61Q (1016.590000 sec): 3 clusters Score: Raw -7215723.140034 + Penalty 3586.480642 = -7212136.659392 nChanged 0 SP:Iteration 62F (1016.750000 sec): 3 clusters Score: Raw -7215723.140034 + Penalty 3586.480642 = -7212136.659392 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1016.790000 sec): 2 clusters Score: Raw -375178.204812 + Penalty 1311.318987 = -373866.885825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1016.800000 sec): 3 clusters Score: Raw -373653.795592 + Penalty 2622.637975 = -371031.157618 nChanged 1221 SP:Iteration 1F (1016.810000 sec): 3 clusters Score: Raw -374372.059837 + Penalty 2622.637975 = -371749.421862 nChanged 236 SP:Iteration 2F (1016.820000 sec): 3 clusters Score: Raw -374521.627979 + Penalty 2622.637975 = -371898.990004 nChanged 167 SP:Iteration 3F (1016.820000 sec): 3 clusters Score: Raw -374609.330451 + Penalty 2622.637975 = -371986.692476 nChanged 105 SP:Iteration 4Q (1016.830000 sec): 3 clusters Score: Raw -374663.516695 + Penalty 2622.637975 = -372040.878720 nChanged 95 SP:Iteration 5Q (1016.840000 sec): 3 clusters Score: Raw -374708.026429 + Penalty 2622.637975 = -372085.388455 nChanged 80 SP:Iteration 6Q (1016.850000 sec): 3 clusters Score: Raw -374745.265441 + Penalty 2622.637975 = -372122.627466 nChanged 76 SP:Iteration 7Q (1016.860000 sec): 3 clusters Score: Raw -374783.323463 + Penalty 2622.637975 = -372160.685488 nChanged 66 SP:Iteration 8Q (1016.860000 sec): 3 clusters Score: Raw -374812.241444 + Penalty 2622.637975 = -372189.603469 nChanged 64 SP:Iteration 9Q (1016.870000 sec): 3 clusters Score: Raw -374837.138124 + Penalty 2622.637975 = -372214.500150 nChanged 53 SP:Iteration 10Q (1016.880000 sec): 3 clusters Score: Raw -374859.805395 + Penalty 2622.637975 = -372237.167420 nChanged 40 SP:Iteration 11Q (1016.890000 sec): 3 clusters Score: Raw -374874.137318 + Penalty 2622.637975 = -372251.499344 nChanged 42 SP:Iteration 12Q (1016.900000 sec): 3 clusters Score: Raw -374895.211455 + Penalty 2622.637975 = -372272.573481 nChanged 48 SP:Iteration 13Q (1016.900000 sec): 3 clusters Score: Raw -374916.960805 + Penalty 2622.637975 = -372294.322831 nChanged 46 SP:Iteration 14Q (1016.910000 sec): 3 clusters Score: Raw -374935.052088 + Penalty 2622.637975 = -372312.414113 nChanged 44 SP:Iteration 15Q (1016.920000 sec): 3 clusters Score: Raw -374953.862556 + Penalty 2622.637975 = -372331.224581 nChanged 36 SP:Iteration 16Q (1016.920000 sec): 3 clusters Score: Raw -374965.537090 + Penalty 2622.637975 = -372342.899115 nChanged 22 SP:Iteration 17Q (1016.930000 sec): 3 clusters Score: Raw -374972.987821 + Penalty 2622.637975 = -372350.349846 nChanged 16 SP:Iteration 18Q (1016.940000 sec): 3 clusters Score: Raw -374978.104096 + Penalty 2622.637975 = -372355.466121 nChanged 16 SP:Iteration 19Q (1016.950000 sec): 3 clusters Score: Raw -374983.992922 + Penalty 2622.637975 = -372361.354948 nChanged 19 SP:Iteration 20F (1016.960000 sec): 3 clusters Score: Raw -374990.703580 + Penalty 2622.637975 = -372368.065606 nChanged 17 SP:Iteration 21Q (1016.960000 sec): 3 clusters Score: Raw -374996.929767 + Penalty 2622.637975 = -372374.291792 nChanged 20 SP:Iteration 22Q (1016.970000 sec): 3 clusters Score: Raw -375005.112206 + Penalty 2622.637975 = -372382.474232 nChanged 26 SP:Iteration 23Q (1016.980000 sec): 3 clusters Score: Raw -375016.371756 + Penalty 2622.637975 = -372393.733781 nChanged 31 SP:Iteration 24Q (1016.990000 sec): 3 clusters Score: Raw -375028.142307 + Penalty 2622.637975 = -372405.504332 nChanged 27 SP:Iteration 25Q (1017.000000 sec): 3 clusters Score: Raw -375038.851114 + Penalty 2622.637975 = -372416.213139 nChanged 21 SP:Iteration 26Q (1017.000000 sec): 3 clusters Score: Raw -375046.681150 + Penalty 2622.637975 = -372424.043175 nChanged 24 SP:Iteration 27Q (1017.010000 sec): 3 clusters Score: Raw -375058.322007 + Penalty 2622.637975 = -372435.684032 nChanged 26 SP:Iteration 28Q (1017.020000 sec): 3 clusters Score: Raw -375069.042370 + Penalty 2622.637975 = -372446.404395 nChanged 24 SP:Iteration 29Q (1017.030000 sec): 3 clusters Score: Raw -375081.257487 + Penalty 2622.637975 = -372458.619513 nChanged 29 SP:Iteration 30Q (1017.040000 sec): 3 clusters Score: Raw -375094.095196 + Penalty 2622.637975 = -372471.457221 nChanged 26 SP:Iteration 31Q (1017.040000 sec): 3 clusters Score: Raw -375103.479358 + Penalty 2622.637975 = -372480.841383 nChanged 23 SP:Iteration 32Q (1017.050000 sec): 3 clusters Score: Raw -375112.249660 + Penalty 2622.637975 = -372489.611686 nChanged 22 SP:Iteration 33Q (1017.060000 sec): 3 clusters Score: Raw -375123.436150 + Penalty 2622.637975 = -372500.798175 nChanged 22 SP:Iteration 34Q (1017.060000 sec): 3 clusters Score: Raw -375133.927734 + Penalty 2622.637975 = -372511.289759 nChanged 21 SP:Iteration 35Q (1017.070000 sec): 3 clusters Score: Raw -375143.197758 + Penalty 2622.637975 = -372520.559783 nChanged 24 SP:Iteration 36Q (1017.080000 sec): 3 clusters Score: Raw -375153.178794 + Penalty 2622.637975 = -372530.540819 nChanged 30 SP:Iteration 37Q (1017.090000 sec): 3 clusters Score: Raw -375166.113307 + Penalty 2622.637975 = -372543.475332 nChanged 28 SP:Iteration 38Q (1017.100000 sec): 3 clusters Score: Raw -375177.151133 + Penalty 2622.637975 = -372554.513158 nChanged 18 SP:Iteration 39Q (1017.100000 sec): 3 clusters Score: Raw -375186.596528 + Penalty 2622.637975 = -372563.958553 nChanged 22 SP:Iteration 40F (1017.110000 sec): 3 clusters Score: Raw -375198.048980 + Penalty 2622.637975 = -372575.411005 nChanged 23 SP:Iteration 41Q (1017.120000 sec): 3 clusters Score: Raw -375209.143371 + Penalty 2622.637975 = -372586.505396 nChanged 21 SP:Iteration 42Q (1017.130000 sec): 3 clusters Score: Raw -375224.686242 + Penalty 2622.637975 = -372602.048268 nChanged 25 SP:Iteration 43Q (1017.140000 sec): 3 clusters Score: Raw -375240.837450 + Penalty 2622.637975 = -372618.199475 nChanged 19 SP:Iteration 44Q (1017.140000 sec): 3 clusters Score: Raw -375251.267528 + Penalty 2622.637975 = -372628.629553 nChanged 19 SP:Iteration 45Q (1017.150000 sec): 3 clusters Score: Raw -375261.288904 + Penalty 2622.637975 = -372638.650929 nChanged 17 SP:Iteration 46Q (1017.160000 sec): 3 clusters Score: Raw -375268.031773 + Penalty 2622.637975 = -372645.393798 nChanged 12 SP:Iteration 47Q (1017.160000 sec): 3 clusters Score: Raw -375275.210445 + Penalty 2622.637975 = -372652.572470 nChanged 12 SP:Iteration 48Q (1017.170000 sec): 3 clusters Score: Raw -375280.111328 + Penalty 2622.637975 = -372657.473353 nChanged 9 SP:Iteration 49Q (1017.180000 sec): 3 clusters Score: Raw -375285.346608 + Penalty 2622.637975 = -372662.708634 nChanged 16 SP:Iteration 50Q (1017.190000 sec): 3 clusters Score: Raw -375293.025735 + Penalty 2622.637975 = -372670.387761 nChanged 12 SP:Iteration 51Q (1017.200000 sec): 3 clusters Score: Raw -375299.839713 + Penalty 2622.637975 = -372677.201739 nChanged 17 SP:Iteration 52Q (1017.200000 sec): 3 clusters Score: Raw -375307.249252 + Penalty 2622.637975 = -372684.611278 nChanged 10 SP:Iteration 53Q (1017.210000 sec): 3 clusters Score: Raw -375311.334071 + Penalty 2622.637975 = -372688.696096 nChanged 9 SP:Iteration 54Q (1017.220000 sec): 3 clusters Score: Raw -375316.159444 + Penalty 2622.637975 = -372693.521470 nChanged 11 SP:Iteration 55Q (1017.220000 sec): 3 clusters Score: Raw -375321.450451 + Penalty 2622.637975 = -372698.812477 nChanged 10 SP:Iteration 56Q (1017.230000 sec): 3 clusters Score: Raw -375326.480467 + Penalty 2622.637975 = -372703.842492 nChanged 3 SP:Iteration 57Q (1017.240000 sec): 3 clusters Score: Raw -375327.652252 + Penalty 2622.637975 = -372705.014277 nChanged 6 SP:Iteration 58Q (1017.250000 sec): 3 clusters Score: Raw -375330.347405 + Penalty 2622.637975 = -372707.709430 nChanged 2 SP:Iteration 59Q (1017.260000 sec): 3 clusters Score: Raw -375331.837170 + Penalty 2622.637975 = -372709.199195 nChanged 5 SP:Iteration 60F (1017.260000 sec): 3 clusters Score: Raw -375334.284379 + Penalty 2622.637975 = -372711.646405 nChanged 5 SP:Iteration 61Q (1017.270000 sec): 3 clusters Score: Raw -375336.783982 + Penalty 2622.637975 = -372714.146007 nChanged 4 SP:Iteration 62Q (1017.280000 sec): 3 clusters Score: Raw -375337.935190 + Penalty 2622.637975 = -372715.297215 nChanged 3 SP:Iteration 63Q (1017.280000 sec): 3 clusters Score: Raw -375338.819815 + Penalty 2622.637975 = -372716.181840 nChanged 2 SP:Iteration 64Q (1017.290000 sec): 3 clusters Score: Raw -375339.264589 + Penalty 2622.637975 = -372716.626615 nChanged 2 SP:Iteration 65Q (1017.300000 sec): 3 clusters Score: Raw -375339.988824 + Penalty 2622.637975 = -372717.350850 nChanged 0 SP:Iteration 66F (1017.310000 sec): 3 clusters Score: Raw -375339.988824 + Penalty 2622.637975 = -372717.350850 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.310000 sec): 2 clusters Score: Raw -150300.450530 + Penalty 1168.484856 = -149131.965675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.320000 sec): 3 clusters Score: Raw -149808.471621 + Penalty 2336.969711 = -147471.501909 nChanged 408 SP:Iteration 1F (1017.320000 sec): 3 clusters Score: Raw -150111.723156 + Penalty 2336.969711 = -147774.753445 nChanged 103 SP:Iteration 2F (1017.320000 sec): 3 clusters Score: Raw -150206.612019 + Penalty 2336.969711 = -147869.642308 nChanged 52 SP:Iteration 3Q (1017.320000 sec): 3 clusters Score: Raw -150248.936744 + Penalty 2336.969711 = -147911.967033 nChanged 38 SP:Iteration 4Q (1017.330000 sec): 3 clusters Score: Raw -150301.275641 + Penalty 2336.969711 = -147964.305930 nChanged 42 SP:Iteration 5Q (1017.330000 sec): 3 clusters Score: Raw -150358.041598 + Penalty 2336.969711 = -148021.071887 nChanged 51 SP:Iteration 6Q (1017.340000 sec): 3 clusters Score: Raw -150432.829417 + Penalty 2336.969711 = -148095.859706 nChanged 47 SP:Iteration 7Q (1017.340000 sec): 3 clusters Score: Raw -150475.237511 + Penalty 2336.969711 = -148138.267800 nChanged 40 SP:Iteration 8Q (1017.340000 sec): 3 clusters Score: Raw -150513.293131 + Penalty 2336.969711 = -148176.323420 nChanged 30 SP:Iteration 9Q (1017.340000 sec): 3 clusters Score: Raw -150538.413733 + Penalty 2336.969711 = -148201.444022 nChanged 29 SP:Iteration 10Q (1017.350000 sec): 3 clusters Score: Raw -150562.431343 + Penalty 2336.969711 = -148225.461631 nChanged 23 SP:Iteration 11Q (1017.350000 sec): 3 clusters Score: Raw -150587.720891 + Penalty 2336.969711 = -148250.751180 nChanged 25 SP:Iteration 12Q (1017.350000 sec): 3 clusters Score: Raw -150614.141085 + Penalty 2336.969711 = -148277.171374 nChanged 22 SP:Iteration 13Q (1017.360000 sec): 3 clusters Score: Raw -150633.204171 + Penalty 2336.969711 = -148296.234460 nChanged 14 SP:Iteration 14Q (1017.360000 sec): 3 clusters Score: Raw -150652.491076 + Penalty 2336.969711 = -148315.521364 nChanged 19 SP:Iteration 15Q (1017.360000 sec): 3 clusters Score: Raw -150672.374699 + Penalty 2336.969711 = -148335.404988 nChanged 16 SP:Iteration 16Q (1017.370000 sec): 3 clusters Score: Raw -150683.599700 + Penalty 2336.969711 = -148346.629989 nChanged 13 SP:Iteration 17Q (1017.370000 sec): 3 clusters Score: Raw -150699.699484 + Penalty 2336.969711 = -148362.729773 nChanged 15 SP:Iteration 18Q (1017.370000 sec): 3 clusters Score: Raw -150717.255316 + Penalty 2336.969711 = -148380.285605 nChanged 15 SP:Iteration 19Q (1017.380000 sec): 3 clusters Score: Raw -150734.942862 + Penalty 2336.969711 = -148397.973151 nChanged 21 SP:Iteration 20F (1017.380000 sec): 3 clusters Score: Raw -150760.662434 + Penalty 2336.969711 = -148423.692723 nChanged 19 SP:Iteration 21Q (1017.380000 sec): 3 clusters Score: Raw -150788.034917 + Penalty 2336.969711 = -148451.065206 nChanged 20 SP:Iteration 22Q (1017.380000 sec): 3 clusters Score: Raw -150812.892928 + Penalty 2336.969711 = -148475.923217 nChanged 17 SP:Iteration 23Q (1017.390000 sec): 3 clusters Score: Raw -150850.339395 + Penalty 2336.969711 = -148513.369684 nChanged 34 SP:Iteration 24Q (1017.390000 sec): 3 clusters Score: Raw -150925.757680 + Penalty 2336.969711 = -148588.787969 nChanged 34 SP:Iteration 25Q (1017.390000 sec): 3 clusters Score: Raw -150992.228896 + Penalty 2336.969711 = -148655.259184 nChanged 27 SP:Iteration 26Q (1017.400000 sec): 3 clusters Score: Raw -151029.058493 + Penalty 2336.969711 = -148692.088782 nChanged 20 SP:Iteration 27Q (1017.400000 sec): 3 clusters Score: Raw -151058.397185 + Penalty 2336.969711 = -148721.427474 nChanged 16 SP:Iteration 28Q (1017.400000 sec): 3 clusters Score: Raw -151080.633389 + Penalty 2336.969711 = -148743.663677 nChanged 9 SP:Iteration 29Q (1017.400000 sec): 3 clusters Score: Raw -151095.174959 + Penalty 2336.969711 = -148758.205248 nChanged 9 SP:Iteration 30Q (1017.410000 sec): 3 clusters Score: Raw -151106.238267 + Penalty 2336.969711 = -148769.268556 nChanged 4 SP:Iteration 31Q (1017.410000 sec): 3 clusters Score: Raw -151109.497718 + Penalty 2336.969711 = -148772.528007 nChanged 2 SP:Iteration 32Q (1017.410000 sec): 3 clusters Score: Raw -151111.232709 + Penalty 2336.969711 = -148774.262998 nChanged 3 SP:Iteration 33Q (1017.420000 sec): 3 clusters Score: Raw -151113.887601 + Penalty 2336.969711 = -148776.917890 nChanged 0 SP:Iteration 34F (1017.420000 sec): 3 clusters Score: Raw -151113.887601 + Penalty 2336.969711 = -148776.917890 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.420000 sec): 2 clusters Score: Raw -41317.702663 + Penalty 966.130849 = -40351.571814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.420000 sec): 3 clusters Score: Raw -41304.378774 + Penalty 1932.261698 = -39372.117076 nChanged 85 SP:Iteration 1F (1017.420000 sec): 3 clusters Score: Raw -41432.686322 + Penalty 1932.261698 = -39500.424624 nChanged 13 SP:Iteration 2Q (1017.420000 sec): 3 clusters Score: Raw -41467.264057 + Penalty 1932.261698 = -39535.002359 nChanged 9 SP:Iteration 3Q (1017.420000 sec): 3 clusters Score: Raw -41489.782343 + Penalty 1932.261698 = -39557.520645 nChanged 7 SP:Iteration 4Q (1017.420000 sec): 3 clusters Score: Raw -41502.364511 + Penalty 1932.261698 = -39570.102813 nChanged 1 SP:Iteration 5Q (1017.430000 sec): 3 clusters Score: Raw -41504.426178 + Penalty 1932.261698 = -39572.164480 nChanged 0 SP:Iteration 6F (1017.430000 sec): 3 clusters Score: Raw -41504.426178 + Penalty 1932.261698 = -39572.164480 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.430000 sec): 2 clusters Score: Raw -93051.240250 + Penalty 1095.142202 = -91956.098048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.430000 sec): 3 clusters Score: Raw -92820.826461 + Penalty 2190.284404 = -90630.542057 nChanged 235 SP:Iteration 1F (1017.440000 sec): 3 clusters Score: Raw -93077.459288 + Penalty 2190.284404 = -90887.174884 nChanged 51 SP:Iteration 2F (1017.440000 sec): 3 clusters Score: Raw -93150.905629 + Penalty 2190.284404 = -90960.621225 nChanged 30 SP:Iteration 3Q (1017.440000 sec): 3 clusters Score: Raw -93189.722165 + Penalty 2190.284404 = -90999.437761 nChanged 29 SP:Iteration 4Q (1017.440000 sec): 3 clusters Score: Raw -93225.108616 + Penalty 2190.284404 = -91034.824212 nChanged 19 SP:Iteration 5Q (1017.440000 sec): 3 clusters Score: Raw -93243.362000 + Penalty 2190.284404 = -91053.077596 nChanged 8 SP:Iteration 6Q (1017.440000 sec): 3 clusters Score: Raw -93251.631636 + Penalty 2190.284404 = -91061.347233 nChanged 3 SP:Iteration 7Q (1017.450000 sec): 3 clusters Score: Raw -93253.927966 + Penalty 2190.284404 = -91063.643562 nChanged 2 SP:Iteration 8Q (1017.450000 sec): 3 clusters Score: Raw -93254.764468 + Penalty 2190.284404 = -91064.480064 nChanged 0 SP:Iteration 9F (1017.450000 sec): 3 clusters Score: Raw -93254.764468 + Penalty 2190.284404 = -91064.480064 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.460000 sec): 2 clusters Score: Raw -178931.259418 + Penalty 1198.784228 = -177732.475189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.460000 sec): 3 clusters Score: Raw -178298.135298 + Penalty 2397.568457 = -175900.566842 nChanged 527 SP:Iteration 1F (1017.460000 sec): 3 clusters Score: Raw -178672.308370 + Penalty 2397.568457 = -176274.739913 nChanged 134 SP:Iteration 2F (1017.470000 sec): 3 clusters Score: Raw -178817.456479 + Penalty 2397.568457 = -176419.888022 nChanged 91 SP:Iteration 3F (1017.470000 sec): 3 clusters Score: Raw -178948.848570 + Penalty 2397.568457 = -176551.280113 nChanged 77 SP:Iteration 4Q (1017.480000 sec): 3 clusters Score: Raw -179095.428936 + Penalty 2397.568457 = -176697.860480 nChanged 73 SP:Iteration 5Q (1017.480000 sec): 3 clusters Score: Raw -179261.234369 + Penalty 2397.568457 = -176863.665912 nChanged 74 SP:Iteration 6Q (1017.480000 sec): 3 clusters Score: Raw -179373.149355 + Penalty 2397.568457 = -176975.580898 nChanged 69 SP:Iteration 7Q (1017.490000 sec): 3 clusters Score: Raw -179456.591096 + Penalty 2397.568457 = -177059.022640 nChanged 59 SP:Iteration 8Q (1017.490000 sec): 3 clusters Score: Raw -179527.662152 + Penalty 2397.568457 = -177130.093695 nChanged 44 SP:Iteration 9Q (1017.500000 sec): 3 clusters Score: Raw -179569.440407 + Penalty 2397.568457 = -177171.871950 nChanged 37 SP:Iteration 10Q (1017.500000 sec): 3 clusters Score: Raw -179618.329730 + Penalty 2397.568457 = -177220.761273 nChanged 33 SP:Iteration 11Q (1017.500000 sec): 3 clusters Score: Raw -179668.549231 + Penalty 2397.568457 = -177270.980774 nChanged 25 SP:Iteration 12Q (1017.500000 sec): 3 clusters Score: Raw -179718.765931 + Penalty 2397.568457 = -177321.197474 nChanged 17 SP:Iteration 13Q (1017.510000 sec): 3 clusters Score: Raw -179749.333503 + Penalty 2397.568457 = -177351.765046 nChanged 22 SP:Iteration 14Q (1017.510000 sec): 3 clusters Score: Raw -179782.961643 + Penalty 2397.568457 = -177385.393186 nChanged 15 SP:Iteration 15Q (1017.520000 sec): 3 clusters Score: Raw -179802.344536 + Penalty 2397.568457 = -177404.776079 nChanged 10 SP:Iteration 16Q (1017.520000 sec): 3 clusters Score: Raw -179815.871236 + Penalty 2397.568457 = -177418.302779 nChanged 7 SP:Iteration 17Q (1017.520000 sec): 3 clusters Score: Raw -179821.984020 + Penalty 2397.568457 = -177424.415564 nChanged 4 SP:Iteration 18Q (1017.520000 sec): 3 clusters Score: Raw -179824.945089 + Penalty 2397.568457 = -177427.376632 nChanged 4 SP:Iteration 19Q (1017.530000 sec): 3 clusters Score: Raw -179826.905700 + Penalty 2397.568457 = -177429.337243 nChanged 2 SP:Iteration 20F (1017.530000 sec): 3 clusters Score: Raw -179828.555818 + Penalty 2397.568457 = -177430.987362 nChanged 2 SP:Iteration 21Q (1017.540000 sec): 3 clusters Score: Raw -179829.428478 + Penalty 2397.568457 = -177431.860021 nChanged 1 SP:Iteration 22Q (1017.540000 sec): 3 clusters Score: Raw -179829.650127 + Penalty 2397.568457 = -177432.081671 nChanged 0 SP:Iteration 23F (1017.540000 sec): 3 clusters Score: Raw -179829.650127 + Penalty 2397.568457 = -177432.081671 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.540000 sec): 2 clusters Score: Raw -22421.471228 + Penalty 866.566804 = -21554.904425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.540000 sec): 3 clusters Score: Raw -22479.370978 + Penalty 1733.133608 = -20746.237370 nChanged 26 SP:Iteration 1F (1017.540000 sec): 3 clusters Score: Raw -22569.540715 + Penalty 1733.133608 = -20836.407107 nChanged 7 SP:Iteration 2Q (1017.540000 sec): 3 clusters Score: Raw -22593.933438 + Penalty 1733.133608 = -20860.799831 nChanged 3 SP:Iteration 3Q (1017.540000 sec): 3 clusters Score: Raw -22602.568623 + Penalty 1733.133608 = -20869.435015 nChanged 1 SP:Iteration 4Q (1017.540000 sec): 3 clusters Score: Raw -22608.407104 + Penalty 1733.133608 = -20875.273496 nChanged 2 SP:Iteration 5Q (1017.550000 sec): 3 clusters Score: Raw -22615.541808 + Penalty 1733.133608 = -20882.408200 nChanged 1 SP:Iteration 6Q (1017.550000 sec): 3 clusters Score: Raw -22624.220645 + Penalty 1733.133608 = -20891.087038 nChanged 1 SP:Iteration 7Q (1017.550000 sec): 3 clusters Score: Raw -22626.242292 + Penalty 1733.133608 = -20893.108684 nChanged 1 SP:Iteration 8Q (1017.550000 sec): 3 clusters Score: Raw -22629.770900 + Penalty 1733.133608 = -20896.637292 nChanged 0 SP:Iteration 9F (1017.550000 sec): 3 clusters Score: Raw -22629.770900 + Penalty 1733.133608 = -20896.637292 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.550000 sec): 2 clusters Score: Raw -85962.001940 + Penalty 1080.038459 = -84881.963482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.550000 sec): 3 clusters Score: Raw -85719.343974 + Penalty 2160.076917 = -83559.267057 nChanged 212 SP:Iteration 1F (1017.560000 sec): 3 clusters Score: Raw -85909.897556 + Penalty 2160.076917 = -83749.820639 nChanged 48 SP:Iteration 2F (1017.560000 sec): 3 clusters Score: Raw -85965.186123 + Penalty 2160.076917 = -83805.109205 nChanged 25 SP:Iteration 3Q (1017.560000 sec): 3 clusters Score: Raw -85988.182059 + Penalty 2160.076917 = -83828.105142 nChanged 15 SP:Iteration 4Q (1017.560000 sec): 3 clusters Score: Raw -86005.254814 + Penalty 2160.076917 = -83845.177897 nChanged 16 SP:Iteration 5Q (1017.560000 sec): 3 clusters Score: Raw -86022.885144 + Penalty 2160.076917 = -83862.808226 nChanged 14 SP:Iteration 6Q (1017.560000 sec): 3 clusters Score: Raw -86038.250079 + Penalty 2160.076917 = -83878.173162 nChanged 9 SP:Iteration 7Q (1017.570000 sec): 3 clusters Score: Raw -86046.909244 + Penalty 2160.076917 = -83886.832326 nChanged 5 SP:Iteration 8Q (1017.570000 sec): 3 clusters Score: Raw -86051.735182 + Penalty 2160.076917 = -83891.658265 nChanged 4 SP:Iteration 9Q (1017.570000 sec): 3 clusters Score: Raw -86056.974158 + Penalty 2160.076917 = -83896.897241 nChanged 5 SP:Iteration 10Q (1017.570000 sec): 3 clusters Score: Raw -86066.268470 + Penalty 2160.076917 = -83906.191553 nChanged 11 SP:Iteration 11Q (1017.580000 sec): 3 clusters Score: Raw -86088.544704 + Penalty 2160.076917 = -83928.467787 nChanged 6 SP:Iteration 12Q (1017.580000 sec): 3 clusters Score: Raw -86109.469103 + Penalty 2160.076917 = -83949.392186 nChanged 19 SP:Iteration 13Q (1017.580000 sec): 3 clusters Score: Raw -86190.273151 + Penalty 2160.076917 = -84030.196234 nChanged 25 SP:Iteration 14Q (1017.580000 sec): 3 clusters Score: Raw -86282.869126 + Penalty 2160.076917 = -84122.792209 nChanged 19 SP:Iteration 15Q (1017.580000 sec): 3 clusters Score: Raw -86307.854802 + Penalty 2160.076917 = -84147.777885 nChanged 14 SP:Iteration 16Q (1017.580000 sec): 3 clusters Score: Raw -86326.205932 + Penalty 2160.076917 = -84166.129014 nChanged 7 SP:Iteration 17Q (1017.580000 sec): 3 clusters Score: Raw -86332.132750 + Penalty 2160.076917 = -84172.055833 nChanged 8 SP:Iteration 18Q (1017.590000 sec): 3 clusters Score: Raw -86339.923854 + Penalty 2160.076917 = -84179.846937 nChanged 5 SP:Iteration 19Q (1017.590000 sec): 3 clusters Score: Raw -86345.693205 + Penalty 2160.076917 = -84185.616288 nChanged 6 SP:Iteration 20F (1017.590000 sec): 3 clusters Score: Raw -86352.698240 + Penalty 2160.076917 = -84192.621322 nChanged 5 SP:Iteration 21Q (1017.590000 sec): 3 clusters Score: Raw -86357.450237 + Penalty 2160.076917 = -84197.373319 nChanged 3 SP:Iteration 22Q (1017.600000 sec): 3 clusters Score: Raw -86360.205706 + Penalty 2160.076917 = -84200.128789 nChanged 2 SP:Iteration 23Q (1017.600000 sec): 3 clusters Score: Raw -86362.198040 + Penalty 2160.076917 = -84202.121122 nChanged 2 SP:Iteration 24Q (1017.600000 sec): 3 clusters Score: Raw -86364.237171 + Penalty 2160.076917 = -84204.160254 nChanged 1 SP:Iteration 25Q (1017.600000 sec): 3 clusters Score: Raw -86364.884986 + Penalty 2160.076917 = -84204.808069 nChanged 1 SP:Iteration 26Q (1017.600000 sec): 3 clusters Score: Raw -86366.072310 + Penalty 2160.076917 = -84205.995393 nChanged 1 SP:Iteration 27Q (1017.600000 sec): 3 clusters Score: Raw -86366.987980 + Penalty 2160.076917 = -84206.911063 nChanged 1 SP:Iteration 28Q (1017.600000 sec): 3 clusters Score: Raw -86367.524535 + Penalty 2160.076917 = -84207.447618 nChanged 0 SP:Iteration 29F (1017.610000 sec): 3 clusters Score: Raw -86367.524535 + Penalty 2160.076917 = -84207.447618 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.610000 sec): 2 clusters Score: Raw -23060.660616 + Penalty 871.209977 = -22189.450639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.610000 sec): 3 clusters Score: Raw -23180.957623 + Penalty 1742.419954 = -21438.537670 nChanged 33 SP:Iteration 1F (1017.610000 sec): 3 clusters Score: Raw -23263.964763 + Penalty 1742.419954 = -21521.544809 nChanged 3 SP:Iteration 2Q (1017.610000 sec): 3 clusters Score: Raw -23272.472811 + Penalty 1742.419954 = -21530.052857 nChanged 2 SP:Iteration 3Q (1017.610000 sec): 3 clusters Score: Raw -23282.745743 + Penalty 1742.419954 = -21540.325789 nChanged 2 SP:Iteration 4Q (1017.610000 sec): 3 clusters Score: Raw -23287.204436 + Penalty 1742.419954 = -21544.784482 nChanged 0 SP:Iteration 5F (1017.610000 sec): 3 clusters Score: Raw -23287.204436 + Penalty 1742.419954 = -21544.784482 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (28043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.690000 sec): 2 clusters Score: Raw -3285132.525365 + Penalty 1664.242828 = -3283468.282537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.770000 sec): 3 clusters Score: Raw -3267925.117743 + Penalty 3328.485656 = -3264596.632087 nChanged 12867 SP:Iteration 1F (1017.840000 sec): 3 clusters Score: Raw -3274965.844443 + Penalty 3328.485656 = -3271637.358787 nChanged 1255 SP:Iteration 2Q (1017.920000 sec): 3 clusters Score: Raw -3275399.761960 + Penalty 3328.485656 = -3272071.276304 nChanged 1306 SP:Iteration 3Q (1018.000000 sec): 3 clusters Score: Raw -3275913.275417 + Penalty 3328.485656 = -3272584.789761 nChanged 1448 SP:Iteration 4F (1018.070000 sec): 3 clusters Score: Raw -3276644.844513 + Penalty 3328.485656 = -3273316.358858 nChanged 1691 SP:Iteration 5F (1018.140000 sec): 3 clusters Score: Raw -3277742.786278 + Penalty 3328.485656 = -3274414.300622 nChanged 1999 SP:Iteration 6F (1018.210000 sec): 3 clusters Score: Raw -3279244.298018 + Penalty 3328.485656 = -3275915.812362 nChanged 2025 SP:Iteration 7F (1018.290000 sec): 3 clusters Score: Raw -3280857.099116 + Penalty 3328.485656 = -3277528.613460 nChanged 1809 SP:Iteration 8F (1018.360000 sec): 3 clusters Score: Raw -3282250.672982 + Penalty 3328.485656 = -3278922.187326 nChanged 1412 SP:Iteration 9F (1018.430000 sec): 3 clusters Score: Raw -3283280.368924 + Penalty 3328.485656 = -3279951.883268 nChanged 956 SP:Iteration 10Q (1018.500000 sec): 3 clusters Score: Raw -3283839.047704 + Penalty 3328.485656 = -3280510.562048 nChanged 612 SP:Iteration 11Q (1018.570000 sec): 3 clusters Score: Raw -3284140.730890 + Penalty 3328.485656 = -3280812.245234 nChanged 455 SP:Iteration 12Q (1018.640000 sec): 3 clusters Score: Raw -3284348.389385 + Penalty 3328.485656 = -3281019.903729 nChanged 402 SP:Iteration 13Q (1018.710000 sec): 3 clusters Score: Raw -3284530.290797 + Penalty 3328.485656 = -3281201.805141 nChanged 389 SP:Iteration 14Q (1018.770000 sec): 3 clusters Score: Raw -3284696.355608 + Penalty 3328.485656 = -3281367.869952 nChanged 344 SP:Iteration 15Q (1018.840000 sec): 3 clusters Score: Raw -3284839.440508 + Penalty 3328.485656 = -3281510.954852 nChanged 312 SP:Iteration 16Q (1018.900000 sec): 3 clusters Score: Raw -3284961.697500 + Penalty 3328.485656 = -3281633.211844 nChanged 260 SP:Iteration 17Q (1018.970000 sec): 3 clusters Score: Raw -3285053.220139 + Penalty 3328.485656 = -3281724.734483 nChanged 237 SP:Iteration 18Q (1019.030000 sec): 3 clusters Score: Raw -3285137.575788 + Penalty 3328.485656 = -3281809.090132 nChanged 224 SP:Iteration 19Q (1019.090000 sec): 3 clusters Score: Raw -3285213.701984 + Penalty 3328.485656 = -3281885.216328 nChanged 205 SP:Iteration 20F (1019.170000 sec): 3 clusters Score: Raw -3285278.575363 + Penalty 3328.485656 = -3281950.089707 nChanged 179 SP:Iteration 21Q (1019.230000 sec): 3 clusters Score: Raw -3285333.769636 + Penalty 3328.485656 = -3282005.283980 nChanged 172 SP:Iteration 22Q (1019.290000 sec): 3 clusters Score: Raw -3285392.241922 + Penalty 3328.485656 = -3282063.756267 nChanged 169 SP:Iteration 23Q (1019.350000 sec): 3 clusters Score: Raw -3285448.451367 + Penalty 3328.485656 = -3282119.965711 nChanged 144 SP:Iteration 24Q (1019.410000 sec): 3 clusters Score: Raw -3285498.016323 + Penalty 3328.485656 = -3282169.530668 nChanged 130 SP:Iteration 25Q (1019.470000 sec): 3 clusters Score: Raw -3285543.412538 + Penalty 3328.485656 = -3282214.926882 nChanged 126 SP:Iteration 26Q (1019.530000 sec): 3 clusters Score: Raw -3285590.176246 + Penalty 3328.485656 = -3282261.690590 nChanged 107 SP:Iteration 27Q (1019.580000 sec): 3 clusters Score: Raw -3285621.959254 + Penalty 3328.485656 = -3282293.473598 nChanged 97 SP:Iteration 28Q (1019.640000 sec): 3 clusters Score: Raw -3285653.847323 + Penalty 3328.485656 = -3282325.361667 nChanged 97 SP:Iteration 29Q (1019.700000 sec): 3 clusters Score: Raw -3285684.714964 + Penalty 3328.485656 = -3282356.229309 nChanged 77 SP:Iteration 30Q (1019.750000 sec): 3 clusters Score: Raw -3285710.310833 + Penalty 3328.485656 = -3282381.825177 nChanged 67 SP:Iteration 31Q (1019.810000 sec): 3 clusters Score: Raw -3285729.187078 + Penalty 3328.485656 = -3282400.701422 nChanged 54 SP:Iteration 32Q (1019.870000 sec): 3 clusters Score: Raw -3285746.043405 + Penalty 3328.485656 = -3282417.557749 nChanged 54 SP:Iteration 33Q (1019.920000 sec): 3 clusters Score: Raw -3285760.056489 + Penalty 3328.485656 = -3282431.570833 nChanged 48 SP:Iteration 34Q (1019.980000 sec): 3 clusters Score: Raw -3285772.849738 + Penalty 3328.485656 = -3282444.364082 nChanged 35 SP:Iteration 35Q (1020.030000 sec): 3 clusters Score: Raw -3285784.125838 + Penalty 3328.485656 = -3282455.640182 nChanged 37 SP:Iteration 36Q (1020.090000 sec): 3 clusters Score: Raw -3285794.552257 + Penalty 3328.485656 = -3282466.066601 nChanged 28 SP:Iteration 37Q (1020.150000 sec): 3 clusters Score: Raw -3285803.680038 + Penalty 3328.485656 = -3282475.194382 nChanged 20 SP:Iteration 38Q (1020.200000 sec): 3 clusters Score: Raw -3285808.312114 + Penalty 3328.485656 = -3282479.826458 nChanged 22 SP:Iteration 39Q (1020.260000 sec): 3 clusters Score: Raw -3285814.960679 + Penalty 3328.485656 = -3282486.475023 nChanged 17 SP:Iteration 40F (1020.330000 sec): 3 clusters Score: Raw -3285819.612376 + Penalty 3328.485656 = -3282491.126720 nChanged 20 SP:Iteration 41Q (1020.380000 sec): 3 clusters Score: Raw -3285825.033483 + Penalty 3328.485656 = -3282496.547827 nChanged 23 SP:Iteration 42Q (1020.440000 sec): 3 clusters Score: Raw -3285831.999602 + Penalty 3328.485656 = -3282503.513947 nChanged 22 SP:Iteration 43Q (1020.490000 sec): 3 clusters Score: Raw -3285838.689758 + Penalty 3328.485656 = -3282510.204102 nChanged 15 SP:Iteration 44Q (1020.550000 sec): 3 clusters Score: Raw -3285842.315706 + Penalty 3328.485656 = -3282513.830050 nChanged 13 SP:Iteration 45Q (1020.610000 sec): 3 clusters Score: Raw -3285845.408886 + Penalty 3328.485656 = -3282516.923231 nChanged 11 SP:Iteration 46Q (1020.660000 sec): 3 clusters Score: Raw -3285848.808916 + Penalty 3328.485656 = -3282520.323260 nChanged 11 SP:Iteration 47Q (1020.710000 sec): 3 clusters Score: Raw -3285851.017107 + Penalty 3328.485656 = -3282522.531452 nChanged 9 SP:Iteration 48Q (1020.770000 sec): 3 clusters Score: Raw -3285853.584168 + Penalty 3328.485656 = -3282525.098512 nChanged 9 SP:Iteration 49Q (1020.820000 sec): 3 clusters Score: Raw -3285855.704875 + Penalty 3328.485656 = -3282527.219219 nChanged 8 SP:Iteration 50Q (1020.880000 sec): 3 clusters Score: Raw -3285857.817219 + Penalty 3328.485656 = -3282529.331563 nChanged 8 SP:Iteration 51Q (1020.930000 sec): 3 clusters Score: Raw -3285860.378918 + Penalty 3328.485656 = -3282531.893262 nChanged 12 SP:Iteration 52Q (1020.990000 sec): 3 clusters Score: Raw -3285863.721736 + Penalty 3328.485656 = -3282535.236080 nChanged 14 SP:Iteration 53Q (1021.040000 sec): 3 clusters Score: Raw -3285866.730975 + Penalty 3328.485656 = -3282538.245319 nChanged 12 SP:Iteration 54Q (1021.090000 sec): 3 clusters Score: Raw -3285868.973287 + Penalty 3328.485656 = -3282540.487631 nChanged 5 SP:Iteration 55Q (1021.150000 sec): 3 clusters Score: Raw -3285869.968071 + Penalty 3328.485656 = -3282541.482416 nChanged 3 SP:Iteration 56Q (1021.200000 sec): 3 clusters Score: Raw -3285870.404237 + Penalty 3328.485656 = -3282541.918581 nChanged 2 SP:Iteration 57Q (1021.260000 sec): 3 clusters Score: Raw -3285871.103801 + Penalty 3328.485656 = -3282542.618145 nChanged 5 SP:Iteration 58Q (1021.310000 sec): 3 clusters Score: Raw -3285872.535183 + Penalty 3328.485656 = -3282544.049527 nChanged 4 SP:Iteration 59Q (1021.370000 sec): 3 clusters Score: Raw -3285873.208384 + Penalty 3328.485656 = -3282544.722728 nChanged 2 SP:Iteration 60F (1021.440000 sec): 3 clusters Score: Raw -3285873.783196 + Penalty 3328.485656 = -3282545.297540 nChanged 4 SP:Iteration 61Q (1021.490000 sec): 3 clusters Score: Raw -3285874.467920 + Penalty 3328.485656 = -3282545.982264 nChanged 1 SP:Iteration 62Q (1021.550000 sec): 3 clusters Score: Raw -3285874.569709 + Penalty 3328.485656 = -3282546.084053 nChanged 0 SP:Iteration 63F (1021.620000 sec): 3 clusters Score: Raw -3285874.569709 + Penalty 3328.485656 = -3282546.084053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (1398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.630000 sec): 2 clusters Score: Raw -152828.727009 + Penalty 1176.954662 = -151651.772346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.640000 sec): 3 clusters Score: Raw -152366.553046 + Penalty 2353.909325 = -150012.643721 nChanged 449 SP:Iteration 1F (1021.640000 sec): 3 clusters Score: Raw -152782.748318 + Penalty 2353.909325 = -150428.838993 nChanged 152 SP:Iteration 2F (1021.650000 sec): 3 clusters Score: Raw -153077.005039 + Penalty 2353.909325 = -150723.095714 nChanged 151 SP:Iteration 3F (1021.650000 sec): 3 clusters Score: Raw -153308.795496 + Penalty 2353.909325 = -150954.886171 nChanged 119 SP:Iteration 4F (1021.650000 sec): 3 clusters Score: Raw -153486.707656 + Penalty 2353.909325 = -151132.798331 nChanged 96 SP:Iteration 5F (1021.650000 sec): 3 clusters Score: Raw -153621.861785 + Penalty 2353.909325 = -151267.952460 nChanged 70 SP:Iteration 6F (1021.660000 sec): 3 clusters Score: Raw -153796.715055 + Penalty 2353.909325 = -151442.805730 nChanged 45 SP:Iteration 7Q (1021.660000 sec): 3 clusters Score: Raw -153860.161317 + Penalty 2353.909325 = -151506.251992 nChanged 21 SP:Iteration 8Q (1021.670000 sec): 3 clusters Score: Raw -153885.567654 + Penalty 2353.909325 = -151531.658329 nChanged 19 SP:Iteration 9Q (1021.670000 sec): 3 clusters Score: Raw -153907.917719 + Penalty 2353.909325 = -151554.008394 nChanged 8 SP:Iteration 10Q (1021.670000 sec): 3 clusters Score: Raw -153915.005693 + Penalty 2353.909325 = -151561.096368 nChanged 5 SP:Iteration 11Q (1021.670000 sec): 3 clusters Score: Raw -153919.384221 + Penalty 2353.909325 = -151565.474896 nChanged 3 SP:Iteration 12Q (1021.680000 sec): 3 clusters Score: Raw -153921.522286 + Penalty 2353.909325 = -151567.612962 nChanged 2 SP:Iteration 13Q (1021.680000 sec): 3 clusters Score: Raw -153923.045425 + Penalty 2353.909325 = -151569.136100 nChanged 0 SP:Iteration 14F (1021.690000 sec): 3 clusters Score: Raw -153923.045425 + Penalty 2353.909325 = -151569.136100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (28879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.770000 sec): 2 clusters Score: Raw -3385678.225747 + Penalty 1669.016370 = -3384009.209377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.840000 sec): 3 clusters Score: Raw -3367744.206900 + Penalty 3338.032739 = -3364406.174160 nChanged 13365 SP:Iteration 1F (1021.920000 sec): 3 clusters Score: Raw -3375243.133266 + Penalty 3338.032739 = -3371905.100527 nChanged 1196 SP:Iteration 2Q (1021.990000 sec): 3 clusters Score: Raw -3375580.353760 + Penalty 3338.032739 = -3372242.321021 nChanged 1115 SP:Iteration 3Q (1022.070000 sec): 3 clusters Score: Raw -3375897.635880 + Penalty 3338.032739 = -3372559.603141 nChanged 1100 SP:Iteration 4Q (1022.150000 sec): 3 clusters Score: Raw -3376272.131451 + Penalty 3338.032739 = -3372934.098712 nChanged 1290 SP:Iteration 5Q (1022.230000 sec): 3 clusters Score: Raw -3376812.581106 + Penalty 3338.032739 = -3373474.548367 nChanged 1535 SP:Iteration 6F (1022.300000 sec): 3 clusters Score: Raw -3377631.859812 + Penalty 3338.032739 = -3374293.827073 nChanged 1933 SP:Iteration 7F (1022.370000 sec): 3 clusters Score: Raw -3378999.308369 + Penalty 3338.032739 = -3375661.275630 nChanged 2240 SP:Iteration 8F (1022.450000 sec): 3 clusters Score: Raw -3380878.348179 + Penalty 3338.032739 = -3377540.315440 nChanged 2090 SP:Iteration 9F (1022.520000 sec): 3 clusters Score: Raw -3382811.276036 + Penalty 3338.032739 = -3379473.243297 nChanged 1531 SP:Iteration 10F (1022.600000 sec): 3 clusters Score: Raw -3384291.312965 + Penalty 3338.032739 = -3380953.280225 nChanged 914 SP:Iteration 11Q (1022.670000 sec): 3 clusters Score: Raw -3385174.389808 + Penalty 3338.032739 = -3381836.357069 nChanged 385 SP:Iteration 12Q (1022.730000 sec): 3 clusters Score: Raw -3385537.226157 + Penalty 3338.032739 = -3382199.193417 nChanged 183 SP:Iteration 13Q (1022.790000 sec): 3 clusters Score: Raw -3385728.303421 + Penalty 3338.032739 = -3382390.270682 nChanged 88 SP:Iteration 14Q (1022.840000 sec): 3 clusters Score: Raw -3385813.783652 + Penalty 3338.032739 = -3382475.750913 nChanged 46 SP:Iteration 15Q (1022.890000 sec): 3 clusters Score: Raw -3385860.624622 + Penalty 3338.032739 = -3382522.591883 nChanged 26 SP:Iteration 16Q (1022.950000 sec): 3 clusters Score: Raw -3385884.547444 + Penalty 3338.032739 = -3382546.514705 nChanged 17 SP:Iteration 17Q (1023.000000 sec): 3 clusters Score: Raw -3385904.522546 + Penalty 3338.032739 = -3382566.489807 nChanged 7 SP:Iteration 18Q (1023.050000 sec): 3 clusters Score: Raw -3385909.665512 + Penalty 3338.032739 = -3382571.632773 nChanged 5 SP:Iteration 19Q (1023.100000 sec): 3 clusters Score: Raw -3385914.677364 + Penalty 3338.032739 = -3382576.644625 nChanged 7 SP:Iteration 20F (1023.170000 sec): 3 clusters Score: Raw -3385923.282925 + Penalty 3338.032739 = -3382585.250186 nChanged 6 SP:Iteration 21Q (1023.230000 sec): 3 clusters Score: Raw -3385927.959504 + Penalty 3338.032739 = -3382589.926765 nChanged 5 SP:Iteration 22Q (1023.280000 sec): 3 clusters Score: Raw -3385931.627336 + Penalty 3338.032739 = -3382593.594597 nChanged 1 SP:Iteration 23Q (1023.330000 sec): 3 clusters Score: Raw -3385932.802234 + Penalty 3338.032739 = -3382594.769494 nChanged 2 SP:Iteration 24Q (1023.390000 sec): 3 clusters Score: Raw -3385934.137921 + Penalty 3338.032739 = -3382596.105182 nChanged 0 SP:Iteration 25F (1023.460000 sec): 3 clusters Score: Raw -3385934.137921 + Penalty 3338.032739 = -3382596.105182 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 16 (9832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1023.490000 sec): 2 clusters Score: Raw -1120754.058042 + Penalty 1493.927118 = -1119260.130924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.520000 sec): 3 clusters Score: Raw -1115228.522495 + Penalty 2987.854237 = -1112240.668258 nChanged 4212 SP:Iteration 1F (1023.550000 sec): 3 clusters Score: Raw -1117380.146558 + Penalty 2987.854237 = -1114392.292321 nChanged 557 SP:Iteration 2F (1023.570000 sec): 3 clusters Score: Raw -1117637.529682 + Penalty 2987.854237 = -1114649.675445 nChanged 535 SP:Iteration 3F (1023.590000 sec): 3 clusters Score: Raw -1117913.438622 + Penalty 2987.854237 = -1114925.584386 nChanged 526 SP:Iteration 4F (1023.620000 sec): 3 clusters Score: Raw -1118236.412897 + Penalty 2987.854237 = -1115248.558661 nChanged 566 SP:Iteration 5F (1023.650000 sec): 3 clusters Score: Raw -1118642.848292 + Penalty 2987.854237 = -1115654.994055 nChanged 641 SP:Iteration 6F (1023.670000 sec): 3 clusters Score: Raw -1119153.781711 + Penalty 2987.854237 = -1116165.927475 nChanged 626 SP:Iteration 7F (1023.690000 sec): 3 clusters Score: Raw -1119702.067508 + Penalty 2987.854237 = -1116714.213271 nChanged 503 SP:Iteration 8F (1023.720000 sec): 3 clusters Score: Raw -1120164.185564 + Penalty 2987.854237 = -1117176.331328 nChanged 359 SP:Iteration 9Q (1023.740000 sec): 3 clusters Score: Raw -1120495.109166 + Penalty 2987.854237 = -1117507.254929 nChanged 205 SP:Iteration 10Q (1023.770000 sec): 3 clusters Score: Raw -1120708.562592 + Penalty 2987.854237 = -1117720.708355 nChanged 130 SP:Iteration 11Q (1023.790000 sec): 3 clusters Score: Raw -1120824.315747 + Penalty 2987.854237 = -1117836.461510 nChanged 74 SP:Iteration 12Q (1023.810000 sec): 3 clusters Score: Raw -1120891.837486 + Penalty 2987.854237 = -1117903.983249 nChanged 64 SP:Iteration 13Q (1023.830000 sec): 3 clusters Score: Raw -1120968.478931 + Penalty 2987.854237 = -1117980.624695 nChanged 47 SP:Iteration 14Q (1023.850000 sec): 3 clusters Score: Raw -1121031.201283 + Penalty 2987.854237 = -1118043.347046 nChanged 56 SP:Iteration 15Q (1023.870000 sec): 3 clusters Score: Raw -1121115.462446 + Penalty 2987.854237 = -1118127.608210 nChanged 47 SP:Iteration 16Q (1023.890000 sec): 3 clusters Score: Raw -1121186.344903 + Penalty 2987.854237 = -1118198.490667 nChanged 44 SP:Iteration 17Q (1023.910000 sec): 3 clusters Score: Raw -1121248.798348 + Penalty 2987.854237 = -1118260.944111 nChanged 36 SP:Iteration 18Q (1023.920000 sec): 3 clusters Score: Raw -1121279.280676 + Penalty 2987.854237 = -1118291.426439 nChanged 23 SP:Iteration 19Q (1023.940000 sec): 3 clusters Score: Raw -1121297.515344 + Penalty 2987.854237 = -1118309.661108 nChanged 13 SP:Iteration 20F (1023.970000 sec): 3 clusters Score: Raw -1121305.624138 + Penalty 2987.854237 = -1118317.769901 nChanged 7 SP:Iteration 21Q (1023.990000 sec): 3 clusters Score: Raw -1121309.320574 + Penalty 2987.854237 = -1118321.466337 nChanged 4 SP:Iteration 22Q (1024.000000 sec): 3 clusters Score: Raw -1121311.440028 + Penalty 2987.854237 = -1118323.585792 nChanged 2 SP:Iteration 23Q (1024.020000 sec): 3 clusters Score: Raw -1121313.660031 + Penalty 2987.854237 = -1118325.805795 nChanged 4 SP:Iteration 24Q (1024.040000 sec): 3 clusters Score: Raw -1121316.310806 + Penalty 2987.854237 = -1118328.456569 nChanged 3 SP:Iteration 25Q (1024.050000 sec): 3 clusters Score: Raw -1121317.341933 + Penalty 2987.854237 = -1118329.487696 nChanged 0 SP:Iteration 26F (1024.080000 sec): 3 clusters Score: Raw -1121317.341933 + Penalty 2987.854237 = -1118329.487696 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 17 (154885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1024.520000 sec): 2 clusters Score: Raw -17861517.843288 + Penalty 1941.946205 = -17859575.897083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1024.930000 sec): 3 clusters Score: Raw -17759583.444361 + Penalty 3883.892410 = -17755699.551951 nChanged 74516 SP:Iteration 1F (1025.340000 sec): 3 clusters Score: Raw -17803623.199261 + Penalty 3883.892410 = -17799739.306851 nChanged 5283 SP:Iteration 2Q (1025.750000 sec): 3 clusters Score: Raw -17805204.723450 + Penalty 3883.892410 = -17801320.831040 nChanged 6163 SP:Iteration 3Q (1026.170000 sec): 3 clusters Score: Raw -17807668.908362 + Penalty 3883.892410 = -17803785.015951 nChanged 7501 SP:Iteration 4Q (1026.590000 sec): 3 clusters Score: Raw -17811611.301057 + Penalty 3883.892410 = -17807727.408647 nChanged 9267 SP:Iteration 5F (1027.000000 sec): 3 clusters Score: Raw -17817562.037119 + Penalty 3883.892410 = -17813678.144709 nChanged 10670 SP:Iteration 6F (1027.400000 sec): 3 clusters Score: Raw -17825734.702587 + Penalty 3883.892410 = -17821850.810177 nChanged 11480 SP:Iteration 7F (1027.810000 sec): 3 clusters Score: Raw -17835740.517515 + Penalty 3883.892410 = -17831856.625105 nChanged 10977 SP:Iteration 8F (1028.210000 sec): 3 clusters Score: Raw -17846268.345893 + Penalty 3883.892410 = -17842384.453483 nChanged 8805 SP:Iteration 9F (1028.620000 sec): 3 clusters Score: Raw -17854134.824611 + Penalty 3883.892410 = -17850250.932200 nChanged 5889 SP:Iteration 10Q (1029.020000 sec): 3 clusters Score: Raw -17858252.875971 + Penalty 3883.892410 = -17854368.983561 nChanged 3776 SP:Iteration 11Q (1029.400000 sec): 3 clusters Score: Raw -17860584.378791 + Penalty 3883.892410 = -17856700.486381 nChanged 2746 SP:Iteration 12Q (1029.770000 sec): 3 clusters Score: Raw -17862295.463294 + Penalty 3883.892410 = -17858411.570884 nChanged 2321 SP:Iteration 13Q (1030.140000 sec): 3 clusters Score: Raw -17863797.419176 + Penalty 3883.892410 = -17859913.526766 nChanged 2059 SP:Iteration 14Q (1030.500000 sec): 3 clusters Score: Raw -17865134.390075 + Penalty 3883.892410 = -17861250.497665 nChanged 1841 SP:Iteration 15Q (1030.860000 sec): 3 clusters Score: Raw -17866105.885703 + Penalty 3883.892410 = -17862221.993292 nChanged 1478 SP:Iteration 16Q (1031.200000 sec): 3 clusters Score: Raw -17866681.761330 + Penalty 3883.892410 = -17862797.868920 nChanged 1135 SP:Iteration 17Q (1031.560000 sec): 3 clusters Score: Raw -17866996.523519 + Penalty 3883.892410 = -17863112.631108 nChanged 774 SP:Iteration 18Q (1031.900000 sec): 3 clusters Score: Raw -17867147.553676 + Penalty 3883.892410 = -17863263.661265 nChanged 592 SP:Iteration 19Q (1032.240000 sec): 3 clusters Score: Raw -17867233.173285 + Penalty 3883.892410 = -17863349.280875 nChanged 438 SP:Iteration 20F (1032.650000 sec): 3 clusters Score: Raw -17867276.046808 + Penalty 3883.892410 = -17863392.154398 nChanged 307 SP:Iteration 21Q (1032.990000 sec): 3 clusters Score: Raw -17867298.169846 + Penalty 3883.892410 = -17863414.277435 nChanged 249 SP:Iteration 22Q (1033.330000 sec): 3 clusters Score: Raw -17867313.726412 + Penalty 3883.892410 = -17863429.834002 nChanged 207 SP:Iteration 23Q (1033.680000 sec): 3 clusters Score: Raw -17867325.854453 + Penalty 3883.892410 = -17863441.962043 nChanged 201 SP:Iteration 24Q (1034.020000 sec): 3 clusters Score: Raw -17867336.553219 + Penalty 3883.892410 = -17863452.660809 nChanged 172 SP:Iteration 25Q (1034.360000 sec): 3 clusters Score: Raw -17867344.463304 + Penalty 3883.892410 = -17863460.570893 nChanged 152 SP:Iteration 26Q (1034.710000 sec): 3 clusters Score: Raw -17867350.987074 + Penalty 3883.892410 = -17863467.094664 nChanged 138 SP:Iteration 27Q (1035.050000 sec): 3 clusters Score: Raw -17867357.344749 + Penalty 3883.892410 = -17863473.452339 nChanged 153 SP:Iteration 28Q (1035.390000 sec): 3 clusters Score: Raw -17867364.566998 + Penalty 3883.892410 = -17863480.674588 nChanged 156 SP:Iteration 29Q (1035.730000 sec): 3 clusters Score: Raw -17867372.196772 + Penalty 3883.892410 = -17863488.304362 nChanged 151 SP:Iteration 30Q (1036.070000 sec): 3 clusters Score: Raw -17867378.280805 + Penalty 3883.892410 = -17863494.388395 nChanged 109 SP:Iteration 31Q (1036.420000 sec): 3 clusters Score: Raw -17867382.727994 + Penalty 3883.892410 = -17863498.835584 nChanged 116 SP:Iteration 32Q (1036.760000 sec): 3 clusters Score: Raw -17867387.172442 + Penalty 3883.892410 = -17863503.280032 nChanged 102 SP:Iteration 33Q (1037.100000 sec): 3 clusters Score: Raw -17867391.025271 + Penalty 3883.892410 = -17863507.132860 nChanged 104 SP:Iteration 34Q (1037.440000 sec): 3 clusters Score: Raw -17867395.425627 + Penalty 3883.892410 = -17863511.533217 nChanged 112 SP:Iteration 35Q (1037.780000 sec): 3 clusters Score: Raw -17867399.825519 + Penalty 3883.892410 = -17863515.933109 nChanged 109 SP:Iteration 36Q (1038.120000 sec): 3 clusters Score: Raw -17867403.914516 + Penalty 3883.892410 = -17863520.022106 nChanged 99 SP:Iteration 37Q (1038.460000 sec): 3 clusters Score: Raw -17867407.478323 + Penalty 3883.892410 = -17863523.585913 nChanged 87 SP:Iteration 38Q (1038.800000 sec): 3 clusters Score: Raw -17867410.645716 + Penalty 3883.892410 = -17863526.753306 nChanged 99 SP:Iteration 39Q (1039.140000 sec): 3 clusters Score: Raw -17867414.489237 + Penalty 3883.892410 = -17863530.596827 nChanged 106 SP:Iteration 40F (1039.540000 sec): 3 clusters Score: Raw -17867418.725827 + Penalty 3883.892410 = -17863534.833417 nChanged 95 SP:Iteration 41Q (1039.880000 sec): 3 clusters Score: Raw -17867422.455398 + Penalty 3883.892410 = -17863538.562987 nChanged 100 SP:Iteration 42Q (1040.220000 sec): 3 clusters Score: Raw -17867426.098058 + Penalty 3883.892410 = -17863542.205648 nChanged 90 SP:Iteration 43Q (1040.560000 sec): 3 clusters Score: Raw -17867428.865154 + Penalty 3883.892410 = -17863544.972744 nChanged 83 SP:Iteration 44Q (1040.910000 sec): 3 clusters Score: Raw -17867431.330112 + Penalty 3883.892410 = -17863547.437702 nChanged 69 SP:Iteration 45Q (1041.250000 sec): 3 clusters Score: Raw -17867433.449554 + Penalty 3883.892410 = -17863549.557144 nChanged 60 SP:Iteration 46Q (1041.580000 sec): 3 clusters Score: Raw -17867434.850902 + Penalty 3883.892410 = -17863550.958492 nChanged 50 SP:Iteration 47Q (1041.930000 sec): 3 clusters Score: Raw -17867435.913107 + Penalty 3883.892410 = -17863552.020696 nChanged 39 SP:Iteration 48Q (1042.270000 sec): 3 clusters Score: Raw -17867436.710647 + Penalty 3883.892410 = -17863552.818237 nChanged 30 SP:Iteration 49Q (1042.600000 sec): 3 clusters Score: Raw -17867437.247121 + Penalty 3883.892410 = -17863553.354711 nChanged 25 SP:Iteration 50Q (1042.940000 sec): 3 clusters Score: Raw -17867437.639383 + Penalty 3883.892410 = -17863553.746973 nChanged 20 SP:Iteration 51Q (1043.280000 sec): 3 clusters Score: Raw -17867437.924375 + Penalty 3883.892410 = -17863554.031965 nChanged 14 SP:Iteration 52Q (1043.620000 sec): 3 clusters Score: Raw -17867438.139680 + Penalty 3883.892410 = -17863554.247270 nChanged 8 SP:Iteration 53Q (1043.960000 sec): 3 clusters Score: Raw -17867438.267716 + Penalty 3883.892410 = -17863554.375306 nChanged 7 SP:Iteration 54Q (1044.290000 sec): 3 clusters Score: Raw -17867438.385814 + Penalty 3883.892410 = -17863554.493404 nChanged 6 SP:Iteration 55Q (1044.630000 sec): 3 clusters Score: Raw -17867438.467794 + Penalty 3883.892410 = -17863554.575383 nChanged 8 SP:Iteration 56Q (1044.970000 sec): 3 clusters Score: Raw -17867438.536880 + Penalty 3883.892410 = -17863554.644470 nChanged 6 SP:Iteration 57Q (1045.310000 sec): 3 clusters Score: Raw -17867438.613148 + Penalty 3883.892410 = -17863554.720738 nChanged 7 SP:Iteration 58Q (1045.650000 sec): 3 clusters Score: Raw -17867438.718059 + Penalty 3883.892410 = -17863554.825649 nChanged 6 SP:Iteration 59Q (1045.990000 sec): 3 clusters Score: Raw -17867438.795220 + Penalty 3883.892410 = -17863554.902809 nChanged 4 SP:Iteration 60F (1046.390000 sec): 3 clusters Score: Raw -17867438.844137 + Penalty 3883.892410 = -17863554.951727 nChanged 5 SP:Iteration 61Q (1046.730000 sec): 3 clusters Score: Raw -17867438.885375 + Penalty 3883.892410 = -17863554.992965 nChanged 4 SP:Iteration 62Q (1047.070000 sec): 3 clusters Score: Raw -17867438.916110 + Penalty 3883.892410 = -17863555.023700 nChanged 4 SP:Iteration 63Q (1047.400000 sec): 3 clusters Score: Raw -17867438.982574 + Penalty 3883.892410 = -17863555.090164 nChanged 4 SP:Iteration 64Q (1047.740000 sec): 3 clusters Score: Raw -17867439.018715 + Penalty 3883.892410 = -17863555.126305 nChanged 5 SP:Iteration 65Q (1048.080000 sec): 3 clusters Score: Raw -17867439.088261 + Penalty 3883.892410 = -17863555.195850 nChanged 6 SP:Iteration 66Q (1048.420000 sec): 3 clusters Score: Raw -17867439.197477 + Penalty 3883.892410 = -17863555.305067 nChanged 2 SP:Iteration 67Q (1048.770000 sec): 3 clusters Score: Raw -17867439.213311 + Penalty 3883.892410 = -17863555.320901 nChanged 4 SP:Iteration 68Q (1049.100000 sec): 3 clusters Score: Raw -17867439.248847 + Penalty 3883.892410 = -17863555.356437 nChanged 2 SP:Iteration 69Q (1049.440000 sec): 3 clusters Score: Raw -17867439.263498 + Penalty 3883.892410 = -17863555.371087 nChanged 0 SP:Iteration 70F (1049.850000 sec): 3 clusters Score: Raw -17867439.263498 + Penalty 3883.892410 = -17863555.371087 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 3.13 GB. Trying to split cluster 18 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1049.930000 sec): 2 clusters Score: Raw -120461.663264 + Penalty 1138.735100 = -119322.928164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.940000 sec): 3 clusters Score: Raw -120060.136971 + Penalty 2277.470200 = -117782.666772 nChanged 342 SP:Iteration 1F (1049.940000 sec): 3 clusters Score: Raw -120328.639423 + Penalty 2277.470200 = -118051.169224 nChanged 67 SP:Iteration 2F (1049.940000 sec): 3 clusters Score: Raw -120397.739590 + Penalty 2277.470200 = -118120.269391 nChanged 44 SP:Iteration 3Q (1049.940000 sec): 3 clusters Score: Raw -120445.195107 + Penalty 2277.470200 = -118167.724907 nChanged 36 SP:Iteration 4Q (1049.950000 sec): 3 clusters Score: Raw -120483.809818 + Penalty 2277.470200 = -118206.339619 nChanged 31 SP:Iteration 5Q (1049.950000 sec): 3 clusters Score: Raw -120514.297968 + Penalty 2277.470200 = -118236.827769 nChanged 16 SP:Iteration 6Q (1049.950000 sec): 3 clusters Score: Raw -120531.145137 + Penalty 2277.470200 = -118253.674938 nChanged 18 SP:Iteration 7Q (1049.960000 sec): 3 clusters Score: Raw -120545.873006 + Penalty 2277.470200 = -118268.402806 nChanged 15 SP:Iteration 8Q (1049.960000 sec): 3 clusters Score: Raw -120560.830425 + Penalty 2277.470200 = -118283.360225 nChanged 16 SP:Iteration 9Q (1049.960000 sec): 3 clusters Score: Raw -120574.528377 + Penalty 2277.470200 = -118297.058178 nChanged 13 SP:Iteration 10Q (1049.960000 sec): 3 clusters Score: Raw -120587.567645 + Penalty 2277.470200 = -118310.097445 nChanged 14 SP:Iteration 11Q (1049.960000 sec): 3 clusters Score: Raw -120599.988703 + Penalty 2277.470200 = -118322.518504 nChanged 12 SP:Iteration 12Q (1049.970000 sec): 3 clusters Score: Raw -120610.361788 + Penalty 2277.470200 = -118332.891589 nChanged 12 SP:Iteration 13Q (1049.970000 sec): 3 clusters Score: Raw -120619.463604 + Penalty 2277.470200 = -118341.993404 nChanged 13 SP:Iteration 14Q (1049.970000 sec): 3 clusters Score: Raw -120628.430512 + Penalty 2277.470200 = -118350.960313 nChanged 7 SP:Iteration 15Q (1049.980000 sec): 3 clusters Score: Raw -120634.733561 + Penalty 2277.470200 = -118357.263361 nChanged 7 SP:Iteration 16Q (1049.980000 sec): 3 clusters Score: Raw -120642.735967 + Penalty 2277.470200 = -118365.265768 nChanged 7 SP:Iteration 17Q (1049.980000 sec): 3 clusters Score: Raw -120652.444922 + Penalty 2277.470200 = -118374.974723 nChanged 11 SP:Iteration 18Q (1049.980000 sec): 3 clusters Score: Raw -120665.444970 + Penalty 2277.470200 = -118387.974771 nChanged 10 SP:Iteration 19Q (1049.990000 sec): 3 clusters Score: Raw -120675.045870 + Penalty 2277.470200 = -118397.575671 nChanged 5 SP:Iteration 20F (1049.990000 sec): 3 clusters Score: Raw -120678.700490 + Penalty 2277.470200 = -118401.230291 nChanged 3 SP:Iteration 21Q (1049.990000 sec): 3 clusters Score: Raw -120680.408532 + Penalty 2277.470200 = -118402.938332 nChanged 4 SP:Iteration 22Q (1050.000000 sec): 3 clusters Score: Raw -120684.148985 + Penalty 2277.470200 = -118406.678786 nChanged 4 SP:Iteration 23Q (1050.000000 sec): 3 clusters Score: Raw -120687.825798 + Penalty 2277.470200 = -118410.355598 nChanged 3 SP:Iteration 24Q (1050.000000 sec): 3 clusters Score: Raw -120690.075727 + Penalty 2277.470200 = -118412.605528 nChanged 4 SP:Iteration 25Q (1050.000000 sec): 3 clusters Score: Raw -120694.342515 + Penalty 2277.470200 = -118416.872315 nChanged 9 SP:Iteration 26Q (1050.000000 sec): 3 clusters Score: Raw -120702.929570 + Penalty 2277.470200 = -118425.459371 nChanged 7 SP:Iteration 27Q (1050.010000 sec): 3 clusters Score: Raw -120709.327879 + Penalty 2277.470200 = -118431.857680 nChanged 5 SP:Iteration 28Q (1050.010000 sec): 3 clusters Score: Raw -120711.777213 + Penalty 2277.470200 = -118434.307013 nChanged 3 SP:Iteration 29Q (1050.010000 sec): 3 clusters Score: Raw -120712.659163 + Penalty 2277.470200 = -118435.188963 nChanged 0 SP:Iteration 30F (1050.020000 sec): 3 clusters Score: Raw -120712.659163 + Penalty 2277.470200 = -118435.188963 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.020000 sec): 2 clusters Score: Raw -31389.471802 + Penalty 931.667957 = -30457.803845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.020000 sec): 3 clusters Score: Raw -31443.375872 + Penalty 1863.335915 = -29580.039957 nChanged 65 SP:Iteration 1F (1050.020000 sec): 3 clusters Score: Raw -31632.041081 + Penalty 1863.335915 = -29768.705166 nChanged 27 SP:Iteration 2F (1050.020000 sec): 3 clusters Score: Raw -31746.862585 + Penalty 1863.335915 = -29883.526670 nChanged 21 SP:Iteration 3F (1050.020000 sec): 3 clusters Score: Raw -31850.471549 + Penalty 1863.335915 = -29987.135634 nChanged 15 SP:Iteration 4Q (1050.020000 sec): 3 clusters Score: Raw -31934.873542 + Penalty 1863.335915 = -30071.537627 nChanged 9 SP:Iteration 5Q (1050.020000 sec): 3 clusters Score: Raw -32035.514357 + Penalty 1863.335915 = -30172.178442 nChanged 9 SP:Iteration 6Q (1050.020000 sec): 3 clusters Score: Raw -32122.512344 + Penalty 1863.335915 = -30259.176429 nChanged 5 SP:Iteration 7Q (1050.020000 sec): 3 clusters Score: Raw -32197.791053 + Penalty 1863.335915 = -30334.455138 nChanged 3 SP:Iteration 8Q (1050.020000 sec): 3 clusters Score: Raw -32228.394850 + Penalty 1863.335915 = -30365.058935 nChanged 0 SP:Iteration 9F (1050.020000 sec): 3 clusters Score: Raw -32228.394850 + Penalty 1863.335915 = -30365.058935 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 20 (23711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.100000 sec): 2 clusters Score: Raw -2804091.141630 + Penalty 1636.975333 = -2802454.166297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.160000 sec): 3 clusters Score: Raw -2789772.792294 + Penalty 3273.950665 = -2786498.841629 nChanged 10809 SP:Iteration 1F (1050.220000 sec): 3 clusters Score: Raw -2795721.372581 + Penalty 3273.950665 = -2792447.421916 nChanged 1183 SP:Iteration 2Q (1050.280000 sec): 3 clusters Score: Raw -2796153.609427 + Penalty 3273.950665 = -2792879.658762 nChanged 1051 SP:Iteration 3Q (1050.340000 sec): 3 clusters Score: Raw -2796547.009056 + Penalty 3273.950665 = -2793273.058391 nChanged 982 SP:Iteration 4Q (1050.400000 sec): 3 clusters Score: Raw -2796939.826037 + Penalty 3273.950665 = -2793665.875371 nChanged 964 SP:Iteration 5Q (1050.460000 sec): 3 clusters Score: Raw -2797321.076498 + Penalty 3273.950665 = -2794047.125833 nChanged 987 SP:Iteration 6Q (1050.520000 sec): 3 clusters Score: Raw -2797809.625718 + Penalty 3273.950665 = -2794535.675053 nChanged 1110 SP:Iteration 7Q (1050.580000 sec): 3 clusters Score: Raw -2798464.452573 + Penalty 3273.950665 = -2795190.501908 nChanged 1268 SP:Iteration 8F (1050.640000 sec): 3 clusters Score: Raw -2799315.680029 + Penalty 3273.950665 = -2796041.729364 nChanged 1339 SP:Iteration 9F (1050.700000 sec): 3 clusters Score: Raw -2800289.972801 + Penalty 3273.950665 = -2797016.022135 nChanged 1351 SP:Iteration 10F (1050.760000 sec): 3 clusters Score: Raw -2801290.606522 + Penalty 3273.950665 = -2798016.655856 nChanged 1231 SP:Iteration 11F (1050.820000 sec): 3 clusters Score: Raw -2802088.277411 + Penalty 3273.950665 = -2798814.326746 nChanged 991 SP:Iteration 12Q (1050.880000 sec): 3 clusters Score: Raw -2802607.677310 + Penalty 3273.950665 = -2799333.726644 nChanged 693 SP:Iteration 13Q (1050.940000 sec): 3 clusters Score: Raw -2802899.896369 + Penalty 3273.950665 = -2799625.945704 nChanged 521 SP:Iteration 14Q (1051.000000 sec): 3 clusters Score: Raw -2803088.191591 + Penalty 3273.950665 = -2799814.240925 nChanged 421 SP:Iteration 15Q (1051.060000 sec): 3 clusters Score: Raw -2803213.025912 + Penalty 3273.950665 = -2799939.075247 nChanged 342 SP:Iteration 16Q (1051.120000 sec): 3 clusters Score: Raw -2803313.689089 + Penalty 3273.950665 = -2800039.738424 nChanged 333 SP:Iteration 17Q (1051.180000 sec): 3 clusters Score: Raw -2803417.713789 + Penalty 3273.950665 = -2800143.763124 nChanged 295 SP:Iteration 18Q (1051.240000 sec): 3 clusters Score: Raw -2803510.254876 + Penalty 3273.950665 = -2800236.304211 nChanged 287 SP:Iteration 19Q (1051.300000 sec): 3 clusters Score: Raw -2803590.497521 + Penalty 3273.950665 = -2800316.546856 nChanged 227 SP:Iteration 20F (1051.360000 sec): 3 clusters Score: Raw -2803649.130878 + Penalty 3273.950665 = -2800375.180213 nChanged 227 SP:Iteration 21Q (1051.420000 sec): 3 clusters Score: Raw -2803703.749258 + Penalty 3273.950665 = -2800429.798593 nChanged 189 SP:Iteration 22Q (1051.470000 sec): 3 clusters Score: Raw -2803741.831108 + Penalty 3273.950665 = -2800467.880443 nChanged 166 SP:Iteration 23Q (1051.530000 sec): 3 clusters Score: Raw -2803773.665314 + Penalty 3273.950665 = -2800499.714649 nChanged 141 SP:Iteration 24Q (1051.590000 sec): 3 clusters Score: Raw -2803795.622227 + Penalty 3273.950665 = -2800521.671562 nChanged 123 SP:Iteration 25Q (1051.640000 sec): 3 clusters Score: Raw -2803814.361508 + Penalty 3273.950665 = -2800540.410842 nChanged 101 SP:Iteration 26Q (1051.700000 sec): 3 clusters Score: Raw -2803827.809311 + Penalty 3273.950665 = -2800553.858646 nChanged 94 SP:Iteration 27Q (1051.750000 sec): 3 clusters Score: Raw -2803839.102727 + Penalty 3273.950665 = -2800565.152062 nChanged 89 SP:Iteration 28Q (1051.810000 sec): 3 clusters Score: Raw -2803848.628578 + Penalty 3273.950665 = -2800574.677913 nChanged 75 SP:Iteration 29Q (1051.870000 sec): 3 clusters Score: Raw -2803856.375678 + Penalty 3273.950665 = -2800582.425013 nChanged 71 SP:Iteration 30Q (1051.930000 sec): 3 clusters Score: Raw -2803863.031927 + Penalty 3273.950665 = -2800589.081262 nChanged 68 SP:Iteration 31Q (1051.980000 sec): 3 clusters Score: Raw -2803869.477197 + Penalty 3273.950665 = -2800595.526532 nChanged 65 SP:Iteration 32Q (1052.040000 sec): 3 clusters Score: Raw -2803875.390352 + Penalty 3273.950665 = -2800601.439686 nChanged 56 SP:Iteration 33Q (1052.100000 sec): 3 clusters Score: Raw -2803880.891366 + Penalty 3273.950665 = -2800606.940701 nChanged 69 SP:Iteration 34Q (1052.150000 sec): 3 clusters Score: Raw -2803887.422304 + Penalty 3273.950665 = -2800613.471639 nChanged 73 SP:Iteration 35Q (1052.210000 sec): 3 clusters Score: Raw -2803894.909171 + Penalty 3273.950665 = -2800620.958506 nChanged 66 SP:Iteration 36Q (1052.270000 sec): 3 clusters Score: Raw -2803901.225008 + Penalty 3273.950665 = -2800627.274343 nChanged 60 SP:Iteration 37Q (1052.320000 sec): 3 clusters Score: Raw -2803906.889519 + Penalty 3273.950665 = -2800632.938854 nChanged 58 SP:Iteration 38Q (1052.370000 sec): 3 clusters Score: Raw -2803912.504533 + Penalty 3273.950665 = -2800638.553868 nChanged 64 SP:Iteration 39Q (1052.430000 sec): 3 clusters Score: Raw -2803918.273011 + Penalty 3273.950665 = -2800644.322346 nChanged 51 SP:Iteration 40F (1052.490000 sec): 3 clusters Score: Raw -2803923.795167 + Penalty 3273.950665 = -2800649.844502 nChanged 43 SP:Iteration 41Q (1052.550000 sec): 3 clusters Score: Raw -2803928.430667 + Penalty 3273.950665 = -2800654.480002 nChanged 49 SP:Iteration 42Q (1052.600000 sec): 3 clusters Score: Raw -2803933.758553 + Penalty 3273.950665 = -2800659.807887 nChanged 47 SP:Iteration 43Q (1052.660000 sec): 3 clusters Score: Raw -2803938.350280 + Penalty 3273.950665 = -2800664.399615 nChanged 50 SP:Iteration 44Q (1052.710000 sec): 3 clusters Score: Raw -2803942.793908 + Penalty 3273.950665 = -2800668.843243 nChanged 38 SP:Iteration 45Q (1052.770000 sec): 3 clusters Score: Raw -2803946.071301 + Penalty 3273.950665 = -2800672.120636 nChanged 33 SP:Iteration 46Q (1052.820000 sec): 3 clusters Score: Raw -2803948.802010 + Penalty 3273.950665 = -2800674.851345 nChanged 29 SP:Iteration 47Q (1052.870000 sec): 3 clusters Score: Raw -2803951.116696 + Penalty 3273.950665 = -2800677.166031 nChanged 24 SP:Iteration 48Q (1052.930000 sec): 3 clusters Score: Raw -2803952.578981 + Penalty 3273.950665 = -2800678.628316 nChanged 15 SP:Iteration 49Q (1052.990000 sec): 3 clusters Score: Raw -2803953.716565 + Penalty 3273.950665 = -2800679.765900 nChanged 21 SP:Iteration 50Q (1053.040000 sec): 3 clusters Score: Raw -2803954.892617 + Penalty 3273.950665 = -2800680.941952 nChanged 23 SP:Iteration 51Q (1053.090000 sec): 3 clusters Score: Raw -2803956.421214 + Penalty 3273.950665 = -2800682.470548 nChanged 23 SP:Iteration 52Q (1053.150000 sec): 3 clusters Score: Raw -2803957.885911 + Penalty 3273.950665 = -2800683.935245 nChanged 20 SP:Iteration 53Q (1053.200000 sec): 3 clusters Score: Raw -2803959.327088 + Penalty 3273.950665 = -2800685.376423 nChanged 22 SP:Iteration 54Q (1053.260000 sec): 3 clusters Score: Raw -2803960.848219 + Penalty 3273.950665 = -2800686.897554 nChanged 21 SP:Iteration 55Q (1053.310000 sec): 3 clusters Score: Raw -2803961.869677 + Penalty 3273.950665 = -2800687.919012 nChanged 14 SP:Iteration 56Q (1053.370000 sec): 3 clusters Score: Raw -2803962.767007 + Penalty 3273.950665 = -2800688.816341 nChanged 15 SP:Iteration 57Q (1053.420000 sec): 3 clusters Score: Raw -2803964.128953 + Penalty 3273.950665 = -2800690.178288 nChanged 15 SP:Iteration 58Q (1053.470000 sec): 3 clusters Score: Raw -2803965.084269 + Penalty 3273.950665 = -2800691.133604 nChanged 15 SP:Iteration 59Q (1053.530000 sec): 3 clusters Score: Raw -2803966.060794 + Penalty 3273.950665 = -2800692.110128 nChanged 14 SP:Iteration 60F (1053.590000 sec): 3 clusters Score: Raw -2803967.210979 + Penalty 3273.950665 = -2800693.260314 nChanged 25 SP:Iteration 61Q (1053.650000 sec): 3 clusters Score: Raw -2803969.137847 + Penalty 3273.950665 = -2800695.187182 nChanged 31 SP:Iteration 62Q (1053.700000 sec): 3 clusters Score: Raw -2803971.179280 + Penalty 3273.950665 = -2800697.228615 nChanged 17 SP:Iteration 63Q (1053.760000 sec): 3 clusters Score: Raw -2803971.984398 + Penalty 3273.950665 = -2800698.033733 nChanged 16 SP:Iteration 64Q (1053.810000 sec): 3 clusters Score: Raw -2803972.582618 + Penalty 3273.950665 = -2800698.631953 nChanged 7 SP:Iteration 65Q (1053.870000 sec): 3 clusters Score: Raw -2803972.959249 + Penalty 3273.950665 = -2800699.008584 nChanged 9 SP:Iteration 66Q (1053.920000 sec): 3 clusters Score: Raw -2803973.434659 + Penalty 3273.950665 = -2800699.483994 nChanged 4 SP:Iteration 67Q (1053.980000 sec): 3 clusters Score: Raw -2803973.665825 + Penalty 3273.950665 = -2800699.715160 nChanged 7 SP:Iteration 68Q (1054.030000 sec): 3 clusters Score: Raw -2803974.041864 + Penalty 3273.950665 = -2800700.091199 nChanged 4 SP:Iteration 69Q (1054.090000 sec): 3 clusters Score: Raw -2803974.179350 + Penalty 3273.950665 = -2800700.228685 nChanged 4 SP:Iteration 70Q (1054.140000 sec): 3 clusters Score: Raw -2803974.346407 + Penalty 3273.950665 = -2800700.395742 nChanged 5 SP:Iteration 71Q (1054.200000 sec): 3 clusters Score: Raw -2803974.564648 + Penalty 3273.950665 = -2800700.613983 nChanged 4 SP:Iteration 72Q (1054.250000 sec): 3 clusters Score: Raw -2803974.740017 + Penalty 3273.950665 = -2800700.789352 nChanged 3 SP:Iteration 73Q (1054.310000 sec): 3 clusters Score: Raw -2803974.849931 + Penalty 3273.950665 = -2800700.899266 nChanged 1 SP:Iteration 74Q (1054.360000 sec): 3 clusters Score: Raw -2803974.865348 + Penalty 3273.950665 = -2800700.914683 nChanged 0 SP:Iteration 75F (1054.420000 sec): 3 clusters Score: Raw -2803974.865348 + Penalty 3273.950665 = -2800700.914683 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 21 (27986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.490000 sec): 2 clusters Score: Raw -3289685.023686 + Penalty 1663.912195 = -3288021.111491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.560000 sec): 3 clusters Score: Raw -3272594.663993 + Penalty 3327.824391 = -3269266.839602 nChanged 12732 SP:Iteration 1F (1054.640000 sec): 3 clusters Score: Raw -3279582.437159 + Penalty 3327.824391 = -3276254.612768 nChanged 1309 SP:Iteration 2Q (1054.710000 sec): 3 clusters Score: Raw -3280015.238916 + Penalty 3327.824391 = -3276687.414525 nChanged 1316 SP:Iteration 3Q (1054.780000 sec): 3 clusters Score: Raw -3280542.522072 + Penalty 3327.824391 = -3277214.697681 nChanged 1434 SP:Iteration 4F (1054.850000 sec): 3 clusters Score: Raw -3281294.182409 + Penalty 3327.824391 = -3277966.358018 nChanged 1766 SP:Iteration 5F (1054.930000 sec): 3 clusters Score: Raw -3282488.424412 + Penalty 3327.824391 = -3279160.600021 nChanged 2096 SP:Iteration 6F (1055.000000 sec): 3 clusters Score: Raw -3284188.271088 + Penalty 3327.824391 = -3280860.446697 nChanged 2068 SP:Iteration 7F (1055.070000 sec): 3 clusters Score: Raw -3286014.784757 + Penalty 3327.824391 = -3282686.960366 nChanged 1744 SP:Iteration 8F (1055.140000 sec): 3 clusters Score: Raw -3287645.725207 + Penalty 3327.824391 = -3284317.900817 nChanged 1201 SP:Iteration 9Q (1055.210000 sec): 3 clusters Score: Raw -3288750.328097 + Penalty 3327.824391 = -3285422.503707 nChanged 656 SP:Iteration 10Q (1055.270000 sec): 3 clusters Score: Raw -3289348.717110 + Penalty 3327.824391 = -3286020.892719 nChanged 285 SP:Iteration 11Q (1055.330000 sec): 3 clusters Score: Raw -3289628.416825 + Penalty 3327.824391 = -3286300.592434 nChanged 116 SP:Iteration 12Q (1055.390000 sec): 3 clusters Score: Raw -3289762.924139 + Penalty 3327.824391 = -3286435.099749 nChanged 50 SP:Iteration 13Q (1055.440000 sec): 3 clusters Score: Raw -3289832.043589 + Penalty 3327.824391 = -3286504.219198 nChanged 26 SP:Iteration 14Q (1055.490000 sec): 3 clusters Score: Raw -3289861.365286 + Penalty 3327.824391 = -3286533.540895 nChanged 14 SP:Iteration 15Q (1055.540000 sec): 3 clusters Score: Raw -3289875.012730 + Penalty 3327.824391 = -3286547.188339 nChanged 8 SP:Iteration 16Q (1055.590000 sec): 3 clusters Score: Raw -3289881.996551 + Penalty 3327.824391 = -3286554.172160 nChanged 8 SP:Iteration 17Q (1055.640000 sec): 3 clusters Score: Raw -3289890.424465 + Penalty 3327.824391 = -3286562.600074 nChanged 1 SP:Iteration 18Q (1055.690000 sec): 3 clusters Score: Raw -3289896.217369 + Penalty 3327.824391 = -3286568.392978 nChanged 4 SP:Iteration 19Q (1055.740000 sec): 3 clusters Score: Raw -3289903.420234 + Penalty 3327.824391 = -3286575.595843 nChanged 4 SP:Iteration 20F (1055.810000 sec): 3 clusters Score: Raw -3289909.624676 + Penalty 3327.824391 = -3286581.800286 nChanged 3 SP:Iteration 21Q (1055.860000 sec): 3 clusters Score: Raw -3289912.074996 + Penalty 3327.824391 = -3286584.250605 nChanged 0 SP:Iteration 22F (1055.930000 sec): 3 clusters Score: Raw -3289912.074996 + Penalty 3327.824391 = -3286584.250605 nChanged 0 Iteration 59Q (1058.090000 sec): 23 clusters Score: Raw -39763154.813195 + Penalty 45617.013352 = -39717537.799844 nChanged 7465 Iteration 60F (1065.060000 sec): 23 clusters Score: Raw -39765050.211568 + Penalty 45617.013352 = -39719433.198217 nChanged 4674 Iteration 61Q (1066.770000 sec): 23 clusters Score: Raw -39765937.445700 + Penalty 45617.013352 = -39720320.432349 nChanged 3543 Iteration 62Q (1068.450000 sec): 23 clusters Score: Raw -39766572.169311 + Penalty 45617.013352 = -39720955.155960 nChanged 3111 Iteration 63Q (1070.090000 sec): 23 clusters Score: Raw -39767090.490708 + Penalty 45617.013352 = -39721473.477357 nChanged 2739 Iteration 64Q (1071.740000 sec): 23 clusters Score: Raw -39767509.176840 + Penalty 45617.013352 = -39721892.163488 nChanged 2572 Iteration 65Q (1073.380000 sec): 23 clusters Score: Raw -39767886.341414 + Penalty 45617.013352 = -39722269.328063 nChanged 2413 Iteration 66Q (1075.040000 sec): 23 clusters Score: Raw -39768211.568746 + Penalty 45617.013352 = -39722594.555394 nChanged 2252 Iteration 67Q (1076.740000 sec): 23 clusters Score: Raw -39768495.094395 + Penalty 45617.013352 = -39722878.081043 nChanged 2159 Iteration 68Q (1078.590000 sec): 23 clusters Score: Raw -39768761.802281 + Penalty 45617.013352 = -39723144.788930 nChanged 2047 Iteration 69Q (1080.440000 sec): 23 clusters Score: Raw -39769006.154457 + Penalty 45617.013352 = -39723389.141105 nChanged 2014 Iteration 70Q (1082.280000 sec): 23 clusters Score: Raw -39769241.750250 + Penalty 45617.013352 = -39723624.736898 nChanged 1984 Iteration 71Q (1084.100000 sec): 23 clusters Score: Raw -39769468.109166 + Penalty 45617.013352 = -39723851.095815 nChanged 1872 Iteration 72Q (1085.910000 sec): 23 clusters Score: Raw -39769669.525579 + Penalty 45617.013352 = -39724052.512228 nChanged 1790 Iteration 73Q (1087.710000 sec): 23 clusters Score: Raw -39769857.863631 + Penalty 45617.013352 = -39724240.850280 nChanged 1698 Iteration 74Q (1089.510000 sec): 23 clusters Score: Raw -39770027.380133 + Penalty 45617.013352 = -39724410.366782 nChanged 1633 Iteration 75Q (1091.310000 sec): 23 clusters Score: Raw -39770186.715771 + Penalty 45617.013352 = -39724569.702419 nChanged 1563 Iteration 76Q (1093.120000 sec): 23 clusters Score: Raw -39770343.382309 + Penalty 45617.013352 = -39724726.368957 nChanged 1569 Iteration 77Q (1094.930000 sec): 23 clusters Score: Raw -39770499.788609 + Penalty 45617.013352 = -39724882.775258 nChanged 1541 Iteration 78Q (1096.750000 sec): 23 clusters Score: Raw -39770647.797478 + Penalty 45617.013352 = -39725030.784126 nChanged 1527 Iteration 79Q (1098.570000 sec): 23 clusters Score: Raw -39770796.733174 + Penalty 45617.013352 = -39725179.719822 nChanged 1456 Iteration 80F (1105.700000 sec): 23 clusters Score: Raw -39770930.618858 + Penalty 45617.013352 = -39725313.605507 nChanged 1396 Iteration 81Q (1107.620000 sec): 23 clusters Score: Raw -39771060.108772 + Penalty 45617.013352 = -39725443.095420 nChanged 1408 Iteration 82Q (1109.520000 sec): 23 clusters Score: Raw -39771191.783619 + Penalty 45617.013352 = -39725574.770268 nChanged 1319 Iteration 83Q (1111.390000 sec): 23 clusters Score: Raw -39771311.266525 + Penalty 45617.013352 = -39725694.253174 nChanged 1345 Iteration 84Q (1113.270000 sec): 23 clusters Score: Raw -39771440.123214 + Penalty 45617.013352 = -39725823.109863 nChanged 1333 Iteration 85Q (1115.130000 sec): 23 clusters Score: Raw -39771559.686382 + Penalty 45617.013352 = -39725942.673030 nChanged 1255 Iteration 86Q (1116.770000 sec): 23 clusters Score: Raw -39771664.803736 + Penalty 45617.013352 = -39726047.790385 nChanged 1182 Iteration 87Q (1118.400000 sec): 23 clusters Score: Raw -39771762.911351 + Penalty 45617.013352 = -39726145.897999 nChanged 1107 Iteration 88Q (1120.040000 sec): 23 clusters Score: Raw -39771850.136677 + Penalty 45617.013352 = -39726233.123325 nChanged 1083 Iteration 89Q (1121.690000 sec): 23 clusters Score: Raw -39771936.970646 + Penalty 45617.013352 = -39726319.957295 nChanged 1037 Iteration 90Q (1123.340000 sec): 23 clusters Score: Raw -39772021.170036 + Penalty 45617.013352 = -39726404.156684 nChanged 1024 Iteration 91Q (1124.980000 sec): 23 clusters Score: Raw -39772103.131477 + Penalty 45617.013352 = -39726486.118125 nChanged 894 Iteration 92Q (1126.610000 sec): 23 clusters Score: Raw -39772168.230037 + Penalty 45617.013352 = -39726551.216685 nChanged 835 Iteration 93Q (1128.300000 sec): 23 clusters Score: Raw -39772225.982758 + Penalty 45617.013352 = -39726608.969406 nChanged 823 Iteration 94Q (1129.930000 sec): 23 clusters Score: Raw -39772282.037904 + Penalty 45617.013352 = -39726665.024553 nChanged 778 Iteration 95Q (1131.540000 sec): 23 clusters Score: Raw -39772329.994150 + Penalty 45617.013352 = -39726712.980798 nChanged 730 Iteration 96Q (1133.140000 sec): 23 clusters Score: Raw -39772376.450859 + Penalty 45617.013352 = -39726759.437507 nChanged 707 Iteration 97Q (1134.770000 sec): 23 clusters Score: Raw -39772420.040209 + Penalty 45617.013352 = -39726803.026858 nChanged 675 Iteration 98Q (1136.380000 sec): 23 clusters Score: Raw -39772461.783696 + Penalty 45617.013352 = -39726844.770344 nChanged 696 Writing temp clu file Compute initial score before splitting: Score: Raw -39772461.783696 + Penalty 45617.013352 = -39726844.770344 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.450000 sec): 2 clusters Score: Raw -43219.328063 + Penalty 982.313364 = -42237.014700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.460000 sec): 3 clusters Score: Raw -43238.925552 + Penalty 1964.626727 = -41274.298825 nChanged 89 SP:Iteration 1F (1136.460000 sec): 3 clusters Score: Raw -43396.294475 + Penalty 1964.626727 = -41431.667748 nChanged 29 SP:Iteration 2F (1136.460000 sec): 3 clusters Score: Raw -43475.270619 + Penalty 1964.626727 = -41510.643892 nChanged 20 SP:Iteration 3Q (1136.460000 sec): 3 clusters Score: Raw -43516.569662 + Penalty 1964.626727 = -41551.942935 nChanged 11 SP:Iteration 4Q (1136.460000 sec): 3 clusters Score: Raw -43547.389964 + Penalty 1964.626727 = -41582.763237 nChanged 8 SP:Iteration 5Q (1136.460000 sec): 3 clusters Score: Raw -43572.412727 + Penalty 1964.626727 = -41607.786000 nChanged 6 SP:Iteration 6Q (1136.460000 sec): 3 clusters Score: Raw -43585.236825 + Penalty 1964.626727 = -41620.610098 nChanged 2 SP:Iteration 7Q (1136.470000 sec): 3 clusters Score: Raw -43591.236942 + Penalty 1964.626727 = -41626.610215 nChanged 1 SP:Iteration 8Q (1136.470000 sec): 3 clusters Score: Raw -43592.560893 + Penalty 1964.626727 = -41627.934166 nChanged 1 SP:Iteration 9Q (1136.470000 sec): 3 clusters Score: Raw -43594.896986 + Penalty 1964.626727 = -41630.270259 nChanged 2 SP:Iteration 10Q (1136.470000 sec): 3 clusters Score: Raw -43603.383369 + Penalty 1964.626727 = -41638.756642 nChanged 1 SP:Iteration 11Q (1136.470000 sec): 3 clusters Score: Raw -43604.562720 + Penalty 1964.626727 = -41639.935993 nChanged 2 SP:Iteration 12Q (1136.470000 sec): 3 clusters Score: Raw -43611.414376 + Penalty 1964.626727 = -41646.787649 nChanged 4 SP:Iteration 13Q (1136.470000 sec): 3 clusters Score: Raw -43626.625810 + Penalty 1964.626727 = -41661.999083 nChanged 3 SP:Iteration 14Q (1136.470000 sec): 3 clusters Score: Raw -43631.363638 + Penalty 1964.626727 = -41666.736911 nChanged 5 SP:Iteration 15Q (1136.470000 sec): 3 clusters Score: Raw -43644.550064 + Penalty 1964.626727 = -41679.923337 nChanged 2 SP:Iteration 16Q (1136.470000 sec): 3 clusters Score: Raw -43647.528574 + Penalty 1964.626727 = -41682.901847 nChanged 1 SP:Iteration 17Q (1136.470000 sec): 3 clusters Score: Raw -43649.947245 + Penalty 1964.626727 = -41685.320518 nChanged 1 SP:Iteration 18Q (1136.480000 sec): 3 clusters Score: Raw -43651.257167 + Penalty 1964.626727 = -41686.630440 nChanged 0 SP:Iteration 19F (1136.480000 sec): 3 clusters Score: Raw -43651.257167 + Penalty 1964.626727 = -41686.630440 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 2 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.480000 sec): 2 clusters Score: Raw -89103.720442 + Penalty 1098.378981 = -88005.341461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.490000 sec): 3 clusters Score: Raw -88820.714347 + Penalty 2196.757963 = -86623.956384 nChanged 242 SP:Iteration 1F (1136.490000 sec): 3 clusters Score: Raw -89089.198208 + Penalty 2196.757963 = -86892.440245 nChanged 70 SP:Iteration 2F (1136.490000 sec): 3 clusters Score: Raw -89183.828270 + Penalty 2196.757963 = -86987.070308 nChanged 40 SP:Iteration 3Q (1136.490000 sec): 3 clusters Score: Raw -89235.834296 + Penalty 2196.757963 = -87039.076333 nChanged 30 SP:Iteration 4Q (1136.490000 sec): 3 clusters Score: Raw -89275.647843 + Penalty 2196.757963 = -87078.889880 nChanged 26 SP:Iteration 5Q (1136.500000 sec): 3 clusters Score: Raw -89319.713139 + Penalty 2196.757963 = -87122.955176 nChanged 28 SP:Iteration 6Q (1136.500000 sec): 3 clusters Score: Raw -89359.628310 + Penalty 2196.757963 = -87162.870347 nChanged 17 SP:Iteration 7Q (1136.500000 sec): 3 clusters Score: Raw -89387.752133 + Penalty 2196.757963 = -87190.994170 nChanged 20 SP:Iteration 8Q (1136.500000 sec): 3 clusters Score: Raw -89424.220062 + Penalty 2196.757963 = -87227.462099 nChanged 15 SP:Iteration 9Q (1136.510000 sec): 3 clusters Score: Raw -89452.294205 + Penalty 2196.757963 = -87255.536243 nChanged 14 SP:Iteration 10Q (1136.510000 sec): 3 clusters Score: Raw -89478.932592 + Penalty 2196.757963 = -87282.174629 nChanged 21 SP:Iteration 11Q (1136.510000 sec): 3 clusters Score: Raw -89528.591235 + Penalty 2196.757963 = -87331.833272 nChanged 31 SP:Iteration 12Q (1136.510000 sec): 3 clusters Score: Raw -89600.579952 + Penalty 2196.757963 = -87403.821989 nChanged 25 SP:Iteration 13Q (1136.510000 sec): 3 clusters Score: Raw -89665.483023 + Penalty 2196.757963 = -87468.725061 nChanged 23 SP:Iteration 14Q (1136.520000 sec): 3 clusters Score: Raw -89705.738362 + Penalty 2196.757963 = -87508.980399 nChanged 15 SP:Iteration 15Q (1136.520000 sec): 3 clusters Score: Raw -89729.588177 + Penalty 2196.757963 = -87532.830214 nChanged 18 SP:Iteration 16Q (1136.520000 sec): 3 clusters Score: Raw -89761.813120 + Penalty 2196.757963 = -87565.055157 nChanged 19 SP:Iteration 17Q (1136.520000 sec): 3 clusters Score: Raw -89804.823874 + Penalty 2196.757963 = -87608.065911 nChanged 21 SP:Iteration 18Q (1136.530000 sec): 3 clusters Score: Raw -89854.465697 + Penalty 2196.757963 = -87657.707734 nChanged 13 SP:Iteration 19Q (1136.530000 sec): 3 clusters Score: Raw -89895.935009 + Penalty 2196.757963 = -87699.177046 nChanged 16 SP:Iteration 20F (1136.530000 sec): 3 clusters Score: Raw -89937.857974 + Penalty 2196.757963 = -87741.100011 nChanged 10 SP:Iteration 21Q (1136.530000 sec): 3 clusters Score: Raw -89954.699011 + Penalty 2196.757963 = -87757.941048 nChanged 12 SP:Iteration 22Q (1136.530000 sec): 3 clusters Score: Raw -89976.289006 + Penalty 2196.757963 = -87779.531043 nChanged 5 SP:Iteration 23Q (1136.540000 sec): 3 clusters Score: Raw -89982.321104 + Penalty 2196.757963 = -87785.563142 nChanged 4 SP:Iteration 24Q (1136.540000 sec): 3 clusters Score: Raw -89986.709138 + Penalty 2196.757963 = -87789.951175 nChanged 2 SP:Iteration 25Q (1136.540000 sec): 3 clusters Score: Raw -89988.621041 + Penalty 2196.757963 = -87791.863078 nChanged 1 SP:Iteration 26Q (1136.540000 sec): 3 clusters Score: Raw -89989.258197 + Penalty 2196.757963 = -87792.500234 nChanged 0 SP:Iteration 27F (1136.550000 sec): 3 clusters Score: Raw -89989.258197 + Penalty 2196.757963 = -87792.500234 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 3 (11776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.580000 sec): 2 clusters Score: Raw -1388756.653658 + Penalty 1523.245562 = -1387233.408097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.620000 sec): 3 clusters Score: Raw -1381894.162498 + Penalty 3046.491123 = -1378847.671375 nChanged 5175 SP:Iteration 1F (1136.650000 sec): 3 clusters Score: Raw -1384788.801453 + Penalty 3046.491123 = -1381742.310330 nChanged 664 SP:Iteration 2F (1136.690000 sec): 3 clusters Score: Raw -1385063.171093 + Penalty 3046.491123 = -1382016.679970 nChanged 575 SP:Iteration 3Q (1136.730000 sec): 3 clusters Score: Raw -1385285.863516 + Penalty 3046.491123 = -1382239.372393 nChanged 512 SP:Iteration 4Q (1136.760000 sec): 3 clusters Score: Raw -1385477.919438 + Penalty 3046.491123 = -1382431.428315 nChanged 507 SP:Iteration 5Q (1136.790000 sec): 3 clusters Score: Raw -1385670.130427 + Penalty 3046.491123 = -1382623.639304 nChanged 460 SP:Iteration 6Q (1136.820000 sec): 3 clusters Score: Raw -1385862.229935 + Penalty 3046.491123 = -1382815.738812 nChanged 486 SP:Iteration 7Q (1136.840000 sec): 3 clusters Score: Raw -1386092.094842 + Penalty 3046.491123 = -1383045.603718 nChanged 536 SP:Iteration 8Q (1136.880000 sec): 3 clusters Score: Raw -1386372.447609 + Penalty 3046.491123 = -1383325.956486 nChanged 570 SP:Iteration 9Q (1136.900000 sec): 3 clusters Score: Raw -1386710.144953 + Penalty 3046.491123 = -1383663.653830 nChanged 579 SP:Iteration 10Q (1136.930000 sec): 3 clusters Score: Raw -1387095.040517 + Penalty 3046.491123 = -1384048.549394 nChanged 568 SP:Iteration 11Q (1136.960000 sec): 3 clusters Score: Raw -1387545.505031 + Penalty 3046.491123 = -1384499.013908 nChanged 516 SP:Iteration 12Q (1136.990000 sec): 3 clusters Score: Raw -1387976.049168 + Penalty 3046.491123 = -1384929.558045 nChanged 417 SP:Iteration 13Q (1137.020000 sec): 3 clusters Score: Raw -1388336.252442 + Penalty 3046.491123 = -1385289.761319 nChanged 274 SP:Iteration 14Q (1137.040000 sec): 3 clusters Score: Raw -1388554.679259 + Penalty 3046.491123 = -1385508.188135 nChanged 188 SP:Iteration 15Q (1137.070000 sec): 3 clusters Score: Raw -1388703.359112 + Penalty 3046.491123 = -1385656.867989 nChanged 138 SP:Iteration 16Q (1137.090000 sec): 3 clusters Score: Raw -1388793.151429 + Penalty 3046.491123 = -1385746.660306 nChanged 92 SP:Iteration 17Q (1137.120000 sec): 3 clusters Score: Raw -1388845.078499 + Penalty 3046.491123 = -1385798.587375 nChanged 67 SP:Iteration 18Q (1137.140000 sec): 3 clusters Score: Raw -1388878.114974 + Penalty 3046.491123 = -1385831.623850 nChanged 53 SP:Iteration 19Q (1137.160000 sec): 3 clusters Score: Raw -1388906.849029 + Penalty 3046.491123 = -1385860.357906 nChanged 45 SP:Iteration 20F (1137.190000 sec): 3 clusters Score: Raw -1388927.765405 + Penalty 3046.491123 = -1385881.274282 nChanged 37 SP:Iteration 21Q (1137.210000 sec): 3 clusters Score: Raw -1388946.879603 + Penalty 3046.491123 = -1385900.388480 nChanged 28 SP:Iteration 22Q (1137.240000 sec): 3 clusters Score: Raw -1388957.127620 + Penalty 3046.491123 = -1385910.636497 nChanged 22 SP:Iteration 23Q (1137.260000 sec): 3 clusters Score: Raw -1388966.120719 + Penalty 3046.491123 = -1385919.629596 nChanged 20 SP:Iteration 24Q (1137.280000 sec): 3 clusters Score: Raw -1388975.504550 + Penalty 3046.491123 = -1385929.013426 nChanged 14 SP:Iteration 25Q (1137.300000 sec): 3 clusters Score: Raw -1388979.296733 + Penalty 3046.491123 = -1385932.805610 nChanged 8 SP:Iteration 26Q (1137.320000 sec): 3 clusters Score: Raw -1388981.474184 + Penalty 3046.491123 = -1385934.983061 nChanged 4 SP:Iteration 27Q (1137.340000 sec): 3 clusters Score: Raw -1388983.024046 + Penalty 3046.491123 = -1385936.532923 nChanged 8 SP:Iteration 28Q (1137.370000 sec): 3 clusters Score: Raw -1388984.988361 + Penalty 3046.491123 = -1385938.497238 nChanged 6 SP:Iteration 29Q (1137.390000 sec): 3 clusters Score: Raw -1388986.299781 + Penalty 3046.491123 = -1385939.808658 nChanged 7 SP:Iteration 30Q (1137.410000 sec): 3 clusters Score: Raw -1388988.238350 + Penalty 3046.491123 = -1385941.747227 nChanged 9 SP:Iteration 31Q (1137.430000 sec): 3 clusters Score: Raw -1388993.296433 + Penalty 3046.491123 = -1385946.805310 nChanged 5 SP:Iteration 32Q (1137.460000 sec): 3 clusters Score: Raw -1388995.543000 + Penalty 3046.491123 = -1385949.051877 nChanged 5 SP:Iteration 33Q (1137.480000 sec): 3 clusters Score: Raw -1388998.054310 + Penalty 3046.491123 = -1385951.563187 nChanged 8 SP:Iteration 34Q (1137.500000 sec): 3 clusters Score: Raw -1389000.416586 + Penalty 3046.491123 = -1385953.925463 nChanged 8 SP:Iteration 35Q (1137.520000 sec): 3 clusters Score: Raw -1389003.597968 + Penalty 3046.491123 = -1385957.106845 nChanged 11 SP:Iteration 36Q (1137.540000 sec): 3 clusters Score: Raw -1389009.947066 + Penalty 3046.491123 = -1385963.455942 nChanged 8 SP:Iteration 37Q (1137.560000 sec): 3 clusters Score: Raw -1389013.407289 + Penalty 3046.491123 = -1385966.916166 nChanged 4 SP:Iteration 38Q (1137.580000 sec): 3 clusters Score: Raw -1389015.065498 + Penalty 3046.491123 = -1385968.574375 nChanged 6 SP:Iteration 39Q (1137.610000 sec): 3 clusters Score: Raw -1389017.451613 + Penalty 3046.491123 = -1385970.960489 nChanged 2 SP:Iteration 40F (1137.640000 sec): 3 clusters Score: Raw -1389018.122609 + Penalty 3046.491123 = -1385971.631486 nChanged 2 SP:Iteration 41Q (1137.660000 sec): 3 clusters Score: Raw -1389018.247868 + Penalty 3046.491123 = -1385971.756745 nChanged 1 SP:Iteration 42Q (1137.680000 sec): 3 clusters Score: Raw -1389018.933489 + Penalty 3046.491123 = -1385972.442365 nChanged 1 SP:Iteration 43Q (1137.700000 sec): 3 clusters Score: Raw -1389019.399507 + Penalty 3046.491123 = -1385972.908384 nChanged 2 SP:Iteration 44Q (1137.720000 sec): 3 clusters Score: Raw -1389020.218087 + Penalty 3046.491123 = -1385973.726964 nChanged 3 SP:Iteration 45Q (1137.740000 sec): 3 clusters Score: Raw -1389021.244219 + Penalty 3046.491123 = -1385974.753096 nChanged 3 SP:Iteration 46Q (1137.760000 sec): 3 clusters Score: Raw -1389021.996267 + Penalty 3046.491123 = -1385975.505144 nChanged 3 SP:Iteration 47Q (1137.790000 sec): 3 clusters Score: Raw -1389022.526503 + Penalty 3046.491123 = -1385976.035379 nChanged 1 SP:Iteration 48Q (1137.810000 sec): 3 clusters Score: Raw -1389022.750746 + Penalty 3046.491123 = -1385976.259623 nChanged 1 SP:Iteration 49Q (1137.830000 sec): 3 clusters Score: Raw -1389023.167870 + Penalty 3046.491123 = -1385976.676746 nChanged 1 SP:Iteration 50Q (1137.850000 sec): 3 clusters Score: Raw -1389023.800160 + Penalty 3046.491123 = -1385977.309037 nChanged 2 SP:Iteration 51Q (1137.880000 sec): 3 clusters Score: Raw -1389024.468913 + Penalty 3046.491123 = -1385977.977790 nChanged 3 SP:Iteration 52Q (1137.900000 sec): 3 clusters Score: Raw -1389026.109310 + Penalty 3046.491123 = -1385979.618186 nChanged 2 SP:Iteration 53Q (1137.920000 sec): 3 clusters Score: Raw -1389026.688599 + Penalty 3046.491123 = -1385980.197475 nChanged 2 SP:Iteration 54Q (1137.940000 sec): 3 clusters Score: Raw -1389027.009857 + Penalty 3046.491123 = -1385980.518734 nChanged 0 SP:Iteration 55F (1137.970000 sec): 3 clusters Score: Raw -1389027.009857 + Penalty 3046.491123 = -1385980.518734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 4 (69585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.180000 sec): 2 clusters Score: Raw -8088306.074520 + Penalty 1811.924450 = -8086494.150071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.380000 sec): 3 clusters Score: Raw -8043595.837644 + Penalty 3623.848899 = -8039971.988745 nChanged 33018 SP:Iteration 1F (1138.560000 sec): 3 clusters Score: Raw -8062687.698745 + Penalty 3623.848899 = -8059063.849845 nChanged 2806 SP:Iteration 2Q (1138.740000 sec): 3 clusters Score: Raw -8063691.629296 + Penalty 3623.848899 = -8060067.780396 nChanged 3529 SP:Iteration 3F (1138.930000 sec): 3 clusters Score: Raw -8065404.728985 + Penalty 3623.848899 = -8061780.880085 nChanged 4616 SP:Iteration 4F (1139.120000 sec): 3 clusters Score: Raw -8068378.716416 + Penalty 3623.848899 = -8064754.867517 nChanged 5737 SP:Iteration 5F (1139.300000 sec): 3 clusters Score: Raw -8073143.724188 + Penalty 3623.848899 = -8069519.875289 nChanged 6087 SP:Iteration 6F (1139.480000 sec): 3 clusters Score: Raw -8078937.347981 + Penalty 3623.848899 = -8075313.499082 nChanged 4922 SP:Iteration 7F (1139.670000 sec): 3 clusters Score: Raw -8083892.160062 + Penalty 3623.848899 = -8080268.311163 nChanged 3001 SP:Iteration 8Q (1139.840000 sec): 3 clusters Score: Raw -8086867.330327 + Penalty 3623.848899 = -8083243.481427 nChanged 1313 SP:Iteration 9Q (1140.010000 sec): 3 clusters Score: Raw -8088119.048361 + Penalty 3623.848899 = -8084495.199462 nChanged 521 SP:Iteration 10Q (1140.160000 sec): 3 clusters Score: Raw -8088644.894289 + Penalty 3623.848899 = -8085021.045390 nChanged 224 SP:Iteration 11Q (1140.300000 sec): 3 clusters Score: Raw -8088898.404976 + Penalty 3623.848899 = -8085274.556077 nChanged 136 SP:Iteration 12Q (1140.430000 sec): 3 clusters Score: Raw -8089009.378332 + Penalty 3623.848899 = -8085385.529432 nChanged 96 SP:Iteration 13Q (1140.560000 sec): 3 clusters Score: Raw -8089075.786918 + Penalty 3623.848899 = -8085451.938019 nChanged 77 SP:Iteration 14Q (1140.700000 sec): 3 clusters Score: Raw -8089120.575342 + Penalty 3623.848899 = -8085496.726443 nChanged 54 SP:Iteration 15Q (1140.830000 sec): 3 clusters Score: Raw -8089145.107699 + Penalty 3623.848899 = -8085521.258800 nChanged 29 SP:Iteration 16Q (1140.960000 sec): 3 clusters Score: Raw -8089155.519698 + Penalty 3623.848899 = -8085531.670798 nChanged 17 SP:Iteration 17Q (1141.080000 sec): 3 clusters Score: Raw -8089161.488993 + Penalty 3623.848899 = -8085537.640093 nChanged 15 SP:Iteration 18Q (1141.220000 sec): 3 clusters Score: Raw -8089167.972592 + Penalty 3623.848899 = -8085544.123692 nChanged 12 SP:Iteration 19Q (1141.340000 sec): 3 clusters Score: Raw -8089170.428704 + Penalty 3623.848899 = -8085546.579805 nChanged 11 SP:Iteration 20F (1141.520000 sec): 3 clusters Score: Raw -8089174.143014 + Penalty 3623.848899 = -8085550.294115 nChanged 8 SP:Iteration 21Q (1141.650000 sec): 3 clusters Score: Raw -8089176.889265 + Penalty 3623.848899 = -8085553.040366 nChanged 6 SP:Iteration 22Q (1141.780000 sec): 3 clusters Score: Raw -8089178.794304 + Penalty 3623.848899 = -8085554.945405 nChanged 6 SP:Iteration 23Q (1141.920000 sec): 3 clusters Score: Raw -8089180.116042 + Penalty 3623.848899 = -8085556.267143 nChanged 3 SP:Iteration 24Q (1142.060000 sec): 3 clusters Score: Raw -8089180.566542 + Penalty 3623.848899 = -8085556.717642 nChanged 1 SP:Iteration 25Q (1142.190000 sec): 3 clusters Score: Raw -8089181.015086 + Penalty 3623.848899 = -8085557.166187 nChanged 3 SP:Iteration 26Q (1142.320000 sec): 3 clusters Score: Raw -8089181.532813 + Penalty 3623.848899 = -8085557.683914 nChanged 2 SP:Iteration 27Q (1142.450000 sec): 3 clusters Score: Raw -8089181.743454 + Penalty 3623.848899 = -8085557.894555 nChanged 0 SP:Iteration 28F (1142.630000 sec): 3 clusters Score: Raw -8089181.743454 + Penalty 3623.848899 = -8085557.894555 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.680000 sec): 2 clusters Score: Raw -364327.011323 + Penalty 1306.415487 = -363020.595837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.680000 sec): 3 clusters Score: Raw -362826.729985 + Penalty 2612.830974 = -360213.899011 nChanged 1169 SP:Iteration 1F (1142.690000 sec): 3 clusters Score: Raw -363525.823973 + Penalty 2612.830974 = -360912.992999 nChanged 265 SP:Iteration 2F (1142.700000 sec): 3 clusters Score: Raw -363709.929041 + Penalty 2612.830974 = -361097.098067 nChanged 179 SP:Iteration 3F (1142.700000 sec): 3 clusters Score: Raw -363829.356344 + Penalty 2612.830974 = -361216.525371 nChanged 138 SP:Iteration 4Q (1142.710000 sec): 3 clusters Score: Raw -363914.194957 + Penalty 2612.830974 = -361301.363983 nChanged 120 SP:Iteration 5Q (1142.720000 sec): 3 clusters Score: Raw -363983.594399 + Penalty 2612.830974 = -361370.763426 nChanged 87 SP:Iteration 6Q (1142.730000 sec): 3 clusters Score: Raw -364028.271546 + Penalty 2612.830974 = -361415.440572 nChanged 70 SP:Iteration 7Q (1142.740000 sec): 3 clusters Score: Raw -364061.721125 + Penalty 2612.830974 = -361448.890151 nChanged 51 SP:Iteration 8Q (1142.740000 sec): 3 clusters Score: Raw -364085.740653 + Penalty 2612.830974 = -361472.909679 nChanged 51 SP:Iteration 9Q (1142.750000 sec): 3 clusters Score: Raw -364108.197584 + Penalty 2612.830974 = -361495.366611 nChanged 40 SP:Iteration 10Q (1142.760000 sec): 3 clusters Score: Raw -364122.975017 + Penalty 2612.830974 = -361510.144043 nChanged 23 SP:Iteration 11Q (1142.760000 sec): 3 clusters Score: Raw -364130.260953 + Penalty 2612.830974 = -361517.429980 nChanged 21 SP:Iteration 12Q (1142.770000 sec): 3 clusters Score: Raw -364136.763317 + Penalty 2612.830974 = -361523.932344 nChanged 23 SP:Iteration 13Q (1142.780000 sec): 3 clusters Score: Raw -364143.377828 + Penalty 2612.830974 = -361530.546854 nChanged 13 SP:Iteration 14Q (1142.790000 sec): 3 clusters Score: Raw -364147.216033 + Penalty 2612.830974 = -361534.385059 nChanged 7 SP:Iteration 15Q (1142.800000 sec): 3 clusters Score: Raw -364149.191532 + Penalty 2612.830974 = -361536.360559 nChanged 5 SP:Iteration 16Q (1142.800000 sec): 3 clusters Score: Raw -364151.166180 + Penalty 2612.830974 = -361538.335207 nChanged 10 SP:Iteration 17Q (1142.810000 sec): 3 clusters Score: Raw -364154.700682 + Penalty 2612.830974 = -361541.869708 nChanged 9 SP:Iteration 18Q (1142.820000 sec): 3 clusters Score: Raw -364157.649281 + Penalty 2612.830974 = -361544.818307 nChanged 10 SP:Iteration 19Q (1142.820000 sec): 3 clusters Score: Raw -364160.935733 + Penalty 2612.830974 = -361548.104760 nChanged 4 SP:Iteration 20F (1142.830000 sec): 3 clusters Score: Raw -364161.779598 + Penalty 2612.830974 = -361548.948624 nChanged 4 SP:Iteration 21Q (1142.840000 sec): 3 clusters Score: Raw -364162.986647 + Penalty 2612.830974 = -361550.155673 nChanged 5 SP:Iteration 22Q (1142.850000 sec): 3 clusters Score: Raw -364164.512390 + Penalty 2612.830974 = -361551.681416 nChanged 6 SP:Iteration 23Q (1142.860000 sec): 3 clusters Score: Raw -364166.148479 + Penalty 2612.830974 = -361553.317505 nChanged 9 SP:Iteration 24Q (1142.860000 sec): 3 clusters Score: Raw -364169.339702 + Penalty 2612.830974 = -361556.508728 nChanged 7 SP:Iteration 25Q (1142.870000 sec): 3 clusters Score: Raw -364171.649418 + Penalty 2612.830974 = -361558.818444 nChanged 7 SP:Iteration 26Q (1142.880000 sec): 3 clusters Score: Raw -364173.370031 + Penalty 2612.830974 = -361560.539057 nChanged 5 SP:Iteration 27Q (1142.880000 sec): 3 clusters Score: Raw -364174.621870 + Penalty 2612.830974 = -361561.790897 nChanged 4 SP:Iteration 28Q (1142.890000 sec): 3 clusters Score: Raw -364175.995917 + Penalty 2612.830974 = -361563.164944 nChanged 3 SP:Iteration 29Q (1142.900000 sec): 3 clusters Score: Raw -364176.703052 + Penalty 2612.830974 = -361563.872079 nChanged 2 SP:Iteration 30Q (1142.910000 sec): 3 clusters Score: Raw -364177.370298 + Penalty 2612.830974 = -361564.539325 nChanged 0 SP:Iteration 31F (1142.920000 sec): 3 clusters Score: Raw -364177.370298 + Penalty 2612.830974 = -361564.539325 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.920000 sec): 2 clusters Score: Raw -160019.378373 + Penalty 1178.803900 = -158840.574473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.920000 sec): 3 clusters Score: Raw -159463.512513 + Penalty 2357.607800 = -157105.904713 nChanged 475 SP:Iteration 1F (1142.930000 sec): 3 clusters Score: Raw -159923.047730 + Penalty 2357.607800 = -157565.439930 nChanged 140 SP:Iteration 2F (1142.930000 sec): 3 clusters Score: Raw -160102.013836 + Penalty 2357.607800 = -157744.406036 nChanged 80 SP:Iteration 3F (1142.940000 sec): 3 clusters Score: Raw -160237.214627 + Penalty 2357.607800 = -157879.606827 nChanged 62 SP:Iteration 4Q (1142.940000 sec): 3 clusters Score: Raw -160314.640483 + Penalty 2357.607800 = -157957.032683 nChanged 50 SP:Iteration 5Q (1142.940000 sec): 3 clusters Score: Raw -160374.911765 + Penalty 2357.607800 = -158017.303965 nChanged 35 SP:Iteration 6Q (1142.940000 sec): 3 clusters Score: Raw -160414.539101 + Penalty 2357.607800 = -158056.931301 nChanged 36 SP:Iteration 7Q (1142.950000 sec): 3 clusters Score: Raw -160460.520808 + Penalty 2357.607800 = -158102.913008 nChanged 39 SP:Iteration 8Q (1142.950000 sec): 3 clusters Score: Raw -160508.778291 + Penalty 2357.607800 = -158151.170490 nChanged 27 SP:Iteration 9Q (1142.960000 sec): 3 clusters Score: Raw -160542.033682 + Penalty 2357.607800 = -158184.425881 nChanged 30 SP:Iteration 10Q (1142.960000 sec): 3 clusters Score: Raw -160578.439333 + Penalty 2357.607800 = -158220.831533 nChanged 17 SP:Iteration 11Q (1142.960000 sec): 3 clusters Score: Raw -160594.280332 + Penalty 2357.607800 = -158236.672532 nChanged 9 SP:Iteration 12Q (1142.960000 sec): 3 clusters Score: Raw -160600.473459 + Penalty 2357.607800 = -158242.865659 nChanged 9 SP:Iteration 13Q (1142.970000 sec): 3 clusters Score: Raw -160608.974064 + Penalty 2357.607800 = -158251.366263 nChanged 11 SP:Iteration 14Q (1142.970000 sec): 3 clusters Score: Raw -160619.474205 + Penalty 2357.607800 = -158261.866405 nChanged 9 SP:Iteration 15Q (1142.980000 sec): 3 clusters Score: Raw -160627.115586 + Penalty 2357.607800 = -158269.507786 nChanged 7 SP:Iteration 16Q (1142.980000 sec): 3 clusters Score: Raw -160630.539590 + Penalty 2357.607800 = -158272.931790 nChanged 5 SP:Iteration 17Q (1142.980000 sec): 3 clusters Score: Raw -160634.285078 + Penalty 2357.607800 = -158276.677277 nChanged 6 SP:Iteration 18Q (1142.980000 sec): 3 clusters Score: Raw -160638.080049 + Penalty 2357.607800 = -158280.472249 nChanged 8 SP:Iteration 19Q (1142.990000 sec): 3 clusters Score: Raw -160645.907084 + Penalty 2357.607800 = -158288.299284 nChanged 12 SP:Iteration 20F (1142.990000 sec): 3 clusters Score: Raw -160657.784884 + Penalty 2357.607800 = -158300.177084 nChanged 14 SP:Iteration 21Q (1142.990000 sec): 3 clusters Score: Raw -160667.593475 + Penalty 2357.607800 = -158309.985675 nChanged 8 SP:Iteration 22Q (1143.000000 sec): 3 clusters Score: Raw -160673.590291 + Penalty 2357.607800 = -158315.982491 nChanged 7 SP:Iteration 23Q (1143.000000 sec): 3 clusters Score: Raw -160679.268196 + Penalty 2357.607800 = -158321.660396 nChanged 7 SP:Iteration 24Q (1143.000000 sec): 3 clusters Score: Raw -160682.704441 + Penalty 2357.607800 = -158325.096641 nChanged 2 SP:Iteration 25Q (1143.000000 sec): 3 clusters Score: Raw -160683.906919 + Penalty 2357.607800 = -158326.299118 nChanged 2 SP:Iteration 26Q (1143.010000 sec): 3 clusters Score: Raw -160685.435144 + Penalty 2357.607800 = -158327.827343 nChanged 3 SP:Iteration 27Q (1143.010000 sec): 3 clusters Score: Raw -160688.300743 + Penalty 2357.607800 = -158330.692943 nChanged 1 SP:Iteration 28Q (1143.010000 sec): 3 clusters Score: Raw -160689.021082 + Penalty 2357.607800 = -158331.413282 nChanged 2 SP:Iteration 29Q (1143.020000 sec): 3 clusters Score: Raw -160690.058177 + Penalty 2357.607800 = -158332.450377 nChanged 2 SP:Iteration 30Q (1143.020000 sec): 3 clusters Score: Raw -160691.184061 + Penalty 2357.607800 = -158333.576261 nChanged 2 SP:Iteration 31Q (1143.020000 sec): 3 clusters Score: Raw -160693.230135 + Penalty 2357.607800 = -158335.622335 nChanged 7 SP:Iteration 32Q (1143.020000 sec): 3 clusters Score: Raw -160699.282074 + Penalty 2357.607800 = -158341.674274 nChanged 6 SP:Iteration 33Q (1143.030000 sec): 3 clusters Score: Raw -160703.055286 + Penalty 2357.607800 = -158345.447486 nChanged 2 SP:Iteration 34Q (1143.030000 sec): 3 clusters Score: Raw -160704.451788 + Penalty 2357.607800 = -158346.843987 nChanged 1 SP:Iteration 35Q (1143.040000 sec): 3 clusters Score: Raw -160704.902105 + Penalty 2357.607800 = -158347.294305 nChanged 0 SP:Iteration 36F (1143.040000 sec): 3 clusters Score: Raw -160704.902105 + Penalty 2357.607800 = -158347.294305 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.040000 sec): 2 clusters Score: Raw -41317.702663 + Penalty 966.130849 = -40351.571814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.040000 sec): 3 clusters Score: Raw -41301.311229 + Penalty 1932.261698 = -39369.049531 nChanged 72 SP:Iteration 1F (1143.040000 sec): 3 clusters Score: Raw -41458.158430 + Penalty 1932.261698 = -39525.896732 nChanged 30 SP:Iteration 2F (1143.040000 sec): 3 clusters Score: Raw -41539.382783 + Penalty 1932.261698 = -39607.121085 nChanged 12 SP:Iteration 3Q (1143.040000 sec): 3 clusters Score: Raw -41561.412099 + Penalty 1932.261698 = -39629.150401 nChanged 6 SP:Iteration 4Q (1143.040000 sec): 3 clusters Score: Raw -41585.010194 + Penalty 1932.261698 = -39652.748497 nChanged 5 SP:Iteration 5Q (1143.050000 sec): 3 clusters Score: Raw -41599.709268 + Penalty 1932.261698 = -39667.447570 nChanged 1 SP:Iteration 6Q (1143.050000 sec): 3 clusters Score: Raw -41600.161762 + Penalty 1932.261698 = -39667.900064 nChanged 0 SP:Iteration 7F (1143.050000 sec): 3 clusters Score: Raw -41600.161762 + Penalty 1932.261698 = -39667.900064 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.050000 sec): 2 clusters Score: Raw -93051.240250 + Penalty 1095.142202 = -91956.098048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.060000 sec): 3 clusters Score: Raw -92825.432271 + Penalty 2190.284404 = -90635.147867 nChanged 236 SP:Iteration 1F (1143.060000 sec): 3 clusters Score: Raw -93073.298628 + Penalty 2190.284404 = -90883.014224 nChanged 56 SP:Iteration 2F (1143.060000 sec): 3 clusters Score: Raw -93142.971256 + Penalty 2190.284404 = -90952.686852 nChanged 32 SP:Iteration 3Q (1143.060000 sec): 3 clusters Score: Raw -93186.050905 + Penalty 2190.284404 = -90995.766501 nChanged 26 SP:Iteration 4Q (1143.060000 sec): 3 clusters Score: Raw -93219.309694 + Penalty 2190.284404 = -91029.025290 nChanged 16 SP:Iteration 5Q (1143.060000 sec): 3 clusters Score: Raw -93233.081059 + Penalty 2190.284404 = -91042.796656 nChanged 16 SP:Iteration 6Q (1143.070000 sec): 3 clusters Score: Raw -93249.914591 + Penalty 2190.284404 = -91059.630187 nChanged 8 SP:Iteration 7Q (1143.070000 sec): 3 clusters Score: Raw -93259.331947 + Penalty 2190.284404 = -91069.047543 nChanged 10 SP:Iteration 8Q (1143.070000 sec): 3 clusters Score: Raw -93269.412220 + Penalty 2190.284404 = -91079.127816 nChanged 3 SP:Iteration 9Q (1143.070000 sec): 3 clusters Score: Raw -93274.800750 + Penalty 2190.284404 = -91084.516346 nChanged 5 SP:Iteration 10Q (1143.080000 sec): 3 clusters Score: Raw -93278.122388 + Penalty 2190.284404 = -91087.837984 nChanged 1 SP:Iteration 11Q (1143.080000 sec): 3 clusters Score: Raw -93280.327092 + Penalty 2190.284404 = -91090.042688 nChanged 1 SP:Iteration 12Q (1143.080000 sec): 3 clusters Score: Raw -93280.800053 + Penalty 2190.284404 = -91090.515649 nChanged 1 SP:Iteration 13Q (1143.080000 sec): 3 clusters Score: Raw -93282.532373 + Penalty 2190.284404 = -91092.247969 nChanged 0 SP:Iteration 14F (1143.080000 sec): 3 clusters Score: Raw -93282.532373 + Penalty 2190.284404 = -91092.247969 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.090000 sec): 2 clusters Score: Raw -178931.259418 + Penalty 1198.784228 = -177732.475189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.090000 sec): 3 clusters Score: Raw -178302.550088 + Penalty 2397.568457 = -175904.981632 nChanged 529 SP:Iteration 1F (1143.100000 sec): 3 clusters Score: Raw -178659.438776 + Penalty 2397.568457 = -176261.870320 nChanged 123 SP:Iteration 2F (1143.100000 sec): 3 clusters Score: Raw -178758.903975 + Penalty 2397.568457 = -176361.335518 nChanged 69 SP:Iteration 3Q (1143.100000 sec): 3 clusters Score: Raw -178815.677482 + Penalty 2397.568457 = -176418.109025 nChanged 48 SP:Iteration 4Q (1143.110000 sec): 3 clusters Score: Raw -178855.644171 + Penalty 2397.568457 = -176458.075714 nChanged 34 SP:Iteration 5Q (1143.110000 sec): 3 clusters Score: Raw -178882.201166 + Penalty 2397.568457 = -176484.632709 nChanged 26 SP:Iteration 6Q (1143.120000 sec): 3 clusters Score: Raw -178901.895870 + Penalty 2397.568457 = -176504.327413 nChanged 21 SP:Iteration 7Q (1143.120000 sec): 3 clusters Score: Raw -178918.632781 + Penalty 2397.568457 = -176521.064324 nChanged 14 SP:Iteration 8Q (1143.120000 sec): 3 clusters Score: Raw -178932.049236 + Penalty 2397.568457 = -176534.480779 nChanged 24 SP:Iteration 9Q (1143.130000 sec): 3 clusters Score: Raw -178961.582664 + Penalty 2397.568457 = -176564.014208 nChanged 30 SP:Iteration 10Q (1143.130000 sec): 3 clusters Score: Raw -178992.002161 + Penalty 2397.568457 = -176594.433704 nChanged 32 SP:Iteration 11Q (1143.140000 sec): 3 clusters Score: Raw -179020.248087 + Penalty 2397.568457 = -176622.679630 nChanged 32 SP:Iteration 12Q (1143.140000 sec): 3 clusters Score: Raw -179051.147082 + Penalty 2397.568457 = -176653.578626 nChanged 24 SP:Iteration 13Q (1143.140000 sec): 3 clusters Score: Raw -179068.139681 + Penalty 2397.568457 = -176670.571225 nChanged 22 SP:Iteration 14Q (1143.150000 sec): 3 clusters Score: Raw -179082.335378 + Penalty 2397.568457 = -176684.766922 nChanged 17 SP:Iteration 15Q (1143.150000 sec): 3 clusters Score: Raw -179094.904652 + Penalty 2397.568457 = -176697.336196 nChanged 13 SP:Iteration 16Q (1143.160000 sec): 3 clusters Score: Raw -179102.948849 + Penalty 2397.568457 = -176705.380392 nChanged 10 SP:Iteration 17Q (1143.160000 sec): 3 clusters Score: Raw -179108.050879 + Penalty 2397.568457 = -176710.482422 nChanged 9 SP:Iteration 18Q (1143.160000 sec): 3 clusters Score: Raw -179113.401314 + Penalty 2397.568457 = -176715.832857 nChanged 10 SP:Iteration 19Q (1143.160000 sec): 3 clusters Score: Raw -179121.551779 + Penalty 2397.568457 = -176723.983322 nChanged 8 SP:Iteration 20F (1143.170000 sec): 3 clusters Score: Raw -179127.482436 + Penalty 2397.568457 = -176729.913979 nChanged 9 SP:Iteration 21Q (1143.170000 sec): 3 clusters Score: Raw -179131.720099 + Penalty 2397.568457 = -176734.151643 nChanged 8 SP:Iteration 22Q (1143.180000 sec): 3 clusters Score: Raw -179134.560908 + Penalty 2397.568457 = -176736.992451 nChanged 2 SP:Iteration 23Q (1143.180000 sec): 3 clusters Score: Raw -179135.402208 + Penalty 2397.568457 = -176737.833751 nChanged 1 SP:Iteration 24Q (1143.180000 sec): 3 clusters Score: Raw -179136.236724 + Penalty 2397.568457 = -176738.668268 nChanged 1 SP:Iteration 25Q (1143.190000 sec): 3 clusters Score: Raw -179136.878136 + Penalty 2397.568457 = -176739.309679 nChanged 3 SP:Iteration 26Q (1143.190000 sec): 3 clusters Score: Raw -179140.331350 + Penalty 2397.568457 = -176742.762893 nChanged 4 SP:Iteration 27Q (1143.200000 sec): 3 clusters Score: Raw -179143.539722 + Penalty 2397.568457 = -176745.971265 nChanged 4 SP:Iteration 28Q (1143.200000 sec): 3 clusters Score: Raw -179146.714075 + Penalty 2397.568457 = -176749.145618 nChanged 10 SP:Iteration 29Q (1143.200000 sec): 3 clusters Score: Raw -179154.772203 + Penalty 2397.568457 = -176757.203746 nChanged 9 SP:Iteration 30Q (1143.210000 sec): 3 clusters Score: Raw -179158.613273 + Penalty 2397.568457 = -176761.044817 nChanged 7 SP:Iteration 31Q (1143.210000 sec): 3 clusters Score: Raw -179162.717974 + Penalty 2397.568457 = -176765.149517 nChanged 9 SP:Iteration 32Q (1143.220000 sec): 3 clusters Score: Raw -179171.046275 + Penalty 2397.568457 = -176773.477819 nChanged 12 SP:Iteration 33Q (1143.220000 sec): 3 clusters Score: Raw -179181.292787 + Penalty 2397.568457 = -176783.724330 nChanged 10 SP:Iteration 34Q (1143.220000 sec): 3 clusters Score: Raw -179191.798618 + Penalty 2397.568457 = -176794.230162 nChanged 14 SP:Iteration 35Q (1143.220000 sec): 3 clusters Score: Raw -179206.866763 + Penalty 2397.568457 = -176809.298307 nChanged 19 SP:Iteration 36Q (1143.230000 sec): 3 clusters Score: Raw -179232.861661 + Penalty 2397.568457 = -176835.293204 nChanged 23 SP:Iteration 37Q (1143.230000 sec): 3 clusters Score: Raw -179265.431664 + Penalty 2397.568457 = -176867.863207 nChanged 35 SP:Iteration 38Q (1143.240000 sec): 3 clusters Score: Raw -179298.290040 + Penalty 2397.568457 = -176900.721583 nChanged 32 SP:Iteration 39Q (1143.240000 sec): 3 clusters Score: Raw -179333.474248 + Penalty 2397.568457 = -176935.905791 nChanged 34 SP:Iteration 40F (1143.240000 sec): 3 clusters Score: Raw -179365.685468 + Penalty 2397.568457 = -176968.117012 nChanged 30 SP:Iteration 41Q (1143.250000 sec): 3 clusters Score: Raw -179388.120378 + Penalty 2397.568457 = -176990.551921 nChanged 30 SP:Iteration 42Q (1143.250000 sec): 3 clusters Score: Raw -179414.760105 + Penalty 2397.568457 = -177017.191648 nChanged 15 SP:Iteration 43Q (1143.260000 sec): 3 clusters Score: Raw -179431.994489 + Penalty 2397.568457 = -177034.426033 nChanged 19 SP:Iteration 44Q (1143.260000 sec): 3 clusters Score: Raw -179446.417708 + Penalty 2397.568457 = -177048.849251 nChanged 21 SP:Iteration 45Q (1143.260000 sec): 3 clusters Score: Raw -179459.900086 + Penalty 2397.568457 = -177062.331630 nChanged 12 SP:Iteration 46Q (1143.260000 sec): 3 clusters Score: Raw -179467.189221 + Penalty 2397.568457 = -177069.620764 nChanged 10 SP:Iteration 47Q (1143.270000 sec): 3 clusters Score: Raw -179474.064137 + Penalty 2397.568457 = -177076.495680 nChanged 8 SP:Iteration 48Q (1143.270000 sec): 3 clusters Score: Raw -179480.070067 + Penalty 2397.568457 = -177082.501611 nChanged 9 SP:Iteration 49Q (1143.280000 sec): 3 clusters Score: Raw -179489.490204 + Penalty 2397.568457 = -177091.921747 nChanged 8 SP:Iteration 50Q (1143.280000 sec): 3 clusters Score: Raw -179494.713653 + Penalty 2397.568457 = -177097.145196 nChanged 7 SP:Iteration 51Q (1143.280000 sec): 3 clusters Score: Raw -179501.953864 + Penalty 2397.568457 = -177104.385407 nChanged 6 SP:Iteration 52Q (1143.290000 sec): 3 clusters Score: Raw -179506.002523 + Penalty 2397.568457 = -177108.434066 nChanged 7 SP:Iteration 53Q (1143.290000 sec): 3 clusters Score: Raw -179508.968021 + Penalty 2397.568457 = -177111.399564 nChanged 6 SP:Iteration 54Q (1143.290000 sec): 3 clusters Score: Raw -179513.167273 + Penalty 2397.568457 = -177115.598816 nChanged 5 SP:Iteration 55Q (1143.300000 sec): 3 clusters Score: Raw -179517.733675 + Penalty 2397.568457 = -177120.165218 nChanged 5 SP:Iteration 56Q (1143.300000 sec): 3 clusters Score: Raw -179520.449623 + Penalty 2397.568457 = -177122.881167 nChanged 10 SP:Iteration 57Q (1143.300000 sec): 3 clusters Score: Raw -179525.725703 + Penalty 2397.568457 = -177128.157246 nChanged 4 SP:Iteration 58Q (1143.310000 sec): 3 clusters Score: Raw -179527.446981 + Penalty 2397.568457 = -177129.878525 nChanged 3 SP:Iteration 59Q (1143.310000 sec): 3 clusters Score: Raw -179528.953648 + Penalty 2397.568457 = -177131.385192 nChanged 3 SP:Iteration 60F (1143.320000 sec): 3 clusters Score: Raw -179531.610398 + Penalty 2397.568457 = -177134.041941 nChanged 3 SP:Iteration 61Q (1143.320000 sec): 3 clusters Score: Raw -179532.758827 + Penalty 2397.568457 = -177135.190370 nChanged 3 SP:Iteration 62Q (1143.320000 sec): 3 clusters Score: Raw -179534.101980 + Penalty 2397.568457 = -177136.533524 nChanged 3 SP:Iteration 63Q (1143.320000 sec): 3 clusters Score: Raw -179536.122268 + Penalty 2397.568457 = -177138.553811 nChanged 3 SP:Iteration 64Q (1143.330000 sec): 3 clusters Score: Raw -179537.880615 + Penalty 2397.568457 = -177140.312159 nChanged 2 SP:Iteration 65Q (1143.330000 sec): 3 clusters Score: Raw -179538.741184 + Penalty 2397.568457 = -177141.172727 nChanged 3 SP:Iteration 66Q (1143.340000 sec): 3 clusters Score: Raw -179540.417021 + Penalty 2397.568457 = -177142.848565 nChanged 4 SP:Iteration 67Q (1143.340000 sec): 3 clusters Score: Raw -179541.977802 + Penalty 2397.568457 = -177144.409346 nChanged 3 SP:Iteration 68Q (1143.340000 sec): 3 clusters Score: Raw -179543.325586 + Penalty 2397.568457 = -177145.757130 nChanged 1 SP:Iteration 69Q (1143.350000 sec): 3 clusters Score: Raw -179544.478108 + Penalty 2397.568457 = -177146.909652 nChanged 3 SP:Iteration 70Q (1143.350000 sec): 3 clusters Score: Raw -179546.312395 + Penalty 2397.568457 = -177148.743939 nChanged 0 SP:Iteration 71F (1143.360000 sec): 3 clusters Score: Raw -179546.312395 + Penalty 2397.568457 = -177148.743939 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.360000 sec): 2 clusters Score: Raw -21422.832323 + Penalty 859.343392 = -20563.488931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.360000 sec): 3 clusters Score: Raw -21519.149707 + Penalty 1718.686785 = -19800.462922 nChanged 19 SP:Iteration 1F (1143.360000 sec): 3 clusters Score: Raw -21573.504882 + Penalty 1718.686785 = -19854.818097 nChanged 1 SP:Iteration 2Q (1143.360000 sec): 3 clusters Score: Raw -21574.919430 + Penalty 1718.686785 = -19856.232645 nChanged 0 SP:Iteration 3F (1143.360000 sec): 3 clusters Score: Raw -21574.919430 + Penalty 1718.686785 = -19856.232645 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.360000 sec): 2 clusters Score: Raw -85962.001940 + Penalty 1080.038459 = -84881.963482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.360000 sec): 3 clusters Score: Raw -85737.808130 + Penalty 2160.076917 = -83577.731213 nChanged 213 SP:Iteration 1F (1143.370000 sec): 3 clusters Score: Raw -85941.032831 + Penalty 2160.076917 = -83780.955914 nChanged 45 SP:Iteration 2F (1143.370000 sec): 3 clusters Score: Raw -85991.038984 + Penalty 2160.076917 = -83830.962067 nChanged 24 SP:Iteration 3Q (1143.370000 sec): 3 clusters Score: Raw -86025.524090 + Penalty 2160.076917 = -83865.447173 nChanged 15 SP:Iteration 4Q (1143.370000 sec): 3 clusters Score: Raw -86043.637068 + Penalty 2160.076917 = -83883.560151 nChanged 11 SP:Iteration 5Q (1143.380000 sec): 3 clusters Score: Raw -86053.375323 + Penalty 2160.076917 = -83893.298405 nChanged 7 SP:Iteration 6Q (1143.380000 sec): 3 clusters Score: Raw -86060.073492 + Penalty 2160.076917 = -83899.996575 nChanged 4 SP:Iteration 7Q (1143.380000 sec): 3 clusters Score: Raw -86066.160271 + Penalty 2160.076917 = -83906.083354 nChanged 3 SP:Iteration 8Q (1143.380000 sec): 3 clusters Score: Raw -86068.061239 + Penalty 2160.076917 = -83907.984322 nChanged 1 SP:Iteration 9Q (1143.380000 sec): 3 clusters Score: Raw -86068.996457 + Penalty 2160.076917 = -83908.919540 nChanged 2 SP:Iteration 10Q (1143.380000 sec): 3 clusters Score: Raw -86071.008419 + Penalty 2160.076917 = -83910.931502 nChanged 1 SP:Iteration 11Q (1143.380000 sec): 3 clusters Score: Raw -86073.237040 + Penalty 2160.076917 = -83913.160123 nChanged 2 SP:Iteration 12Q (1143.390000 sec): 3 clusters Score: Raw -86076.632131 + Penalty 2160.076917 = -83916.555213 nChanged 3 SP:Iteration 13Q (1143.390000 sec): 3 clusters Score: Raw -86079.129329 + Penalty 2160.076917 = -83919.052411 nChanged 0 SP:Iteration 14F (1143.390000 sec): 3 clusters Score: Raw -86079.129329 + Penalty 2160.076917 = -83919.052411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.390000 sec): 2 clusters Score: Raw -23060.660616 + Penalty 871.209977 = -22189.450639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.400000 sec): 3 clusters Score: Raw -23123.992087 + Penalty 1742.419954 = -21381.572133 nChanged 23 SP:Iteration 1F (1143.400000 sec): 3 clusters Score: Raw -23187.416118 + Penalty 1742.419954 = -21444.996164 nChanged 5 SP:Iteration 2Q (1143.400000 sec): 3 clusters Score: Raw -23208.188597 + Penalty 1742.419954 = -21465.768643 nChanged 1 SP:Iteration 3Q (1143.400000 sec): 3 clusters Score: Raw -23212.542337 + Penalty 1742.419954 = -21470.122383 nChanged 0 SP:Iteration 4F (1143.400000 sec): 3 clusters Score: Raw -23212.542337 + Penalty 1742.419954 = -21470.122383 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (30115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.490000 sec): 2 clusters Score: Raw -3527226.465347 + Penalty 1675.826533 = -3525550.638814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.570000 sec): 3 clusters Score: Raw -3508410.007689 + Penalty 3351.653066 = -3505058.354623 nChanged 14033 SP:Iteration 1F (1143.640000 sec): 3 clusters Score: Raw -3516251.709534 + Penalty 3351.653066 = -3512900.056468 nChanged 1504 SP:Iteration 2Q (1143.720000 sec): 3 clusters Score: Raw -3516798.269932 + Penalty 3351.653066 = -3513446.616865 nChanged 1491 SP:Iteration 3Q (1143.800000 sec): 3 clusters Score: Raw -3517435.164427 + Penalty 3351.653066 = -3514083.511360 nChanged 1677 SP:Iteration 4F (1143.880000 sec): 3 clusters Score: Raw -3518347.047440 + Penalty 3351.653066 = -3514995.394373 nChanged 1955 SP:Iteration 5F (1143.960000 sec): 3 clusters Score: Raw -3519621.898458 + Penalty 3351.653066 = -3516270.245392 nChanged 2100 SP:Iteration 6F (1144.040000 sec): 3 clusters Score: Raw -3521165.051993 + Penalty 3351.653066 = -3517813.398926 nChanged 2097 SP:Iteration 7F (1144.120000 sec): 3 clusters Score: Raw -3522761.995196 + Penalty 3351.653066 = -3519410.342129 nChanged 1744 SP:Iteration 8F (1144.200000 sec): 3 clusters Score: Raw -3524036.765754 + Penalty 3351.653066 = -3520685.112688 nChanged 1319 SP:Iteration 9Q (1144.280000 sec): 3 clusters Score: Raw -3524833.745878 + Penalty 3351.653066 = -3521482.092811 nChanged 905 SP:Iteration 10Q (1144.360000 sec): 3 clusters Score: Raw -3525268.323617 + Penalty 3351.653066 = -3521916.670550 nChanged 630 SP:Iteration 11Q (1144.430000 sec): 3 clusters Score: Raw -3525530.206486 + Penalty 3351.653066 = -3522178.553420 nChanged 525 SP:Iteration 12Q (1144.510000 sec): 3 clusters Score: Raw -3525722.351827 + Penalty 3351.653066 = -3522370.698760 nChanged 502 SP:Iteration 13Q (1144.580000 sec): 3 clusters Score: Raw -3525909.960316 + Penalty 3351.653066 = -3522558.307249 nChanged 487 SP:Iteration 14Q (1144.650000 sec): 3 clusters Score: Raw -3526090.616466 + Penalty 3351.653066 = -3522738.963400 nChanged 448 SP:Iteration 15Q (1144.720000 sec): 3 clusters Score: Raw -3526253.550133 + Penalty 3351.653066 = -3522901.897067 nChanged 414 SP:Iteration 16Q (1144.790000 sec): 3 clusters Score: Raw -3526408.670845 + Penalty 3351.653066 = -3523057.017779 nChanged 412 SP:Iteration 17Q (1144.860000 sec): 3 clusters Score: Raw -3526562.471891 + Penalty 3351.653066 = -3523210.818824 nChanged 357 SP:Iteration 18Q (1144.930000 sec): 3 clusters Score: Raw -3526688.013848 + Penalty 3351.653066 = -3523336.360782 nChanged 320 SP:Iteration 19Q (1145.000000 sec): 3 clusters Score: Raw -3526802.921437 + Penalty 3351.653066 = -3523451.268371 nChanged 297 SP:Iteration 20F (1145.080000 sec): 3 clusters Score: Raw -3526903.518065 + Penalty 3351.653066 = -3523551.864998 nChanged 285 SP:Iteration 21Q (1145.140000 sec): 3 clusters Score: Raw -3526997.405012 + Penalty 3351.653066 = -3523645.751946 nChanged 267 SP:Iteration 22Q (1145.210000 sec): 3 clusters Score: Raw -3527084.505415 + Penalty 3351.653066 = -3523732.852349 nChanged 220 SP:Iteration 23Q (1145.270000 sec): 3 clusters Score: Raw -3527150.855619 + Penalty 3351.653066 = -3523799.202552 nChanged 196 SP:Iteration 24Q (1145.340000 sec): 3 clusters Score: Raw -3527207.855279 + Penalty 3351.653066 = -3523856.202213 nChanged 170 SP:Iteration 25Q (1145.400000 sec): 3 clusters Score: Raw -3527257.059495 + Penalty 3351.653066 = -3523905.406429 nChanged 170 SP:Iteration 26Q (1145.460000 sec): 3 clusters Score: Raw -3527313.679475 + Penalty 3351.653066 = -3523962.026409 nChanged 153 SP:Iteration 27Q (1145.520000 sec): 3 clusters Score: Raw -3527366.651206 + Penalty 3351.653066 = -3524014.998140 nChanged 146 SP:Iteration 28Q (1145.590000 sec): 3 clusters Score: Raw -3527413.425689 + Penalty 3351.653066 = -3524061.772623 nChanged 129 SP:Iteration 29Q (1145.650000 sec): 3 clusters Score: Raw -3527459.379512 + Penalty 3351.653066 = -3524107.726445 nChanged 123 SP:Iteration 30Q (1145.710000 sec): 3 clusters Score: Raw -3527508.661181 + Penalty 3351.653066 = -3524157.008114 nChanged 103 SP:Iteration 31Q (1145.780000 sec): 3 clusters Score: Raw -3527547.095386 + Penalty 3351.653066 = -3524195.442320 nChanged 85 SP:Iteration 32Q (1145.840000 sec): 3 clusters Score: Raw -3527576.614146 + Penalty 3351.653066 = -3524224.961080 nChanged 73 SP:Iteration 33Q (1145.900000 sec): 3 clusters Score: Raw -3527599.367961 + Penalty 3351.653066 = -3524247.714895 nChanged 74 SP:Iteration 34Q (1145.960000 sec): 3 clusters Score: Raw -3527623.993019 + Penalty 3351.653066 = -3524272.339953 nChanged 70 SP:Iteration 35Q (1146.020000 sec): 3 clusters Score: Raw -3527651.731304 + Penalty 3351.653066 = -3524300.078238 nChanged 65 SP:Iteration 36Q (1146.080000 sec): 3 clusters Score: Raw -3527674.372615 + Penalty 3351.653066 = -3524322.719549 nChanged 52 SP:Iteration 37Q (1146.140000 sec): 3 clusters Score: Raw -3527691.032243 + Penalty 3351.653066 = -3524339.379177 nChanged 46 SP:Iteration 38Q (1146.200000 sec): 3 clusters Score: Raw -3527705.574532 + Penalty 3351.653066 = -3524353.921466 nChanged 47 SP:Iteration 39Q (1146.260000 sec): 3 clusters Score: Raw -3527722.494591 + Penalty 3351.653066 = -3524370.841525 nChanged 45 SP:Iteration 40F (1146.330000 sec): 3 clusters Score: Raw -3527736.570228 + Penalty 3351.653066 = -3524384.917162 nChanged 31 SP:Iteration 41Q (1146.390000 sec): 3 clusters Score: Raw -3527747.286182 + Penalty 3351.653066 = -3524395.633116 nChanged 29 SP:Iteration 42Q (1146.440000 sec): 3 clusters Score: Raw -3527756.572445 + Penalty 3351.653066 = -3524404.919379 nChanged 27 SP:Iteration 43Q (1146.500000 sec): 3 clusters Score: Raw -3527766.728894 + Penalty 3351.653066 = -3524415.075828 nChanged 26 SP:Iteration 44Q (1146.560000 sec): 3 clusters Score: Raw -3527776.059708 + Penalty 3351.653066 = -3524424.406642 nChanged 26 SP:Iteration 45Q (1146.620000 sec): 3 clusters Score: Raw -3527785.953384 + Penalty 3351.653066 = -3524434.300318 nChanged 29 SP:Iteration 46Q (1146.680000 sec): 3 clusters Score: Raw -3527795.653499 + Penalty 3351.653066 = -3524444.000433 nChanged 26 SP:Iteration 47Q (1146.740000 sec): 3 clusters Score: Raw -3527805.265929 + Penalty 3351.653066 = -3524453.612863 nChanged 20 SP:Iteration 48Q (1146.800000 sec): 3 clusters Score: Raw -3527811.133339 + Penalty 3351.653066 = -3524459.480273 nChanged 16 SP:Iteration 49Q (1146.860000 sec): 3 clusters Score: Raw -3527816.283325 + Penalty 3351.653066 = -3524464.630258 nChanged 16 SP:Iteration 50Q (1146.920000 sec): 3 clusters Score: Raw -3527821.854250 + Penalty 3351.653066 = -3524470.201184 nChanged 16 SP:Iteration 51Q (1146.980000 sec): 3 clusters Score: Raw -3527825.870330 + Penalty 3351.653066 = -3524474.217263 nChanged 8 SP:Iteration 52Q (1147.040000 sec): 3 clusters Score: Raw -3527827.778922 + Penalty 3351.653066 = -3524476.125855 nChanged 4 SP:Iteration 53Q (1147.090000 sec): 3 clusters Score: Raw -3527829.237988 + Penalty 3351.653066 = -3524477.584922 nChanged 7 SP:Iteration 54Q (1147.150000 sec): 3 clusters Score: Raw -3527831.291788 + Penalty 3351.653066 = -3524479.638722 nChanged 4 SP:Iteration 55Q (1147.210000 sec): 3 clusters Score: Raw -3527832.555705 + Penalty 3351.653066 = -3524480.902639 nChanged 7 SP:Iteration 56Q (1147.270000 sec): 3 clusters Score: Raw -3527833.830521 + Penalty 3351.653066 = -3524482.177455 nChanged 5 SP:Iteration 57Q (1147.320000 sec): 3 clusters Score: Raw -3527834.617694 + Penalty 3351.653066 = -3524482.964628 nChanged 3 SP:Iteration 58Q (1147.380000 sec): 3 clusters Score: Raw -3527835.484616 + Penalty 3351.653066 = -3524483.831550 nChanged 7 SP:Iteration 59Q (1147.440000 sec): 3 clusters Score: Raw -3527836.956233 + Penalty 3351.653066 = -3524485.303166 nChanged 1 SP:Iteration 60F (1147.520000 sec): 3 clusters Score: Raw -3527837.546457 + Penalty 3351.653066 = -3524485.893391 nChanged 1 SP:Iteration 61Q (1147.580000 sec): 3 clusters Score: Raw -3527837.651446 + Penalty 3351.653066 = -3524485.998380 nChanged 0 SP:Iteration 62F (1147.660000 sec): 3 clusters Score: Raw -3527837.651446 + Penalty 3351.653066 = -3524485.998380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.680000 sec): 2 clusters Score: Raw -174971.056566 + Penalty 1198.682571 = -173772.373996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.690000 sec): 3 clusters Score: Raw -174430.733629 + Penalty 2397.365141 = -172033.368488 nChanged 550 SP:Iteration 1F (1147.690000 sec): 3 clusters Score: Raw -174986.166166 + Penalty 2397.365141 = -172588.801025 nChanged 183 SP:Iteration 2F (1147.700000 sec): 3 clusters Score: Raw -175402.263200 + Penalty 2397.365141 = -173004.898059 nChanged 153 SP:Iteration 3F (1147.700000 sec): 3 clusters Score: Raw -175775.994780 + Penalty 2397.365141 = -173378.629639 nChanged 104 SP:Iteration 4F (1147.700000 sec): 3 clusters Score: Raw -175986.846657 + Penalty 2397.365141 = -173589.481516 nChanged 59 SP:Iteration 5Q (1147.710000 sec): 3 clusters Score: Raw -176069.881497 + Penalty 2397.365141 = -173672.516356 nChanged 29 SP:Iteration 6Q (1147.710000 sec): 3 clusters Score: Raw -176104.702538 + Penalty 2397.365141 = -173707.337397 nChanged 13 SP:Iteration 7Q (1147.720000 sec): 3 clusters Score: Raw -176118.129637 + Penalty 2397.365141 = -173720.764496 nChanged 4 SP:Iteration 8Q (1147.720000 sec): 3 clusters Score: Raw -176120.831735 + Penalty 2397.365141 = -173723.466594 nChanged 0 SP:Iteration 9F (1147.720000 sec): 3 clusters Score: Raw -176120.831735 + Penalty 2397.365141 = -173723.466594 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (32114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.830000 sec): 2 clusters Score: Raw -3762773.619946 + Penalty 1686.270195 = -3761087.349752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.920000 sec): 3 clusters Score: Raw -3742938.644365 + Penalty 3372.540389 = -3739566.103976 nChanged 14795 SP:Iteration 1F (1148.000000 sec): 3 clusters Score: Raw -3751186.360347 + Penalty 3372.540389 = -3747813.819958 nChanged 1559 SP:Iteration 2Q (1148.090000 sec): 3 clusters Score: Raw -3751814.177046 + Penalty 3372.540389 = -3748441.636657 nChanged 1806 SP:Iteration 3F (1148.170000 sec): 3 clusters Score: Raw -3752748.518299 + Penalty 3372.540389 = -3749375.977910 nChanged 2187 SP:Iteration 4F (1148.260000 sec): 3 clusters Score: Raw -3754230.095520 + Penalty 3372.540389 = -3750857.555131 nChanged 2536 SP:Iteration 5F (1148.340000 sec): 3 clusters Score: Raw -3756331.830172 + Penalty 3372.540389 = -3752959.289783 nChanged 2539 SP:Iteration 6F (1148.420000 sec): 3 clusters Score: Raw -3758833.530636 + Penalty 3372.540389 = -3755460.990247 nChanged 2019 SP:Iteration 7F (1148.510000 sec): 3 clusters Score: Raw -3760824.001107 + Penalty 3372.540389 = -3757451.460718 nChanged 1275 SP:Iteration 8Q (1148.590000 sec): 3 clusters Score: Raw -3762020.184794 + Penalty 3372.540389 = -3758647.644405 nChanged 762 SP:Iteration 9Q (1148.670000 sec): 3 clusters Score: Raw -3762645.805043 + Penalty 3372.540389 = -3759273.264654 nChanged 438 SP:Iteration 10Q (1148.740000 sec): 3 clusters Score: Raw -3762925.504606 + Penalty 3372.540389 = -3759552.964216 nChanged 260 SP:Iteration 11Q (1148.800000 sec): 3 clusters Score: Raw -3763052.840311 + Penalty 3372.540389 = -3759680.299922 nChanged 151 SP:Iteration 12Q (1148.870000 sec): 3 clusters Score: Raw -3763117.242327 + Penalty 3372.540389 = -3759744.701938 nChanged 118 SP:Iteration 13Q (1148.940000 sec): 3 clusters Score: Raw -3763168.269146 + Penalty 3372.540389 = -3759795.728757 nChanged 105 SP:Iteration 14Q (1149.000000 sec): 3 clusters Score: Raw -3763205.270702 + Penalty 3372.540389 = -3759832.730313 nChanged 74 SP:Iteration 15Q (1149.070000 sec): 3 clusters Score: Raw -3763226.193666 + Penalty 3372.540389 = -3759853.653277 nChanged 53 SP:Iteration 16Q (1149.130000 sec): 3 clusters Score: Raw -3763239.965157 + Penalty 3372.540389 = -3759867.424768 nChanged 35 SP:Iteration 17Q (1149.200000 sec): 3 clusters Score: Raw -3763246.830322 + Penalty 3372.540389 = -3759874.289933 nChanged 27 SP:Iteration 18Q (1149.260000 sec): 3 clusters Score: Raw -3763252.165526 + Penalty 3372.540389 = -3759879.625137 nChanged 19 SP:Iteration 19Q (1149.320000 sec): 3 clusters Score: Raw -3763256.382821 + Penalty 3372.540389 = -3759883.842432 nChanged 21 SP:Iteration 20F (1149.400000 sec): 3 clusters Score: Raw -3763261.425864 + Penalty 3372.540389 = -3759888.885475 nChanged 15 SP:Iteration 21Q (1149.470000 sec): 3 clusters Score: Raw -3763265.195352 + Penalty 3372.540389 = -3759892.654963 nChanged 15 SP:Iteration 22Q (1149.530000 sec): 3 clusters Score: Raw -3763268.693360 + Penalty 3372.540389 = -3759896.152971 nChanged 12 SP:Iteration 23Q (1149.600000 sec): 3 clusters Score: Raw -3763271.073198 + Penalty 3372.540389 = -3759898.532809 nChanged 9 SP:Iteration 24Q (1149.660000 sec): 3 clusters Score: Raw -3763273.113722 + Penalty 3372.540389 = -3759900.573333 nChanged 11 SP:Iteration 25Q (1149.730000 sec): 3 clusters Score: Raw -3763274.830242 + Penalty 3372.540389 = -3759902.289853 nChanged 9 SP:Iteration 26Q (1149.790000 sec): 3 clusters Score: Raw -3763277.570524 + Penalty 3372.540389 = -3759905.030135 nChanged 11 SP:Iteration 27Q (1149.860000 sec): 3 clusters Score: Raw -3763279.548800 + Penalty 3372.540389 = -3759907.008411 nChanged 11 SP:Iteration 28Q (1149.920000 sec): 3 clusters Score: Raw -3763281.330594 + Penalty 3372.540389 = -3759908.790205 nChanged 8 SP:Iteration 29Q (1149.990000 sec): 3 clusters Score: Raw -3763282.185123 + Penalty 3372.540389 = -3759909.644734 nChanged 5 SP:Iteration 30Q (1150.050000 sec): 3 clusters Score: Raw -3763283.295312 + Penalty 3372.540389 = -3759910.754923 nChanged 10 SP:Iteration 31Q (1150.110000 sec): 3 clusters Score: Raw -3763286.972714 + Penalty 3372.540389 = -3759914.432325 nChanged 17 SP:Iteration 32Q (1150.180000 sec): 3 clusters Score: Raw -3763290.158185 + Penalty 3372.540389 = -3759917.617796 nChanged 12 SP:Iteration 33Q (1150.240000 sec): 3 clusters Score: Raw -3763292.958341 + Penalty 3372.540389 = -3759920.417952 nChanged 12 SP:Iteration 34Q (1150.300000 sec): 3 clusters Score: Raw -3763296.303468 + Penalty 3372.540389 = -3759923.763079 nChanged 11 SP:Iteration 35Q (1150.360000 sec): 3 clusters Score: Raw -3763297.870721 + Penalty 3372.540389 = -3759925.330332 nChanged 6 SP:Iteration 36Q (1150.430000 sec): 3 clusters Score: Raw -3763299.316767 + Penalty 3372.540389 = -3759926.776377 nChanged 3 SP:Iteration 37Q (1150.490000 sec): 3 clusters Score: Raw -3763299.884337 + Penalty 3372.540389 = -3759927.343948 nChanged 3 SP:Iteration 38Q (1150.550000 sec): 3 clusters Score: Raw -3763300.908585 + Penalty 3372.540389 = -3759928.368196 nChanged 4 SP:Iteration 39Q (1150.610000 sec): 3 clusters Score: Raw -3763301.294115 + Penalty 3372.540389 = -3759928.753726 nChanged 2 SP:Iteration 40F (1150.700000 sec): 3 clusters Score: Raw -3763301.727079 + Penalty 3372.540389 = -3759929.186690 nChanged 4 SP:Iteration 41Q (1150.760000 sec): 3 clusters Score: Raw -3763302.418489 + Penalty 3372.540389 = -3759929.878100 nChanged 3 SP:Iteration 42Q (1150.820000 sec): 3 clusters Score: Raw -3763302.787376 + Penalty 3372.540389 = -3759930.246987 nChanged 3 SP:Iteration 43Q (1150.890000 sec): 3 clusters Score: Raw -3763303.507815 + Penalty 3372.540389 = -3759930.967426 nChanged 1 SP:Iteration 44Q (1150.950000 sec): 3 clusters Score: Raw -3763303.620211 + Penalty 3372.540389 = -3759931.079822 nChanged 1 SP:Iteration 45Q (1151.010000 sec): 3 clusters Score: Raw -3763303.726250 + Penalty 3372.540389 = -3759931.185861 nChanged 2 SP:Iteration 46Q (1151.070000 sec): 3 clusters Score: Raw -3763303.939268 + Penalty 3372.540389 = -3759931.398879 nChanged 1 SP:Iteration 47Q (1151.130000 sec): 3 clusters Score: Raw -3763304.022503 + Penalty 3372.540389 = -3759931.482114 nChanged 1 SP:Iteration 48Q (1151.200000 sec): 3 clusters Score: Raw -3763304.130682 + Penalty 3372.540389 = -3759931.590293 nChanged 0 SP:Iteration 49F (1151.280000 sec): 3 clusters Score: Raw -3763304.130682 + Penalty 3372.540389 = -3759931.590293 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 16 (5367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.310000 sec): 2 clusters Score: Raw -611041.231911 + Penalty 1395.553960 = -609645.677950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.320000 sec): 3 clusters Score: Raw -608241.456514 + Penalty 2791.107921 = -605450.348593 nChanged 2178 SP:Iteration 1F (1151.340000 sec): 3 clusters Score: Raw -609472.364769 + Penalty 2791.107921 = -606681.256848 nChanged 390 SP:Iteration 2F (1151.350000 sec): 3 clusters Score: Raw -609702.651321 + Penalty 2791.107921 = -606911.543401 nChanged 270 SP:Iteration 3F (1151.370000 sec): 3 clusters Score: Raw -609862.874362 + Penalty 2791.107921 = -607071.766441 nChanged 257 SP:Iteration 4Q (1151.380000 sec): 3 clusters Score: Raw -609992.663981 + Penalty 2791.107921 = -607201.556060 nChanged 213 SP:Iteration 5Q (1151.390000 sec): 3 clusters Score: Raw -610099.209905 + Penalty 2791.107921 = -607308.101984 nChanged 191 SP:Iteration 6Q (1151.410000 sec): 3 clusters Score: Raw -610199.677914 + Penalty 2791.107921 = -607408.569993 nChanged 180 SP:Iteration 7Q (1151.420000 sec): 3 clusters Score: Raw -610295.968498 + Penalty 2791.107921 = -607504.860577 nChanged 171 SP:Iteration 8Q (1151.430000 sec): 3 clusters Score: Raw -610396.891630 + Penalty 2791.107921 = -607605.783709 nChanged 166 SP:Iteration 9Q (1151.450000 sec): 3 clusters Score: Raw -610505.006178 + Penalty 2791.107921 = -607713.898257 nChanged 150 SP:Iteration 10Q (1151.460000 sec): 3 clusters Score: Raw -610591.927403 + Penalty 2791.107921 = -607800.819482 nChanged 160 SP:Iteration 11Q (1151.470000 sec): 3 clusters Score: Raw -610674.565901 + Penalty 2791.107921 = -607883.457980 nChanged 133 SP:Iteration 12Q (1151.490000 sec): 3 clusters Score: Raw -610738.807428 + Penalty 2791.107921 = -607947.699507 nChanged 102 SP:Iteration 13Q (1151.500000 sec): 3 clusters Score: Raw -610783.149265 + Penalty 2791.107921 = -607992.041344 nChanged 93 SP:Iteration 14Q (1151.510000 sec): 3 clusters Score: Raw -610819.075128 + Penalty 2791.107921 = -608027.967207 nChanged 78 SP:Iteration 15Q (1151.530000 sec): 3 clusters Score: Raw -610849.638797 + Penalty 2791.107921 = -608058.530876 nChanged 80 SP:Iteration 16Q (1151.540000 sec): 3 clusters Score: Raw -610879.551921 + Penalty 2791.107921 = -608088.444000 nChanged 72 SP:Iteration 17Q (1151.550000 sec): 3 clusters Score: Raw -610906.698455 + Penalty 2791.107921 = -608115.590534 nChanged 47 SP:Iteration 18Q (1151.560000 sec): 3 clusters Score: Raw -610919.714606 + Penalty 2791.107921 = -608128.606685 nChanged 42 SP:Iteration 19Q (1151.570000 sec): 3 clusters Score: Raw -610930.941656 + Penalty 2791.107921 = -608139.833735 nChanged 38 SP:Iteration 20F (1151.590000 sec): 3 clusters Score: Raw -610944.180721 + Penalty 2791.107921 = -608153.072800 nChanged 39 SP:Iteration 21Q (1151.600000 sec): 3 clusters Score: Raw -610956.924426 + Penalty 2791.107921 = -608165.816505 nChanged 41 SP:Iteration 22Q (1151.610000 sec): 3 clusters Score: Raw -610970.753855 + Penalty 2791.107921 = -608179.645934 nChanged 39 SP:Iteration 23Q (1151.630000 sec): 3 clusters Score: Raw -610983.542772 + Penalty 2791.107921 = -608192.434851 nChanged 41 SP:Iteration 24Q (1151.640000 sec): 3 clusters Score: Raw -610996.933830 + Penalty 2791.107921 = -608205.825909 nChanged 39 SP:Iteration 25Q (1151.650000 sec): 3 clusters Score: Raw -611012.094656 + Penalty 2791.107921 = -608220.986736 nChanged 37 SP:Iteration 26Q (1151.670000 sec): 3 clusters Score: Raw -611025.552381 + Penalty 2791.107921 = -608234.444460 nChanged 31 SP:Iteration 27Q (1151.680000 sec): 3 clusters Score: Raw -611035.687297 + Penalty 2791.107921 = -608244.579376 nChanged 29 SP:Iteration 28Q (1151.690000 sec): 3 clusters Score: Raw -611045.877463 + Penalty 2791.107921 = -608254.769542 nChanged 30 SP:Iteration 29Q (1151.700000 sec): 3 clusters Score: Raw -611055.638882 + Penalty 2791.107921 = -608264.530961 nChanged 23 SP:Iteration 30Q (1151.710000 sec): 3 clusters Score: Raw -611062.809288 + Penalty 2791.107921 = -608271.701367 nChanged 23 SP:Iteration 31Q (1151.730000 sec): 3 clusters Score: Raw -611069.706324 + Penalty 2791.107921 = -608278.598403 nChanged 22 SP:Iteration 32Q (1151.740000 sec): 3 clusters Score: Raw -611075.819403 + Penalty 2791.107921 = -608284.711482 nChanged 26 SP:Iteration 33Q (1151.750000 sec): 3 clusters Score: Raw -611082.405619 + Penalty 2791.107921 = -608291.297698 nChanged 12 SP:Iteration 34Q (1151.760000 sec): 3 clusters Score: Raw -611084.849806 + Penalty 2791.107921 = -608293.741885 nChanged 11 SP:Iteration 35Q (1151.770000 sec): 3 clusters Score: Raw -611086.812846 + Penalty 2791.107921 = -608295.704925 nChanged 12 SP:Iteration 36Q (1151.790000 sec): 3 clusters Score: Raw -611089.749652 + Penalty 2791.107921 = -608298.641731 nChanged 11 SP:Iteration 37Q (1151.800000 sec): 3 clusters Score: Raw -611092.050262 + Penalty 2791.107921 = -608300.942341 nChanged 10 SP:Iteration 38Q (1151.810000 sec): 3 clusters Score: Raw -611094.202705 + Penalty 2791.107921 = -608303.094784 nChanged 9 SP:Iteration 39Q (1151.820000 sec): 3 clusters Score: Raw -611096.455653 + Penalty 2791.107921 = -608305.347732 nChanged 3 SP:Iteration 40F (1151.840000 sec): 3 clusters Score: Raw -611097.003941 + Penalty 2791.107921 = -608305.896020 nChanged 6 SP:Iteration 41Q (1151.850000 sec): 3 clusters Score: Raw -611098.536196 + Penalty 2791.107921 = -608307.428275 nChanged 5 SP:Iteration 42Q (1151.860000 sec): 3 clusters Score: Raw -611099.805265 + Penalty 2791.107921 = -608308.697344 nChanged 3 SP:Iteration 43Q (1151.870000 sec): 3 clusters Score: Raw -611100.224714 + Penalty 2791.107921 = -608309.116793 nChanged 3 SP:Iteration 44Q (1151.890000 sec): 3 clusters Score: Raw -611100.702464 + Penalty 2791.107921 = -608309.594543 nChanged 4 SP:Iteration 45Q (1151.900000 sec): 3 clusters Score: Raw -611101.501304 + Penalty 2791.107921 = -608310.393383 nChanged 3 SP:Iteration 46Q (1151.910000 sec): 3 clusters Score: Raw -611102.110246 + Penalty 2791.107921 = -608311.002325 nChanged 2 SP:Iteration 47Q (1151.920000 sec): 3 clusters Score: Raw -611102.521290 + Penalty 2791.107921 = -608311.413369 nChanged 1 SP:Iteration 48Q (1151.930000 sec): 3 clusters Score: Raw -611102.744312 + Penalty 2791.107921 = -608311.636391 nChanged 1 SP:Iteration 49Q (1151.950000 sec): 3 clusters Score: Raw -611102.911134 + Penalty 2791.107921 = -608311.803213 nChanged 0 SP:Iteration 50F (1151.960000 sec): 3 clusters Score: Raw -611102.911134 + Penalty 2791.107921 = -608311.803213 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 17 (80781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.210000 sec): 2 clusters Score: Raw -9344704.131201 + Penalty 1836.168274 = -9342867.962928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.430000 sec): 3 clusters Score: Raw -9292403.171065 + Penalty 3672.336547 = -9288730.834518 nChanged 38396 SP:Iteration 1F (1152.650000 sec): 3 clusters Score: Raw -9314733.133849 + Penalty 3672.336547 = -9311060.797301 nChanged 2760 SP:Iteration 2Q (1152.870000 sec): 3 clusters Score: Raw -9315455.661793 + Penalty 3672.336547 = -9311783.325246 nChanged 2944 SP:Iteration 3Q (1153.090000 sec): 3 clusters Score: Raw -9316374.036695 + Penalty 3672.336547 = -9312701.700148 nChanged 3353 SP:Iteration 4Q (1153.310000 sec): 3 clusters Score: Raw -9317668.729091 + Penalty 3672.336547 = -9313996.392544 nChanged 4095 SP:Iteration 5F (1153.540000 sec): 3 clusters Score: Raw -9319784.903990 + Penalty 3672.336547 = -9316112.567443 nChanged 5060 SP:Iteration 6F (1153.750000 sec): 3 clusters Score: Raw -9323128.036463 + Penalty 3672.336547 = -9319455.699916 nChanged 5792 SP:Iteration 7F (1153.970000 sec): 3 clusters Score: Raw -9327767.036956 + Penalty 3672.336547 = -9324094.700408 nChanged 5843 SP:Iteration 8F (1154.190000 sec): 3 clusters Score: Raw -9333057.465775 + Penalty 3672.336547 = -9329385.129227 nChanged 4785 SP:Iteration 9F (1154.400000 sec): 3 clusters Score: Raw -9337528.160769 + Penalty 3672.336547 = -9333855.824222 nChanged 3206 SP:Iteration 10Q (1154.600000 sec): 3 clusters Score: Raw -9340486.964314 + Penalty 3672.336547 = -9336814.627766 nChanged 2021 SP:Iteration 11Q (1154.790000 sec): 3 clusters Score: Raw -9342284.249942 + Penalty 3672.336547 = -9338611.913394 nChanged 1245 SP:Iteration 12Q (1154.960000 sec): 3 clusters Score: Raw -9343234.225491 + Penalty 3672.336547 = -9339561.888944 nChanged 819 SP:Iteration 13Q (1155.130000 sec): 3 clusters Score: Raw -9343763.342136 + Penalty 3672.336547 = -9340091.005589 nChanged 627 SP:Iteration 14Q (1155.310000 sec): 3 clusters Score: Raw -9344107.345179 + Penalty 3672.336547 = -9340435.008632 nChanged 447 SP:Iteration 15Q (1155.470000 sec): 3 clusters Score: Raw -9344323.131816 + Penalty 3672.336547 = -9340650.795269 nChanged 358 SP:Iteration 16Q (1155.630000 sec): 3 clusters Score: Raw -9344496.149049 + Penalty 3672.336547 = -9340823.812502 nChanged 271 SP:Iteration 17Q (1155.790000 sec): 3 clusters Score: Raw -9344604.821810 + Penalty 3672.336547 = -9340932.485263 nChanged 213 SP:Iteration 18Q (1155.950000 sec): 3 clusters Score: Raw -9344678.707219 + Penalty 3672.336547 = -9341006.370671 nChanged 169 SP:Iteration 19Q (1156.110000 sec): 3 clusters Score: Raw -9344735.053437 + Penalty 3672.336547 = -9341062.716890 nChanged 144 SP:Iteration 20F (1156.330000 sec): 3 clusters Score: Raw -9344780.981965 + Penalty 3672.336547 = -9341108.645418 nChanged 114 SP:Iteration 21Q (1156.490000 sec): 3 clusters Score: Raw -9344810.899770 + Penalty 3672.336547 = -9341138.563222 nChanged 82 SP:Iteration 22Q (1156.650000 sec): 3 clusters Score: Raw -9344832.164385 + Penalty 3672.336547 = -9341159.827837 nChanged 67 SP:Iteration 23Q (1156.810000 sec): 3 clusters Score: Raw -9344849.928094 + Penalty 3672.336547 = -9341177.591547 nChanged 67 SP:Iteration 24Q (1156.970000 sec): 3 clusters Score: Raw -9344869.957552 + Penalty 3672.336547 = -9341197.621004 nChanged 62 SP:Iteration 25Q (1157.130000 sec): 3 clusters Score: Raw -9344888.858003 + Penalty 3672.336547 = -9341216.521456 nChanged 63 SP:Iteration 26Q (1157.280000 sec): 3 clusters Score: Raw -9344908.892443 + Penalty 3672.336547 = -9341236.555896 nChanged 70 SP:Iteration 27Q (1157.440000 sec): 3 clusters Score: Raw -9344932.486074 + Penalty 3672.336547 = -9341260.149526 nChanged 59 SP:Iteration 28Q (1157.600000 sec): 3 clusters Score: Raw -9344949.802043 + Penalty 3672.336547 = -9341277.465496 nChanged 48 SP:Iteration 29Q (1157.750000 sec): 3 clusters Score: Raw -9344963.090398 + Penalty 3672.336547 = -9341290.753850 nChanged 41 SP:Iteration 30Q (1157.910000 sec): 3 clusters Score: Raw -9344975.729560 + Penalty 3672.336547 = -9341303.393013 nChanged 48 SP:Iteration 31Q (1158.070000 sec): 3 clusters Score: Raw -9344988.540732 + Penalty 3672.336547 = -9341316.204185 nChanged 38 SP:Iteration 32Q (1158.230000 sec): 3 clusters Score: Raw -9344996.759373 + Penalty 3672.336547 = -9341324.422826 nChanged 35 SP:Iteration 33Q (1158.380000 sec): 3 clusters Score: Raw -9345005.612807 + Penalty 3672.336547 = -9341333.276260 nChanged 32 SP:Iteration 34Q (1158.540000 sec): 3 clusters Score: Raw -9345013.470053 + Penalty 3672.336547 = -9341341.133506 nChanged 24 SP:Iteration 35Q (1158.700000 sec): 3 clusters Score: Raw -9345019.877677 + Penalty 3672.336547 = -9341347.541130 nChanged 23 SP:Iteration 36Q (1158.860000 sec): 3 clusters Score: Raw -9345025.450690 + Penalty 3672.336547 = -9341353.114143 nChanged 18 SP:Iteration 37Q (1159.020000 sec): 3 clusters Score: Raw -9345028.693514 + Penalty 3672.336547 = -9341356.356967 nChanged 15 SP:Iteration 38Q (1159.170000 sec): 3 clusters Score: Raw -9345032.144620 + Penalty 3672.336547 = -9341359.808072 nChanged 14 SP:Iteration 39Q (1159.330000 sec): 3 clusters Score: Raw -9345034.554993 + Penalty 3672.336547 = -9341362.218446 nChanged 8 SP:Iteration 40F (1159.550000 sec): 3 clusters Score: Raw -9345035.630353 + Penalty 3672.336547 = -9341363.293806 nChanged 3 SP:Iteration 41Q (1159.700000 sec): 3 clusters Score: Raw -9345036.049728 + Penalty 3672.336547 = -9341363.713181 nChanged 3 SP:Iteration 42Q (1159.860000 sec): 3 clusters Score: Raw -9345036.406573 + Penalty 3672.336547 = -9341364.070026 nChanged 4 SP:Iteration 43Q (1160.020000 sec): 3 clusters Score: Raw -9345037.068741 + Penalty 3672.336547 = -9341364.732194 nChanged 4 SP:Iteration 44Q (1160.170000 sec): 3 clusters Score: Raw -9345037.755026 + Penalty 3672.336547 = -9341365.418479 nChanged 6 SP:Iteration 45Q (1160.330000 sec): 3 clusters Score: Raw -9345039.103062 + Penalty 3672.336547 = -9341366.766515 nChanged 9 SP:Iteration 46Q (1160.480000 sec): 3 clusters Score: Raw -9345041.633854 + Penalty 3672.336547 = -9341369.297307 nChanged 8 SP:Iteration 47Q (1160.640000 sec): 3 clusters Score: Raw -9345043.609489 + Penalty 3672.336547 = -9341371.272942 nChanged 6 SP:Iteration 48Q (1160.800000 sec): 3 clusters Score: Raw -9345044.782077 + Penalty 3672.336547 = -9341372.445530 nChanged 6 SP:Iteration 49Q (1160.960000 sec): 3 clusters Score: Raw -9345046.165320 + Penalty 3672.336547 = -9341373.828773 nChanged 11 SP:Iteration 50Q (1161.120000 sec): 3 clusters Score: Raw -9345048.165711 + Penalty 3672.336547 = -9341375.829164 nChanged 8 SP:Iteration 51Q (1161.280000 sec): 3 clusters Score: Raw -9345049.295098 + Penalty 3672.336547 = -9341376.958550 nChanged 3 SP:Iteration 52Q (1161.430000 sec): 3 clusters Score: Raw -9345049.797808 + Penalty 3672.336547 = -9341377.461261 nChanged 1 SP:Iteration 53Q (1161.580000 sec): 3 clusters Score: Raw -9345049.937755 + Penalty 3672.336547 = -9341377.601208 nChanged 1 SP:Iteration 54Q (1161.740000 sec): 3 clusters Score: Raw -9345050.246631 + Penalty 3672.336547 = -9341377.910084 nChanged 4 SP:Iteration 55Q (1161.900000 sec): 3 clusters Score: Raw -9345051.432521 + Penalty 3672.336547 = -9341379.095974 nChanged 10 SP:Iteration 56Q (1162.050000 sec): 3 clusters Score: Raw -9345054.238889 + Penalty 3672.336547 = -9341381.902342 nChanged 8 SP:Iteration 57Q (1162.210000 sec): 3 clusters Score: Raw -9345055.723720 + Penalty 3672.336547 = -9341383.387172 nChanged 4 SP:Iteration 58Q (1162.370000 sec): 3 clusters Score: Raw -9345056.224472 + Penalty 3672.336547 = -9341383.887925 nChanged 2 SP:Iteration 59Q (1162.520000 sec): 3 clusters Score: Raw -9345056.707261 + Penalty 3672.336547 = -9341384.370714 nChanged 1 SP:Iteration 60F (1162.740000 sec): 3 clusters Score: Raw -9345057.122447 + Penalty 3672.336547 = -9341384.785900 nChanged 1 SP:Iteration 61Q (1162.900000 sec): 3 clusters Score: Raw -9345057.253827 + Penalty 3672.336547 = -9341384.917280 nChanged 0 SP:Iteration 62F (1163.110000 sec): 3 clusters Score: Raw -9345057.253827 + Penalty 3672.336547 = -9341384.917280 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 18 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.150000 sec): 2 clusters Score: Raw -120461.663264 + Penalty 1138.735100 = -119322.928164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.160000 sec): 3 clusters Score: Raw -120112.801321 + Penalty 2277.470200 = -117835.331122 nChanged 328 SP:Iteration 1F (1163.160000 sec): 3 clusters Score: Raw -120452.007933 + Penalty 2277.470200 = -118174.537734 nChanged 89 SP:Iteration 2F (1163.160000 sec): 3 clusters Score: Raw -120568.846462 + Penalty 2277.470200 = -118291.376262 nChanged 48 SP:Iteration 3Q (1163.160000 sec): 3 clusters Score: Raw -120617.033536 + Penalty 2277.470200 = -118339.563336 nChanged 28 SP:Iteration 4Q (1163.170000 sec): 3 clusters Score: Raw -120644.641358 + Penalty 2277.470200 = -118367.171159 nChanged 20 SP:Iteration 5Q (1163.170000 sec): 3 clusters Score: Raw -120661.079551 + Penalty 2277.470200 = -118383.609351 nChanged 10 SP:Iteration 6Q (1163.170000 sec): 3 clusters Score: Raw -120667.630218 + Penalty 2277.470200 = -118390.160018 nChanged 7 SP:Iteration 7Q (1163.180000 sec): 3 clusters Score: Raw -120672.322423 + Penalty 2277.470200 = -118394.852224 nChanged 5 SP:Iteration 8Q (1163.180000 sec): 3 clusters Score: Raw -120676.473051 + Penalty 2277.470200 = -118399.002851 nChanged 5 SP:Iteration 9Q (1163.180000 sec): 3 clusters Score: Raw -120681.341071 + Penalty 2277.470200 = -118403.870872 nChanged 7 SP:Iteration 10Q (1163.180000 sec): 3 clusters Score: Raw -120688.963551 + Penalty 2277.470200 = -118411.493352 nChanged 10 SP:Iteration 11Q (1163.180000 sec): 3 clusters Score: Raw -120698.437858 + Penalty 2277.470200 = -118420.967659 nChanged 8 SP:Iteration 12Q (1163.190000 sec): 3 clusters Score: Raw -120706.324060 + Penalty 2277.470200 = -118428.853860 nChanged 11 SP:Iteration 13Q (1163.190000 sec): 3 clusters Score: Raw -120718.138288 + Penalty 2277.470200 = -118440.668088 nChanged 9 SP:Iteration 14Q (1163.190000 sec): 3 clusters Score: Raw -120725.827439 + Penalty 2277.470200 = -118448.357239 nChanged 5 SP:Iteration 15Q (1163.200000 sec): 3 clusters Score: Raw -120728.583097 + Penalty 2277.470200 = -118451.112897 nChanged 3 SP:Iteration 16Q (1163.200000 sec): 3 clusters Score: Raw -120731.285838 + Penalty 2277.470200 = -118453.815638 nChanged 3 SP:Iteration 17Q (1163.200000 sec): 3 clusters Score: Raw -120734.318907 + Penalty 2277.470200 = -118456.848707 nChanged 7 SP:Iteration 18Q (1163.200000 sec): 3 clusters Score: Raw -120741.637540 + Penalty 2277.470200 = -118464.167340 nChanged 10 SP:Iteration 19Q (1163.200000 sec): 3 clusters Score: Raw -120755.929279 + Penalty 2277.470200 = -118478.459079 nChanged 9 SP:Iteration 20F (1163.210000 sec): 3 clusters Score: Raw -120769.548134 + Penalty 2277.470200 = -118492.077935 nChanged 12 SP:Iteration 21Q (1163.210000 sec): 3 clusters Score: Raw -120780.113818 + Penalty 2277.470200 = -118502.643618 nChanged 9 SP:Iteration 22Q (1163.210000 sec): 3 clusters Score: Raw -120789.047137 + Penalty 2277.470200 = -118511.576937 nChanged 10 SP:Iteration 23Q (1163.220000 sec): 3 clusters Score: Raw -120797.084939 + Penalty 2277.470200 = -118519.614740 nChanged 7 SP:Iteration 24Q (1163.220000 sec): 3 clusters Score: Raw -120801.721782 + Penalty 2277.470200 = -118524.251583 nChanged 5 SP:Iteration 25Q (1163.220000 sec): 3 clusters Score: Raw -120804.590448 + Penalty 2277.470200 = -118527.120248 nChanged 5 SP:Iteration 26Q (1163.220000 sec): 3 clusters Score: Raw -120806.873928 + Penalty 2277.470200 = -118529.403729 nChanged 2 SP:Iteration 27Q (1163.220000 sec): 3 clusters Score: Raw -120807.716645 + Penalty 2277.470200 = -118530.246445 nChanged 3 SP:Iteration 28Q (1163.230000 sec): 3 clusters Score: Raw -120809.686586 + Penalty 2277.470200 = -118532.216386 nChanged 1 SP:Iteration 29Q (1163.230000 sec): 3 clusters Score: Raw -120810.003228 + Penalty 2277.470200 = -118532.533029 nChanged 0 SP:Iteration 30F (1163.230000 sec): 3 clusters Score: Raw -120810.003228 + Penalty 2277.470200 = -118532.533029 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.240000 sec): 2 clusters Score: Raw -32935.776209 + Penalty 939.370821 = -31996.405388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.240000 sec): 3 clusters Score: Raw -32975.740195 + Penalty 1878.741643 = -31096.998552 nChanged 70 SP:Iteration 1F (1163.240000 sec): 3 clusters Score: Raw -33138.941631 + Penalty 1878.741643 = -31260.199989 nChanged 16 SP:Iteration 2Q (1163.240000 sec): 3 clusters Score: Raw -33209.296643 + Penalty 1878.741643 = -31330.555000 nChanged 10 SP:Iteration 3Q (1163.240000 sec): 3 clusters Score: Raw -33274.440149 + Penalty 1878.741643 = -31395.698507 nChanged 9 SP:Iteration 4Q (1163.240000 sec): 3 clusters Score: Raw -33336.262020 + Penalty 1878.741643 = -31457.520378 nChanged 10 SP:Iteration 5Q (1163.240000 sec): 3 clusters Score: Raw -33426.768536 + Penalty 1878.741643 = -31548.026894 nChanged 11 SP:Iteration 6Q (1163.240000 sec): 3 clusters Score: Raw -33526.785447 + Penalty 1878.741643 = -31648.043805 nChanged 16 SP:Iteration 7Q (1163.240000 sec): 3 clusters Score: Raw -33626.621547 + Penalty 1878.741643 = -31747.879905 nChanged 19 SP:Iteration 8F (1163.240000 sec): 3 clusters Score: Raw -33728.421474 + Penalty 1878.741643 = -31849.679832 nChanged 18 SP:Iteration 9F (1163.240000 sec): 3 clusters Score: Raw -33785.976471 + Penalty 1878.741643 = -31907.234828 nChanged 10 SP:Iteration 10Q (1163.240000 sec): 3 clusters Score: Raw -33821.616801 + Penalty 1878.741643 = -31942.875158 nChanged 6 SP:Iteration 11Q (1163.240000 sec): 3 clusters Score: Raw -33843.629700 + Penalty 1878.741643 = -31964.888057 nChanged 8 SP:Iteration 12Q (1163.250000 sec): 3 clusters Score: Raw -33872.282736 + Penalty 1878.741643 = -31993.541093 nChanged 4 SP:Iteration 13Q (1163.250000 sec): 3 clusters Score: Raw -33892.669144 + Penalty 1878.741643 = -32013.927501 nChanged 1 SP:Iteration 14Q (1163.250000 sec): 3 clusters Score: Raw -33895.668716 + Penalty 1878.741643 = -32016.927074 nChanged 1 SP:Iteration 15Q (1163.250000 sec): 3 clusters Score: Raw -33898.514192 + Penalty 1878.741643 = -32019.772549 nChanged 2 SP:Iteration 16Q (1163.250000 sec): 3 clusters Score: Raw -33907.403473 + Penalty 1878.741643 = -32028.661830 nChanged 0 SP:Iteration 17F (1163.250000 sec): 3 clusters Score: Raw -33907.403473 + Penalty 1878.741643 = -32028.661830 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 3.13 GB. Trying to split cluster 20 (32656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.360000 sec): 2 clusters Score: Raw -3843892.504511 + Penalty 1688.989881 = -3842203.514630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.440000 sec): 3 clusters Score: Raw -3823584.529531 + Penalty 3377.979763 = -3820206.549769 nChanged 15114 SP:Iteration 1F (1163.530000 sec): 3 clusters Score: Raw -3832195.428116 + Penalty 3377.979763 = -3828817.448354 nChanged 1706 SP:Iteration 2F (1163.620000 sec): 3 clusters Score: Raw -3833105.437536 + Penalty 3377.979763 = -3829727.457774 nChanged 2128 SP:Iteration 3F (1163.700000 sec): 3 clusters Score: Raw -3834657.499500 + Penalty 3377.979763 = -3831279.519737 nChanged 2624 SP:Iteration 4F (1163.790000 sec): 3 clusters Score: Raw -3837029.078058 + Penalty 3377.979763 = -3833651.098295 nChanged 2794 SP:Iteration 5F (1163.880000 sec): 3 clusters Score: Raw -3839899.039406 + Penalty 3377.979763 = -3836521.059643 nChanged 2475 SP:Iteration 6F (1163.960000 sec): 3 clusters Score: Raw -3842104.197346 + Penalty 3377.979763 = -3838726.217583 nChanged 1782 SP:Iteration 7F (1164.050000 sec): 3 clusters Score: Raw -3843258.906806 + Penalty 3377.979763 = -3839880.927044 nChanged 1159 SP:Iteration 8Q (1164.140000 sec): 3 clusters Score: Raw -3843800.949634 + Penalty 3377.979763 = -3840422.969871 nChanged 761 SP:Iteration 9Q (1164.220000 sec): 3 clusters Score: Raw -3844076.817301 + Penalty 3377.979763 = -3840698.837538 nChanged 540 SP:Iteration 10Q (1164.310000 sec): 3 clusters Score: Raw -3844228.828463 + Penalty 3377.979763 = -3840850.848700 nChanged 404 SP:Iteration 11Q (1164.390000 sec): 3 clusters Score: Raw -3844323.287739 + Penalty 3377.979763 = -3840945.307977 nChanged 293 SP:Iteration 12Q (1164.480000 sec): 3 clusters Score: Raw -3844382.902965 + Penalty 3377.979763 = -3841004.923202 nChanged 268 SP:Iteration 13Q (1164.560000 sec): 3 clusters Score: Raw -3844428.306325 + Penalty 3377.979763 = -3841050.326563 nChanged 235 SP:Iteration 14Q (1164.640000 sec): 3 clusters Score: Raw -3844462.440272 + Penalty 3377.979763 = -3841084.460509 nChanged 207 SP:Iteration 15Q (1164.730000 sec): 3 clusters Score: Raw -3844491.009336 + Penalty 3377.979763 = -3841113.029573 nChanged 172 SP:Iteration 16Q (1164.810000 sec): 3 clusters Score: Raw -3844512.575800 + Penalty 3377.979763 = -3841134.596037 nChanged 143 SP:Iteration 17Q (1164.890000 sec): 3 clusters Score: Raw -3844528.336775 + Penalty 3377.979763 = -3841150.357012 nChanged 143 SP:Iteration 18Q (1164.970000 sec): 3 clusters Score: Raw -3844544.246992 + Penalty 3377.979763 = -3841166.267229 nChanged 125 SP:Iteration 19Q (1165.050000 sec): 3 clusters Score: Raw -3844559.166867 + Penalty 3377.979763 = -3841181.187104 nChanged 135 SP:Iteration 20F (1165.140000 sec): 3 clusters Score: Raw -3844575.834784 + Penalty 3377.979763 = -3841197.855021 nChanged 126 SP:Iteration 21Q (1165.220000 sec): 3 clusters Score: Raw -3844588.337774 + Penalty 3377.979763 = -3841210.358012 nChanged 110 SP:Iteration 22Q (1165.300000 sec): 3 clusters Score: Raw -3844599.486391 + Penalty 3377.979763 = -3841221.506629 nChanged 107 SP:Iteration 23Q (1165.390000 sec): 3 clusters Score: Raw -3844609.574725 + Penalty 3377.979763 = -3841231.594963 nChanged 98 SP:Iteration 24Q (1165.470000 sec): 3 clusters Score: Raw -3844619.229204 + Penalty 3377.979763 = -3841241.249442 nChanged 105 SP:Iteration 25Q (1165.550000 sec): 3 clusters Score: Raw -3844630.505294 + Penalty 3377.979763 = -3841252.525531 nChanged 114 SP:Iteration 26Q (1165.630000 sec): 3 clusters Score: Raw -3844641.460951 + Penalty 3377.979763 = -3841263.481188 nChanged 85 SP:Iteration 27Q (1165.720000 sec): 3 clusters Score: Raw -3844648.400384 + Penalty 3377.979763 = -3841270.420621 nChanged 93 SP:Iteration 28Q (1165.800000 sec): 3 clusters Score: Raw -3844656.132679 + Penalty 3377.979763 = -3841278.152917 nChanged 78 SP:Iteration 29Q (1165.880000 sec): 3 clusters Score: Raw -3844662.440567 + Penalty 3377.979763 = -3841284.460804 nChanged 96 SP:Iteration 30Q (1165.960000 sec): 3 clusters Score: Raw -3844672.121552 + Penalty 3377.979763 = -3841294.141789 nChanged 96 SP:Iteration 31Q (1166.040000 sec): 3 clusters Score: Raw -3844682.325601 + Penalty 3377.979763 = -3841304.345838 nChanged 101 SP:Iteration 32Q (1166.130000 sec): 3 clusters Score: Raw -3844691.273257 + Penalty 3377.979763 = -3841313.293495 nChanged 88 SP:Iteration 33Q (1166.210000 sec): 3 clusters Score: Raw -3844698.841159 + Penalty 3377.979763 = -3841320.861397 nChanged 83 SP:Iteration 34Q (1166.290000 sec): 3 clusters Score: Raw -3844705.668979 + Penalty 3377.979763 = -3841327.689217 nChanged 79 SP:Iteration 35Q (1166.370000 sec): 3 clusters Score: Raw -3844713.258153 + Penalty 3377.979763 = -3841335.278391 nChanged 100 SP:Iteration 36Q (1166.450000 sec): 3 clusters Score: Raw -3844721.990694 + Penalty 3377.979763 = -3841344.010931 nChanged 96 SP:Iteration 37Q (1166.520000 sec): 3 clusters Score: Raw -3844729.981490 + Penalty 3377.979763 = -3841352.001728 nChanged 92 SP:Iteration 38Q (1166.600000 sec): 3 clusters Score: Raw -3844737.273449 + Penalty 3377.979763 = -3841359.293686 nChanged 74 SP:Iteration 39Q (1166.680000 sec): 3 clusters Score: Raw -3844742.775764 + Penalty 3377.979763 = -3841364.796002 nChanged 78 SP:Iteration 40F (1166.760000 sec): 3 clusters Score: Raw -3844748.918378 + Penalty 3377.979763 = -3841370.938615 nChanged 83 SP:Iteration 41Q (1166.830000 sec): 3 clusters Score: Raw -3844755.671936 + Penalty 3377.979763 = -3841377.692174 nChanged 74 SP:Iteration 42Q (1166.910000 sec): 3 clusters Score: Raw -3844761.547388 + Penalty 3377.979763 = -3841383.567625 nChanged 82 SP:Iteration 43Q (1166.990000 sec): 3 clusters Score: Raw -3844768.917404 + Penalty 3377.979763 = -3841390.937641 nChanged 79 SP:Iteration 44Q (1167.060000 sec): 3 clusters Score: Raw -3844775.230891 + Penalty 3377.979763 = -3841397.251129 nChanged 70 SP:Iteration 45Q (1167.140000 sec): 3 clusters Score: Raw -3844780.213738 + Penalty 3377.979763 = -3841402.233975 nChanged 52 SP:Iteration 46Q (1167.220000 sec): 3 clusters Score: Raw -3844783.667797 + Penalty 3377.979763 = -3841405.688034 nChanged 49 SP:Iteration 47Q (1167.290000 sec): 3 clusters Score: Raw -3844786.909248 + Penalty 3377.979763 = -3841408.929485 nChanged 46 SP:Iteration 48Q (1167.370000 sec): 3 clusters Score: Raw -3844790.075079 + Penalty 3377.979763 = -3841412.095316 nChanged 45 SP:Iteration 49Q (1167.450000 sec): 3 clusters Score: Raw -3844794.212497 + Penalty 3377.979763 = -3841416.232735 nChanged 60 SP:Iteration 50Q (1167.520000 sec): 3 clusters Score: Raw -3844799.792033 + Penalty 3377.979763 = -3841421.812270 nChanged 61 SP:Iteration 51Q (1167.600000 sec): 3 clusters Score: Raw -3844804.972307 + Penalty 3377.979763 = -3841426.992545 nChanged 70 SP:Iteration 52Q (1167.680000 sec): 3 clusters Score: Raw -3844811.920267 + Penalty 3377.979763 = -3841433.940504 nChanged 75 SP:Iteration 53Q (1167.760000 sec): 3 clusters Score: Raw -3844819.515842 + Penalty 3377.979763 = -3841441.536079 nChanged 78 SP:Iteration 54Q (1167.830000 sec): 3 clusters Score: Raw -3844825.675781 + Penalty 3377.979763 = -3841447.696019 nChanged 64 SP:Iteration 55Q (1167.910000 sec): 3 clusters Score: Raw -3844830.043908 + Penalty 3377.979763 = -3841452.064146 nChanged 65 SP:Iteration 56Q (1167.980000 sec): 3 clusters Score: Raw -3844834.669626 + Penalty 3377.979763 = -3841456.689864 nChanged 44 SP:Iteration 57Q (1168.060000 sec): 3 clusters Score: Raw -3844837.394719 + Penalty 3377.979763 = -3841459.414956 nChanged 47 SP:Iteration 58Q (1168.140000 sec): 3 clusters Score: Raw -3844840.795791 + Penalty 3377.979763 = -3841462.816028 nChanged 56 SP:Iteration 59Q (1168.210000 sec): 3 clusters Score: Raw -3844845.005510 + Penalty 3377.979763 = -3841467.025747 nChanged 59 SP:Iteration 60F (1168.290000 sec): 3 clusters Score: Raw -3844848.704331 + Penalty 3377.979763 = -3841470.724568 nChanged 52 SP:Iteration 61Q (1168.370000 sec): 3 clusters Score: Raw -3844851.773677 + Penalty 3377.979763 = -3841473.793914 nChanged 47 SP:Iteration 62Q (1168.450000 sec): 3 clusters Score: Raw -3844855.034533 + Penalty 3377.979763 = -3841477.054771 nChanged 65 SP:Iteration 63Q (1168.520000 sec): 3 clusters Score: Raw -3844859.733401 + Penalty 3377.979763 = -3841481.753639 nChanged 62 SP:Iteration 64Q (1168.600000 sec): 3 clusters Score: Raw -3844864.436181 + Penalty 3377.979763 = -3841486.456419 nChanged 58 SP:Iteration 65Q (1168.670000 sec): 3 clusters Score: Raw -3844869.017993 + Penalty 3377.979763 = -3841491.038231 nChanged 57 SP:Iteration 66Q (1168.750000 sec): 3 clusters Score: Raw -3844874.056768 + Penalty 3377.979763 = -3841496.077005 nChanged 67 SP:Iteration 67Q (1168.830000 sec): 3 clusters Score: Raw -3844879.346544 + Penalty 3377.979763 = -3841501.366782 nChanged 74 SP:Iteration 68Q (1168.900000 sec): 3 clusters Score: Raw -3844885.511884 + Penalty 3377.979763 = -3841507.532122 nChanged 81 SP:Iteration 69Q (1168.980000 sec): 3 clusters Score: Raw -3844892.365150 + Penalty 3377.979763 = -3841514.385387 nChanged 94 SP:Iteration 70Q (1169.060000 sec): 3 clusters Score: Raw -3844901.423162 + Penalty 3377.979763 = -3841523.443399 nChanged 92 SP:Iteration 71Q (1169.130000 sec): 3 clusters Score: Raw -3844910.061882 + Penalty 3377.979763 = -3841532.082119 nChanged 92 SP:Iteration 72Q (1169.210000 sec): 3 clusters Score: Raw -3844918.406840 + Penalty 3377.979763 = -3841540.427078 nChanged 94 SP:Iteration 73Q (1169.280000 sec): 3 clusters Score: Raw -3844928.365999 + Penalty 3377.979763 = -3841550.386236 nChanged 111 SP:Iteration 74Q (1169.360000 sec): 3 clusters Score: Raw -3844939.235995 + Penalty 3377.979763 = -3841561.256232 nChanged 99 SP:Iteration 75Q (1169.440000 sec): 3 clusters Score: Raw -3844949.515991 + Penalty 3377.979763 = -3841571.536228 nChanged 111 SP:Iteration 76Q (1169.510000 sec): 3 clusters Score: Raw -3844961.757287 + Penalty 3377.979763 = -3841583.777524 nChanged 127 SP:Iteration 77Q (1169.580000 sec): 3 clusters Score: Raw -3844977.562021 + Penalty 3377.979763 = -3841599.582258 nChanged 130 SP:Iteration 78Q (1169.660000 sec): 3 clusters Score: Raw -3844995.011515 + Penalty 3377.979763 = -3841617.031752 nChanged 148 SP:Iteration 79Q (1169.730000 sec): 3 clusters Score: Raw -3845016.333460 + Penalty 3377.979763 = -3841638.353698 nChanged 133 SP:Iteration 80F (1169.820000 sec): 3 clusters Score: Raw -3845035.775925 + Penalty 3377.979763 = -3841657.796163 nChanged 145 SP:Iteration 81Q (1169.890000 sec): 3 clusters Score: Raw -3845056.323925 + Penalty 3377.979763 = -3841678.344163 nChanged 129 SP:Iteration 82Q (1169.960000 sec): 3 clusters Score: Raw -3845074.206222 + Penalty 3377.979763 = -3841696.226460 nChanged 150 SP:Iteration 83Q (1170.040000 sec): 3 clusters Score: Raw -3845095.860143 + Penalty 3377.979763 = -3841717.880380 nChanged 147 SP:Iteration 84Q (1170.110000 sec): 3 clusters Score: Raw -3845117.368884 + Penalty 3377.979763 = -3841739.389122 nChanged 147 SP:Iteration 85Q (1170.190000 sec): 3 clusters Score: Raw -3845140.712985 + Penalty 3377.979763 = -3841762.733222 nChanged 174 SP:Iteration 86Q (1170.260000 sec): 3 clusters Score: Raw -3845171.644669 + Penalty 3377.979763 = -3841793.664907 nChanged 188 SP:Iteration 87Q (1170.340000 sec): 3 clusters Score: Raw -3845208.340467 + Penalty 3377.979763 = -3841830.360704 nChanged 179 SP:Iteration 88Q (1170.410000 sec): 3 clusters Score: Raw -3845241.744458 + Penalty 3377.979763 = -3841863.764695 nChanged 169 SP:Iteration 89Q (1170.490000 sec): 3 clusters Score: Raw -3845271.380814 + Penalty 3377.979763 = -3841893.401051 nChanged 159 SP:Iteration 90Q (1170.570000 sec): 3 clusters Score: Raw -3845296.714372 + Penalty 3377.979763 = -3841918.734609 nChanged 148 SP:Iteration 91Q (1170.650000 sec): 3 clusters Score: Raw -3845319.077525 + Penalty 3377.979763 = -3841941.097763 nChanged 146 SP:Iteration 92Q (1170.720000 sec): 3 clusters Score: Raw -3845339.670716 + Penalty 3377.979763 = -3841961.690954 nChanged 127 SP:Iteration 93Q (1170.800000 sec): 3 clusters Score: Raw -3845355.783411 + Penalty 3377.979763 = -3841977.803648 nChanged 103 SP:Iteration 94Q (1170.880000 sec): 3 clusters Score: Raw -3845368.066451 + Penalty 3377.979763 = -3841990.086689 nChanged 101 SP:Iteration 95Q (1170.950000 sec): 3 clusters Score: Raw -3845379.888988 + Penalty 3377.979763 = -3842001.909225 nChanged 82 SP:Iteration 96Q (1171.030000 sec): 3 clusters Score: Raw -3845387.904967 + Penalty 3377.979763 = -3842009.925204 nChanged 73 SP:Iteration 97Q (1171.100000 sec): 3 clusters Score: Raw -3845394.472067 + Penalty 3377.979763 = -3842016.492304 nChanged 71 SP:Iteration 98Q (1171.180000 sec): 3 clusters Score: Raw -3845401.496634 + Penalty 3377.979763 = -3842023.516871 nChanged 59 SP:Iteration 99Q (1171.260000 sec): 3 clusters Score: Raw -3845406.482840 + Penalty 3377.979763 = -3842028.503078 nChanged 63 SP:Iteration 100F (1171.340000 sec): 3 clusters Score: Raw -3845411.897734 + Penalty 3377.979763 = -3842033.917971 nChanged 61 SP:Iteration 101Q (1171.420000 sec): 3 clusters Score: Raw -3845416.753316 + Penalty 3377.979763 = -3842038.773553 nChanged 58 SP:Iteration 102Q (1171.500000 sec): 3 clusters Score: Raw -3845421.388522 + Penalty 3377.979763 = -3842043.408759 nChanged 53 SP:Iteration 103Q (1171.570000 sec): 3 clusters Score: Raw -3845425.390130 + Penalty 3377.979763 = -3842047.410367 nChanged 43 SP:Iteration 104Q (1171.650000 sec): 3 clusters Score: Raw -3845428.101907 + Penalty 3377.979763 = -3842050.122145 nChanged 27 SP:Iteration 105Q (1171.730000 sec): 3 clusters Score: Raw -3845429.481977 + Penalty 3377.979763 = -3842051.502215 nChanged 22 SP:Iteration 106Q (1171.800000 sec): 3 clusters Score: Raw -3845430.512394 + Penalty 3377.979763 = -3842052.532631 nChanged 20 SP:Iteration 107Q (1171.880000 sec): 3 clusters Score: Raw -3845431.770112 + Penalty 3377.979763 = -3842053.790349 nChanged 16 SP:Iteration 108Q (1171.950000 sec): 3 clusters Score: Raw -3845432.592070 + Penalty 3377.979763 = -3842054.612307 nChanged 13 SP:Iteration 109Q (1172.030000 sec): 3 clusters Score: Raw -3845433.266884 + Penalty 3377.979763 = -3842055.287121 nChanged 17 SP:Iteration 110Q (1172.110000 sec): 3 clusters Score: Raw -3845434.029184 + Penalty 3377.979763 = -3842056.049422 nChanged 12 SP:Iteration 111Q (1172.180000 sec): 3 clusters Score: Raw -3845434.581324 + Penalty 3377.979763 = -3842056.601561 nChanged 15 SP:Iteration 112Q (1172.260000 sec): 3 clusters Score: Raw -3845435.391003 + Penalty 3377.979763 = -3842057.411240 nChanged 17 SP:Iteration 113Q (1172.340000 sec): 3 clusters Score: Raw -3845436.360319 + Penalty 3377.979763 = -3842058.380557 nChanged 15 SP:Iteration 114Q (1172.410000 sec): 3 clusters Score: Raw -3845436.901225 + Penalty 3377.979763 = -3842058.921462 nChanged 12 SP:Iteration 115Q (1172.480000 sec): 3 clusters Score: Raw -3845437.417127 + Penalty 3377.979763 = -3842059.437365 nChanged 7 SP:Iteration 116Q (1172.560000 sec): 3 clusters Score: Raw -3845437.807141 + Penalty 3377.979763 = -3842059.827379 nChanged 7 SP:Iteration 117Q (1172.640000 sec): 3 clusters Score: Raw -3845438.302683 + Penalty 3377.979763 = -3842060.322920 nChanged 6 SP:Iteration 118Q (1172.710000 sec): 3 clusters Score: Raw -3845438.556291 + Penalty 3377.979763 = -3842060.576528 nChanged 4 SP:Iteration 119Q (1172.780000 sec): 3 clusters Score: Raw -3845438.748886 + Penalty 3377.979763 = -3842060.769124 nChanged 0 SP:Iteration 120F (1172.870000 sec): 3 clusters Score: Raw -3845438.748886 + Penalty 3377.979763 = -3842060.769124 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 21 (37575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.980000 sec): 2 clusters Score: Raw -4405224.572854 + Penalty 1711.790310 = -4403512.782544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.080000 sec): 3 clusters Score: Raw -4381735.803615 + Penalty 3423.580620 = -4378312.222995 nChanged 17467 SP:Iteration 1F (1173.180000 sec): 3 clusters Score: Raw -4391404.963624 + Penalty 3423.580620 = -4387981.383004 nChanged 1598 SP:Iteration 2Q (1173.280000 sec): 3 clusters Score: Raw -4391949.628739 + Penalty 3423.580620 = -4388526.048119 nChanged 1660 SP:Iteration 3Q (1173.390000 sec): 3 clusters Score: Raw -4392629.182656 + Penalty 3423.580620 = -4389205.602036 nChanged 1843 SP:Iteration 4Q (1173.490000 sec): 3 clusters Score: Raw -4393542.192030 + Penalty 3423.580620 = -4390118.611411 nChanged 2055 SP:Iteration 5F (1173.590000 sec): 3 clusters Score: Raw -4394750.455243 + Penalty 3423.580620 = -4391326.874623 nChanged 2269 SP:Iteration 6F (1173.700000 sec): 3 clusters Score: Raw -4396206.684194 + Penalty 3423.580620 = -4392783.103574 nChanged 2285 SP:Iteration 7F (1173.800000 sec): 3 clusters Score: Raw -4397710.074851 + Penalty 3423.580620 = -4394286.494232 nChanged 2295 SP:Iteration 8F (1173.900000 sec): 3 clusters Score: Raw -4399213.803467 + Penalty 3423.580620 = -4395790.222847 nChanged 2082 SP:Iteration 9F (1174.000000 sec): 3 clusters Score: Raw -4400471.177790 + Penalty 3423.580620 = -4397047.597170 nChanged 1624 SP:Iteration 10Q (1174.100000 sec): 3 clusters Score: Raw -4401316.912069 + Penalty 3423.580620 = -4397893.331450 nChanged 1222 SP:Iteration 11Q (1174.200000 sec): 3 clusters Score: Raw -4401784.851354 + Penalty 3423.580620 = -4398361.270734 nChanged 795 SP:Iteration 12Q (1174.290000 sec): 3 clusters Score: Raw -4402004.549597 + Penalty 3423.580620 = -4398580.968977 nChanged 549 SP:Iteration 13Q (1174.390000 sec): 3 clusters Score: Raw -4402120.059159 + Penalty 3423.580620 = -4398696.478539 nChanged 422 SP:Iteration 14Q (1174.490000 sec): 3 clusters Score: Raw -4402202.254622 + Penalty 3423.580620 = -4398778.674002 nChanged 347 SP:Iteration 15Q (1174.590000 sec): 3 clusters Score: Raw -4402271.507245 + Penalty 3423.580620 = -4398847.926626 nChanged 314 SP:Iteration 16Q (1174.690000 sec): 3 clusters Score: Raw -4402330.481241 + Penalty 3423.580620 = -4398906.900621 nChanged 311 SP:Iteration 17Q (1174.780000 sec): 3 clusters Score: Raw -4402396.611897 + Penalty 3423.580620 = -4398973.031278 nChanged 311 SP:Iteration 18Q (1174.880000 sec): 3 clusters Score: Raw -4402456.290350 + Penalty 3423.580620 = -4399032.709730 nChanged 298 SP:Iteration 19Q (1174.980000 sec): 3 clusters Score: Raw -4402508.574156 + Penalty 3423.580620 = -4399084.993536 nChanged 261 SP:Iteration 20F (1175.080000 sec): 3 clusters Score: Raw -4402554.237545 + Penalty 3423.580620 = -4399130.656925 nChanged 262 SP:Iteration 21Q (1175.180000 sec): 3 clusters Score: Raw -4402596.641793 + Penalty 3423.580620 = -4399173.061173 nChanged 250 SP:Iteration 22Q (1175.270000 sec): 3 clusters Score: Raw -4402633.365226 + Penalty 3423.580620 = -4399209.784606 nChanged 225 SP:Iteration 23Q (1175.370000 sec): 3 clusters Score: Raw -4402666.306399 + Penalty 3423.580620 = -4399242.725780 nChanged 220 SP:Iteration 24Q (1175.460000 sec): 3 clusters Score: Raw -4402697.090100 + Penalty 3423.580620 = -4399273.509480 nChanged 182 SP:Iteration 25Q (1175.560000 sec): 3 clusters Score: Raw -4402717.988980 + Penalty 3423.580620 = -4399294.408360 nChanged 173 SP:Iteration 26Q (1175.650000 sec): 3 clusters Score: Raw -4402739.654707 + Penalty 3423.580620 = -4399316.074088 nChanged 187 SP:Iteration 27Q (1175.750000 sec): 3 clusters Score: Raw -4402764.151506 + Penalty 3423.580620 = -4399340.570886 nChanged 196 SP:Iteration 28Q (1175.840000 sec): 3 clusters Score: Raw -4402787.704991 + Penalty 3423.580620 = -4399364.124371 nChanged 188 SP:Iteration 29Q (1175.940000 sec): 3 clusters Score: Raw -4402811.204215 + Penalty 3423.580620 = -4399387.623596 nChanged 175 SP:Iteration 30Q (1176.040000 sec): 3 clusters Score: Raw -4402833.317636 + Penalty 3423.580620 = -4399409.737016 nChanged 181 SP:Iteration 31Q (1176.130000 sec): 3 clusters Score: Raw -4402856.423782 + Penalty 3423.580620 = -4399432.843162 nChanged 180 SP:Iteration 32Q (1176.220000 sec): 3 clusters Score: Raw -4402879.731305 + Penalty 3423.580620 = -4399456.150685 nChanged 184 SP:Iteration 33Q (1176.320000 sec): 3 clusters Score: Raw -4402904.377620 + Penalty 3423.580620 = -4399480.797001 nChanged 180 SP:Iteration 34Q (1176.410000 sec): 3 clusters Score: Raw -4402927.327275 + Penalty 3423.580620 = -4399503.746655 nChanged 158 SP:Iteration 35Q (1176.500000 sec): 3 clusters Score: Raw -4402945.324802 + Penalty 3423.580620 = -4399521.744182 nChanged 156 SP:Iteration 36Q (1176.600000 sec): 3 clusters Score: Raw -4402964.555032 + Penalty 3423.580620 = -4399540.974412 nChanged 163 SP:Iteration 37Q (1176.690000 sec): 3 clusters Score: Raw -4402985.136783 + Penalty 3423.580620 = -4399561.556163 nChanged 164 SP:Iteration 38Q (1176.780000 sec): 3 clusters Score: Raw -4403004.167832 + Penalty 3423.580620 = -4399580.587212 nChanged 149 SP:Iteration 39Q (1176.880000 sec): 3 clusters Score: Raw -4403020.260247 + Penalty 3423.580620 = -4399596.679628 nChanged 162 SP:Iteration 40F (1176.970000 sec): 3 clusters Score: Raw -4403039.864145 + Penalty 3423.580620 = -4399616.283525 nChanged 175 SP:Iteration 41Q (1177.060000 sec): 3 clusters Score: Raw -4403060.228041 + Penalty 3423.580620 = -4399636.647422 nChanged 174 SP:Iteration 42Q (1177.140000 sec): 3 clusters Score: Raw -4403081.239223 + Penalty 3423.580620 = -4399657.658603 nChanged 170 SP:Iteration 43Q (1177.230000 sec): 3 clusters Score: Raw -4403102.059150 + Penalty 3423.580620 = -4399678.478530 nChanged 149 SP:Iteration 44Q (1177.320000 sec): 3 clusters Score: Raw -4403118.358547 + Penalty 3423.580620 = -4399694.777927 nChanged 126 SP:Iteration 45Q (1177.400000 sec): 3 clusters Score: Raw -4403131.263325 + Penalty 3423.580620 = -4399707.682706 nChanged 132 SP:Iteration 46Q (1177.480000 sec): 3 clusters Score: Raw -4403144.754794 + Penalty 3423.580620 = -4399721.174174 nChanged 136 SP:Iteration 47Q (1177.570000 sec): 3 clusters Score: Raw -4403158.787834 + Penalty 3423.580620 = -4399735.207214 nChanged 141 SP:Iteration 48Q (1177.660000 sec): 3 clusters Score: Raw -4403174.467767 + Penalty 3423.580620 = -4399750.887147 nChanged 148 SP:Iteration 49Q (1177.740000 sec): 3 clusters Score: Raw -4403192.976835 + Penalty 3423.580620 = -4399769.396215 nChanged 149 SP:Iteration 50Q (1177.830000 sec): 3 clusters Score: Raw -4403209.699795 + Penalty 3423.580620 = -4399786.119176 nChanged 148 SP:Iteration 51Q (1177.910000 sec): 3 clusters Score: Raw -4403226.418813 + Penalty 3423.580620 = -4399802.838193 nChanged 147 SP:Iteration 52Q (1178.000000 sec): 3 clusters Score: Raw -4403245.675352 + Penalty 3423.580620 = -4399822.094732 nChanged 148 SP:Iteration 53Q (1178.080000 sec): 3 clusters Score: Raw -4403264.886953 + Penalty 3423.580620 = -4399841.306333 nChanged 149 SP:Iteration 54Q (1178.160000 sec): 3 clusters Score: Raw -4403284.501432 + Penalty 3423.580620 = -4399860.920812 nChanged 156 SP:Iteration 55Q (1178.240000 sec): 3 clusters Score: Raw -4403303.940763 + Penalty 3423.580620 = -4399880.360143 nChanged 144 SP:Iteration 56Q (1178.330000 sec): 3 clusters Score: Raw -4403321.414477 + Penalty 3423.580620 = -4399897.833858 nChanged 149 SP:Iteration 57Q (1178.420000 sec): 3 clusters Score: Raw -4403341.044554 + Penalty 3423.580620 = -4399917.463934 nChanged 150 SP:Iteration 58Q (1178.500000 sec): 3 clusters Score: Raw -4403360.524430 + Penalty 3423.580620 = -4399936.943811 nChanged 157 SP:Iteration 59Q (1178.580000 sec): 3 clusters Score: Raw -4403380.473990 + Penalty 3423.580620 = -4399956.893371 nChanged 167 SP:Iteration 60F (1178.680000 sec): 3 clusters Score: Raw -4403404.150240 + Penalty 3423.580620 = -4399980.569621 nChanged 182 SP:Iteration 61Q (1178.760000 sec): 3 clusters Score: Raw -4403431.952555 + Penalty 3423.580620 = -4400008.371935 nChanged 189 SP:Iteration 62Q (1178.840000 sec): 3 clusters Score: Raw -4403463.346518 + Penalty 3423.580620 = -4400039.765899 nChanged 205 SP:Iteration 63Q (1178.920000 sec): 3 clusters Score: Raw -4403499.711950 + Penalty 3423.580620 = -4400076.131330 nChanged 197 SP:Iteration 64Q (1179.000000 sec): 3 clusters Score: Raw -4403533.826713 + Penalty 3423.580620 = -4400110.246094 nChanged 201 SP:Iteration 65Q (1179.080000 sec): 3 clusters Score: Raw -4403568.245395 + Penalty 3423.580620 = -4400144.664775 nChanged 200 SP:Iteration 66Q (1179.160000 sec): 3 clusters Score: Raw -4403603.632085 + Penalty 3423.580620 = -4400180.051466 nChanged 233 SP:Iteration 67Q (1179.240000 sec): 3 clusters Score: Raw -4403651.650365 + Penalty 3423.580620 = -4400228.069746 nChanged 244 SP:Iteration 68Q (1179.320000 sec): 3 clusters Score: Raw -4403698.833724 + Penalty 3423.580620 = -4400275.253104 nChanged 224 SP:Iteration 69Q (1179.400000 sec): 3 clusters Score: Raw -4403743.087067 + Penalty 3423.580620 = -4400319.506447 nChanged 210 SP:Iteration 70Q (1179.480000 sec): 3 clusters Score: Raw -4403784.286996 + Penalty 3423.580620 = -4400360.706376 nChanged 191 SP:Iteration 71Q (1179.560000 sec): 3 clusters Score: Raw -4403817.425751 + Penalty 3423.580620 = -4400393.845132 nChanged 181 SP:Iteration 72Q (1179.640000 sec): 3 clusters Score: Raw -4403848.115170 + Penalty 3423.580620 = -4400424.534550 nChanged 159 SP:Iteration 73Q (1179.720000 sec): 3 clusters Score: Raw -4403874.200522 + Penalty 3423.580620 = -4400450.619902 nChanged 164 SP:Iteration 74Q (1179.800000 sec): 3 clusters Score: Raw -4403903.764004 + Penalty 3423.580620 = -4400480.183384 nChanged 185 SP:Iteration 75Q (1179.880000 sec): 3 clusters Score: Raw -4403943.542693 + Penalty 3423.580620 = -4400519.962073 nChanged 193 SP:Iteration 76Q (1179.960000 sec): 3 clusters Score: Raw -4403988.566503 + Penalty 3423.580620 = -4400564.985883 nChanged 216 SP:Iteration 77Q (1180.030000 sec): 3 clusters Score: Raw -4404039.496664 + Penalty 3423.580620 = -4400615.916045 nChanged 221 SP:Iteration 78Q (1180.110000 sec): 3 clusters Score: Raw -4404094.552344 + Penalty 3423.580620 = -4400670.971724 nChanged 219 SP:Iteration 79Q (1180.180000 sec): 3 clusters Score: Raw -4404148.592642 + Penalty 3423.580620 = -4400725.012022 nChanged 190 SP:Iteration 80F (1180.280000 sec): 3 clusters Score: Raw -4404193.092025 + Penalty 3423.580620 = -4400769.511405 nChanged 199 SP:Iteration 81Q (1180.350000 sec): 3 clusters Score: Raw -4404240.180394 + Penalty 3423.580620 = -4400816.599774 nChanged 193 SP:Iteration 82Q (1180.430000 sec): 3 clusters Score: Raw -4404286.492118 + Penalty 3423.580620 = -4400862.911498 nChanged 208 SP:Iteration 83Q (1180.500000 sec): 3 clusters Score: Raw -4404333.618843 + Penalty 3423.580620 = -4400910.038223 nChanged 187 SP:Iteration 84Q (1180.580000 sec): 3 clusters Score: Raw -4404375.621043 + Penalty 3423.580620 = -4400952.040423 nChanged 175 SP:Iteration 85Q (1180.660000 sec): 3 clusters Score: Raw -4404418.832444 + Penalty 3423.580620 = -4400995.251825 nChanged 197 SP:Iteration 86Q (1180.740000 sec): 3 clusters Score: Raw -4404466.477385 + Penalty 3423.580620 = -4401042.896766 nChanged 169 SP:Iteration 87Q (1180.820000 sec): 3 clusters Score: Raw -4404501.844842 + Penalty 3423.580620 = -4401078.264222 nChanged 133 SP:Iteration 88Q (1180.900000 sec): 3 clusters Score: Raw -4404528.174676 + Penalty 3423.580620 = -4401104.594056 nChanged 124 SP:Iteration 89Q (1180.980000 sec): 3 clusters Score: Raw -4404554.910121 + Penalty 3423.580620 = -4401131.329501 nChanged 104 SP:Iteration 90Q (1181.050000 sec): 3 clusters Score: Raw -4404576.689297 + Penalty 3423.580620 = -4401153.108677 nChanged 108 SP:Iteration 91Q (1181.130000 sec): 3 clusters Score: Raw -4404598.490043 + Penalty 3423.580620 = -4401174.909423 nChanged 113 SP:Iteration 92Q (1181.210000 sec): 3 clusters Score: Raw -4404622.923981 + Penalty 3423.580620 = -4401199.343361 nChanged 107 SP:Iteration 93Q (1181.290000 sec): 3 clusters Score: Raw -4404645.862979 + Penalty 3423.580620 = -4401222.282359 nChanged 111 SP:Iteration 94Q (1181.360000 sec): 3 clusters Score: Raw -4404668.308463 + Penalty 3423.580620 = -4401244.727843 nChanged 108 SP:Iteration 95Q (1181.440000 sec): 3 clusters Score: Raw -4404691.638932 + Penalty 3423.580620 = -4401268.058312 nChanged 100 SP:Iteration 96Q (1181.520000 sec): 3 clusters Score: Raw -4404713.795232 + Penalty 3423.580620 = -4401290.214612 nChanged 95 SP:Iteration 97Q (1181.600000 sec): 3 clusters Score: Raw -4404733.365557 + Penalty 3423.580620 = -4401309.784937 nChanged 93 SP:Iteration 98Q (1181.670000 sec): 3 clusters Score: Raw -4404753.623515 + Penalty 3423.580620 = -4401330.042895 nChanged 85 SP:Iteration 99Q (1181.750000 sec): 3 clusters Score: Raw -4404772.214872 + Penalty 3423.580620 = -4401348.634253 nChanged 79 SP:Iteration 100F (1181.850000 sec): 3 clusters Score: Raw -4404791.846481 + Penalty 3423.580620 = -4401368.265861 nChanged 105 SP:Iteration 101Q (1181.930000 sec): 3 clusters Score: Raw -4404819.029154 + Penalty 3423.580620 = -4401395.448535 nChanged 92 SP:Iteration 102Q (1182.000000 sec): 3 clusters Score: Raw -4404841.396688 + Penalty 3423.580620 = -4401417.816068 nChanged 82 SP:Iteration 103Q (1182.080000 sec): 3 clusters Score: Raw -4404861.732793 + Penalty 3423.580620 = -4401438.152173 nChanged 96 SP:Iteration 104Q (1182.160000 sec): 3 clusters Score: Raw -4404891.533621 + Penalty 3423.580620 = -4401467.953001 nChanged 104 SP:Iteration 105Q (1182.230000 sec): 3 clusters Score: Raw -4404920.403425 + Penalty 3423.580620 = -4401496.822806 nChanged 96 SP:Iteration 106Q (1182.310000 sec): 3 clusters Score: Raw -4404948.808353 + Penalty 3423.580620 = -4401525.227733 nChanged 104 SP:Iteration 107Q (1182.380000 sec): 3 clusters Score: Raw -4404982.719280 + Penalty 3423.580620 = -4401559.138660 nChanged 102 SP:Iteration 108Q (1182.460000 sec): 3 clusters Score: Raw -4405018.352327 + Penalty 3423.580620 = -4401594.771707 nChanged 104 SP:Iteration 109Q (1182.530000 sec): 3 clusters Score: Raw -4405054.269462 + Penalty 3423.580620 = -4401630.688843 nChanged 111 SP:Iteration 110Q (1182.600000 sec): 3 clusters Score: Raw -4405101.028435 + Penalty 3423.580620 = -4401677.447815 nChanged 112 SP:Iteration 111Q (1182.680000 sec): 3 clusters Score: Raw -4405145.232532 + Penalty 3423.580620 = -4401721.651912 nChanged 102 SP:Iteration 112Q (1182.750000 sec): 3 clusters Score: Raw -4405182.741867 + Penalty 3423.580620 = -4401759.161247 nChanged 81 SP:Iteration 113Q (1182.820000 sec): 3 clusters Score: Raw -4405213.471897 + Penalty 3423.580620 = -4401789.891277 nChanged 67 SP:Iteration 114Q (1182.900000 sec): 3 clusters Score: Raw -4405236.146830 + Penalty 3423.580620 = -4401812.566210 nChanged 65 SP:Iteration 115Q (1182.970000 sec): 3 clusters Score: Raw -4405259.108277 + Penalty 3423.580620 = -4401835.527657 nChanged 57 SP:Iteration 116Q (1183.040000 sec): 3 clusters Score: Raw -4405279.105273 + Penalty 3423.580620 = -4401855.524653 nChanged 50 SP:Iteration 117Q (1183.120000 sec): 3 clusters Score: Raw -4405297.818903 + Penalty 3423.580620 = -4401874.238283 nChanged 43 SP:Iteration 118Q (1183.190000 sec): 3 clusters Score: Raw -4405310.487799 + Penalty 3423.580620 = -4401886.907179 nChanged 34 SP:Iteration 119Q (1183.260000 sec): 3 clusters Score: Raw -4405322.290842 + Penalty 3423.580620 = -4401898.710223 nChanged 40 SP:Iteration 120F (1183.360000 sec): 3 clusters Score: Raw -4405336.112505 + Penalty 3423.580620 = -4401912.531885 nChanged 37 SP:Iteration 121Q (1183.430000 sec): 3 clusters Score: Raw -4405349.168792 + Penalty 3423.580620 = -4401925.588173 nChanged 25 SP:Iteration 122Q (1183.500000 sec): 3 clusters Score: Raw -4405357.848105 + Penalty 3423.580620 = -4401934.267485 nChanged 14 SP:Iteration 123Q (1183.580000 sec): 3 clusters Score: Raw -4405362.999026 + Penalty 3423.580620 = -4401939.418407 nChanged 13 SP:Iteration 124Q (1183.640000 sec): 3 clusters Score: Raw -4405366.643388 + Penalty 3423.580620 = -4401943.062769 nChanged 10 SP:Iteration 125Q (1183.720000 sec): 3 clusters Score: Raw -4405369.349197 + Penalty 3423.580620 = -4401945.768577 nChanged 9 SP:Iteration 126Q (1183.790000 sec): 3 clusters Score: Raw -4405372.291389 + Penalty 3423.580620 = -4401948.710770 nChanged 8 SP:Iteration 127Q (1183.870000 sec): 3 clusters Score: Raw -4405375.084923 + Penalty 3423.580620 = -4401951.504303 nChanged 6 SP:Iteration 128Q (1183.940000 sec): 3 clusters Score: Raw -4405376.806566 + Penalty 3423.580620 = -4401953.225946 nChanged 4 SP:Iteration 129Q (1184.010000 sec): 3 clusters Score: Raw -4405377.714450 + Penalty 3423.580620 = -4401954.133830 nChanged 3 SP:Iteration 130Q (1184.080000 sec): 3 clusters Score: Raw -4405378.894543 + Penalty 3423.580620 = -4401955.313923 nChanged 4 SP:Iteration 131Q (1184.150000 sec): 3 clusters Score: Raw -4405380.753861 + Penalty 3423.580620 = -4401957.173242 nChanged 6 SP:Iteration 132Q (1184.230000 sec): 3 clusters Score: Raw -4405382.539028 + Penalty 3423.580620 = -4401958.958409 nChanged 6 SP:Iteration 133Q (1184.300000 sec): 3 clusters Score: Raw -4405384.313437 + Penalty 3423.580620 = -4401960.732818 nChanged 6 SP:Iteration 134Q (1184.370000 sec): 3 clusters Score: Raw -4405385.968268 + Penalty 3423.580620 = -4401962.387649 nChanged 9 SP:Iteration 135Q (1184.440000 sec): 3 clusters Score: Raw -4405388.751811 + Penalty 3423.580620 = -4401965.171191 nChanged 7 SP:Iteration 136Q (1184.510000 sec): 3 clusters Score: Raw -4405390.445800 + Penalty 3423.580620 = -4401966.865180 nChanged 8 SP:Iteration 137Q (1184.580000 sec): 3 clusters Score: Raw -4405392.621566 + Penalty 3423.580620 = -4401969.040946 nChanged 6 SP:Iteration 138Q (1184.660000 sec): 3 clusters Score: Raw -4405393.800467 + Penalty 3423.580620 = -4401970.219848 nChanged 7 SP:Iteration 139Q (1184.730000 sec): 3 clusters Score: Raw -4405396.764184 + Penalty 3423.580620 = -4401973.183564 nChanged 10 SP:Iteration 140F (1184.820000 sec): 3 clusters Score: Raw -4405399.766591 + Penalty 3423.580620 = -4401976.185971 nChanged 8 SP:Iteration 141Q (1184.900000 sec): 3 clusters Score: Raw -4405402.423690 + Penalty 3423.580620 = -4401978.843070 nChanged 8 SP:Iteration 142Q (1184.960000 sec): 3 clusters Score: Raw -4405406.300413 + Penalty 3423.580620 = -4401982.719793 nChanged 18 SP:Iteration 143Q (1185.040000 sec): 3 clusters Score: Raw -4405413.689429 + Penalty 3423.580620 = -4401990.108809 nChanged 13 SP:Iteration 144Q (1185.110000 sec): 3 clusters Score: Raw -4405418.978696 + Penalty 3423.580620 = -4401995.398077 nChanged 19 SP:Iteration 145Q (1185.180000 sec): 3 clusters Score: Raw -4405425.621150 + Penalty 3423.580620 = -4402002.040530 nChanged 14 SP:Iteration 146Q (1185.250000 sec): 3 clusters Score: Raw -4405430.886773 + Penalty 3423.580620 = -4402007.306153 nChanged 11 SP:Iteration 147Q (1185.320000 sec): 3 clusters Score: Raw -4405436.181420 + Penalty 3423.580620 = -4402012.600800 nChanged 9 SP:Iteration 148Q (1185.390000 sec): 3 clusters Score: Raw -4405439.140733 + Penalty 3423.580620 = -4402015.560114 nChanged 4 SP:Iteration 149Q (1185.460000 sec): 3 clusters Score: Raw -4405441.595122 + Penalty 3423.580620 = -4402018.014502 nChanged 6 SP:Iteration 150Q (1185.540000 sec): 3 clusters Score: Raw -4405443.874725 + Penalty 3423.580620 = -4402020.294105 nChanged 3 SP:Iteration 151Q (1185.610000 sec): 3 clusters Score: Raw -4405444.460444 + Penalty 3423.580620 = -4402020.879824 nChanged 3 SP:Iteration 152Q (1185.680000 sec): 3 clusters Score: Raw -4405445.066616 + Penalty 3423.580620 = -4402021.485996 nChanged 2 SP:Iteration 153Q (1185.750000 sec): 3 clusters Score: Raw -4405445.466331 + Penalty 3423.580620 = -4402021.885712 nChanged 2 SP:Iteration 154Q (1185.820000 sec): 3 clusters Score: Raw -4405445.851363 + Penalty 3423.580620 = -4402022.270743 nChanged 0 SP:Iteration 155F (1185.920000 sec): 3 clusters Score: Raw -4405445.851363 + Penalty 3423.580620 = -4402022.270743 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 22 (35196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.010000 sec): 2 clusters Score: Raw -4127683.123232 + Penalty 1701.161754 = -4125981.961478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.100000 sec): 3 clusters Score: Raw -4105752.895715 + Penalty 3402.323509 = -4102350.572206 nChanged 16234 SP:Iteration 1F (1186.200000 sec): 3 clusters Score: Raw -4115099.438277 + Penalty 3402.323509 = -4111697.114769 nChanged 1593 SP:Iteration 2Q (1186.290000 sec): 3 clusters Score: Raw -4115663.884991 + Penalty 3402.323509 = -4112261.561483 nChanged 1678 SP:Iteration 3Q (1186.390000 sec): 3 clusters Score: Raw -4116418.327443 + Penalty 3402.323509 = -4113016.003934 nChanged 1954 SP:Iteration 4F (1186.480000 sec): 3 clusters Score: Raw -4117562.505824 + Penalty 3402.323509 = -4114160.182315 nChanged 2376 SP:Iteration 5F (1186.580000 sec): 3 clusters Score: Raw -4119257.244638 + Penalty 3402.323509 = -4115854.921130 nChanged 2614 SP:Iteration 6F (1186.670000 sec): 3 clusters Score: Raw -4121385.367992 + Penalty 3402.323509 = -4117983.044483 nChanged 2434 SP:Iteration 7F (1186.760000 sec): 3 clusters Score: Raw -4123519.552075 + Penalty 3402.323509 = -4120117.228566 nChanged 1983 SP:Iteration 8F (1186.850000 sec): 3 clusters Score: Raw -4125083.436144 + Penalty 3402.323509 = -4121681.112635 nChanged 1286 SP:Iteration 9Q (1186.940000 sec): 3 clusters Score: Raw -4125871.785722 + Penalty 3402.323509 = -4122469.462213 nChanged 823 SP:Iteration 10Q (1187.030000 sec): 3 clusters Score: Raw -4126270.509665 + Penalty 3402.323509 = -4122868.186157 nChanged 577 SP:Iteration 11Q (1187.120000 sec): 3 clusters Score: Raw -4126499.855712 + Penalty 3402.323509 = -4123097.532204 nChanged 464 SP:Iteration 12Q (1187.200000 sec): 3 clusters Score: Raw -4126679.849751 + Penalty 3402.323509 = -4123277.526242 nChanged 453 SP:Iteration 13Q (1187.280000 sec): 3 clusters Score: Raw -4126861.921864 + Penalty 3402.323509 = -4123459.598355 nChanged 439 SP:Iteration 14Q (1187.370000 sec): 3 clusters Score: Raw -4127034.054260 + Penalty 3402.323509 = -4123631.730751 nChanged 394 SP:Iteration 15Q (1187.450000 sec): 3 clusters Score: Raw -4127176.722296 + Penalty 3402.323509 = -4123774.398788 nChanged 354 SP:Iteration 16Q (1187.530000 sec): 3 clusters Score: Raw -4127296.411099 + Penalty 3402.323509 = -4123894.087590 nChanged 313 SP:Iteration 17Q (1187.610000 sec): 3 clusters Score: Raw -4127401.292588 + Penalty 3402.323509 = -4123998.969080 nChanged 285 SP:Iteration 18Q (1187.690000 sec): 3 clusters Score: Raw -4127488.843947 + Penalty 3402.323509 = -4124086.520438 nChanged 250 SP:Iteration 19Q (1187.760000 sec): 3 clusters Score: Raw -4127561.214901 + Penalty 3402.323509 = -4124158.891392 nChanged 229 SP:Iteration 20F (1187.860000 sec): 3 clusters Score: Raw -4127625.912947 + Penalty 3402.323509 = -4124223.589439 nChanged 213 SP:Iteration 21Q (1187.940000 sec): 3 clusters Score: Raw -4127687.846128 + Penalty 3402.323509 = -4124285.522620 nChanged 189 SP:Iteration 22Q (1188.010000 sec): 3 clusters Score: Raw -4127736.003642 + Penalty 3402.323509 = -4124333.680134 nChanged 154 SP:Iteration 23Q (1188.090000 sec): 3 clusters Score: Raw -4127773.022502 + Penalty 3402.323509 = -4124370.698994 nChanged 130 SP:Iteration 24Q (1188.160000 sec): 3 clusters Score: Raw -4127806.340916 + Penalty 3402.323509 = -4124404.017408 nChanged 122 SP:Iteration 25Q (1188.240000 sec): 3 clusters Score: Raw -4127841.333441 + Penalty 3402.323509 = -4124439.009933 nChanged 132 SP:Iteration 26Q (1188.310000 sec): 3 clusters Score: Raw -4127880.450700 + Penalty 3402.323509 = -4124478.127191 nChanged 139 SP:Iteration 27Q (1188.390000 sec): 3 clusters Score: Raw -4127923.667010 + Penalty 3402.323509 = -4124521.343501 nChanged 139 SP:Iteration 28Q (1188.460000 sec): 3 clusters Score: Raw -4127967.480598 + Penalty 3402.323509 = -4124565.157089 nChanged 133 SP:Iteration 29Q (1188.540000 sec): 3 clusters Score: Raw -4128010.583087 + Penalty 3402.323509 = -4124608.259579 nChanged 125 SP:Iteration 30Q (1188.610000 sec): 3 clusters Score: Raw -4128050.307087 + Penalty 3402.323509 = -4124647.983578 nChanged 108 SP:Iteration 31Q (1188.680000 sec): 3 clusters Score: Raw -4128087.996564 + Penalty 3402.323509 = -4124685.673055 nChanged 85 SP:Iteration 32Q (1188.750000 sec): 3 clusters Score: Raw -4128118.814545 + Penalty 3402.323509 = -4124716.491037 nChanged 73 SP:Iteration 33Q (1188.820000 sec): 3 clusters Score: Raw -4128139.947622 + Penalty 3402.323509 = -4124737.624113 nChanged 54 SP:Iteration 34Q (1188.900000 sec): 3 clusters Score: Raw -4128154.840318 + Penalty 3402.323509 = -4124752.516809 nChanged 43 SP:Iteration 35Q (1188.960000 sec): 3 clusters Score: Raw -4128168.613770 + Penalty 3402.323509 = -4124766.290261 nChanged 51 SP:Iteration 36Q (1189.030000 sec): 3 clusters Score: Raw -4128181.223254 + Penalty 3402.323509 = -4124778.899745 nChanged 31 SP:Iteration 37Q (1189.100000 sec): 3 clusters Score: Raw -4128190.305060 + Penalty 3402.323509 = -4124787.981552 nChanged 37 SP:Iteration 38Q (1189.170000 sec): 3 clusters Score: Raw -4128201.310930 + Penalty 3402.323509 = -4124798.987421 nChanged 35 SP:Iteration 39Q (1189.240000 sec): 3 clusters Score: Raw -4128210.248957 + Penalty 3402.323509 = -4124807.925448 nChanged 29 SP:Iteration 40F (1189.340000 sec): 3 clusters Score: Raw -4128218.806178 + Penalty 3402.323509 = -4124816.482670 nChanged 23 SP:Iteration 41Q (1189.410000 sec): 3 clusters Score: Raw -4128226.278139 + Penalty 3402.323509 = -4124823.954631 nChanged 23 SP:Iteration 42Q (1189.480000 sec): 3 clusters Score: Raw -4128234.266466 + Penalty 3402.323509 = -4124831.942957 nChanged 25 SP:Iteration 43Q (1189.540000 sec): 3 clusters Score: Raw -4128239.679386 + Penalty 3402.323509 = -4124837.355878 nChanged 20 SP:Iteration 44Q (1189.620000 sec): 3 clusters Score: Raw -4128243.585924 + Penalty 3402.323509 = -4124841.262415 nChanged 14 SP:Iteration 45Q (1189.680000 sec): 3 clusters Score: Raw -4128245.477061 + Penalty 3402.323509 = -4124843.153552 nChanged 7 SP:Iteration 46Q (1189.750000 sec): 3 clusters Score: Raw -4128246.900547 + Penalty 3402.323509 = -4124844.577039 nChanged 10 SP:Iteration 47Q (1189.820000 sec): 3 clusters Score: Raw -4128248.551591 + Penalty 3402.323509 = -4124846.228083 nChanged 5 SP:Iteration 48Q (1189.890000 sec): 3 clusters Score: Raw -4128249.157105 + Penalty 3402.323509 = -4124846.833597 nChanged 2 SP:Iteration 49Q (1189.960000 sec): 3 clusters Score: Raw -4128249.476028 + Penalty 3402.323509 = -4124847.152520 nChanged 5 SP:Iteration 50Q (1190.030000 sec): 3 clusters Score: Raw -4128250.233541 + Penalty 3402.323509 = -4124847.910032 nChanged 4 SP:Iteration 51Q (1190.100000 sec): 3 clusters Score: Raw -4128250.938572 + Penalty 3402.323509 = -4124848.615063 nChanged 5 SP:Iteration 52Q (1190.170000 sec): 3 clusters Score: Raw -4128251.644120 + Penalty 3402.323509 = -4124849.320611 nChanged 5 SP:Iteration 53Q (1190.240000 sec): 3 clusters Score: Raw -4128252.509529 + Penalty 3402.323509 = -4124850.186020 nChanged 6 SP:Iteration 54Q (1190.310000 sec): 3 clusters Score: Raw -4128253.925406 + Penalty 3402.323509 = -4124851.601897 nChanged 9 SP:Iteration 55Q (1190.370000 sec): 3 clusters Score: Raw -4128255.495918 + Penalty 3402.323509 = -4124853.172410 nChanged 13 SP:Iteration 56Q (1190.450000 sec): 3 clusters Score: Raw -4128257.996103 + Penalty 3402.323509 = -4124855.672595 nChanged 10 SP:Iteration 57Q (1190.510000 sec): 3 clusters Score: Raw -4128260.287426 + Penalty 3402.323509 = -4124857.963917 nChanged 8 SP:Iteration 58Q (1190.580000 sec): 3 clusters Score: Raw -4128262.086452 + Penalty 3402.323509 = -4124859.762944 nChanged 9 SP:Iteration 59Q (1190.650000 sec): 3 clusters Score: Raw -4128263.962449 + Penalty 3402.323509 = -4124861.638940 nChanged 10 SP:Iteration 60F (1190.740000 sec): 3 clusters Score: Raw -4128266.320744 + Penalty 3402.323509 = -4124863.997236 nChanged 6 SP:Iteration 61Q (1190.810000 sec): 3 clusters Score: Raw -4128267.075632 + Penalty 3402.323509 = -4124864.752123 nChanged 3 SP:Iteration 62Q (1190.880000 sec): 3 clusters Score: Raw -4128267.681702 + Penalty 3402.323509 = -4124865.358193 nChanged 5 SP:Iteration 63Q (1190.950000 sec): 3 clusters Score: Raw -4128268.791500 + Penalty 3402.323509 = -4124866.467992 nChanged 5 SP:Iteration 64Q (1191.020000 sec): 3 clusters Score: Raw -4128269.620253 + Penalty 3402.323509 = -4124867.296744 nChanged 4 SP:Iteration 65Q (1191.090000 sec): 3 clusters Score: Raw -4128270.438090 + Penalty 3402.323509 = -4124868.114581 nChanged 3 SP:Iteration 66Q (1191.160000 sec): 3 clusters Score: Raw -4128271.038540 + Penalty 3402.323509 = -4124868.715031 nChanged 4 SP:Iteration 67Q (1191.230000 sec): 3 clusters Score: Raw -4128271.804407 + Penalty 3402.323509 = -4124869.480898 nChanged 4 SP:Iteration 68Q (1191.290000 sec): 3 clusters Score: Raw -4128273.152804 + Penalty 3402.323509 = -4124870.829295 nChanged 7 SP:Iteration 69Q (1191.360000 sec): 3 clusters Score: Raw -4128274.682120 + Penalty 3402.323509 = -4124872.358611 nChanged 10 SP:Iteration 70Q (1191.430000 sec): 3 clusters Score: Raw -4128277.466128 + Penalty 3402.323509 = -4124875.142620 nChanged 8 SP:Iteration 71Q (1191.500000 sec): 3 clusters Score: Raw -4128279.699478 + Penalty 3402.323509 = -4124877.375969 nChanged 14 SP:Iteration 72Q (1191.570000 sec): 3 clusters Score: Raw -4128282.585029 + Penalty 3402.323509 = -4124880.261520 nChanged 7 SP:Iteration 73Q (1191.630000 sec): 3 clusters Score: Raw -4128283.801772 + Penalty 3402.323509 = -4124881.478264 nChanged 5 SP:Iteration 74Q (1191.710000 sec): 3 clusters Score: Raw -4128284.337900 + Penalty 3402.323509 = -4124882.014391 nChanged 2 SP:Iteration 75Q (1191.770000 sec): 3 clusters Score: Raw -4128284.679465 + Penalty 3402.323509 = -4124882.355957 nChanged 3 SP:Iteration 76Q (1191.840000 sec): 3 clusters Score: Raw -4128285.376848 + Penalty 3402.323509 = -4124883.053339 nChanged 1 SP:Iteration 77Q (1191.910000 sec): 3 clusters Score: Raw -4128285.463009 + Penalty 3402.323509 = -4124883.139500 nChanged 0 SP:Iteration 78F (1192.000000 sec): 3 clusters Score: Raw -4128285.463009 + Penalty 3402.323509 = -4124883.139500 nChanged 0 Iteration 99Q (1193.860000 sec): 24 clusters Score: Raw -39773478.407883 + Penalty 47690.513958 = -39725787.893925 nChanged 642 Iteration 100F (1201.290000 sec): 24 clusters Score: Raw -39773525.020390 + Penalty 47690.513958 = -39725834.506431 nChanged 616 Iteration 101Q (1203.210000 sec): 24 clusters Score: Raw -39773563.176909 + Penalty 47690.513958 = -39725872.662951 nChanged 555 Iteration 102Q (1205.110000 sec): 24 clusters Score: Raw -39773593.109636 + Penalty 47690.513958 = -39725902.595678 nChanged 540 Iteration 103Q (1207.000000 sec): 24 clusters Score: Raw -39773622.680268 + Penalty 47690.513958 = -39725932.166309 nChanged 514 Iteration 104Q (1208.900000 sec): 24 clusters Score: Raw -39773649.059031 + Penalty 47690.513958 = -39725958.545072 nChanged 470 Iteration 105Q (1210.790000 sec): 24 clusters Score: Raw -39773671.643570 + Penalty 47690.513958 = -39725981.129611 nChanged 439 Iteration 106Q (1212.690000 sec): 24 clusters Score: Raw -39773690.731454 + Penalty 47690.513958 = -39726000.217495 nChanged 407 Iteration 107Q (1214.580000 sec): 24 clusters Score: Raw -39773706.882982 + Penalty 47690.513958 = -39726016.369023 nChanged 346 Iteration 108Q (1216.480000 sec): 24 clusters Score: Raw -39773719.986435 + Penalty 47690.513958 = -39726029.472476 nChanged 345 Iteration 109Q (1218.370000 sec): 24 clusters Score: Raw -39773732.178887 + Penalty 47690.513958 = -39726041.664929 nChanged 311 Iteration 110Q (1220.270000 sec): 24 clusters Score: Raw -39773742.993274 + Penalty 47690.513958 = -39726052.479315 nChanged 291 Iteration 111Q (1222.160000 sec): 24 clusters Score: Raw -39773753.940634 + Penalty 47690.513958 = -39726063.426676 nChanged 308 Iteration 112Q (1223.970000 sec): 24 clusters Score: Raw -39773765.729371 + Penalty 47690.513958 = -39726075.215412 nChanged 287 Iteration 113Q (1225.760000 sec): 24 clusters Score: Raw -39773776.651890 + Penalty 47690.513958 = -39726086.137932 nChanged 302 Iteration 114Q (1227.540000 sec): 24 clusters Score: Raw -39773787.793125 + Penalty 47690.513958 = -39726097.279166 nChanged 296 Iteration 115Q (1229.330000 sec): 24 clusters Score: Raw -39773798.399997 + Penalty 47690.513958 = -39726107.886039 nChanged 263 Iteration 116Q (1231.120000 sec): 24 clusters Score: Raw -39773807.082772 + Penalty 47690.513958 = -39726116.568813 nChanged 233 Iteration 117Q (1232.930000 sec): 24 clusters Score: Raw -39773814.852157 + Penalty 47690.513958 = -39726124.338199 nChanged 242 Iteration 118Q (1234.760000 sec): 24 clusters Score: Raw -39773822.564114 + Penalty 47690.513958 = -39726132.050156 nChanged 220 Iteration 119Q (1236.650000 sec): 24 clusters Score: Raw -39773830.574031 + Penalty 47690.513958 = -39726140.060072 nChanged 212 Iteration 120F (1244.060000 sec): 24 clusters Score: Raw -39773837.976538 + Penalty 47690.513958 = -39726147.462580 nChanged 208 Iteration 121Q (1245.960000 sec): 24 clusters Score: Raw -39773844.784446 + Penalty 47690.513958 = -39726154.270488 nChanged 213 Iteration 122Q (1247.840000 sec): 24 clusters Score: Raw -39773852.050958 + Penalty 47690.513958 = -39726161.537000 nChanged 204 Iteration 123Q (1249.730000 sec): 24 clusters Score: Raw -39773858.598701 + Penalty 47690.513958 = -39726168.084742 nChanged 206 Iteration 124Q (1251.630000 sec): 24 clusters Score: Raw -39773865.599522 + Penalty 47690.513958 = -39726175.085563 nChanged 216 Iteration 125Q (1253.520000 sec): 24 clusters Score: Raw -39773872.507138 + Penalty 47690.513958 = -39726181.993180 nChanged 177 Iteration 126Q (1255.400000 sec): 24 clusters Score: Raw -39773878.892847 + Penalty 47690.513958 = -39726188.378888 nChanged 209 Iteration 127Q (1257.280000 sec): 24 clusters Score: Raw -39773886.557529 + Penalty 47690.513958 = -39726196.043571 nChanged 219 Iteration 128Q (1259.170000 sec): 24 clusters Score: Raw -39773895.316438 + Penalty 47690.513958 = -39726204.802480 nChanged 208 Iteration 129Q (1261.050000 sec): 24 clusters Score: Raw -39773902.721961 + Penalty 47690.513958 = -39726212.208002 nChanged 226 Iteration 130Q (1262.930000 sec): 24 clusters Score: Raw -39773912.379738 + Penalty 47690.513958 = -39726221.865780 nChanged 243 Iteration 131Q (1264.810000 sec): 24 clusters Score: Raw -39773924.217708 + Penalty 47690.513958 = -39726233.703749 nChanged 272 Iteration 132Q (1266.690000 sec): 24 clusters Score: Raw -39773937.775667 + Penalty 47690.513958 = -39726247.261708 nChanged 303 Iteration 133Q (1268.550000 sec): 24 clusters Score: Raw -39773955.268575 + Penalty 47690.513958 = -39726264.754617 nChanged 316 Iteration 134Q (1270.450000 sec): 24 clusters Score: Raw -39773974.107746 + Penalty 47690.513958 = -39726283.593788 nChanged 321 Iteration 135Q (1272.330000 sec): 24 clusters Score: Raw -39773991.234492 + Penalty 47690.513958 = -39726300.720534 nChanged 312 Iteration 136Q (1274.220000 sec): 24 clusters Score: Raw -39774009.627351 + Penalty 47690.513958 = -39726319.113393 nChanged 343 Iteration 137Q (1276.090000 sec): 24 clusters Score: Raw -39774032.182474 + Penalty 47690.513958 = -39726341.668515 nChanged 357 Iteration 138Q (1277.970000 sec): 24 clusters Score: Raw -39774058.551748 + Penalty 47690.513958 = -39726368.037789 nChanged 376 Writing temp clu file Compute initial score before splitting: Score: Raw -39774058.551748 + Penalty 47690.513958 = -39726368.037789 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.070000 sec): 2 clusters Score: Raw -43219.328063 + Penalty 982.313364 = -42237.014700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.070000 sec): 3 clusters Score: Raw -43208.655898 + Penalty 1964.626727 = -41244.029171 nChanged 96 SP:Iteration 1F (1278.070000 sec): 3 clusters Score: Raw -43424.413791 + Penalty 1964.626727 = -41459.787064 nChanged 18 SP:Iteration 2Q (1278.070000 sec): 3 clusters Score: Raw -43503.608021 + Penalty 1964.626727 = -41538.981294 nChanged 19 SP:Iteration 3Q (1278.070000 sec): 3 clusters Score: Raw -43540.507071 + Penalty 1964.626727 = -41575.880344 nChanged 9 SP:Iteration 4Q (1278.070000 sec): 3 clusters Score: Raw -43559.322226 + Penalty 1964.626727 = -41594.695499 nChanged 7 SP:Iteration 5Q (1278.070000 sec): 3 clusters Score: Raw -43569.633995 + Penalty 1964.626727 = -41605.007268 nChanged 3 SP:Iteration 6Q (1278.070000 sec): 3 clusters Score: Raw -43575.443588 + Penalty 1964.626727 = -41610.816860 nChanged 1 SP:Iteration 7Q (1278.070000 sec): 3 clusters Score: Raw -43576.741208 + Penalty 1964.626727 = -41612.114481 nChanged 0 SP:Iteration 8F (1278.070000 sec): 3 clusters Score: Raw -43576.741208 + Penalty 1964.626727 = -41612.114481 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 2 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.080000 sec): 2 clusters Score: Raw -89103.720442 + Penalty 1098.378981 = -88005.341461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.080000 sec): 3 clusters Score: Raw -88835.858700 + Penalty 2196.757963 = -86639.100737 nChanged 244 SP:Iteration 1F (1278.080000 sec): 3 clusters Score: Raw -89076.427813 + Penalty 2196.757963 = -86879.669850 nChanged 66 SP:Iteration 2F (1278.080000 sec): 3 clusters Score: Raw -89171.526344 + Penalty 2196.757963 = -86974.768381 nChanged 50 SP:Iteration 3F (1278.090000 sec): 3 clusters Score: Raw -89249.960218 + Penalty 2196.757963 = -87053.202255 nChanged 49 SP:Iteration 4F (1278.090000 sec): 3 clusters Score: Raw -89358.779402 + Penalty 2196.757963 = -87162.021439 nChanged 48 SP:Iteration 5F (1278.090000 sec): 3 clusters Score: Raw -89479.247797 + Penalty 2196.757963 = -87282.489834 nChanged 42 SP:Iteration 6Q (1278.090000 sec): 3 clusters Score: Raw -89566.041417 + Penalty 2196.757963 = -87369.283454 nChanged 29 SP:Iteration 7Q (1278.090000 sec): 3 clusters Score: Raw -89612.923151 + Penalty 2196.757963 = -87416.165188 nChanged 17 SP:Iteration 8Q (1278.090000 sec): 3 clusters Score: Raw -89666.372182 + Penalty 2196.757963 = -87469.614219 nChanged 20 SP:Iteration 9Q (1278.100000 sec): 3 clusters Score: Raw -89718.802165 + Penalty 2196.757963 = -87522.044202 nChanged 15 SP:Iteration 10Q (1278.100000 sec): 3 clusters Score: Raw -89749.333859 + Penalty 2196.757963 = -87552.575896 nChanged 14 SP:Iteration 11Q (1278.100000 sec): 3 clusters Score: Raw -89767.568475 + Penalty 2196.757963 = -87570.810512 nChanged 7 SP:Iteration 12Q (1278.100000 sec): 3 clusters Score: Raw -89778.709768 + Penalty 2196.757963 = -87581.951805 nChanged 7 SP:Iteration 13Q (1278.110000 sec): 3 clusters Score: Raw -89791.685412 + Penalty 2196.757963 = -87594.927449 nChanged 6 SP:Iteration 14Q (1278.110000 sec): 3 clusters Score: Raw -89803.735377 + Penalty 2196.757963 = -87606.977414 nChanged 5 SP:Iteration 15Q (1278.110000 sec): 3 clusters Score: Raw -89815.420337 + Penalty 2196.757963 = -87618.662374 nChanged 3 SP:Iteration 16Q (1278.110000 sec): 3 clusters Score: Raw -89818.584078 + Penalty 2196.757963 = -87621.826115 nChanged 2 SP:Iteration 17Q (1278.110000 sec): 3 clusters Score: Raw -89821.700352 + Penalty 2196.757963 = -87624.942389 nChanged 2 SP:Iteration 18Q (1278.110000 sec): 3 clusters Score: Raw -89828.027658 + Penalty 2196.757963 = -87631.269695 nChanged 5 SP:Iteration 19Q (1278.110000 sec): 3 clusters Score: Raw -89835.872044 + Penalty 2196.757963 = -87639.114081 nChanged 4 SP:Iteration 20F (1278.120000 sec): 3 clusters Score: Raw -89839.495247 + Penalty 2196.757963 = -87642.737284 nChanged 3 SP:Iteration 21Q (1278.120000 sec): 3 clusters Score: Raw -89843.631681 + Penalty 2196.757963 = -87646.873718 nChanged 2 SP:Iteration 22Q (1278.120000 sec): 3 clusters Score: Raw -89845.935171 + Penalty 2196.757963 = -87649.177208 nChanged 0 SP:Iteration 23F (1278.120000 sec): 3 clusters Score: Raw -89845.935171 + Penalty 2196.757963 = -87649.177208 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 3 (12221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.160000 sec): 2 clusters Score: Raw -1440753.699890 + Penalty 1529.273048 = -1439224.426842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.190000 sec): 3 clusters Score: Raw -1433653.279880 + Penalty 3058.546095 = -1430594.733785 nChanged 5321 SP:Iteration 1F (1278.220000 sec): 3 clusters Score: Raw -1436621.420524 + Penalty 3058.546095 = -1433562.874428 nChanged 657 SP:Iteration 2F (1278.250000 sec): 3 clusters Score: Raw -1436867.785834 + Penalty 3058.546095 = -1433809.239739 nChanged 567 SP:Iteration 3Q (1278.280000 sec): 3 clusters Score: Raw -1437081.191340 + Penalty 3058.546095 = -1434022.645244 nChanged 516 SP:Iteration 4Q (1278.310000 sec): 3 clusters Score: Raw -1437268.190435 + Penalty 3058.546095 = -1434209.644339 nChanged 493 SP:Iteration 5Q (1278.350000 sec): 3 clusters Score: Raw -1437468.926926 + Penalty 3058.546095 = -1434410.380831 nChanged 540 SP:Iteration 6Q (1278.370000 sec): 3 clusters Score: Raw -1437741.755893 + Penalty 3058.546095 = -1434683.209797 nChanged 640 SP:Iteration 7F (1278.410000 sec): 3 clusters Score: Raw -1438132.418231 + Penalty 3058.546095 = -1435073.872136 nChanged 753 SP:Iteration 8F (1278.430000 sec): 3 clusters Score: Raw -1438696.655448 + Penalty 3058.546095 = -1435638.109353 nChanged 804 SP:Iteration 9F (1278.470000 sec): 3 clusters Score: Raw -1439374.654827 + Penalty 3058.546095 = -1436316.108732 nChanged 703 SP:Iteration 10F (1278.500000 sec): 3 clusters Score: Raw -1440047.104069 + Penalty 3058.546095 = -1436988.557974 nChanged 497 SP:Iteration 11Q (1278.530000 sec): 3 clusters Score: Raw -1440498.390297 + Penalty 3058.546095 = -1437439.844202 nChanged 274 SP:Iteration 12Q (1278.560000 sec): 3 clusters Score: Raw -1440751.004282 + Penalty 3058.546095 = -1437692.458186 nChanged 146 SP:Iteration 13Q (1278.590000 sec): 3 clusters Score: Raw -1440897.690294 + Penalty 3058.546095 = -1437839.144199 nChanged 55 SP:Iteration 14Q (1278.610000 sec): 3 clusters Score: Raw -1440954.827925 + Penalty 3058.546095 = -1437896.281830 nChanged 32 SP:Iteration 15Q (1278.640000 sec): 3 clusters Score: Raw -1440990.727986 + Penalty 3058.546095 = -1437932.181890 nChanged 13 SP:Iteration 16Q (1278.660000 sec): 3 clusters Score: Raw -1441006.418063 + Penalty 3058.546095 = -1437947.871968 nChanged 12 SP:Iteration 17Q (1278.690000 sec): 3 clusters Score: Raw -1441023.720687 + Penalty 3058.546095 = -1437965.174592 nChanged 8 SP:Iteration 18Q (1278.710000 sec): 3 clusters Score: Raw -1441033.393100 + Penalty 3058.546095 = -1437974.847004 nChanged 7 SP:Iteration 19Q (1278.730000 sec): 3 clusters Score: Raw -1441038.700851 + Penalty 3058.546095 = -1437980.154756 nChanged 3 SP:Iteration 20F (1278.770000 sec): 3 clusters Score: Raw -1441043.133486 + Penalty 3058.546095 = -1437984.587390 nChanged 1 SP:Iteration 21Q (1278.790000 sec): 3 clusters Score: Raw -1441043.747328 + Penalty 3058.546095 = -1437985.201233 nChanged 1 SP:Iteration 22Q (1278.810000 sec): 3 clusters Score: Raw -1441044.550311 + Penalty 3058.546095 = -1437986.004216 nChanged 0 SP:Iteration 23F (1278.840000 sec): 3 clusters Score: Raw -1441044.550311 + Penalty 3058.546095 = -1437986.004216 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 4 (71504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1279.060000 sec): 2 clusters Score: Raw -8307810.610441 + Penalty 1816.345159 = -8305994.265282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1279.250000 sec): 3 clusters Score: Raw -8261632.099830 + Penalty 3632.690318 = -8257999.409512 nChanged 34022 SP:Iteration 1F (1279.440000 sec): 3 clusters Score: Raw -8281039.288611 + Penalty 3632.690318 = -8277406.598293 nChanged 2599 SP:Iteration 2Q (1279.630000 sec): 3 clusters Score: Raw -8281818.442389 + Penalty 3632.690318 = -8278185.752071 nChanged 2860 SP:Iteration 3Q (1279.830000 sec): 3 clusters Score: Raw -8282849.690969 + Penalty 3632.690318 = -8279217.000651 nChanged 3168 SP:Iteration 4Q (1280.020000 sec): 3 clusters Score: Raw -8284222.636491 + Penalty 3632.690318 = -8280589.946173 nChanged 3634 SP:Iteration 5F (1280.210000 sec): 3 clusters Score: Raw -8286045.572759 + Penalty 3632.690318 = -8282412.882441 nChanged 3973 SP:Iteration 6F (1280.400000 sec): 3 clusters Score: Raw -8288337.740424 + Penalty 3632.690318 = -8284705.050106 nChanged 4305 SP:Iteration 7F (1280.590000 sec): 3 clusters Score: Raw -8291019.112046 + Penalty 3632.690318 = -8287386.421728 nChanged 4485 SP:Iteration 8F (1280.780000 sec): 3 clusters Score: Raw -8293954.501708 + Penalty 3632.690318 = -8290321.811390 nChanged 4199 SP:Iteration 9F (1280.970000 sec): 3 clusters Score: Raw -8296651.545846 + Penalty 3632.690318 = -8293018.855528 nChanged 3515 SP:Iteration 10Q (1281.150000 sec): 3 clusters Score: Raw -8298436.168141 + Penalty 3632.690318 = -8294803.477823 nChanged 2506 SP:Iteration 11Q (1281.340000 sec): 3 clusters Score: Raw -8299371.829288 + Penalty 3632.690318 = -8295739.138970 nChanged 1688 SP:Iteration 12Q (1281.530000 sec): 3 clusters Score: Raw -8299835.085114 + Penalty 3632.690318 = -8296202.394795 nChanged 1158 SP:Iteration 13Q (1281.710000 sec): 3 clusters Score: Raw -8300070.027129 + Penalty 3632.690318 = -8296437.336811 nChanged 773 SP:Iteration 14Q (1281.900000 sec): 3 clusters Score: Raw -8300196.822345 + Penalty 3632.690318 = -8296564.132027 nChanged 622 SP:Iteration 15Q (1282.080000 sec): 3 clusters Score: Raw -8300283.716290 + Penalty 3632.690318 = -8296651.025972 nChanged 555 SP:Iteration 16Q (1282.270000 sec): 3 clusters Score: Raw -8300356.910587 + Penalty 3632.690318 = -8296724.220269 nChanged 432 SP:Iteration 17Q (1282.450000 sec): 3 clusters Score: Raw -8300407.975362 + Penalty 3632.690318 = -8296775.285044 nChanged 401 SP:Iteration 18Q (1282.630000 sec): 3 clusters Score: Raw -8300447.959706 + Penalty 3632.690318 = -8296815.269388 nChanged 341 SP:Iteration 19Q (1282.810000 sec): 3 clusters Score: Raw -8300485.227437 + Penalty 3632.690318 = -8296852.537119 nChanged 327 SP:Iteration 20F (1283.000000 sec): 3 clusters Score: Raw -8300516.148828 + Penalty 3632.690318 = -8296883.458510 nChanged 289 SP:Iteration 21Q (1283.190000 sec): 3 clusters Score: Raw -8300539.346589 + Penalty 3632.690318 = -8296906.656271 nChanged 256 SP:Iteration 22Q (1283.380000 sec): 3 clusters Score: Raw -8300559.013168 + Penalty 3632.690318 = -8296926.322850 nChanged 218 SP:Iteration 23Q (1283.560000 sec): 3 clusters Score: Raw -8300575.050114 + Penalty 3632.690318 = -8296942.359796 nChanged 210 SP:Iteration 24Q (1283.740000 sec): 3 clusters Score: Raw -8300589.995389 + Penalty 3632.690318 = -8296957.305071 nChanged 195 SP:Iteration 25Q (1283.920000 sec): 3 clusters Score: Raw -8300601.708320 + Penalty 3632.690318 = -8296969.018002 nChanged 151 SP:Iteration 26Q (1284.110000 sec): 3 clusters Score: Raw -8300610.258834 + Penalty 3632.690318 = -8296977.568516 nChanged 158 SP:Iteration 27Q (1284.290000 sec): 3 clusters Score: Raw -8300618.317237 + Penalty 3632.690318 = -8296985.626919 nChanged 139 SP:Iteration 28Q (1284.470000 sec): 3 clusters Score: Raw -8300624.511792 + Penalty 3632.690318 = -8296991.821474 nChanged 111 SP:Iteration 29Q (1284.660000 sec): 3 clusters Score: Raw -8300630.130903 + Penalty 3632.690318 = -8296997.440585 nChanged 125 SP:Iteration 30Q (1284.840000 sec): 3 clusters Score: Raw -8300636.383308 + Penalty 3632.690318 = -8297003.692990 nChanged 118 SP:Iteration 31Q (1285.020000 sec): 3 clusters Score: Raw -8300642.024985 + Penalty 3632.690318 = -8297009.334667 nChanged 123 SP:Iteration 32Q (1285.200000 sec): 3 clusters Score: Raw -8300648.580102 + Penalty 3632.690318 = -8297015.889784 nChanged 115 SP:Iteration 33Q (1285.380000 sec): 3 clusters Score: Raw -8300654.139478 + Penalty 3632.690318 = -8297021.449160 nChanged 121 SP:Iteration 34Q (1285.570000 sec): 3 clusters Score: Raw -8300660.280091 + Penalty 3632.690318 = -8297027.589773 nChanged 126 SP:Iteration 35Q (1285.750000 sec): 3 clusters Score: Raw -8300666.532670 + Penalty 3632.690318 = -8297033.842352 nChanged 121 SP:Iteration 36Q (1285.930000 sec): 3 clusters Score: Raw -8300671.635032 + Penalty 3632.690318 = -8297038.944714 nChanged 101 SP:Iteration 37Q (1286.110000 sec): 3 clusters Score: Raw -8300676.368347 + Penalty 3632.690318 = -8297043.678029 nChanged 101 SP:Iteration 38Q (1286.300000 sec): 3 clusters Score: Raw -8300681.674258 + Penalty 3632.690318 = -8297048.983940 nChanged 109 SP:Iteration 39Q (1286.480000 sec): 3 clusters Score: Raw -8300686.074720 + Penalty 3632.690318 = -8297053.384402 nChanged 100 SP:Iteration 40F (1286.670000 sec): 3 clusters Score: Raw -8300690.067960 + Penalty 3632.690318 = -8297057.377642 nChanged 81 SP:Iteration 41Q (1286.850000 sec): 3 clusters Score: Raw -8300693.299785 + Penalty 3632.690318 = -8297060.609467 nChanged 98 SP:Iteration 42Q (1287.030000 sec): 3 clusters Score: Raw -8300697.303799 + Penalty 3632.690318 = -8297064.613481 nChanged 96 SP:Iteration 43Q (1287.220000 sec): 3 clusters Score: Raw -8300701.753689 + Penalty 3632.690318 = -8297069.063371 nChanged 113 SP:Iteration 44Q (1287.400000 sec): 3 clusters Score: Raw -8300707.507652 + Penalty 3632.690318 = -8297074.817334 nChanged 118 SP:Iteration 45Q (1287.580000 sec): 3 clusters Score: Raw -8300713.551254 + Penalty 3632.690318 = -8297080.860936 nChanged 113 SP:Iteration 46Q (1287.770000 sec): 3 clusters Score: Raw -8300718.797922 + Penalty 3632.690318 = -8297086.107603 nChanged 97 SP:Iteration 47Q (1287.950000 sec): 3 clusters Score: Raw -8300722.887210 + Penalty 3632.690318 = -8297090.196891 nChanged 102 SP:Iteration 48Q (1288.130000 sec): 3 clusters Score: Raw -8300727.218907 + Penalty 3632.690318 = -8297094.528589 nChanged 107 SP:Iteration 49Q (1288.310000 sec): 3 clusters Score: Raw -8300731.552565 + Penalty 3632.690318 = -8297098.862247 nChanged 112 SP:Iteration 50Q (1288.490000 sec): 3 clusters Score: Raw -8300736.064928 + Penalty 3632.690318 = -8297103.374610 nChanged 117 SP:Iteration 51Q (1288.670000 sec): 3 clusters Score: Raw -8300741.521751 + Penalty 3632.690318 = -8297108.831432 nChanged 104 SP:Iteration 52Q (1288.850000 sec): 3 clusters Score: Raw -8300745.683835 + Penalty 3632.690318 = -8297112.993517 nChanged 102 SP:Iteration 53Q (1289.030000 sec): 3 clusters Score: Raw -8300749.687958 + Penalty 3632.690318 = -8297116.997640 nChanged 99 SP:Iteration 54Q (1289.220000 sec): 3 clusters Score: Raw -8300753.462584 + Penalty 3632.690318 = -8297120.772266 nChanged 90 SP:Iteration 55Q (1289.400000 sec): 3 clusters Score: Raw -8300757.112994 + Penalty 3632.690318 = -8297124.422676 nChanged 90 SP:Iteration 56Q (1289.580000 sec): 3 clusters Score: Raw -8300760.480067 + Penalty 3632.690318 = -8297127.789749 nChanged 82 SP:Iteration 57Q (1289.770000 sec): 3 clusters Score: Raw -8300763.354480 + Penalty 3632.690318 = -8297130.664162 nChanged 86 SP:Iteration 58Q (1289.950000 sec): 3 clusters Score: Raw -8300766.915203 + Penalty 3632.690318 = -8297134.224885 nChanged 92 SP:Iteration 59Q (1290.130000 sec): 3 clusters Score: Raw -8300770.764533 + Penalty 3632.690318 = -8297138.074215 nChanged 106 SP:Iteration 60F (1290.320000 sec): 3 clusters Score: Raw -8300775.828769 + Penalty 3632.690318 = -8297143.138450 nChanged 125 SP:Iteration 61Q (1290.500000 sec): 3 clusters Score: Raw -8300781.248417 + Penalty 3632.690318 = -8297148.558099 nChanged 105 SP:Iteration 62Q (1290.690000 sec): 3 clusters Score: Raw -8300785.866303 + Penalty 3632.690318 = -8297153.175985 nChanged 105 SP:Iteration 63Q (1290.870000 sec): 3 clusters Score: Raw -8300790.339081 + Penalty 3632.690318 = -8297157.648763 nChanged 106 SP:Iteration 64Q (1291.050000 sec): 3 clusters Score: Raw -8300795.509678 + Penalty 3632.690318 = -8297162.819360 nChanged 115 SP:Iteration 65Q (1291.240000 sec): 3 clusters Score: Raw -8300801.850491 + Penalty 3632.690318 = -8297169.160173 nChanged 141 SP:Iteration 66Q (1291.420000 sec): 3 clusters Score: Raw -8300809.454858 + Penalty 3632.690318 = -8297176.764540 nChanged 136 SP:Iteration 67Q (1291.610000 sec): 3 clusters Score: Raw -8300817.482486 + Penalty 3632.690318 = -8297184.792168 nChanged 143 SP:Iteration 68Q (1291.790000 sec): 3 clusters Score: Raw -8300827.241005 + Penalty 3632.690318 = -8297194.550687 nChanged 185 SP:Iteration 69Q (1291.970000 sec): 3 clusters Score: Raw -8300840.191286 + Penalty 3632.690318 = -8297207.500968 nChanged 192 SP:Iteration 70Q (1292.150000 sec): 3 clusters Score: Raw -8300853.575574 + Penalty 3632.690318 = -8297220.885256 nChanged 225 SP:Iteration 71Q (1292.330000 sec): 3 clusters Score: Raw -8300868.854433 + Penalty 3632.690318 = -8297236.164115 nChanged 208 SP:Iteration 72Q (1292.510000 sec): 3 clusters Score: Raw -8300883.224023 + Penalty 3632.690318 = -8297250.533705 nChanged 202 SP:Iteration 73Q (1292.700000 sec): 3 clusters Score: Raw -8300896.673026 + Penalty 3632.690318 = -8297263.982708 nChanged 195 SP:Iteration 74Q (1292.880000 sec): 3 clusters Score: Raw -8300909.922729 + Penalty 3632.690318 = -8297277.232411 nChanged 212 SP:Iteration 75Q (1293.070000 sec): 3 clusters Score: Raw -8300924.084224 + Penalty 3632.690318 = -8297291.393906 nChanged 220 SP:Iteration 76Q (1293.250000 sec): 3 clusters Score: Raw -8300939.649215 + Penalty 3632.690318 = -8297306.958897 nChanged 213 SP:Iteration 77Q (1293.430000 sec): 3 clusters Score: Raw -8300954.620550 + Penalty 3632.690318 = -8297321.930232 nChanged 200 SP:Iteration 78Q (1293.610000 sec): 3 clusters Score: Raw -8300968.677334 + Penalty 3632.690318 = -8297335.987015 nChanged 186 SP:Iteration 79Q (1293.800000 sec): 3 clusters Score: Raw -8300981.220835 + Penalty 3632.690318 = -8297348.530517 nChanged 182 SP:Iteration 80F (1293.990000 sec): 3 clusters Score: Raw -8300993.273290 + Penalty 3632.690318 = -8297360.582972 nChanged 196 SP:Iteration 81Q (1294.170000 sec): 3 clusters Score: Raw -8301005.955152 + Penalty 3632.690318 = -8297373.264834 nChanged 225 SP:Iteration 82Q (1294.350000 sec): 3 clusters Score: Raw -8301022.069126 + Penalty 3632.690318 = -8297389.378808 nChanged 238 SP:Iteration 83Q (1294.530000 sec): 3 clusters Score: Raw -8301040.712494 + Penalty 3632.690318 = -8297408.022176 nChanged 243 SP:Iteration 84Q (1294.720000 sec): 3 clusters Score: Raw -8301059.022729 + Penalty 3632.690318 = -8297426.332411 nChanged 227 SP:Iteration 85Q (1294.900000 sec): 3 clusters Score: Raw -8301075.066467 + Penalty 3632.690318 = -8297442.376149 nChanged 222 SP:Iteration 86Q (1295.080000 sec): 3 clusters Score: Raw -8301091.744848 + Penalty 3632.690318 = -8297459.054530 nChanged 240 SP:Iteration 87Q (1295.260000 sec): 3 clusters Score: Raw -8301111.933057 + Penalty 3632.690318 = -8297479.242739 nChanged 248 SP:Iteration 88Q (1295.450000 sec): 3 clusters Score: Raw -8301132.994401 + Penalty 3632.690318 = -8297500.304082 nChanged 251 SP:Iteration 89Q (1295.630000 sec): 3 clusters Score: Raw -8301154.366612 + Penalty 3632.690318 = -8297521.676294 nChanged 257 SP:Iteration 90Q (1295.810000 sec): 3 clusters Score: Raw -8301176.669090 + Penalty 3632.690318 = -8297543.978771 nChanged 262 SP:Iteration 91Q (1295.990000 sec): 3 clusters Score: Raw -8301199.204763 + Penalty 3632.690318 = -8297566.514445 nChanged 271 SP:Iteration 92Q (1296.180000 sec): 3 clusters Score: Raw -8301221.981052 + Penalty 3632.690318 = -8297589.290734 nChanged 263 SP:Iteration 93Q (1296.360000 sec): 3 clusters Score: Raw -8301244.072644 + Penalty 3632.690318 = -8297611.382326 nChanged 300 SP:Iteration 94Q (1296.540000 sec): 3 clusters Score: Raw -8301272.286871 + Penalty 3632.690318 = -8297639.596553 nChanged 316 SP:Iteration 95Q (1296.720000 sec): 3 clusters Score: Raw -8301305.091533 + Penalty 3632.690318 = -8297672.401215 nChanged 317 SP:Iteration 96Q (1296.900000 sec): 3 clusters Score: Raw -8301338.880556 + Penalty 3632.690318 = -8297706.190237 nChanged 311 SP:Iteration 97Q (1297.090000 sec): 3 clusters Score: Raw -8301370.900982 + Penalty 3632.690318 = -8297738.210664 nChanged 319 SP:Iteration 98Q (1297.270000 sec): 3 clusters Score: Raw -8301404.816720 + Penalty 3632.690318 = -8297772.126402 nChanged 359 SP:Iteration 99Q (1297.450000 sec): 3 clusters Score: Raw -8301446.794665 + Penalty 3632.690318 = -8297814.104347 nChanged 373 SP:Iteration 100F (1297.650000 sec): 3 clusters Score: Raw -8301491.652159 + Penalty 3632.690318 = -8297858.961841 nChanged 361 SP:Iteration 101Q (1297.830000 sec): 3 clusters Score: Raw -8301535.066538 + Penalty 3632.690318 = -8297902.376220 nChanged 377 SP:Iteration 102Q (1298.010000 sec): 3 clusters Score: Raw -8301579.234597 + Penalty 3632.690318 = -8297946.544278 nChanged 384 SP:Iteration 103Q (1298.200000 sec): 3 clusters Score: Raw -8301627.505940 + Penalty 3632.690318 = -8297994.815622 nChanged 418 SP:Iteration 104Q (1298.380000 sec): 3 clusters Score: Raw -8301681.807745 + Penalty 3632.690318 = -8298049.117426 nChanged 430 SP:Iteration 105Q (1298.560000 sec): 3 clusters Score: Raw -8301740.266175 + Penalty 3632.690318 = -8298107.575857 nChanged 472 SP:Iteration 106Q (1298.740000 sec): 3 clusters Score: Raw -8301807.618962 + Penalty 3632.690318 = -8298174.928644 nChanged 483 SP:Iteration 107Q (1298.920000 sec): 3 clusters Score: Raw -8301878.911288 + Penalty 3632.690318 = -8298246.220970 nChanged 515 SP:Iteration 108Q (1299.100000 sec): 3 clusters Score: Raw -8301958.162055 + Penalty 3632.690318 = -8298325.471737 nChanged 541 SP:Iteration 109Q (1299.280000 sec): 3 clusters Score: Raw -8302042.162735 + Penalty 3632.690318 = -8298409.472417 nChanged 558 SP:Iteration 110Q (1299.460000 sec): 3 clusters Score: Raw -8302131.095870 + Penalty 3632.690318 = -8298498.405552 nChanged 529 SP:Iteration 111Q (1299.640000 sec): 3 clusters Score: Raw -8302209.814606 + Penalty 3632.690318 = -8298577.124288 nChanged 509 SP:Iteration 112Q (1299.810000 sec): 3 clusters Score: Raw -8302282.966818 + Penalty 3632.690318 = -8298650.276500 nChanged 506 SP:Iteration 113Q (1299.990000 sec): 3 clusters Score: Raw -8302357.293041 + Penalty 3632.690318 = -8298724.602723 nChanged 506 SP:Iteration 114Q (1300.170000 sec): 3 clusters Score: Raw -8302433.766478 + Penalty 3632.690318 = -8298801.076160 nChanged 523 SP:Iteration 115Q (1300.340000 sec): 3 clusters Score: Raw -8302509.147565 + Penalty 3632.690318 = -8298876.457247 nChanged 522 SP:Iteration 116Q (1300.520000 sec): 3 clusters Score: Raw -8302588.433381 + Penalty 3632.690318 = -8298955.743062 nChanged 544 SP:Iteration 117Q (1300.690000 sec): 3 clusters Score: Raw -8302676.424760 + Penalty 3632.690318 = -8299043.734442 nChanged 551 SP:Iteration 118Q (1300.870000 sec): 3 clusters Score: Raw -8302770.400476 + Penalty 3632.690318 = -8299137.710158 nChanged 588 SP:Iteration 119Q (1301.040000 sec): 3 clusters Score: Raw -8302876.265889 + Penalty 3632.690318 = -8299243.575571 nChanged 623 SP:Iteration 120F (1301.230000 sec): 3 clusters Score: Raw -8302992.096570 + Penalty 3632.690318 = -8299359.406252 nChanged 626 SP:Iteration 121Q (1301.400000 sec): 3 clusters Score: Raw -8303109.737523 + Penalty 3632.690318 = -8299477.047204 nChanged 649 SP:Iteration 122Q (1301.570000 sec): 3 clusters Score: Raw -8303227.280640 + Penalty 3632.690318 = -8299594.590322 nChanged 639 SP:Iteration 123Q (1301.750000 sec): 3 clusters Score: Raw -8303349.255213 + Penalty 3632.690318 = -8299716.564895 nChanged 700 SP:Iteration 124Q (1301.910000 sec): 3 clusters Score: Raw -8303493.057168 + Penalty 3632.690318 = -8299860.366850 nChanged 707 SP:Iteration 125Q (1302.080000 sec): 3 clusters Score: Raw -8303640.228986 + Penalty 3632.690318 = -8300007.538668 nChanged 714 SP:Iteration 126Q (1302.250000 sec): 3 clusters Score: Raw -8303794.625710 + Penalty 3632.690318 = -8300161.935392 nChanged 675 SP:Iteration 127Q (1302.410000 sec): 3 clusters Score: Raw -8303937.311117 + Penalty 3632.690318 = -8300304.620798 nChanged 668 SP:Iteration 128Q (1302.580000 sec): 3 clusters Score: Raw -8304081.040045 + Penalty 3632.690318 = -8300448.349727 nChanged 683 SP:Iteration 129Q (1302.740000 sec): 3 clusters Score: Raw -8304230.451135 + Penalty 3632.690318 = -8300597.760817 nChanged 666 SP:Iteration 130Q (1302.910000 sec): 3 clusters Score: Raw -8304386.368216 + Penalty 3632.690318 = -8300753.677897 nChanged 657 SP:Iteration 131Q (1303.070000 sec): 3 clusters Score: Raw -8304537.663651 + Penalty 3632.690318 = -8300904.973333 nChanged 663 SP:Iteration 132Q (1303.230000 sec): 3 clusters Score: Raw -8304695.743836 + Penalty 3632.690318 = -8301063.053518 nChanged 629 SP:Iteration 133Q (1303.390000 sec): 3 clusters Score: Raw -8304844.999876 + Penalty 3632.690318 = -8301212.309558 nChanged 607 SP:Iteration 134Q (1303.550000 sec): 3 clusters Score: Raw -8304990.948604 + Penalty 3632.690318 = -8301358.258286 nChanged 599 SP:Iteration 135Q (1303.710000 sec): 3 clusters Score: Raw -8305139.493515 + Penalty 3632.690318 = -8301506.803196 nChanged 599 SP:Iteration 136Q (1303.860000 sec): 3 clusters Score: Raw -8305288.449562 + Penalty 3632.690318 = -8301655.759244 nChanged 568 SP:Iteration 137Q (1304.010000 sec): 3 clusters Score: Raw -8305431.977211 + Penalty 3632.690318 = -8301799.286893 nChanged 548 SP:Iteration 138Q (1304.170000 sec): 3 clusters Score: Raw -8305579.256502 + Penalty 3632.690318 = -8301946.566184 nChanged 558 SP:Iteration 139Q (1304.320000 sec): 3 clusters Score: Raw -8305733.304607 + Penalty 3632.690318 = -8302100.614289 nChanged 551 SP:Iteration 140F (1304.510000 sec): 3 clusters Score: Raw -8305895.996558 + Penalty 3632.690318 = -8302263.306240 nChanged 563 SP:Iteration 141Q (1304.660000 sec): 3 clusters Score: Raw -8306061.382508 + Penalty 3632.690318 = -8302428.692190 nChanged 508 SP:Iteration 142Q (1304.810000 sec): 3 clusters Score: Raw -8306208.465261 + Penalty 3632.690318 = -8302575.774943 nChanged 486 SP:Iteration 143Q (1304.950000 sec): 3 clusters Score: Raw -8306357.922525 + Penalty 3632.690318 = -8302725.232207 nChanged 464 SP:Iteration 144Q (1305.100000 sec): 3 clusters Score: Raw -8306509.861979 + Penalty 3632.690318 = -8302877.171661 nChanged 472 SP:Iteration 145Q (1305.250000 sec): 3 clusters Score: Raw -8306660.988669 + Penalty 3632.690318 = -8303028.298351 nChanged 434 SP:Iteration 146Q (1305.390000 sec): 3 clusters Score: Raw -8306798.164494 + Penalty 3632.690318 = -8303165.474176 nChanged 398 SP:Iteration 147Q (1305.530000 sec): 3 clusters Score: Raw -8306919.743239 + Penalty 3632.690318 = -8303287.052921 nChanged 364 SP:Iteration 148Q (1305.680000 sec): 3 clusters Score: Raw -8307039.669435 + Penalty 3632.690318 = -8303406.979116 nChanged 328 SP:Iteration 149Q (1305.820000 sec): 3 clusters Score: Raw -8307147.098574 + Penalty 3632.690318 = -8303514.408256 nChanged 306 SP:Iteration 150Q (1305.960000 sec): 3 clusters Score: Raw -8307253.586391 + Penalty 3632.690318 = -8303620.896073 nChanged 273 SP:Iteration 151Q (1306.100000 sec): 3 clusters Score: Raw -8307350.631441 + Penalty 3632.690318 = -8303717.941123 nChanged 291 SP:Iteration 152Q (1306.240000 sec): 3 clusters Score: Raw -8307455.553320 + Penalty 3632.690318 = -8303822.863002 nChanged 273 SP:Iteration 153Q (1306.370000 sec): 3 clusters Score: Raw -8307557.582990 + Penalty 3632.690318 = -8303924.892672 nChanged 224 SP:Iteration 154Q (1306.510000 sec): 3 clusters Score: Raw -8307631.234424 + Penalty 3632.690318 = -8303998.544106 nChanged 185 SP:Iteration 155Q (1306.650000 sec): 3 clusters Score: Raw -8307697.094239 + Penalty 3632.690318 = -8304064.403921 nChanged 157 SP:Iteration 156Q (1306.780000 sec): 3 clusters Score: Raw -8307750.997472 + Penalty 3632.690318 = -8304118.307154 nChanged 122 SP:Iteration 157Q (1306.910000 sec): 3 clusters Score: Raw -8307794.608523 + Penalty 3632.690318 = -8304161.918205 nChanged 121 SP:Iteration 158Q (1307.050000 sec): 3 clusters Score: Raw -8307843.197579 + Penalty 3632.690318 = -8304210.507261 nChanged 95 SP:Iteration 159Q (1307.180000 sec): 3 clusters Score: Raw -8307873.713508 + Penalty 3632.690318 = -8304241.023189 nChanged 84 SP:Iteration 160F (1307.370000 sec): 3 clusters Score: Raw -8307898.823071 + Penalty 3632.690318 = -8304266.132753 nChanged 71 SP:Iteration 161Q (1307.500000 sec): 3 clusters Score: Raw -8307919.954296 + Penalty 3632.690318 = -8304287.263978 nChanged 55 SP:Iteration 162Q (1307.630000 sec): 3 clusters Score: Raw -8307935.876072 + Penalty 3632.690318 = -8304303.185754 nChanged 52 SP:Iteration 163Q (1307.760000 sec): 3 clusters Score: Raw -8307951.677323 + Penalty 3632.690318 = -8304318.987005 nChanged 42 SP:Iteration 164Q (1307.890000 sec): 3 clusters Score: Raw -8307965.864174 + Penalty 3632.690318 = -8304333.173856 nChanged 44 SP:Iteration 165Q (1308.020000 sec): 3 clusters Score: Raw -8307979.836513 + Penalty 3632.690318 = -8304347.146195 nChanged 33 SP:Iteration 166Q (1308.150000 sec): 3 clusters Score: Raw -8307990.956575 + Penalty 3632.690318 = -8304358.266257 nChanged 32 SP:Iteration 167Q (1308.280000 sec): 3 clusters Score: Raw -8308000.191121 + Penalty 3632.690318 = -8304367.500803 nChanged 26 SP:Iteration 168Q (1308.410000 sec): 3 clusters Score: Raw -8308008.441122 + Penalty 3632.690318 = -8304375.750804 nChanged 30 SP:Iteration 169Q (1308.540000 sec): 3 clusters Score: Raw -8308018.746849 + Penalty 3632.690318 = -8304386.056531 nChanged 28 SP:Iteration 170Q (1308.670000 sec): 3 clusters Score: Raw -8308027.119457 + Penalty 3632.690318 = -8304394.429139 nChanged 17 SP:Iteration 171Q (1308.800000 sec): 3 clusters Score: Raw -8308032.904072 + Penalty 3632.690318 = -8304400.213753 nChanged 15 SP:Iteration 172Q (1308.930000 sec): 3 clusters Score: Raw -8308038.719163 + Penalty 3632.690318 = -8304406.028844 nChanged 13 SP:Iteration 173Q (1309.060000 sec): 3 clusters Score: Raw -8308042.429355 + Penalty 3632.690318 = -8304409.739037 nChanged 14 SP:Iteration 174Q (1309.190000 sec): 3 clusters Score: Raw -8308046.846920 + Penalty 3632.690318 = -8304414.156602 nChanged 21 SP:Iteration 175Q (1309.330000 sec): 3 clusters Score: Raw -8308052.836264 + Penalty 3632.690318 = -8304420.145946 nChanged 12 SP:Iteration 176Q (1309.450000 sec): 3 clusters Score: Raw -8308056.054161 + Penalty 3632.690318 = -8304423.363842 nChanged 8 SP:Iteration 177Q (1309.590000 sec): 3 clusters Score: Raw -8308059.907753 + Penalty 3632.690318 = -8304427.217435 nChanged 13 SP:Iteration 178Q (1309.720000 sec): 3 clusters Score: Raw -8308065.185896 + Penalty 3632.690318 = -8304432.495578 nChanged 12 SP:Iteration 179Q (1309.850000 sec): 3 clusters Score: Raw -8308068.555564 + Penalty 3632.690318 = -8304435.865246 nChanged 8 SP:Iteration 180F (1310.030000 sec): 3 clusters Score: Raw -8308072.055770 + Penalty 3632.690318 = -8304439.365451 nChanged 10 SP:Iteration 181Q (1310.170000 sec): 3 clusters Score: Raw -8308076.980012 + Penalty 3632.690318 = -8304444.289694 nChanged 11 SP:Iteration 182Q (1310.300000 sec): 3 clusters Score: Raw -8308081.709223 + Penalty 3632.690318 = -8304449.018905 nChanged 14 SP:Iteration 183Q (1310.430000 sec): 3 clusters Score: Raw -8308088.008632 + Penalty 3632.690318 = -8304455.318314 nChanged 20 SP:Iteration 184Q (1310.560000 sec): 3 clusters Score: Raw -8308093.718621 + Penalty 3632.690318 = -8304461.028303 nChanged 12 SP:Iteration 185Q (1310.690000 sec): 3 clusters Score: Raw -8308096.869483 + Penalty 3632.690318 = -8304464.179165 nChanged 12 SP:Iteration 186Q (1310.820000 sec): 3 clusters Score: Raw -8308100.917275 + Penalty 3632.690318 = -8304468.226956 nChanged 14 SP:Iteration 187Q (1310.960000 sec): 3 clusters Score: Raw -8308106.663479 + Penalty 3632.690318 = -8304473.973161 nChanged 16 SP:Iteration 188Q (1311.090000 sec): 3 clusters Score: Raw -8308112.116623 + Penalty 3632.690318 = -8304479.426305 nChanged 13 SP:Iteration 189Q (1311.230000 sec): 3 clusters Score: Raw -8308117.735751 + Penalty 3632.690318 = -8304485.045433 nChanged 15 SP:Iteration 190Q (1311.360000 sec): 3 clusters Score: Raw -8308123.915313 + Penalty 3632.690318 = -8304491.224994 nChanged 10 SP:Iteration 191Q (1311.490000 sec): 3 clusters Score: Raw -8308126.766780 + Penalty 3632.690318 = -8304494.076462 nChanged 3 SP:Iteration 192Q (1311.620000 sec): 3 clusters Score: Raw -8308127.802439 + Penalty 3632.690318 = -8304495.112121 nChanged 8 SP:Iteration 193Q (1311.750000 sec): 3 clusters Score: Raw -8308129.519053 + Penalty 3632.690318 = -8304496.828734 nChanged 4 SP:Iteration 194Q (1311.880000 sec): 3 clusters Score: Raw -8308130.297669 + Penalty 3632.690318 = -8304497.607351 nChanged 3 SP:Iteration 195Q (1312.010000 sec): 3 clusters Score: Raw -8308130.963921 + Penalty 3632.690318 = -8304498.273603 nChanged 3 SP:Iteration 196Q (1312.140000 sec): 3 clusters Score: Raw -8308131.317848 + Penalty 3632.690318 = -8304498.627530 nChanged 0 SP:Iteration 197F (1312.330000 sec): 3 clusters Score: Raw -8308131.317848 + Penalty 3632.690318 = -8304498.627530 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.370000 sec): 2 clusters Score: Raw -370316.874332 + Penalty 1309.014711 = -369007.859621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.370000 sec): 3 clusters Score: Raw -368796.773531 + Penalty 2618.029421 = -366178.744109 nChanged 1197 SP:Iteration 1F (1312.380000 sec): 3 clusters Score: Raw -369517.520425 + Penalty 2618.029421 = -366899.491004 nChanged 235 SP:Iteration 2F (1312.390000 sec): 3 clusters Score: Raw -369672.496794 + Penalty 2618.029421 = -367054.467373 nChanged 142 SP:Iteration 3Q (1312.400000 sec): 3 clusters Score: Raw -369748.593048 + Penalty 2618.029421 = -367130.563627 nChanged 96 SP:Iteration 4Q (1312.410000 sec): 3 clusters Score: Raw -369796.993413 + Penalty 2618.029421 = -367178.963992 nChanged 77 SP:Iteration 5Q (1312.410000 sec): 3 clusters Score: Raw -369836.648608 + Penalty 2618.029421 = -367218.619187 nChanged 67 SP:Iteration 6Q (1312.420000 sec): 3 clusters Score: Raw -369870.566025 + Penalty 2618.029421 = -367252.536604 nChanged 52 SP:Iteration 7Q (1312.430000 sec): 3 clusters Score: Raw -369904.774699 + Penalty 2618.029421 = -367286.745278 nChanged 58 SP:Iteration 8Q (1312.440000 sec): 3 clusters Score: Raw -369930.093064 + Penalty 2618.029421 = -367312.063643 nChanged 45 SP:Iteration 9Q (1312.450000 sec): 3 clusters Score: Raw -369950.572849 + Penalty 2618.029421 = -367332.543428 nChanged 41 SP:Iteration 10Q (1312.450000 sec): 3 clusters Score: Raw -369975.073536 + Penalty 2618.029421 = -367357.044115 nChanged 49 SP:Iteration 11Q (1312.460000 sec): 3 clusters Score: Raw -370007.918836 + Penalty 2618.029421 = -367389.889415 nChanged 60 SP:Iteration 12Q (1312.470000 sec): 3 clusters Score: Raw -370044.440767 + Penalty 2618.029421 = -367426.411346 nChanged 57 SP:Iteration 13Q (1312.480000 sec): 3 clusters Score: Raw -370072.983013 + Penalty 2618.029421 = -367454.953592 nChanged 48 SP:Iteration 14Q (1312.490000 sec): 3 clusters Score: Raw -370101.203301 + Penalty 2618.029421 = -367483.173880 nChanged 44 SP:Iteration 15Q (1312.490000 sec): 3 clusters Score: Raw -370126.310075 + Penalty 2618.029421 = -367508.280654 nChanged 37 SP:Iteration 16Q (1312.500000 sec): 3 clusters Score: Raw -370144.684662 + Penalty 2618.029421 = -367526.655241 nChanged 35 SP:Iteration 17Q (1312.510000 sec): 3 clusters Score: Raw -370161.643737 + Penalty 2618.029421 = -367543.614316 nChanged 40 SP:Iteration 18Q (1312.520000 sec): 3 clusters Score: Raw -370183.826713 + Penalty 2618.029421 = -367565.797292 nChanged 38 SP:Iteration 19Q (1312.530000 sec): 3 clusters Score: Raw -370207.863088 + Penalty 2618.029421 = -367589.833667 nChanged 34 SP:Iteration 20F (1312.540000 sec): 3 clusters Score: Raw -370228.348982 + Penalty 2618.029421 = -367610.319561 nChanged 44 SP:Iteration 21Q (1312.540000 sec): 3 clusters Score: Raw -370256.473172 + Penalty 2618.029421 = -367638.443751 nChanged 39 SP:Iteration 22Q (1312.550000 sec): 3 clusters Score: Raw -370277.126381 + Penalty 2618.029421 = -367659.096960 nChanged 33 SP:Iteration 23Q (1312.560000 sec): 3 clusters Score: Raw -370291.449331 + Penalty 2618.029421 = -367673.419910 nChanged 23 SP:Iteration 24Q (1312.560000 sec): 3 clusters Score: Raw -370305.888416 + Penalty 2618.029421 = -367687.858995 nChanged 23 SP:Iteration 25Q (1312.570000 sec): 3 clusters Score: Raw -370319.832772 + Penalty 2618.029421 = -367701.803350 nChanged 20 SP:Iteration 26Q (1312.580000 sec): 3 clusters Score: Raw -370335.057148 + Penalty 2618.029421 = -367717.027727 nChanged 32 SP:Iteration 27Q (1312.590000 sec): 3 clusters Score: Raw -370355.528077 + Penalty 2618.029421 = -367737.498656 nChanged 23 SP:Iteration 28Q (1312.590000 sec): 3 clusters Score: Raw -370367.311593 + Penalty 2618.029421 = -367749.282172 nChanged 15 SP:Iteration 29Q (1312.600000 sec): 3 clusters Score: Raw -370374.464684 + Penalty 2618.029421 = -367756.435263 nChanged 11 SP:Iteration 30Q (1312.610000 sec): 3 clusters Score: Raw -370379.687033 + Penalty 2618.029421 = -367761.657612 nChanged 14 SP:Iteration 31Q (1312.610000 sec): 3 clusters Score: Raw -370387.349984 + Penalty 2618.029421 = -367769.320563 nChanged 15 SP:Iteration 32Q (1312.620000 sec): 3 clusters Score: Raw -370396.573460 + Penalty 2618.029421 = -367778.544039 nChanged 12 SP:Iteration 33Q (1312.630000 sec): 3 clusters Score: Raw -370405.226777 + Penalty 2618.029421 = -367787.197356 nChanged 14 SP:Iteration 34Q (1312.640000 sec): 3 clusters Score: Raw -370411.893642 + Penalty 2618.029421 = -367793.864220 nChanged 8 SP:Iteration 35Q (1312.640000 sec): 3 clusters Score: Raw -370415.288580 + Penalty 2618.029421 = -367797.259159 nChanged 5 SP:Iteration 36Q (1312.650000 sec): 3 clusters Score: Raw -370417.272328 + Penalty 2618.029421 = -367799.242907 nChanged 4 SP:Iteration 37Q (1312.660000 sec): 3 clusters Score: Raw -370419.058416 + Penalty 2618.029421 = -367801.028995 nChanged 2 SP:Iteration 38Q (1312.660000 sec): 3 clusters Score: Raw -370419.962286 + Penalty 2618.029421 = -367801.932865 nChanged 2 SP:Iteration 39Q (1312.670000 sec): 3 clusters Score: Raw -370421.434857 + Penalty 2618.029421 = -367803.405436 nChanged 1 SP:Iteration 40F (1312.680000 sec): 3 clusters Score: Raw -370421.661149 + Penalty 2618.029421 = -367803.631728 nChanged 1 SP:Iteration 41Q (1312.680000 sec): 3 clusters Score: Raw -370422.164394 + Penalty 2618.029421 = -367804.134973 nChanged 2 SP:Iteration 42Q (1312.690000 sec): 3 clusters Score: Raw -370423.415317 + Penalty 2618.029421 = -367805.385896 nChanged 3 SP:Iteration 43Q (1312.700000 sec): 3 clusters Score: Raw -370424.644520 + Penalty 2618.029421 = -367806.615099 nChanged 0 SP:Iteration 44F (1312.700000 sec): 3 clusters Score: Raw -370424.644520 + Penalty 2618.029421 = -367806.615099 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.710000 sec): 2 clusters Score: Raw -159102.332374 + Penalty 1177.881912 = -157924.450462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.720000 sec): 3 clusters Score: Raw -158593.271199 + Penalty 2355.763824 = -156237.507375 nChanged 452 SP:Iteration 1F (1312.720000 sec): 3 clusters Score: Raw -158954.984230 + Penalty 2355.763824 = -156599.220406 nChanged 110 SP:Iteration 2F (1312.720000 sec): 3 clusters Score: Raw -159120.441472 + Penalty 2355.763824 = -156764.677648 nChanged 79 SP:Iteration 3F (1312.720000 sec): 3 clusters Score: Raw -159193.199733 + Penalty 2355.763824 = -156837.435909 nChanged 43 SP:Iteration 4Q (1312.730000 sec): 3 clusters Score: Raw -159229.815190 + Penalty 2355.763824 = -156874.051367 nChanged 26 SP:Iteration 5Q (1312.730000 sec): 3 clusters Score: Raw -159258.488432 + Penalty 2355.763824 = -156902.724608 nChanged 28 SP:Iteration 6Q (1312.740000 sec): 3 clusters Score: Raw -159286.855118 + Penalty 2355.763824 = -156931.091294 nChanged 18 SP:Iteration 7Q (1312.740000 sec): 3 clusters Score: Raw -159301.707764 + Penalty 2355.763824 = -156945.943941 nChanged 13 SP:Iteration 8Q (1312.740000 sec): 3 clusters Score: Raw -159313.494471 + Penalty 2355.763824 = -156957.730648 nChanged 15 SP:Iteration 9Q (1312.740000 sec): 3 clusters Score: Raw -159325.750361 + Penalty 2355.763824 = -156969.986538 nChanged 21 SP:Iteration 10Q (1312.750000 sec): 3 clusters Score: Raw -159347.780988 + Penalty 2355.763824 = -156992.017165 nChanged 23 SP:Iteration 11Q (1312.750000 sec): 3 clusters Score: Raw -159376.033758 + Penalty 2355.763824 = -157020.269934 nChanged 25 SP:Iteration 12Q (1312.760000 sec): 3 clusters Score: Raw -159418.332714 + Penalty 2355.763824 = -157062.568890 nChanged 37 SP:Iteration 13Q (1312.760000 sec): 3 clusters Score: Raw -159468.940203 + Penalty 2355.763824 = -157113.176380 nChanged 45 SP:Iteration 14Q (1312.760000 sec): 3 clusters Score: Raw -159530.672724 + Penalty 2355.763824 = -157174.908900 nChanged 40 SP:Iteration 15Q (1312.760000 sec): 3 clusters Score: Raw -159570.938356 + Penalty 2355.763824 = -157215.174533 nChanged 29 SP:Iteration 16Q (1312.770000 sec): 3 clusters Score: Raw -159595.909784 + Penalty 2355.763824 = -157240.145960 nChanged 25 SP:Iteration 17Q (1312.770000 sec): 3 clusters Score: Raw -159615.902082 + Penalty 2355.763824 = -157260.138258 nChanged 20 SP:Iteration 18Q (1312.770000 sec): 3 clusters Score: Raw -159632.899345 + Penalty 2355.763824 = -157277.135521 nChanged 20 SP:Iteration 19Q (1312.780000 sec): 3 clusters Score: Raw -159651.192011 + Penalty 2355.763824 = -157295.428187 nChanged 23 SP:Iteration 20F (1312.780000 sec): 3 clusters Score: Raw -159671.214588 + Penalty 2355.763824 = -157315.450764 nChanged 10 SP:Iteration 21Q (1312.780000 sec): 3 clusters Score: Raw -159678.805968 + Penalty 2355.763824 = -157323.042145 nChanged 10 SP:Iteration 22Q (1312.790000 sec): 3 clusters Score: Raw -159688.548473 + Penalty 2355.763824 = -157332.784649 nChanged 12 SP:Iteration 23Q (1312.790000 sec): 3 clusters Score: Raw -159702.236316 + Penalty 2355.763824 = -157346.472493 nChanged 15 SP:Iteration 24Q (1312.790000 sec): 3 clusters Score: Raw -159718.575670 + Penalty 2355.763824 = -157362.811846 nChanged 10 SP:Iteration 25Q (1312.800000 sec): 3 clusters Score: Raw -159726.853127 + Penalty 2355.763824 = -157371.089303 nChanged 5 SP:Iteration 26Q (1312.800000 sec): 3 clusters Score: Raw -159730.961411 + Penalty 2355.763824 = -157375.197587 nChanged 5 SP:Iteration 27Q (1312.800000 sec): 3 clusters Score: Raw -159734.746221 + Penalty 2355.763824 = -157378.982398 nChanged 4 SP:Iteration 28Q (1312.800000 sec): 3 clusters Score: Raw -159739.891910 + Penalty 2355.763824 = -157384.128087 nChanged 3 SP:Iteration 29Q (1312.810000 sec): 3 clusters Score: Raw -159741.947771 + Penalty 2355.763824 = -157386.183948 nChanged 3 SP:Iteration 30Q (1312.810000 sec): 3 clusters Score: Raw -159744.031458 + Penalty 2355.763824 = -157388.267634 nChanged 2 SP:Iteration 31Q (1312.820000 sec): 3 clusters Score: Raw -159745.979221 + Penalty 2355.763824 = -157390.215398 nChanged 3 SP:Iteration 32Q (1312.820000 sec): 3 clusters Score: Raw -159750.684206 + Penalty 2355.763824 = -157394.920382 nChanged 7 SP:Iteration 33Q (1312.820000 sec): 3 clusters Score: Raw -159759.828828 + Penalty 2355.763824 = -157404.065004 nChanged 7 SP:Iteration 34Q (1312.820000 sec): 3 clusters Score: Raw -159765.184851 + Penalty 2355.763824 = -157409.421028 nChanged 3 SP:Iteration 35Q (1312.830000 sec): 3 clusters Score: Raw -159767.632389 + Penalty 2355.763824 = -157411.868565 nChanged 6 SP:Iteration 36Q (1312.830000 sec): 3 clusters Score: Raw -159772.029579 + Penalty 2355.763824 = -157416.265756 nChanged 2 SP:Iteration 37Q (1312.830000 sec): 3 clusters Score: Raw -159773.236705 + Penalty 2355.763824 = -157417.472881 nChanged 1 SP:Iteration 38Q (1312.840000 sec): 3 clusters Score: Raw -159774.084383 + Penalty 2355.763824 = -157418.320560 nChanged 2 SP:Iteration 39Q (1312.840000 sec): 3 clusters Score: Raw -159778.181735 + Penalty 2355.763824 = -157422.417911 nChanged 5 SP:Iteration 40F (1312.840000 sec): 3 clusters Score: Raw -159783.068219 + Penalty 2355.763824 = -157427.304395 nChanged 3 SP:Iteration 41Q (1312.850000 sec): 3 clusters Score: Raw -159784.449556 + Penalty 2355.763824 = -157428.685732 nChanged 0 SP:Iteration 42F (1312.850000 sec): 3 clusters Score: Raw -159784.449556 + Penalty 2355.763824 = -157428.685732 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.850000 sec): 2 clusters Score: Raw -41317.702663 + Penalty 966.130849 = -40351.571814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.850000 sec): 3 clusters Score: Raw -41285.160745 + Penalty 1932.261698 = -39352.899047 nChanged 83 SP:Iteration 1F (1312.860000 sec): 3 clusters Score: Raw -41443.353882 + Penalty 1932.261698 = -39511.092184 nChanged 23 SP:Iteration 2F (1312.860000 sec): 3 clusters Score: Raw -41501.355899 + Penalty 1932.261698 = -39569.094201 nChanged 11 SP:Iteration 3Q (1312.860000 sec): 3 clusters Score: Raw -41526.101895 + Penalty 1932.261698 = -39593.840197 nChanged 7 SP:Iteration 4Q (1312.860000 sec): 3 clusters Score: Raw -41550.975378 + Penalty 1932.261698 = -39618.713680 nChanged 4 SP:Iteration 5Q (1312.860000 sec): 3 clusters Score: Raw -41559.376486 + Penalty 1932.261698 = -39627.114788 nChanged 1 SP:Iteration 6Q (1312.860000 sec): 3 clusters Score: Raw -41562.377693 + Penalty 1932.261698 = -39630.115995 nChanged 0 SP:Iteration 7F (1312.860000 sec): 3 clusters Score: Raw -41562.377693 + Penalty 1932.261698 = -39630.115995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.860000 sec): 2 clusters Score: Raw -93051.240250 + Penalty 1095.142202 = -91956.098048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.860000 sec): 3 clusters Score: Raw -92801.302147 + Penalty 2190.284404 = -90611.017743 nChanged 224 SP:Iteration 1F (1312.870000 sec): 3 clusters Score: Raw -93014.042892 + Penalty 2190.284404 = -90823.758488 nChanged 60 SP:Iteration 2F (1312.870000 sec): 3 clusters Score: Raw -93097.435195 + Penalty 2190.284404 = -90907.150791 nChanged 33 SP:Iteration 3Q (1312.870000 sec): 3 clusters Score: Raw -93155.982500 + Penalty 2190.284404 = -90965.698096 nChanged 28 SP:Iteration 4Q (1312.880000 sec): 3 clusters Score: Raw -93202.023800 + Penalty 2190.284404 = -91011.739396 nChanged 30 SP:Iteration 5Q (1312.880000 sec): 3 clusters Score: Raw -93244.743356 + Penalty 2190.284404 = -91054.458953 nChanged 17 SP:Iteration 6Q (1312.880000 sec): 3 clusters Score: Raw -93270.837013 + Penalty 2190.284404 = -91080.552610 nChanged 20 SP:Iteration 7Q (1312.880000 sec): 3 clusters Score: Raw -93294.792527 + Penalty 2190.284404 = -91104.508123 nChanged 17 SP:Iteration 8Q (1312.880000 sec): 3 clusters Score: Raw -93319.588406 + Penalty 2190.284404 = -91129.304002 nChanged 21 SP:Iteration 9Q (1312.880000 sec): 3 clusters Score: Raw -93346.058712 + Penalty 2190.284404 = -91155.774308 nChanged 15 SP:Iteration 10Q (1312.890000 sec): 3 clusters Score: Raw -93359.606702 + Penalty 2190.284404 = -91169.322298 nChanged 11 SP:Iteration 11Q (1312.890000 sec): 3 clusters Score: Raw -93372.935544 + Penalty 2190.284404 = -91182.651141 nChanged 10 SP:Iteration 12Q (1312.890000 sec): 3 clusters Score: Raw -93381.584866 + Penalty 2190.284404 = -91191.300462 nChanged 10 SP:Iteration 13Q (1312.890000 sec): 3 clusters Score: Raw -93392.270395 + Penalty 2190.284404 = -91201.985991 nChanged 10 SP:Iteration 14Q (1312.900000 sec): 3 clusters Score: Raw -93402.330640 + Penalty 2190.284404 = -91212.046236 nChanged 9 SP:Iteration 15Q (1312.900000 sec): 3 clusters Score: Raw -93415.764291 + Penalty 2190.284404 = -91225.479888 nChanged 12 SP:Iteration 16Q (1312.900000 sec): 3 clusters Score: Raw -93428.390683 + Penalty 2190.284404 = -91238.106279 nChanged 7 SP:Iteration 17Q (1312.900000 sec): 3 clusters Score: Raw -93436.280893 + Penalty 2190.284404 = -91245.996489 nChanged 5 SP:Iteration 18Q (1312.900000 sec): 3 clusters Score: Raw -93441.073828 + Penalty 2190.284404 = -91250.789424 nChanged 4 SP:Iteration 19Q (1312.900000 sec): 3 clusters Score: Raw -93445.866694 + Penalty 2190.284404 = -91255.582290 nChanged 6 SP:Iteration 20F (1312.910000 sec): 3 clusters Score: Raw -93454.560946 + Penalty 2190.284404 = -91264.276542 nChanged 5 SP:Iteration 21Q (1312.910000 sec): 3 clusters Score: Raw -93459.558371 + Penalty 2190.284404 = -91269.273967 nChanged 3 SP:Iteration 22Q (1312.910000 sec): 3 clusters Score: Raw -93461.072655 + Penalty 2190.284404 = -91270.788251 nChanged 1 SP:Iteration 23Q (1312.910000 sec): 3 clusters Score: Raw -93463.237050 + Penalty 2190.284404 = -91272.952646 nChanged 1 SP:Iteration 24Q (1312.920000 sec): 3 clusters Score: Raw -93465.002969 + Penalty 2190.284404 = -91274.718565 nChanged 2 SP:Iteration 25Q (1312.920000 sec): 3 clusters Score: Raw -93468.589545 + Penalty 2190.284404 = -91278.305141 nChanged 3 SP:Iteration 26Q (1312.920000 sec): 3 clusters Score: Raw -93474.010368 + Penalty 2190.284404 = -91283.725964 nChanged 3 SP:Iteration 27Q (1312.920000 sec): 3 clusters Score: Raw -93479.837749 + Penalty 2190.284404 = -91289.553345 nChanged 4 SP:Iteration 28Q (1312.920000 sec): 3 clusters Score: Raw -93486.941479 + Penalty 2190.284404 = -91296.657075 nChanged 2 SP:Iteration 29Q (1312.920000 sec): 3 clusters Score: Raw -93490.603107 + Penalty 2190.284404 = -91300.318703 nChanged 1 SP:Iteration 30Q (1312.920000 sec): 3 clusters Score: Raw -93492.026698 + Penalty 2190.284404 = -91301.742294 nChanged 2 SP:Iteration 31Q (1312.930000 sec): 3 clusters Score: Raw -93494.206993 + Penalty 2190.284404 = -91303.922589 nChanged 1 SP:Iteration 32Q (1312.930000 sec): 3 clusters Score: Raw -93497.346233 + Penalty 2190.284404 = -91307.061830 nChanged 3 SP:Iteration 33Q (1312.930000 sec): 3 clusters Score: Raw -93507.836711 + Penalty 2190.284404 = -91317.552307 nChanged 5 SP:Iteration 34Q (1312.930000 sec): 3 clusters Score: Raw -93515.076366 + Penalty 2190.284404 = -91324.791962 nChanged 5 SP:Iteration 35Q (1312.940000 sec): 3 clusters Score: Raw -93525.616151 + Penalty 2190.284404 = -91335.331747 nChanged 6 SP:Iteration 36Q (1312.940000 sec): 3 clusters Score: Raw -93536.017356 + Penalty 2190.284404 = -91345.732952 nChanged 8 SP:Iteration 37Q (1312.940000 sec): 3 clusters Score: Raw -93563.036104 + Penalty 2190.284404 = -91372.751701 nChanged 13 SP:Iteration 38Q (1312.940000 sec): 3 clusters Score: Raw -93596.675920 + Penalty 2190.284404 = -91406.391516 nChanged 14 SP:Iteration 39Q (1312.940000 sec): 3 clusters Score: Raw -93634.739316 + Penalty 2190.284404 = -91444.454912 nChanged 13 SP:Iteration 40F (1312.940000 sec): 3 clusters Score: Raw -93664.935508 + Penalty 2190.284404 = -91474.651104 nChanged 18 SP:Iteration 41Q (1312.950000 sec): 3 clusters Score: Raw -93720.890586 + Penalty 2190.284404 = -91530.606183 nChanged 19 SP:Iteration 42Q (1312.950000 sec): 3 clusters Score: Raw -93751.620607 + Penalty 2190.284404 = -91561.336203 nChanged 10 SP:Iteration 43Q (1312.950000 sec): 3 clusters Score: Raw -93768.135935 + Penalty 2190.284404 = -91577.851531 nChanged 8 SP:Iteration 44Q (1312.950000 sec): 3 clusters Score: Raw -93784.722776 + Penalty 2190.284404 = -91594.438372 nChanged 4 SP:Iteration 45Q (1312.960000 sec): 3 clusters Score: Raw -93789.722731 + Penalty 2190.284404 = -91599.438327 nChanged 1 SP:Iteration 46Q (1312.960000 sec): 3 clusters Score: Raw -93791.178144 + Penalty 2190.284404 = -91600.893741 nChanged 0 SP:Iteration 47F (1312.960000 sec): 3 clusters Score: Raw -93791.178144 + Penalty 2190.284404 = -91600.893741 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.960000 sec): 2 clusters Score: Raw -178931.259418 + Penalty 1198.784228 = -177732.475189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.970000 sec): 3 clusters Score: Raw -178290.763662 + Penalty 2397.568457 = -175893.195205 nChanged 552 SP:Iteration 1F (1312.970000 sec): 3 clusters Score: Raw -178697.732472 + Penalty 2397.568457 = -176300.164015 nChanged 118 SP:Iteration 2F (1312.980000 sec): 3 clusters Score: Raw -178802.141966 + Penalty 2397.568457 = -176404.573509 nChanged 71 SP:Iteration 3Q (1312.980000 sec): 3 clusters Score: Raw -178865.737012 + Penalty 2397.568457 = -176468.168556 nChanged 55 SP:Iteration 4Q (1312.980000 sec): 3 clusters Score: Raw -178916.157031 + Penalty 2397.568457 = -176518.588575 nChanged 46 SP:Iteration 5Q (1312.990000 sec): 3 clusters Score: Raw -178952.134721 + Penalty 2397.568457 = -176554.566264 nChanged 35 SP:Iteration 6Q (1312.990000 sec): 3 clusters Score: Raw -178982.164827 + Penalty 2397.568457 = -176584.596370 nChanged 37 SP:Iteration 7Q (1313.000000 sec): 3 clusters Score: Raw -179014.240697 + Penalty 2397.568457 = -176616.672241 nChanged 37 SP:Iteration 8Q (1313.000000 sec): 3 clusters Score: Raw -179045.195483 + Penalty 2397.568457 = -176647.627026 nChanged 31 SP:Iteration 9Q (1313.000000 sec): 3 clusters Score: Raw -179069.538893 + Penalty 2397.568457 = -176671.970436 nChanged 34 SP:Iteration 10Q (1313.010000 sec): 3 clusters Score: Raw -179098.717517 + Penalty 2397.568457 = -176701.149060 nChanged 36 SP:Iteration 11Q (1313.010000 sec): 3 clusters Score: Raw -179130.370551 + Penalty 2397.568457 = -176732.802094 nChanged 42 SP:Iteration 12Q (1313.020000 sec): 3 clusters Score: Raw -179177.181421 + Penalty 2397.568457 = -176779.612965 nChanged 47 SP:Iteration 13Q (1313.020000 sec): 3 clusters Score: Raw -179224.697760 + Penalty 2397.568457 = -176827.129304 nChanged 38 SP:Iteration 14Q (1313.020000 sec): 3 clusters Score: Raw -179268.556426 + Penalty 2397.568457 = -176870.987970 nChanged 41 SP:Iteration 15Q (1313.020000 sec): 3 clusters Score: Raw -179333.336572 + Penalty 2397.568457 = -176935.768115 nChanged 45 SP:Iteration 16Q (1313.030000 sec): 3 clusters Score: Raw -179399.840226 + Penalty 2397.568457 = -177002.271770 nChanged 38 SP:Iteration 17Q (1313.030000 sec): 3 clusters Score: Raw -179472.879042 + Penalty 2397.568457 = -177075.310586 nChanged 37 SP:Iteration 18Q (1313.040000 sec): 3 clusters Score: Raw -179531.206579 + Penalty 2397.568457 = -177133.638122 nChanged 39 SP:Iteration 19Q (1313.040000 sec): 3 clusters Score: Raw -179581.489413 + Penalty 2397.568457 = -177183.920956 nChanged 29 SP:Iteration 20F (1313.040000 sec): 3 clusters Score: Raw -179624.042714 + Penalty 2397.568457 = -177226.474257 nChanged 26 SP:Iteration 21Q (1313.050000 sec): 3 clusters Score: Raw -179662.514455 + Penalty 2397.568457 = -177264.945999 nChanged 14 SP:Iteration 22Q (1313.050000 sec): 3 clusters Score: Raw -179680.092672 + Penalty 2397.568457 = -177282.524215 nChanged 14 SP:Iteration 23Q (1313.060000 sec): 3 clusters Score: Raw -179698.748674 + Penalty 2397.568457 = -177301.180217 nChanged 12 SP:Iteration 24Q (1313.060000 sec): 3 clusters Score: Raw -179721.364912 + Penalty 2397.568457 = -177323.796456 nChanged 24 SP:Iteration 25Q (1313.060000 sec): 3 clusters Score: Raw -179761.803910 + Penalty 2397.568457 = -177364.235454 nChanged 10 SP:Iteration 26Q (1313.060000 sec): 3 clusters Score: Raw -179771.952508 + Penalty 2397.568457 = -177374.384051 nChanged 10 SP:Iteration 27Q (1313.070000 sec): 3 clusters Score: Raw -179782.837133 + Penalty 2397.568457 = -177385.268676 nChanged 6 SP:Iteration 28Q (1313.070000 sec): 3 clusters Score: Raw -179786.673507 + Penalty 2397.568457 = -177389.105050 nChanged 0 SP:Iteration 29F (1313.080000 sec): 3 clusters Score: Raw -179786.673507 + Penalty 2397.568457 = -177389.105050 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.080000 sec): 2 clusters Score: Raw -21533.285689 + Penalty 860.162034 = -20673.123655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.080000 sec): 3 clusters Score: Raw -21622.894570 + Penalty 1720.324068 = -19902.570502 nChanged 19 SP:Iteration 1F (1313.080000 sec): 3 clusters Score: Raw -21681.598590 + Penalty 1720.324068 = -19961.274522 nChanged 4 SP:Iteration 2Q (1313.080000 sec): 3 clusters Score: Raw -21698.229345 + Penalty 1720.324068 = -19977.905277 nChanged 0 SP:Iteration 3F (1313.080000 sec): 3 clusters Score: Raw -21698.229345 + Penalty 1720.324068 = -19977.905277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.080000 sec): 2 clusters Score: Raw -85962.001940 + Penalty 1080.038459 = -84881.963482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.080000 sec): 3 clusters Score: Raw -85739.018511 + Penalty 2160.076917 = -83578.941594 nChanged 211 SP:Iteration 1F (1313.080000 sec): 3 clusters Score: Raw -85964.207177 + Penalty 2160.076917 = -83804.130260 nChanged 48 SP:Iteration 2F (1313.090000 sec): 3 clusters Score: Raw -86027.462398 + Penalty 2160.076917 = -83867.385480 nChanged 26 SP:Iteration 3Q (1313.090000 sec): 3 clusters Score: Raw -86066.978373 + Penalty 2160.076917 = -83906.901456 nChanged 27 SP:Iteration 4Q (1313.090000 sec): 3 clusters Score: Raw -86110.033465 + Penalty 2160.076917 = -83949.956548 nChanged 20 SP:Iteration 5Q (1313.090000 sec): 3 clusters Score: Raw -86154.992376 + Penalty 2160.076917 = -83994.915458 nChanged 24 SP:Iteration 6Q (1313.100000 sec): 3 clusters Score: Raw -86263.593404 + Penalty 2160.076917 = -84103.516487 nChanged 26 SP:Iteration 7Q (1313.100000 sec): 3 clusters Score: Raw -86359.667635 + Penalty 2160.076917 = -84199.590718 nChanged 27 SP:Iteration 8Q (1313.100000 sec): 3 clusters Score: Raw -86393.242094 + Penalty 2160.076917 = -84233.165176 nChanged 19 SP:Iteration 9Q (1313.100000 sec): 3 clusters Score: Raw -86424.787576 + Penalty 2160.076917 = -84264.710658 nChanged 21 SP:Iteration 10Q (1313.100000 sec): 3 clusters Score: Raw -86448.504294 + Penalty 2160.076917 = -84288.427376 nChanged 11 SP:Iteration 11Q (1313.100000 sec): 3 clusters Score: Raw -86458.008989 + Penalty 2160.076917 = -84297.932071 nChanged 4 SP:Iteration 12Q (1313.100000 sec): 3 clusters Score: Raw -86462.260038 + Penalty 2160.076917 = -84302.183120 nChanged 1 SP:Iteration 13Q (1313.110000 sec): 3 clusters Score: Raw -86463.510478 + Penalty 2160.076917 = -84303.433561 nChanged 3 SP:Iteration 14Q (1313.110000 sec): 3 clusters Score: Raw -86467.395094 + Penalty 2160.076917 = -84307.318177 nChanged 1 SP:Iteration 15Q (1313.110000 sec): 3 clusters Score: Raw -86468.080449 + Penalty 2160.076917 = -84308.003531 nChanged 1 SP:Iteration 16Q (1313.110000 sec): 3 clusters Score: Raw -86468.961750 + Penalty 2160.076917 = -84308.884832 nChanged 0 SP:Iteration 17F (1313.120000 sec): 3 clusters Score: Raw -86468.961750 + Penalty 2160.076917 = -84308.884832 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.120000 sec): 2 clusters Score: Raw -23060.660616 + Penalty 871.209977 = -22189.450639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.120000 sec): 3 clusters Score: Raw -23131.117343 + Penalty 1742.419954 = -21388.697389 nChanged 22 SP:Iteration 1F (1313.120000 sec): 3 clusters Score: Raw -23220.882392 + Penalty 1742.419954 = -21478.462439 nChanged 8 SP:Iteration 2Q (1313.120000 sec): 3 clusters Score: Raw -23241.443027 + Penalty 1742.419954 = -21499.023073 nChanged 2 SP:Iteration 3Q (1313.120000 sec): 3 clusters Score: Raw -23245.781600 + Penalty 1742.419954 = -21503.361646 nChanged 1 SP:Iteration 4Q (1313.120000 sec): 3 clusters Score: Raw -23249.308535 + Penalty 1742.419954 = -21506.888581 nChanged 0 SP:Iteration 5F (1313.120000 sec): 3 clusters Score: Raw -23249.308535 + Penalty 1742.419954 = -21506.888581 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (30876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.210000 sec): 2 clusters Score: Raw -3615208.066471 + Penalty 1679.881850 = -3613528.184621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.290000 sec): 3 clusters Score: Raw -3596176.040479 + Penalty 3359.763700 = -3592816.276779 nChanged 14322 SP:Iteration 1F (1313.370000 sec): 3 clusters Score: Raw -3604165.688076 + Penalty 3359.763700 = -3600805.924376 nChanged 1509 SP:Iteration 2Q (1313.450000 sec): 3 clusters Score: Raw -3604742.483566 + Penalty 3359.763700 = -3601382.719866 nChanged 1649 SP:Iteration 3F (1313.530000 sec): 3 clusters Score: Raw -3605490.193114 + Penalty 3359.763700 = -3602130.429414 nChanged 1780 SP:Iteration 4F (1313.610000 sec): 3 clusters Score: Raw -3606461.900562 + Penalty 3359.763700 = -3603102.136862 nChanged 1940 SP:Iteration 5F (1313.700000 sec): 3 clusters Score: Raw -3607671.521098 + Penalty 3359.763700 = -3604311.757398 nChanged 2006 SP:Iteration 6F (1313.780000 sec): 3 clusters Score: Raw -3609055.702874 + Penalty 3359.763700 = -3605695.939174 nChanged 1925 SP:Iteration 7F (1313.860000 sec): 3 clusters Score: Raw -3610458.515462 + Penalty 3359.763700 = -3607098.751761 nChanged 1657 SP:Iteration 8F (1313.940000 sec): 3 clusters Score: Raw -3611748.357413 + Penalty 3359.763700 = -3608388.593712 nChanged 1383 SP:Iteration 9Q (1314.020000 sec): 3 clusters Score: Raw -3612781.018839 + Penalty 3359.763700 = -3609421.255139 nChanged 1016 SP:Iteration 10Q (1314.090000 sec): 3 clusters Score: Raw -3613502.989492 + Penalty 3359.763700 = -3610143.225792 nChanged 758 SP:Iteration 11Q (1314.170000 sec): 3 clusters Score: Raw -3614021.882786 + Penalty 3359.763700 = -3610662.119086 nChanged 543 SP:Iteration 12Q (1314.240000 sec): 3 clusters Score: Raw -3614337.814989 + Penalty 3359.763700 = -3610978.051289 nChanged 363 SP:Iteration 13Q (1314.310000 sec): 3 clusters Score: Raw -3614547.853733 + Penalty 3359.763700 = -3611188.090033 nChanged 306 SP:Iteration 14Q (1314.380000 sec): 3 clusters Score: Raw -3614701.520576 + Penalty 3359.763700 = -3611341.756876 nChanged 287 SP:Iteration 15Q (1314.440000 sec): 3 clusters Score: Raw -3614853.995262 + Penalty 3359.763700 = -3611494.231562 nChanged 246 SP:Iteration 16Q (1314.510000 sec): 3 clusters Score: Raw -3614974.882710 + Penalty 3359.763700 = -3611615.119010 nChanged 231 SP:Iteration 17Q (1314.570000 sec): 3 clusters Score: Raw -3615083.645347 + Penalty 3359.763700 = -3611723.881647 nChanged 209 SP:Iteration 18Q (1314.640000 sec): 3 clusters Score: Raw -3615195.606974 + Penalty 3359.763700 = -3611835.843274 nChanged 186 SP:Iteration 19Q (1314.700000 sec): 3 clusters Score: Raw -3615294.788778 + Penalty 3359.763700 = -3611935.025078 nChanged 152 SP:Iteration 20F (1314.780000 sec): 3 clusters Score: Raw -3615370.484072 + Penalty 3359.763700 = -3612010.720372 nChanged 129 SP:Iteration 21Q (1314.840000 sec): 3 clusters Score: Raw -3615434.491447 + Penalty 3359.763700 = -3612074.727747 nChanged 111 SP:Iteration 22Q (1314.900000 sec): 3 clusters Score: Raw -3615494.437385 + Penalty 3359.763700 = -3612134.673685 nChanged 100 SP:Iteration 23Q (1314.960000 sec): 3 clusters Score: Raw -3615551.642171 + Penalty 3359.763700 = -3612191.878471 nChanged 90 SP:Iteration 24Q (1315.020000 sec): 3 clusters Score: Raw -3615600.091299 + Penalty 3359.763700 = -3612240.327598 nChanged 70 SP:Iteration 25Q (1315.090000 sec): 3 clusters Score: Raw -3615636.592036 + Penalty 3359.763700 = -3612276.828336 nChanged 66 SP:Iteration 26Q (1315.140000 sec): 3 clusters Score: Raw -3615672.725520 + Penalty 3359.763700 = -3612312.961820 nChanged 55 SP:Iteration 27Q (1315.200000 sec): 3 clusters Score: Raw -3615697.306600 + Penalty 3359.763700 = -3612337.542900 nChanged 42 SP:Iteration 28Q (1315.260000 sec): 3 clusters Score: Raw -3615715.269900 + Penalty 3359.763700 = -3612355.506200 nChanged 34 SP:Iteration 29Q (1315.320000 sec): 3 clusters Score: Raw -3615731.079090 + Penalty 3359.763700 = -3612371.315389 nChanged 36 SP:Iteration 30Q (1315.380000 sec): 3 clusters Score: Raw -3615745.919725 + Penalty 3359.763700 = -3612386.156025 nChanged 32 SP:Iteration 31Q (1315.440000 sec): 3 clusters Score: Raw -3615758.667679 + Penalty 3359.763700 = -3612398.903979 nChanged 26 SP:Iteration 32Q (1315.500000 sec): 3 clusters Score: Raw -3615772.052050 + Penalty 3359.763700 = -3612412.288350 nChanged 20 SP:Iteration 33Q (1315.560000 sec): 3 clusters Score: Raw -3615778.300803 + Penalty 3359.763700 = -3612418.537103 nChanged 21 SP:Iteration 34Q (1315.610000 sec): 3 clusters Score: Raw -3615785.906173 + Penalty 3359.763700 = -3612426.142473 nChanged 14 SP:Iteration 35Q (1315.680000 sec): 3 clusters Score: Raw -3615788.818198 + Penalty 3359.763700 = -3612429.054498 nChanged 6 SP:Iteration 36Q (1315.740000 sec): 3 clusters Score: Raw -3615791.542650 + Penalty 3359.763700 = -3612431.778950 nChanged 9 SP:Iteration 37Q (1315.790000 sec): 3 clusters Score: Raw -3615795.673391 + Penalty 3359.763700 = -3612435.909691 nChanged 9 SP:Iteration 38Q (1315.850000 sec): 3 clusters Score: Raw -3615799.654625 + Penalty 3359.763700 = -3612439.890925 nChanged 7 SP:Iteration 39Q (1315.910000 sec): 3 clusters Score: Raw -3615801.431887 + Penalty 3359.763700 = -3612441.668187 nChanged 5 SP:Iteration 40F (1315.990000 sec): 3 clusters Score: Raw -3615803.556078 + Penalty 3359.763700 = -3612443.792378 nChanged 8 SP:Iteration 41Q (1316.050000 sec): 3 clusters Score: Raw -3615806.670632 + Penalty 3359.763700 = -3612446.906932 nChanged 7 SP:Iteration 42Q (1316.100000 sec): 3 clusters Score: Raw -3615808.687503 + Penalty 3359.763700 = -3612448.923802 nChanged 6 SP:Iteration 43Q (1316.160000 sec): 3 clusters Score: Raw -3615810.864663 + Penalty 3359.763700 = -3612451.100963 nChanged 3 SP:Iteration 44Q (1316.220000 sec): 3 clusters Score: Raw -3615811.578757 + Penalty 3359.763700 = -3612451.815057 nChanged 3 SP:Iteration 45Q (1316.280000 sec): 3 clusters Score: Raw -3615812.030380 + Penalty 3359.763700 = -3612452.266680 nChanged 3 SP:Iteration 46Q (1316.340000 sec): 3 clusters Score: Raw -3615813.226958 + Penalty 3359.763700 = -3612453.463258 nChanged 5 SP:Iteration 47Q (1316.390000 sec): 3 clusters Score: Raw -3615814.926102 + Penalty 3359.763700 = -3612455.162402 nChanged 4 SP:Iteration 48Q (1316.450000 sec): 3 clusters Score: Raw -3615816.563209 + Penalty 3359.763700 = -3612456.799509 nChanged 4 SP:Iteration 49Q (1316.510000 sec): 3 clusters Score: Raw -3615817.340933 + Penalty 3359.763700 = -3612457.577233 nChanged 3 SP:Iteration 50Q (1316.570000 sec): 3 clusters Score: Raw -3615817.750900 + Penalty 3359.763700 = -3612457.987199 nChanged 0 SP:Iteration 51F (1316.650000 sec): 3 clusters Score: Raw -3615817.750900 + Penalty 3359.763700 = -3612457.987199 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.670000 sec): 2 clusters Score: Raw -177392.662716 + Penalty 1200.703741 = -176191.958975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.680000 sec): 3 clusters Score: Raw -176794.431093 + Penalty 2401.407482 = -174393.023611 nChanged 548 SP:Iteration 1F (1316.680000 sec): 3 clusters Score: Raw -177332.932440 + Penalty 2401.407482 = -174931.524959 nChanged 182 SP:Iteration 2F (1316.680000 sec): 3 clusters Score: Raw -177680.005629 + Penalty 2401.407482 = -175278.598147 nChanged 163 SP:Iteration 3F (1316.690000 sec): 3 clusters Score: Raw -177938.262076 + Penalty 2401.407482 = -175536.854594 nChanged 146 SP:Iteration 4F (1316.690000 sec): 3 clusters Score: Raw -178183.588280 + Penalty 2401.407482 = -175782.180798 nChanged 107 SP:Iteration 5F (1316.700000 sec): 3 clusters Score: Raw -178367.206300 + Penalty 2401.407482 = -175965.798818 nChanged 67 SP:Iteration 6Q (1316.700000 sec): 3 clusters Score: Raw -178432.402197 + Penalty 2401.407482 = -176030.994715 nChanged 35 SP:Iteration 7Q (1316.700000 sec): 3 clusters Score: Raw -178462.776865 + Penalty 2401.407482 = -176061.369383 nChanged 12 SP:Iteration 8Q (1316.710000 sec): 3 clusters Score: Raw -178469.747539 + Penalty 2401.407482 = -176068.340057 nChanged 8 SP:Iteration 9Q (1316.710000 sec): 3 clusters Score: Raw -178473.907656 + Penalty 2401.407482 = -176072.500174 nChanged 6 SP:Iteration 10Q (1316.720000 sec): 3 clusters Score: Raw -178478.069416 + Penalty 2401.407482 = -176076.661934 nChanged 6 SP:Iteration 11Q (1316.720000 sec): 3 clusters Score: Raw -178482.560701 + Penalty 2401.407482 = -176081.153220 nChanged 2 SP:Iteration 12Q (1316.720000 sec): 3 clusters Score: Raw -178483.782929 + Penalty 2401.407482 = -176082.375447 nChanged 2 SP:Iteration 13Q (1316.720000 sec): 3 clusters Score: Raw -178485.169215 + Penalty 2401.407482 = -176083.761733 nChanged 3 SP:Iteration 14Q (1316.730000 sec): 3 clusters Score: Raw -178486.650075 + Penalty 2401.407482 = -176085.242594 nChanged 3 SP:Iteration 15Q (1316.730000 sec): 3 clusters Score: Raw -178487.897875 + Penalty 2401.407482 = -176086.490393 nChanged 1 SP:Iteration 16Q (1316.740000 sec): 3 clusters Score: Raw -178488.283779 + Penalty 2401.407482 = -176086.876297 nChanged 0 SP:Iteration 17F (1316.740000 sec): 3 clusters Score: Raw -178488.283779 + Penalty 2401.407482 = -176086.876297 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (33385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.840000 sec): 2 clusters Score: Raw -3909430.572919 + Penalty 1692.577571 = -3907737.995348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.930000 sec): 3 clusters Score: Raw -3888623.717807 + Penalty 3385.155142 = -3885238.562665 nChanged 15497 SP:Iteration 1F (1317.020000 sec): 3 clusters Score: Raw -3897031.189866 + Penalty 3385.155142 = -3893646.034723 nChanged 1359 SP:Iteration 2Q (1317.110000 sec): 3 clusters Score: Raw -3897458.321777 + Penalty 3385.155142 = -3894073.166635 nChanged 1398 SP:Iteration 3Q (1317.200000 sec): 3 clusters Score: Raw -3897976.052734 + Penalty 3385.155142 = -3894590.897592 nChanged 1628 SP:Iteration 4Q (1317.290000 sec): 3 clusters Score: Raw -3898737.791571 + Penalty 3385.155142 = -3895352.636429 nChanged 1998 SP:Iteration 5F (1317.380000 sec): 3 clusters Score: Raw -3899984.231193 + Penalty 3385.155142 = -3896599.076051 nChanged 2463 SP:Iteration 6F (1317.460000 sec): 3 clusters Score: Raw -3901894.276091 + Penalty 3385.155142 = -3898509.120948 nChanged 2656 SP:Iteration 7F (1317.550000 sec): 3 clusters Score: Raw -3904262.035818 + Penalty 3385.155142 = -3900876.880676 nChanged 2336 SP:Iteration 8F (1317.640000 sec): 3 clusters Score: Raw -3906432.910481 + Penalty 3385.155142 = -3903047.755338 nChanged 1609 SP:Iteration 9Q (1317.720000 sec): 3 clusters Score: Raw -3907942.129806 + Penalty 3385.155142 = -3904556.974663 nChanged 885 SP:Iteration 10Q (1317.800000 sec): 3 clusters Score: Raw -3908750.375777 + Penalty 3385.155142 = -3905365.220635 nChanged 477 SP:Iteration 11Q (1317.870000 sec): 3 clusters Score: Raw -3909177.404253 + Penalty 3385.155142 = -3905792.249111 nChanged 243 SP:Iteration 12Q (1317.940000 sec): 3 clusters Score: Raw -3909392.590003 + Penalty 3385.155142 = -3906007.434861 nChanged 127 SP:Iteration 13Q (1318.000000 sec): 3 clusters Score: Raw -3909495.635537 + Penalty 3385.155142 = -3906110.480395 nChanged 61 SP:Iteration 14Q (1318.060000 sec): 3 clusters Score: Raw -3909544.428037 + Penalty 3385.155142 = -3906159.272895 nChanged 43 SP:Iteration 15Q (1318.130000 sec): 3 clusters Score: Raw -3909576.964687 + Penalty 3385.155142 = -3906191.809545 nChanged 26 SP:Iteration 16Q (1318.190000 sec): 3 clusters Score: Raw -3909596.095934 + Penalty 3385.155142 = -3906210.940792 nChanged 15 SP:Iteration 17Q (1318.250000 sec): 3 clusters Score: Raw -3909608.533976 + Penalty 3385.155142 = -3906223.378833 nChanged 9 SP:Iteration 18Q (1318.310000 sec): 3 clusters Score: Raw -3909618.837281 + Penalty 3385.155142 = -3906233.682139 nChanged 8 SP:Iteration 19Q (1318.370000 sec): 3 clusters Score: Raw -3909625.650015 + Penalty 3385.155142 = -3906240.494873 nChanged 7 SP:Iteration 20F (1318.460000 sec): 3 clusters Score: Raw -3909631.321649 + Penalty 3385.155142 = -3906246.166507 nChanged 6 SP:Iteration 21Q (1318.520000 sec): 3 clusters Score: Raw -3909635.011322 + Penalty 3385.155142 = -3906249.856179 nChanged 5 SP:Iteration 22Q (1318.590000 sec): 3 clusters Score: Raw -3909638.110152 + Penalty 3385.155142 = -3906252.955009 nChanged 3 SP:Iteration 23Q (1318.650000 sec): 3 clusters Score: Raw -3909640.149819 + Penalty 3385.155142 = -3906254.994676 nChanged 3 SP:Iteration 24Q (1318.710000 sec): 3 clusters Score: Raw -3909642.167672 + Penalty 3385.155142 = -3906257.012529 nChanged 2 SP:Iteration 25Q (1318.770000 sec): 3 clusters Score: Raw -3909644.598090 + Penalty 3385.155142 = -3906259.442947 nChanged 3 SP:Iteration 26Q (1318.830000 sec): 3 clusters Score: Raw -3909647.492538 + Penalty 3385.155142 = -3906262.337395 nChanged 2 SP:Iteration 27Q (1318.890000 sec): 3 clusters Score: Raw -3909649.614805 + Penalty 3385.155142 = -3906264.459662 nChanged 2 SP:Iteration 28Q (1318.950000 sec): 3 clusters Score: Raw -3909650.686078 + Penalty 3385.155142 = -3906265.530935 nChanged 1 SP:Iteration 29Q (1319.010000 sec): 3 clusters Score: Raw -3909651.586479 + Penalty 3385.155142 = -3906266.431337 nChanged 0 SP:Iteration 30F (1319.100000 sec): 3 clusters Score: Raw -3909651.586479 + Penalty 3385.155142 = -3906266.431337 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 16 (5338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.130000 sec): 2 clusters Score: Raw -606070.229001 + Penalty 1394.673529 = -604675.555472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.140000 sec): 3 clusters Score: Raw -603248.333204 + Penalty 2789.347057 = -600458.986147 nChanged 2212 SP:Iteration 1F (1319.160000 sec): 3 clusters Score: Raw -604474.936835 + Penalty 2789.347057 = -601685.589777 nChanged 364 SP:Iteration 2F (1319.170000 sec): 3 clusters Score: Raw -604661.308015 + Penalty 2789.347057 = -601871.960957 nChanged 268 SP:Iteration 3F (1319.180000 sec): 3 clusters Score: Raw -604790.117613 + Penalty 2789.347057 = -602000.770556 nChanged 228 SP:Iteration 4Q (1319.200000 sec): 3 clusters Score: Raw -604901.116360 + Penalty 2789.347057 = -602111.769303 nChanged 195 SP:Iteration 5Q (1319.210000 sec): 3 clusters Score: Raw -604984.186835 + Penalty 2789.347057 = -602194.839778 nChanged 143 SP:Iteration 6Q (1319.220000 sec): 3 clusters Score: Raw -605042.240402 + Penalty 2789.347057 = -602252.893344 nChanged 120 SP:Iteration 7Q (1319.240000 sec): 3 clusters Score: Raw -605100.714743 + Penalty 2789.347057 = -602311.367686 nChanged 150 SP:Iteration 8Q (1319.250000 sec): 3 clusters Score: Raw -605167.800487 + Penalty 2789.347057 = -602378.453430 nChanged 138 SP:Iteration 9Q (1319.270000 sec): 3 clusters Score: Raw -605234.905008 + Penalty 2789.347057 = -602445.557951 nChanged 148 SP:Iteration 10Q (1319.280000 sec): 3 clusters Score: Raw -605310.915348 + Penalty 2789.347057 = -602521.568290 nChanged 151 SP:Iteration 11Q (1319.290000 sec): 3 clusters Score: Raw -605390.304802 + Penalty 2789.347057 = -602600.957745 nChanged 156 SP:Iteration 12Q (1319.300000 sec): 3 clusters Score: Raw -605475.367512 + Penalty 2789.347057 = -602686.020455 nChanged 171 SP:Iteration 13Q (1319.320000 sec): 3 clusters Score: Raw -605575.691520 + Penalty 2789.347057 = -602786.344463 nChanged 165 SP:Iteration 14Q (1319.330000 sec): 3 clusters Score: Raw -605677.644933 + Penalty 2789.347057 = -602888.297875 nChanged 175 SP:Iteration 15Q (1319.340000 sec): 3 clusters Score: Raw -605790.901313 + Penalty 2789.347057 = -603001.554256 nChanged 163 SP:Iteration 16Q (1319.350000 sec): 3 clusters Score: Raw -605885.409554 + Penalty 2789.347057 = -603096.062497 nChanged 135 SP:Iteration 17Q (1319.370000 sec): 3 clusters Score: Raw -605959.775926 + Penalty 2789.347057 = -603170.428869 nChanged 116 SP:Iteration 18Q (1319.380000 sec): 3 clusters Score: Raw -606014.937506 + Penalty 2789.347057 = -603225.590449 nChanged 104 SP:Iteration 19Q (1319.390000 sec): 3 clusters Score: Raw -606067.683240 + Penalty 2789.347057 = -603278.336183 nChanged 76 SP:Iteration 20F (1319.410000 sec): 3 clusters Score: Raw -606095.585114 + Penalty 2789.347057 = -603306.238057 nChanged 50 SP:Iteration 21Q (1319.420000 sec): 3 clusters Score: Raw -606116.067884 + Penalty 2789.347057 = -603326.720827 nChanged 49 SP:Iteration 22Q (1319.430000 sec): 3 clusters Score: Raw -606132.466141 + Penalty 2789.347057 = -603343.119084 nChanged 30 SP:Iteration 23Q (1319.440000 sec): 3 clusters Score: Raw -606140.548418 + Penalty 2789.347057 = -603351.201361 nChanged 26 SP:Iteration 24Q (1319.450000 sec): 3 clusters Score: Raw -606149.454100 + Penalty 2789.347057 = -603360.107043 nChanged 33 SP:Iteration 25Q (1319.470000 sec): 3 clusters Score: Raw -606161.301808 + Penalty 2789.347057 = -603371.954751 nChanged 34 SP:Iteration 26Q (1319.480000 sec): 3 clusters Score: Raw -606174.625258 + Penalty 2789.347057 = -603385.278201 nChanged 31 SP:Iteration 27Q (1319.490000 sec): 3 clusters Score: Raw -606184.911762 + Penalty 2789.347057 = -603395.564705 nChanged 29 SP:Iteration 28Q (1319.500000 sec): 3 clusters Score: Raw -606195.425067 + Penalty 2789.347057 = -603406.078010 nChanged 28 SP:Iteration 29Q (1319.510000 sec): 3 clusters Score: Raw -606205.954769 + Penalty 2789.347057 = -603416.607712 nChanged 29 SP:Iteration 30Q (1319.530000 sec): 3 clusters Score: Raw -606214.256412 + Penalty 2789.347057 = -603424.909354 nChanged 24 SP:Iteration 31Q (1319.540000 sec): 3 clusters Score: Raw -606222.101284 + Penalty 2789.347057 = -603432.754227 nChanged 22 SP:Iteration 32Q (1319.550000 sec): 3 clusters Score: Raw -606229.129576 + Penalty 2789.347057 = -603439.782518 nChanged 16 SP:Iteration 33Q (1319.560000 sec): 3 clusters Score: Raw -606232.826155 + Penalty 2789.347057 = -603443.479097 nChanged 10 SP:Iteration 34Q (1319.570000 sec): 3 clusters Score: Raw -606234.817850 + Penalty 2789.347057 = -603445.470792 nChanged 5 SP:Iteration 35Q (1319.590000 sec): 3 clusters Score: Raw -606236.708894 + Penalty 2789.347057 = -603447.361837 nChanged 6 SP:Iteration 36Q (1319.600000 sec): 3 clusters Score: Raw -606238.245548 + Penalty 2789.347057 = -603448.898490 nChanged 7 SP:Iteration 37Q (1319.610000 sec): 3 clusters Score: Raw -606239.648466 + Penalty 2789.347057 = -603450.301409 nChanged 8 SP:Iteration 38Q (1319.620000 sec): 3 clusters Score: Raw -606241.773402 + Penalty 2789.347057 = -603452.426345 nChanged 6 SP:Iteration 39Q (1319.630000 sec): 3 clusters Score: Raw -606243.344757 + Penalty 2789.347057 = -603453.997699 nChanged 5 SP:Iteration 40F (1319.650000 sec): 3 clusters Score: Raw -606244.332267 + Penalty 2789.347057 = -603454.985210 nChanged 4 SP:Iteration 41Q (1319.660000 sec): 3 clusters Score: Raw -606245.090642 + Penalty 2789.347057 = -603455.743584 nChanged 3 SP:Iteration 42Q (1319.670000 sec): 3 clusters Score: Raw -606245.780414 + Penalty 2789.347057 = -603456.433357 nChanged 5 SP:Iteration 43Q (1319.680000 sec): 3 clusters Score: Raw -606247.110258 + Penalty 2789.347057 = -603457.763201 nChanged 5 SP:Iteration 44Q (1319.690000 sec): 3 clusters Score: Raw -606248.456565 + Penalty 2789.347057 = -603459.109508 nChanged 9 SP:Iteration 45Q (1319.710000 sec): 3 clusters Score: Raw -606251.002646 + Penalty 2789.347057 = -603461.655589 nChanged 8 SP:Iteration 46Q (1319.720000 sec): 3 clusters Score: Raw -606252.807371 + Penalty 2789.347057 = -603463.460313 nChanged 5 SP:Iteration 47Q (1319.730000 sec): 3 clusters Score: Raw -606253.840673 + Penalty 2789.347057 = -603464.493616 nChanged 9 SP:Iteration 48Q (1319.740000 sec): 3 clusters Score: Raw -606256.116419 + Penalty 2789.347057 = -603466.769362 nChanged 10 SP:Iteration 49Q (1319.750000 sec): 3 clusters Score: Raw -606259.143316 + Penalty 2789.347057 = -603469.796258 nChanged 12 SP:Iteration 50Q (1319.760000 sec): 3 clusters Score: Raw -606262.562714 + Penalty 2789.347057 = -603473.215657 nChanged 9 SP:Iteration 51Q (1319.770000 sec): 3 clusters Score: Raw -606265.236548 + Penalty 2789.347057 = -603475.889491 nChanged 11 SP:Iteration 52Q (1319.790000 sec): 3 clusters Score: Raw -606267.694815 + Penalty 2789.347057 = -603478.347758 nChanged 8 SP:Iteration 53Q (1319.800000 sec): 3 clusters Score: Raw -606269.545795 + Penalty 2789.347057 = -603480.198738 nChanged 7 SP:Iteration 54Q (1319.810000 sec): 3 clusters Score: Raw -606270.620454 + Penalty 2789.347057 = -603481.273397 nChanged 4 SP:Iteration 55Q (1319.820000 sec): 3 clusters Score: Raw -606271.583996 + Penalty 2789.347057 = -603482.236939 nChanged 7 SP:Iteration 56Q (1319.830000 sec): 3 clusters Score: Raw -606273.026369 + Penalty 2789.347057 = -603483.679312 nChanged 4 SP:Iteration 57Q (1319.840000 sec): 3 clusters Score: Raw -606274.037928 + Penalty 2789.347057 = -603484.690871 nChanged 5 SP:Iteration 58Q (1319.850000 sec): 3 clusters Score: Raw -606274.778681 + Penalty 2789.347057 = -603485.431624 nChanged 2 SP:Iteration 59Q (1319.870000 sec): 3 clusters Score: Raw -606275.147912 + Penalty 2789.347057 = -603485.800855 nChanged 2 SP:Iteration 60F (1319.880000 sec): 3 clusters Score: Raw -606275.489332 + Penalty 2789.347057 = -603486.142275 nChanged 1 SP:Iteration 61Q (1319.890000 sec): 3 clusters Score: Raw -606275.767466 + Penalty 2789.347057 = -603486.420408 nChanged 0 SP:Iteration 62F (1319.910000 sec): 3 clusters Score: Raw -606275.767466 + Penalty 2789.347057 = -603486.420408 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 17 (70958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.120000 sec): 2 clusters Score: Raw -8221464.802121 + Penalty 1815.099558 = -8219649.702563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.310000 sec): 3 clusters Score: Raw -8175835.146593 + Penalty 3630.199115 = -8172204.947477 nChanged 33535 SP:Iteration 1F (1320.490000 sec): 3 clusters Score: Raw -8195263.908066 + Penalty 3630.199115 = -8191633.708950 nChanged 2706 SP:Iteration 2Q (1320.690000 sec): 3 clusters Score: Raw -8196123.643712 + Penalty 3630.199115 = -8192493.444597 nChanged 3214 SP:Iteration 3Q (1320.890000 sec): 3 clusters Score: Raw -8197510.175960 + Penalty 3630.199115 = -8193879.976845 nChanged 3983 SP:Iteration 4F (1321.070000 sec): 3 clusters Score: Raw -8199781.709634 + Penalty 3630.199115 = -8196151.510518 nChanged 4861 SP:Iteration 5F (1321.260000 sec): 3 clusters Score: Raw -8203312.304445 + Penalty 3630.199115 = -8199682.105329 nChanged 5393 SP:Iteration 6F (1321.450000 sec): 3 clusters Score: Raw -8207831.776410 + Penalty 3630.199115 = -8204201.577294 nChanged 5066 SP:Iteration 7F (1321.630000 sec): 3 clusters Score: Raw -8212277.526758 + Penalty 3630.199115 = -8208647.327642 nChanged 3870 SP:Iteration 8F (1321.820000 sec): 3 clusters Score: Raw -8215629.710968 + Penalty 3630.199115 = -8211999.511853 nChanged 2602 SP:Iteration 9Q (1322.000000 sec): 3 clusters Score: Raw -8217750.385966 + Penalty 3630.199115 = -8214120.186850 nChanged 1700 SP:Iteration 10Q (1322.180000 sec): 3 clusters Score: Raw -8218978.908058 + Penalty 3630.199115 = -8215348.708943 nChanged 1156 SP:Iteration 11Q (1322.340000 sec): 3 clusters Score: Raw -8219705.366082 + Penalty 3630.199115 = -8216075.166966 nChanged 875 SP:Iteration 12Q (1322.500000 sec): 3 clusters Score: Raw -8220178.227646 + Penalty 3630.199115 = -8216548.028531 nChanged 705 SP:Iteration 13Q (1322.650000 sec): 3 clusters Score: Raw -8220516.952926 + Penalty 3630.199115 = -8216886.753810 nChanged 526 SP:Iteration 14Q (1322.810000 sec): 3 clusters Score: Raw -8220739.914293 + Penalty 3630.199115 = -8217109.715177 nChanged 413 SP:Iteration 15Q (1322.960000 sec): 3 clusters Score: Raw -8220908.941363 + Penalty 3630.199115 = -8217278.742247 nChanged 346 SP:Iteration 16Q (1323.110000 sec): 3 clusters Score: Raw -8221043.065603 + Penalty 3630.199115 = -8217412.866487 nChanged 303 SP:Iteration 17Q (1323.250000 sec): 3 clusters Score: Raw -8221150.820832 + Penalty 3630.199115 = -8217520.621717 nChanged 271 SP:Iteration 18Q (1323.400000 sec): 3 clusters Score: Raw -8221249.129805 + Penalty 3630.199115 = -8217618.930690 nChanged 238 SP:Iteration 19Q (1323.550000 sec): 3 clusters Score: Raw -8221326.466708 + Penalty 3630.199115 = -8217696.267593 nChanged 199 SP:Iteration 20F (1323.730000 sec): 3 clusters Score: Raw -8221383.881444 + Penalty 3630.199115 = -8217753.682328 nChanged 156 SP:Iteration 21Q (1323.880000 sec): 3 clusters Score: Raw -8221427.743238 + Penalty 3630.199115 = -8217797.544123 nChanged 142 SP:Iteration 22Q (1324.020000 sec): 3 clusters Score: Raw -8221471.100406 + Penalty 3630.199115 = -8217840.901291 nChanged 133 SP:Iteration 23Q (1324.160000 sec): 3 clusters Score: Raw -8221503.746876 + Penalty 3630.199115 = -8217873.547761 nChanged 116 SP:Iteration 24Q (1324.310000 sec): 3 clusters Score: Raw -8221534.555420 + Penalty 3630.199115 = -8217904.356305 nChanged 105 SP:Iteration 25Q (1324.450000 sec): 3 clusters Score: Raw -8221565.589114 + Penalty 3630.199115 = -8217935.389998 nChanged 112 SP:Iteration 26Q (1324.590000 sec): 3 clusters Score: Raw -8221597.805175 + Penalty 3630.199115 = -8217967.606059 nChanged 100 SP:Iteration 27Q (1324.730000 sec): 3 clusters Score: Raw -8221624.282770 + Penalty 3630.199115 = -8217994.083654 nChanged 100 SP:Iteration 28Q (1324.870000 sec): 3 clusters Score: Raw -8221651.069747 + Penalty 3630.199115 = -8218020.870632 nChanged 90 SP:Iteration 29Q (1325.010000 sec): 3 clusters Score: Raw -8221674.540179 + Penalty 3630.199115 = -8218044.341064 nChanged 83 SP:Iteration 30Q (1325.150000 sec): 3 clusters Score: Raw -8221696.528034 + Penalty 3630.199115 = -8218066.328919 nChanged 68 SP:Iteration 31Q (1325.290000 sec): 3 clusters Score: Raw -8221716.161368 + Penalty 3630.199115 = -8218085.962253 nChanged 56 SP:Iteration 32Q (1325.430000 sec): 3 clusters Score: Raw -8221730.275784 + Penalty 3630.199115 = -8218100.076669 nChanged 63 SP:Iteration 33Q (1325.560000 sec): 3 clusters Score: Raw -8221746.044836 + Penalty 3630.199115 = -8218115.845721 nChanged 50 SP:Iteration 34Q (1325.700000 sec): 3 clusters Score: Raw -8221757.358501 + Penalty 3630.199115 = -8218127.159386 nChanged 41 SP:Iteration 35Q (1325.830000 sec): 3 clusters Score: Raw -8221765.985347 + Penalty 3630.199115 = -8218135.786232 nChanged 30 SP:Iteration 36Q (1325.970000 sec): 3 clusters Score: Raw -8221772.523421 + Penalty 3630.199115 = -8218142.324306 nChanged 27 SP:Iteration 37Q (1326.110000 sec): 3 clusters Score: Raw -8221779.319206 + Penalty 3630.199115 = -8218149.120091 nChanged 33 SP:Iteration 38Q (1326.250000 sec): 3 clusters Score: Raw -8221787.037577 + Penalty 3630.199115 = -8218156.838462 nChanged 34 SP:Iteration 39Q (1326.380000 sec): 3 clusters Score: Raw -8221794.153670 + Penalty 3630.199115 = -8218163.954555 nChanged 27 SP:Iteration 40F (1326.570000 sec): 3 clusters Score: Raw -8221798.143673 + Penalty 3630.199115 = -8218167.944557 nChanged 22 SP:Iteration 41Q (1326.700000 sec): 3 clusters Score: Raw -8221802.044365 + Penalty 3630.199115 = -8218171.845250 nChanged 18 SP:Iteration 42Q (1326.840000 sec): 3 clusters Score: Raw -8221805.722125 + Penalty 3630.199115 = -8218175.523010 nChanged 25 SP:Iteration 43Q (1326.970000 sec): 3 clusters Score: Raw -8221810.466278 + Penalty 3630.199115 = -8218180.267163 nChanged 19 SP:Iteration 44Q (1327.110000 sec): 3 clusters Score: Raw -8221814.746818 + Penalty 3630.199115 = -8218184.547703 nChanged 24 SP:Iteration 45Q (1327.240000 sec): 3 clusters Score: Raw -8221819.904779 + Penalty 3630.199115 = -8218189.705663 nChanged 23 SP:Iteration 46Q (1327.370000 sec): 3 clusters Score: Raw -8221824.017663 + Penalty 3630.199115 = -8218193.818548 nChanged 23 SP:Iteration 47Q (1327.510000 sec): 3 clusters Score: Raw -8221829.424012 + Penalty 3630.199115 = -8218199.224896 nChanged 16 SP:Iteration 48Q (1327.650000 sec): 3 clusters Score: Raw -8221832.912118 + Penalty 3630.199115 = -8218202.713002 nChanged 14 SP:Iteration 49Q (1327.790000 sec): 3 clusters Score: Raw -8221835.592690 + Penalty 3630.199115 = -8218205.393574 nChanged 12 SP:Iteration 50Q (1327.920000 sec): 3 clusters Score: Raw -8221837.546822 + Penalty 3630.199115 = -8218207.347706 nChanged 10 SP:Iteration 51Q (1328.060000 sec): 3 clusters Score: Raw -8221838.844610 + Penalty 3630.199115 = -8218208.645495 nChanged 3 SP:Iteration 52Q (1328.190000 sec): 3 clusters Score: Raw -8221839.223628 + Penalty 3630.199115 = -8218209.024513 nChanged 4 SP:Iteration 53Q (1328.330000 sec): 3 clusters Score: Raw -8221840.010002 + Penalty 3630.199115 = -8218209.810886 nChanged 4 SP:Iteration 54Q (1328.470000 sec): 3 clusters Score: Raw -8221840.647683 + Penalty 3630.199115 = -8218210.448567 nChanged 7 SP:Iteration 55Q (1328.600000 sec): 3 clusters Score: Raw -8221841.969500 + Penalty 3630.199115 = -8218211.770385 nChanged 7 SP:Iteration 56Q (1328.730000 sec): 3 clusters Score: Raw -8221843.381765 + Penalty 3630.199115 = -8218213.182649 nChanged 9 SP:Iteration 57Q (1328.870000 sec): 3 clusters Score: Raw -8221845.025358 + Penalty 3630.199115 = -8218214.826243 nChanged 7 SP:Iteration 58Q (1329.000000 sec): 3 clusters Score: Raw -8221845.760635 + Penalty 3630.199115 = -8218215.561520 nChanged 3 SP:Iteration 59Q (1329.130000 sec): 3 clusters Score: Raw -8221846.379998 + Penalty 3630.199115 = -8218216.180883 nChanged 5 SP:Iteration 60F (1329.320000 sec): 3 clusters Score: Raw -8221847.289992 + Penalty 3630.199115 = -8218217.090877 nChanged 3 SP:Iteration 61Q (1329.450000 sec): 3 clusters Score: Raw -8221847.875972 + Penalty 3630.199115 = -8218217.676857 nChanged 5 SP:Iteration 62Q (1329.590000 sec): 3 clusters Score: Raw -8221848.516540 + Penalty 3630.199115 = -8218218.317424 nChanged 2 SP:Iteration 63Q (1329.720000 sec): 3 clusters Score: Raw -8221848.888108 + Penalty 3630.199115 = -8218218.688993 nChanged 2 SP:Iteration 64Q (1329.870000 sec): 3 clusters Score: Raw -8221849.188966 + Penalty 3630.199115 = -8218218.989850 nChanged 4 SP:Iteration 65Q (1330.010000 sec): 3 clusters Score: Raw -8221849.531610 + Penalty 3630.199115 = -8218219.332495 nChanged 3 SP:Iteration 66Q (1330.140000 sec): 3 clusters Score: Raw -8221849.759780 + Penalty 3630.199115 = -8218219.560665 nChanged 1 SP:Iteration 67Q (1330.270000 sec): 3 clusters Score: Raw -8221849.896282 + Penalty 3630.199115 = -8218219.697167 nChanged 3 SP:Iteration 68Q (1330.410000 sec): 3 clusters Score: Raw -8221850.234149 + Penalty 3630.199115 = -8218220.035033 nChanged 2 SP:Iteration 69Q (1330.540000 sec): 3 clusters Score: Raw -8221850.453471 + Penalty 3630.199115 = -8218220.254356 nChanged 2 SP:Iteration 70Q (1330.680000 sec): 3 clusters Score: Raw -8221850.669168 + Penalty 3630.199115 = -8218220.470052 nChanged 1 SP:Iteration 71Q (1330.810000 sec): 3 clusters Score: Raw -8221850.725725 + Penalty 3630.199115 = -8218220.526610 nChanged 0 SP:Iteration 72F (1331.000000 sec): 3 clusters Score: Raw -8221850.725725 + Penalty 3630.199115 = -8218220.526610 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 18 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.040000 sec): 2 clusters Score: Raw -120461.663264 + Penalty 1138.735100 = -119322.928164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.040000 sec): 3 clusters Score: Raw -120065.356672 + Penalty 2277.470200 = -117787.886472 nChanged 330 SP:Iteration 1F (1331.040000 sec): 3 clusters Score: Raw -120345.332030 + Penalty 2277.470200 = -118067.861830 nChanged 77 SP:Iteration 2F (1331.050000 sec): 3 clusters Score: Raw -120417.007869 + Penalty 2277.470200 = -118139.537669 nChanged 44 SP:Iteration 3Q (1331.050000 sec): 3 clusters Score: Raw -120468.269050 + Penalty 2277.470200 = -118190.798851 nChanged 42 SP:Iteration 4Q (1331.050000 sec): 3 clusters Score: Raw -120517.982665 + Penalty 2277.470200 = -118240.512465 nChanged 31 SP:Iteration 5Q (1331.050000 sec): 3 clusters Score: Raw -120552.646619 + Penalty 2277.470200 = -118275.176419 nChanged 35 SP:Iteration 6Q (1331.060000 sec): 3 clusters Score: Raw -120596.673819 + Penalty 2277.470200 = -118319.203619 nChanged 37 SP:Iteration 7Q (1331.060000 sec): 3 clusters Score: Raw -120655.586885 + Penalty 2277.470200 = -118378.116685 nChanged 44 SP:Iteration 8Q (1331.060000 sec): 3 clusters Score: Raw -120725.165289 + Penalty 2277.470200 = -118447.695090 nChanged 36 SP:Iteration 9Q (1331.070000 sec): 3 clusters Score: Raw -120783.519816 + Penalty 2277.470200 = -118506.049617 nChanged 26 SP:Iteration 10Q (1331.070000 sec): 3 clusters Score: Raw -120822.176009 + Penalty 2277.470200 = -118544.705809 nChanged 22 SP:Iteration 11Q (1331.070000 sec): 3 clusters Score: Raw -120854.275515 + Penalty 2277.470200 = -118576.805316 nChanged 21 SP:Iteration 12Q (1331.070000 sec): 3 clusters Score: Raw -120880.435038 + Penalty 2277.470200 = -118602.964839 nChanged 21 SP:Iteration 13Q (1331.070000 sec): 3 clusters Score: Raw -120901.273862 + Penalty 2277.470200 = -118623.803662 nChanged 6 SP:Iteration 14Q (1331.080000 sec): 3 clusters Score: Raw -120905.732764 + Penalty 2277.470200 = -118628.262565 nChanged 4 SP:Iteration 15Q (1331.080000 sec): 3 clusters Score: Raw -120908.305917 + Penalty 2277.470200 = -118630.835717 nChanged 2 SP:Iteration 16Q (1331.080000 sec): 3 clusters Score: Raw -120909.513509 + Penalty 2277.470200 = -118632.043310 nChanged 1 SP:Iteration 17Q (1331.090000 sec): 3 clusters Score: Raw -120909.858320 + Penalty 2277.470200 = -118632.388121 nChanged 2 SP:Iteration 18Q (1331.090000 sec): 3 clusters Score: Raw -120912.138638 + Penalty 2277.470200 = -118634.668439 nChanged 1 SP:Iteration 19Q (1331.090000 sec): 3 clusters Score: Raw -120912.571901 + Penalty 2277.470200 = -118635.101702 nChanged 0 SP:Iteration 20F (1331.090000 sec): 3 clusters Score: Raw -120912.571901 + Penalty 2277.470200 = -118635.101702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.090000 sec): 2 clusters Score: Raw -7285.203563 + Penalty 692.685480 = -6592.518083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.090000 sec): 3 clusters Score: Raw -7509.232910 + Penalty 1385.370960 = -6123.861950 nChanged 3 SP:Iteration 1Q (1331.090000 sec): 3 clusters Score: Raw -7533.542907 + Penalty 1385.370960 = -6148.171947 nChanged 0 SP:Iteration 2F (1331.090000 sec): 3 clusters Score: Raw -7533.542907 + Penalty 1385.370960 = -6148.171947 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 20 (34976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.200000 sec): 2 clusters Score: Raw -4111460.982835 + Penalty 1700.142826 = -4109760.840009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.290000 sec): 3 clusters Score: Raw -4089600.590146 + Penalty 3400.285652 = -4086200.304494 nChanged 16314 SP:Iteration 1F (1331.390000 sec): 3 clusters Score: Raw -4098903.070178 + Penalty 3400.285652 = -4095502.784526 nChanged 1487 SP:Iteration 2Q (1331.480000 sec): 3 clusters Score: Raw -4099429.657173 + Penalty 3400.285652 = -4096029.371521 nChanged 1517 SP:Iteration 3Q (1331.570000 sec): 3 clusters Score: Raw -4100070.913338 + Penalty 3400.285652 = -4096670.627686 nChanged 1688 SP:Iteration 4Q (1331.670000 sec): 3 clusters Score: Raw -4100975.643439 + Penalty 3400.285652 = -4097575.357787 nChanged 2009 SP:Iteration 5F (1331.760000 sec): 3 clusters Score: Raw -4102267.254702 + Penalty 3400.285652 = -4098866.969050 nChanged 2239 SP:Iteration 6F (1331.850000 sec): 3 clusters Score: Raw -4104060.285802 + Penalty 3400.285652 = -4100660.000150 nChanged 2335 SP:Iteration 7F (1331.940000 sec): 3 clusters Score: Raw -4106116.356193 + Penalty 3400.285652 = -4102716.070541 nChanged 2023 SP:Iteration 8F (1332.030000 sec): 3 clusters Score: Raw -4107920.762114 + Penalty 3400.285652 = -4104520.476462 nChanged 1565 SP:Iteration 9Q (1332.120000 sec): 3 clusters Score: Raw -4109374.015513 + Penalty 3400.285652 = -4105973.729861 nChanged 1059 SP:Iteration 10Q (1332.190000 sec): 3 clusters Score: Raw -4110363.613666 + Penalty 3400.285652 = -4106963.328014 nChanged 642 SP:Iteration 11Q (1332.270000 sec): 3 clusters Score: Raw -4110909.549228 + Penalty 3400.285652 = -4107509.263576 nChanged 388 SP:Iteration 12Q (1332.340000 sec): 3 clusters Score: Raw -4111236.584131 + Penalty 3400.285652 = -4107836.298479 nChanged 256 SP:Iteration 13Q (1332.410000 sec): 3 clusters Score: Raw -4111436.437222 + Penalty 3400.285652 = -4108036.151570 nChanged 156 SP:Iteration 14Q (1332.480000 sec): 3 clusters Score: Raw -4111543.497300 + Penalty 3400.285652 = -4108143.211648 nChanged 121 SP:Iteration 15Q (1332.550000 sec): 3 clusters Score: Raw -4111629.879258 + Penalty 3400.285652 = -4108229.593606 nChanged 96 SP:Iteration 16Q (1332.620000 sec): 3 clusters Score: Raw -4111692.090340 + Penalty 3400.285652 = -4108291.804688 nChanged 70 SP:Iteration 17Q (1332.690000 sec): 3 clusters Score: Raw -4111728.999860 + Penalty 3400.285652 = -4108328.714208 nChanged 45 SP:Iteration 18Q (1332.750000 sec): 3 clusters Score: Raw -4111753.075967 + Penalty 3400.285652 = -4108352.790315 nChanged 44 SP:Iteration 19Q (1332.820000 sec): 3 clusters Score: Raw -4111777.581883 + Penalty 3400.285652 = -4108377.296231 nChanged 40 SP:Iteration 20F (1332.910000 sec): 3 clusters Score: Raw -4111801.905160 + Penalty 3400.285652 = -4108401.619507 nChanged 30 SP:Iteration 21Q (1332.970000 sec): 3 clusters Score: Raw -4111818.405268 + Penalty 3400.285652 = -4108418.119616 nChanged 23 SP:Iteration 22Q (1333.040000 sec): 3 clusters Score: Raw -4111831.088895 + Penalty 3400.285652 = -4108430.803243 nChanged 24 SP:Iteration 23Q (1333.110000 sec): 3 clusters Score: Raw -4111844.429165 + Penalty 3400.285652 = -4108444.143513 nChanged 20 SP:Iteration 24Q (1333.170000 sec): 3 clusters Score: Raw -4111856.927745 + Penalty 3400.285652 = -4108456.642093 nChanged 15 SP:Iteration 25Q (1333.230000 sec): 3 clusters Score: Raw -4111863.758286 + Penalty 3400.285652 = -4108463.472634 nChanged 4 SP:Iteration 26Q (1333.300000 sec): 3 clusters Score: Raw -4111865.083922 + Penalty 3400.285652 = -4108464.798270 nChanged 1 SP:Iteration 27Q (1333.370000 sec): 3 clusters Score: Raw -4111866.396873 + Penalty 3400.285652 = -4108466.111221 nChanged 5 SP:Iteration 28Q (1333.430000 sec): 3 clusters Score: Raw -4111869.617861 + Penalty 3400.285652 = -4108469.332209 nChanged 3 SP:Iteration 29Q (1333.490000 sec): 3 clusters Score: Raw -4111870.723574 + Penalty 3400.285652 = -4108470.437922 nChanged 2 SP:Iteration 30Q (1333.550000 sec): 3 clusters Score: Raw -4111871.257848 + Penalty 3400.285652 = -4108470.972196 nChanged 2 SP:Iteration 31Q (1333.620000 sec): 3 clusters Score: Raw -4111871.892462 + Penalty 3400.285652 = -4108471.606810 nChanged 2 SP:Iteration 32Q (1333.690000 sec): 3 clusters Score: Raw -4111872.217712 + Penalty 3400.285652 = -4108471.932060 nChanged 1 SP:Iteration 33Q (1333.750000 sec): 3 clusters Score: Raw -4111872.463774 + Penalty 3400.285652 = -4108472.178122 nChanged 1 SP:Iteration 34Q (1333.820000 sec): 3 clusters Score: Raw -4111872.766264 + Penalty 3400.285652 = -4108472.480612 nChanged 0 SP:Iteration 35F (1333.910000 sec): 3 clusters Score: Raw -4111872.766264 + Penalty 3400.285652 = -4108472.480612 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 21 (39020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1334.010000 sec): 2 clusters Score: Raw -4571856.648284 + Penalty 1717.922312 = -4570138.725972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1334.120000 sec): 3 clusters Score: Raw -4547520.281088 + Penalty 3435.844625 = -4544084.436463 nChanged 18142 SP:Iteration 1F (1334.220000 sec): 3 clusters Score: Raw -4557743.488353 + Penalty 3435.844625 = -4554307.643728 nChanged 1701 SP:Iteration 2Q (1334.320000 sec): 3 clusters Score: Raw -4558347.890688 + Penalty 3435.844625 = -4554912.046063 nChanged 1803 SP:Iteration 3Q (1334.430000 sec): 3 clusters Score: Raw -4559108.858456 + Penalty 3435.844625 = -4555673.013831 nChanged 2048 SP:Iteration 4F (1334.530000 sec): 3 clusters Score: Raw -4560263.663617 + Penalty 3435.844625 = -4556827.818992 nChanged 2585 SP:Iteration 5F (1334.630000 sec): 3 clusters Score: Raw -4562095.198403 + Penalty 3435.844625 = -4558659.353779 nChanged 2954 SP:Iteration 6F (1334.740000 sec): 3 clusters Score: Raw -4564536.838309 + Penalty 3435.844625 = -4561100.993684 nChanged 2871 SP:Iteration 7F (1334.840000 sec): 3 clusters Score: Raw -4567045.924732 + Penalty 3435.844625 = -4563610.080107 nChanged 2360 SP:Iteration 8F (1334.940000 sec): 3 clusters Score: Raw -4569070.268684 + Penalty 3435.844625 = -4565634.424059 nChanged 1563 SP:Iteration 9Q (1335.040000 sec): 3 clusters Score: Raw -4570261.091303 + Penalty 3435.844625 = -4566825.246679 nChanged 1073 SP:Iteration 10Q (1335.140000 sec): 3 clusters Score: Raw -4570931.958435 + Penalty 3435.844625 = -4567496.113811 nChanged 716 SP:Iteration 11Q (1335.230000 sec): 3 clusters Score: Raw -4571320.197652 + Penalty 3435.844625 = -4567884.353028 nChanged 529 SP:Iteration 12Q (1335.320000 sec): 3 clusters Score: Raw -4571572.549978 + Penalty 3435.844625 = -4568136.705354 nChanged 427 SP:Iteration 13Q (1335.400000 sec): 3 clusters Score: Raw -4571760.581559 + Penalty 3435.844625 = -4568324.736935 nChanged 348 SP:Iteration 14Q (1335.480000 sec): 3 clusters Score: Raw -4571900.788726 + Penalty 3435.844625 = -4568464.944101 nChanged 269 SP:Iteration 15Q (1335.560000 sec): 3 clusters Score: Raw -4572001.160189 + Penalty 3435.844625 = -4568565.315564 nChanged 231 SP:Iteration 16Q (1335.640000 sec): 3 clusters Score: Raw -4572084.524476 + Penalty 3435.844625 = -4568648.679852 nChanged 198 SP:Iteration 17Q (1335.710000 sec): 3 clusters Score: Raw -4572157.347644 + Penalty 3435.844625 = -4568721.503019 nChanged 177 SP:Iteration 18Q (1335.800000 sec): 3 clusters Score: Raw -4572215.652052 + Penalty 3435.844625 = -4568779.807428 nChanged 151 SP:Iteration 19Q (1335.870000 sec): 3 clusters Score: Raw -4572261.264919 + Penalty 3435.844625 = -4568825.420294 nChanged 129 SP:Iteration 20F (1335.970000 sec): 3 clusters Score: Raw -4572302.686910 + Penalty 3435.844625 = -4568866.842285 nChanged 112 SP:Iteration 21Q (1336.040000 sec): 3 clusters Score: Raw -4572340.110264 + Penalty 3435.844625 = -4568904.265640 nChanged 112 SP:Iteration 22Q (1336.120000 sec): 3 clusters Score: Raw -4572379.401515 + Penalty 3435.844625 = -4568943.556890 nChanged 95 SP:Iteration 23Q (1336.190000 sec): 3 clusters Score: Raw -4572408.624596 + Penalty 3435.844625 = -4568972.779971 nChanged 85 SP:Iteration 24Q (1336.260000 sec): 3 clusters Score: Raw -4572431.011773 + Penalty 3435.844625 = -4568995.167148 nChanged 62 SP:Iteration 25Q (1336.340000 sec): 3 clusters Score: Raw -4572446.279454 + Penalty 3435.844625 = -4569010.434829 nChanged 51 SP:Iteration 26Q (1336.410000 sec): 3 clusters Score: Raw -4572458.305302 + Penalty 3435.844625 = -4569022.460678 nChanged 36 SP:Iteration 27Q (1336.490000 sec): 3 clusters Score: Raw -4572465.992923 + Penalty 3435.844625 = -4569030.148298 nChanged 43 SP:Iteration 28Q (1336.560000 sec): 3 clusters Score: Raw -4572475.792615 + Penalty 3435.844625 = -4569039.947990 nChanged 37 SP:Iteration 29Q (1336.640000 sec): 3 clusters Score: Raw -4572483.691770 + Penalty 3435.844625 = -4569047.847146 nChanged 27 SP:Iteration 30Q (1336.720000 sec): 3 clusters Score: Raw -4572488.868382 + Penalty 3435.844625 = -4569053.023758 nChanged 24 SP:Iteration 31Q (1336.800000 sec): 3 clusters Score: Raw -4572493.224745 + Penalty 3435.844625 = -4569057.380120 nChanged 18 SP:Iteration 32Q (1336.870000 sec): 3 clusters Score: Raw -4572497.035173 + Penalty 3435.844625 = -4569061.190549 nChanged 16 SP:Iteration 33Q (1336.950000 sec): 3 clusters Score: Raw -4572500.139675 + Penalty 3435.844625 = -4569064.295051 nChanged 11 SP:Iteration 34Q (1337.030000 sec): 3 clusters Score: Raw -4572501.932332 + Penalty 3435.844625 = -4569066.087707 nChanged 12 SP:Iteration 35Q (1337.100000 sec): 3 clusters Score: Raw -4572503.648870 + Penalty 3435.844625 = -4569067.804245 nChanged 14 SP:Iteration 36Q (1337.180000 sec): 3 clusters Score: Raw -4572506.236356 + Penalty 3435.844625 = -4569070.391731 nChanged 17 SP:Iteration 37Q (1337.260000 sec): 3 clusters Score: Raw -4572509.995221 + Penalty 3435.844625 = -4569074.150596 nChanged 16 SP:Iteration 38Q (1337.330000 sec): 3 clusters Score: Raw -4572514.006124 + Penalty 3435.844625 = -4569078.161499 nChanged 13 SP:Iteration 39Q (1337.410000 sec): 3 clusters Score: Raw -4572516.606419 + Penalty 3435.844625 = -4569080.761794 nChanged 10 SP:Iteration 40F (1337.510000 sec): 3 clusters Score: Raw -4572518.659212 + Penalty 3435.844625 = -4569082.814587 nChanged 11 SP:Iteration 41Q (1337.580000 sec): 3 clusters Score: Raw -4572520.132482 + Penalty 3435.844625 = -4569084.287857 nChanged 3 SP:Iteration 42Q (1337.660000 sec): 3 clusters Score: Raw -4572520.904016 + Penalty 3435.844625 = -4569085.059391 nChanged 6 SP:Iteration 43Q (1337.740000 sec): 3 clusters Score: Raw -4572521.752402 + Penalty 3435.844625 = -4569085.907777 nChanged 8 SP:Iteration 44Q (1337.810000 sec): 3 clusters Score: Raw -4572522.793113 + Penalty 3435.844625 = -4569086.948488 nChanged 9 SP:Iteration 45Q (1337.890000 sec): 3 clusters Score: Raw -4572524.173928 + Penalty 3435.844625 = -4569088.329304 nChanged 4 SP:Iteration 46Q (1337.960000 sec): 3 clusters Score: Raw -4572524.746821 + Penalty 3435.844625 = -4569088.902196 nChanged 3 SP:Iteration 47Q (1338.040000 sec): 3 clusters Score: Raw -4572525.119479 + Penalty 3435.844625 = -4569089.274854 nChanged 2 SP:Iteration 48Q (1338.120000 sec): 3 clusters Score: Raw -4572525.653681 + Penalty 3435.844625 = -4569089.809057 nChanged 6 SP:Iteration 49Q (1338.190000 sec): 3 clusters Score: Raw -4572527.022717 + Penalty 3435.844625 = -4569091.178093 nChanged 5 SP:Iteration 50Q (1338.270000 sec): 3 clusters Score: Raw -4572527.608027 + Penalty 3435.844625 = -4569091.763402 nChanged 3 SP:Iteration 51Q (1338.340000 sec): 3 clusters Score: Raw -4572528.125786 + Penalty 3435.844625 = -4569092.281161 nChanged 2 SP:Iteration 52Q (1338.420000 sec): 3 clusters Score: Raw -4572528.549680 + Penalty 3435.844625 = -4569092.705056 nChanged 1 SP:Iteration 53Q (1338.500000 sec): 3 clusters Score: Raw -4572528.659824 + Penalty 3435.844625 = -4569092.815199 nChanged 1 SP:Iteration 54Q (1338.570000 sec): 3 clusters Score: Raw -4572528.746908 + Penalty 3435.844625 = -4569092.902283 nChanged 2 SP:Iteration 55Q (1338.650000 sec): 3 clusters Score: Raw -4572528.897137 + Penalty 3435.844625 = -4569093.052512 nChanged 0 SP:Iteration 56F (1338.750000 sec): 3 clusters Score: Raw -4572528.897137 + Penalty 3435.844625 = -4569093.052512 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 22 (36819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.850000 sec): 2 clusters Score: Raw -4314964.322281 + Penalty 1708.487510 = -4313255.834771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.950000 sec): 3 clusters Score: Raw -4291803.616571 + Penalty 3416.975021 = -4288386.641550 nChanged 17175 SP:Iteration 1F (1339.050000 sec): 3 clusters Score: Raw -4301517.618695 + Penalty 3416.975021 = -4298100.643674 nChanged 1546 SP:Iteration 2Q (1339.150000 sec): 3 clusters Score: Raw -4301974.959843 + Penalty 3416.975021 = -4298557.984822 nChanged 1454 SP:Iteration 3Q (1339.250000 sec): 3 clusters Score: Raw -4302498.628494 + Penalty 3416.975021 = -4299081.653473 nChanged 1615 SP:Iteration 4Q (1339.340000 sec): 3 clusters Score: Raw -4303227.320537 + Penalty 3416.975021 = -4299810.345516 nChanged 1777 SP:Iteration 5Q (1339.440000 sec): 3 clusters Score: Raw -4304273.450479 + Penalty 3416.975021 = -4300856.475458 nChanged 2031 SP:Iteration 6F (1339.540000 sec): 3 clusters Score: Raw -4305715.257014 + Penalty 3416.975021 = -4302298.281993 nChanged 2149 SP:Iteration 7F (1339.630000 sec): 3 clusters Score: Raw -4307465.977038 + Penalty 3416.975021 = -4304049.002017 nChanged 2101 SP:Iteration 8F (1339.730000 sec): 3 clusters Score: Raw -4309183.058860 + Penalty 3416.975021 = -4305766.083839 nChanged 1911 SP:Iteration 9F (1339.830000 sec): 3 clusters Score: Raw -4310682.540720 + Penalty 3416.975021 = -4307265.565699 nChanged 1558 SP:Iteration 10Q (1339.910000 sec): 3 clusters Score: Raw -4311788.972514 + Penalty 3416.975021 = -4308371.997493 nChanged 1176 SP:Iteration 11Q (1340.000000 sec): 3 clusters Score: Raw -4312560.458942 + Penalty 3416.975021 = -4309143.483921 nChanged 910 SP:Iteration 12Q (1340.090000 sec): 3 clusters Score: Raw -4313125.840159 + Penalty 3416.975021 = -4309708.865138 nChanged 790 SP:Iteration 13Q (1340.170000 sec): 3 clusters Score: Raw -4313600.189496 + Penalty 3416.975021 = -4310183.214475 nChanged 633 SP:Iteration 14Q (1340.250000 sec): 3 clusters Score: Raw -4313959.593096 + Penalty 3416.975021 = -4310542.618075 nChanged 507 SP:Iteration 15Q (1340.330000 sec): 3 clusters Score: Raw -4314264.079156 + Penalty 3416.975021 = -4310847.104135 nChanged 420 SP:Iteration 16Q (1340.400000 sec): 3 clusters Score: Raw -4314505.934814 + Penalty 3416.975021 = -4311088.959793 nChanged 302 SP:Iteration 17Q (1340.470000 sec): 3 clusters Score: Raw -4314674.825325 + Penalty 3416.975021 = -4311257.850304 nChanged 217 SP:Iteration 18Q (1340.550000 sec): 3 clusters Score: Raw -4314793.042342 + Penalty 3416.975021 = -4311376.067321 nChanged 157 SP:Iteration 19Q (1340.620000 sec): 3 clusters Score: Raw -4314878.623606 + Penalty 3416.975021 = -4311461.648585 nChanged 132 SP:Iteration 20F (1340.710000 sec): 3 clusters Score: Raw -4314954.135930 + Penalty 3416.975021 = -4311537.160909 nChanged 94 SP:Iteration 21Q (1340.780000 sec): 3 clusters Score: Raw -4315013.459596 + Penalty 3416.975021 = -4311596.484575 nChanged 67 SP:Iteration 22Q (1340.850000 sec): 3 clusters Score: Raw -4315055.107262 + Penalty 3416.975021 = -4311638.132241 nChanged 52 SP:Iteration 23Q (1340.920000 sec): 3 clusters Score: Raw -4315082.767461 + Penalty 3416.975021 = -4311665.792440 nChanged 39 SP:Iteration 24Q (1340.990000 sec): 3 clusters Score: Raw -4315106.738590 + Penalty 3416.975021 = -4311689.763569 nChanged 32 SP:Iteration 25Q (1341.050000 sec): 3 clusters Score: Raw -4315129.325777 + Penalty 3416.975021 = -4311712.350756 nChanged 32 SP:Iteration 26Q (1341.120000 sec): 3 clusters Score: Raw -4315151.443673 + Penalty 3416.975021 = -4311734.468652 nChanged 25 SP:Iteration 27Q (1341.190000 sec): 3 clusters Score: Raw -4315166.387766 + Penalty 3416.975021 = -4311749.412745 nChanged 27 SP:Iteration 28Q (1341.250000 sec): 3 clusters Score: Raw -4315183.331855 + Penalty 3416.975021 = -4311766.356834 nChanged 21 SP:Iteration 29Q (1341.320000 sec): 3 clusters Score: Raw -4315197.082443 + Penalty 3416.975021 = -4311780.107422 nChanged 19 SP:Iteration 30Q (1341.390000 sec): 3 clusters Score: Raw -4315211.128679 + Penalty 3416.975021 = -4311794.153658 nChanged 15 SP:Iteration 31Q (1341.460000 sec): 3 clusters Score: Raw -4315220.604999 + Penalty 3416.975021 = -4311803.629978 nChanged 14 SP:Iteration 32Q (1341.520000 sec): 3 clusters Score: Raw -4315229.635130 + Penalty 3416.975021 = -4311812.660109 nChanged 8 SP:Iteration 33Q (1341.590000 sec): 3 clusters Score: Raw -4315233.545751 + Penalty 3416.975021 = -4311816.570730 nChanged 5 SP:Iteration 34Q (1341.660000 sec): 3 clusters Score: Raw -4315237.550171 + Penalty 3416.975021 = -4311820.575150 nChanged 5 SP:Iteration 35Q (1341.720000 sec): 3 clusters Score: Raw -4315240.608671 + Penalty 3416.975021 = -4311823.633650 nChanged 3 SP:Iteration 36Q (1341.790000 sec): 3 clusters Score: Raw -4315241.845291 + Penalty 3416.975021 = -4311824.870270 nChanged 3 SP:Iteration 37Q (1341.860000 sec): 3 clusters Score: Raw -4315243.578359 + Penalty 3416.975021 = -4311826.603338 nChanged 1 SP:Iteration 38Q (1341.930000 sec): 3 clusters Score: Raw -4315244.310602 + Penalty 3416.975021 = -4311827.335581 nChanged 0 SP:Iteration 39F (1342.020000 sec): 3 clusters Score: Raw -4315244.310602 + Penalty 3416.975021 = -4311827.335581 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.040000 sec): 2 clusters Score: Raw -27341.795627 + Penalty 902.355933 = -26439.439694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.040000 sec): 3 clusters Score: Raw -27458.429962 + Penalty 1804.711865 = -25653.718097 nChanged 40 SP:Iteration 1F (1342.040000 sec): 3 clusters Score: Raw -27568.166505 + Penalty 1804.711865 = -25763.454640 nChanged 12 SP:Iteration 2Q (1342.040000 sec): 3 clusters Score: Raw -27601.813995 + Penalty 1804.711865 = -25797.102130 nChanged 4 SP:Iteration 3Q (1342.040000 sec): 3 clusters Score: Raw -27615.207764 + Penalty 1804.711865 = -25810.495899 nChanged 5 SP:Iteration 4Q (1342.040000 sec): 3 clusters Score: Raw -27632.962659 + Penalty 1804.711865 = -25828.250794 nChanged 1 SP:Iteration 5Q (1342.040000 sec): 3 clusters Score: Raw -27635.231776 + Penalty 1804.711865 = -25830.519911 nChanged 0 SP:Iteration 6F (1342.050000 sec): 3 clusters Score: Raw -27635.231776 + Penalty 1804.711865 = -25830.519911 nChanged 0 Iteration 139Q (1343.710000 sec): 24 clusters Score: Raw -39774086.686319 + Penalty 47690.513958 = -39726396.172361 nChanged 401 Iteration 140F (1350.980000 sec): 24 clusters Score: Raw -39774116.324100 + Penalty 47690.513958 = -39726425.810142 nChanged 430 Iteration 141Q (1352.670000 sec): 24 clusters Score: Raw -39774149.110543 + Penalty 47690.513958 = -39726458.596585 nChanged 453 Iteration 142Q (1354.340000 sec): 24 clusters Score: Raw -39774189.152622 + Penalty 47690.513958 = -39726498.638663 nChanged 504 Iteration 143Q (1356.030000 sec): 24 clusters Score: Raw -39774241.046406 + Penalty 47690.513958 = -39726550.532448 nChanged 558 Iteration 144Q (1357.710000 sec): 24 clusters Score: Raw -39774312.053382 + Penalty 47690.513958 = -39726621.539424 nChanged 669 Iteration 145Q (1359.400000 sec): 24 clusters Score: Raw -39774395.122966 + Penalty 47690.513958 = -39726704.609007 nChanged 701 Iteration 146Q (1361.050000 sec): 24 clusters Score: Raw -39774484.702564 + Penalty 47690.513958 = -39726794.188606 nChanged 791 Iteration 147Q (1362.770000 sec): 24 clusters Score: Raw -39774585.738333 + Penalty 47690.513958 = -39726895.224375 nChanged 819 Iteration 148Q (1364.470000 sec): 24 clusters Score: Raw -39774697.774024 + Penalty 47690.513958 = -39727007.260066 nChanged 892 Iteration 149Q (1366.170000 sec): 24 clusters Score: Raw -39774827.556217 + Penalty 47690.513958 = -39727137.042258 nChanged 979 Iteration 150Q (1367.860000 sec): 24 clusters Score: Raw -39774974.783241 + Penalty 47690.513958 = -39727284.269283 nChanged 1060 Iteration 151Q (1369.550000 sec): 24 clusters Score: Raw -39775146.146923 + Penalty 47690.513958 = -39727455.632965 nChanged 1148 Iteration 152Q (1371.250000 sec): 24 clusters Score: Raw -39775361.617595 + Penalty 47690.513958 = -39727671.103636 nChanged 1293 Iteration 153Q (1372.940000 sec): 24 clusters Score: Raw -39775637.668141 + Penalty 47690.513958 = -39727947.154182 nChanged 1474 Iteration 154Q (1374.650000 sec): 24 clusters Score: Raw -39775976.517615 + Penalty 47690.513958 = -39728286.003656 nChanged 1629 Iteration 155Q (1376.350000 sec): 24 clusters Score: Raw -39776373.959346 + Penalty 47690.513958 = -39728683.445387 nChanged 1817 Iteration 156Q (1378.050000 sec): 24 clusters Score: Raw -39776883.086888 + Penalty 47690.513958 = -39729192.572929 nChanged 2018 Iteration 157Q (1379.750000 sec): 24 clusters Score: Raw -39777553.823348 + Penalty 47690.513958 = -39729863.309389 nChanged 2252 Iteration 158Q (1381.440000 sec): 24 clusters Score: Raw -39778377.054741 + Penalty 47690.513958 = -39730686.540782 nChanged 2415 Iteration 159Q (1383.140000 sec): 24 clusters Score: Raw -39779360.388962 + Penalty 47690.513958 = -39731669.875003 nChanged 2485 Iteration 160F (1390.500000 sec): 24 clusters Score: Raw -39780438.930484 + Penalty 47690.513958 = -39732748.416525 nChanged 2507 Iteration 161Q (1392.450000 sec): 24 clusters Score: Raw -39781533.052944 + Penalty 47690.513958 = -39733842.538986 nChanged 2381 Iteration 162Q (1394.410000 sec): 24 clusters Score: Raw -39782514.861256 + Penalty 47690.513958 = -39734824.347297 nChanged 2128 Iteration 163Q (1396.340000 sec): 24 clusters Score: Raw -39783244.600638 + Penalty 47690.513958 = -39735554.086680 nChanged 1838 Iteration 164Q (1398.280000 sec): 24 clusters Score: Raw -39783694.460880 + Penalty 47690.513958 = -39736003.946922 nChanged 1410 Iteration 165Q (1400.200000 sec): 24 clusters Score: Raw -39783934.386288 + Penalty 47690.513958 = -39736243.872329 nChanged 1004 Iteration 166Q (1402.110000 sec): 24 clusters Score: Raw -39784060.925959 + Penalty 47690.513958 = -39736370.412001 nChanged 745 Iteration 167Q (1404.020000 sec): 24 clusters Score: Raw -39784127.516559 + Penalty 47690.513958 = -39736437.002600 nChanged 559 Iteration 168Q (1405.920000 sec): 24 clusters Score: Raw -39784170.062487 + Penalty 47690.513958 = -39736479.548529 nChanged 452 Iteration 169Q (1407.810000 sec): 24 clusters Score: Raw -39784201.429123 + Penalty 47690.513958 = -39736510.915165 nChanged 355 Iteration 170Q (1409.700000 sec): 24 clusters Score: Raw -39784225.365645 + Penalty 47690.513958 = -39736534.851686 nChanged 306 Iteration 171Q (1411.590000 sec): 24 clusters Score: Raw -39784240.812805 + Penalty 47690.513958 = -39736550.298847 nChanged 254 Iteration 172Q (1413.480000 sec): 24 clusters Score: Raw -39784253.013811 + Penalty 47690.513958 = -39736562.499853 nChanged 181 Iteration 173Q (1415.370000 sec): 24 clusters Score: Raw -39784262.490082 + Penalty 47690.513958 = -39736571.976124 nChanged 153 Iteration 174Q (1417.250000 sec): 24 clusters Score: Raw -39784269.851569 + Penalty 47690.513958 = -39736579.337611 nChanged 112 Iteration 175Q (1419.140000 sec): 24 clusters Score: Raw -39784273.577754 + Penalty 47690.513958 = -39736583.063796 nChanged 71 Iteration 176Q (1421.010000 sec): 24 clusters Score: Raw -39784275.689254 + Penalty 47690.513958 = -39736585.175296 nChanged 61 Iteration 177Q (1422.880000 sec): 24 clusters Score: Raw -39784277.392627 + Penalty 47690.513958 = -39736586.878668 nChanged 55 Iteration 178Q (1424.750000 sec): 24 clusters Score: Raw -39784278.684082 + Penalty 47690.513958 = -39736588.170124 nChanged 39 Writing temp clu file Compute initial score before splitting: Score: Raw -39784278.684082 + Penalty 47690.513958 = -39736588.170124 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1424.820000 sec): 2 clusters Score: Raw -43219.328063 + Penalty 982.313364 = -42237.014700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1424.820000 sec): 3 clusters Score: Raw -43181.786732 + Penalty 1964.626727 = -41217.160005 nChanged 81 SP:Iteration 1F (1424.820000 sec): 3 clusters Score: Raw -43329.758481 + Penalty 1964.626727 = -41365.131754 nChanged 38 SP:Iteration 2F (1424.820000 sec): 3 clusters Score: Raw -43420.100009 + Penalty 1964.626727 = -41455.473282 nChanged 17 SP:Iteration 3Q (1424.830000 sec): 3 clusters Score: Raw -43509.703234 + Penalty 1964.626727 = -41545.076507 nChanged 18 SP:Iteration 4Q (1424.830000 sec): 3 clusters Score: Raw -43595.966235 + Penalty 1964.626727 = -41631.339508 nChanged 8 SP:Iteration 5Q (1424.830000 sec): 3 clusters Score: Raw -43615.932572 + Penalty 1964.626727 = -41651.305845 nChanged 3 SP:Iteration 6Q (1424.830000 sec): 3 clusters Score: Raw -43619.748497 + Penalty 1964.626727 = -41655.121770 nChanged 2 SP:Iteration 7Q (1424.830000 sec): 3 clusters Score: Raw -43625.054395 + Penalty 1964.626727 = -41660.427668 nChanged 2 SP:Iteration 8Q (1424.830000 sec): 3 clusters Score: Raw -43630.202097 + Penalty 1964.626727 = -41665.575370 nChanged 2 SP:Iteration 9Q (1424.830000 sec): 3 clusters Score: Raw -43635.770495 + Penalty 1964.626727 = -41671.143767 nChanged 1 SP:Iteration 10Q (1424.840000 sec): 3 clusters Score: Raw -43637.414190 + Penalty 1964.626727 = -41672.787463 nChanged 0 SP:Iteration 11F (1424.840000 sec): 3 clusters Score: Raw -43637.414190 + Penalty 1964.626727 = -41672.787463 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 2 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1424.840000 sec): 2 clusters Score: Raw -89103.720442 + Penalty 1098.378981 = -88005.341461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1424.840000 sec): 3 clusters Score: Raw -88890.006333 + Penalty 2196.757963 = -86693.248370 nChanged 226 SP:Iteration 1F (1424.840000 sec): 3 clusters Score: Raw -89206.988555 + Penalty 2196.757963 = -87010.230592 nChanged 72 SP:Iteration 2F (1424.850000 sec): 3 clusters Score: Raw -89326.144763 + Penalty 2196.757963 = -87129.386800 nChanged 45 SP:Iteration 3F (1424.850000 sec): 3 clusters Score: Raw -89429.759375 + Penalty 2196.757963 = -87233.001412 nChanged 33 SP:Iteration 4Q (1424.850000 sec): 3 clusters Score: Raw -89505.923697 + Penalty 2196.757963 = -87309.165734 nChanged 36 SP:Iteration 5Q (1424.850000 sec): 3 clusters Score: Raw -89590.401970 + Penalty 2196.757963 = -87393.644007 nChanged 27 SP:Iteration 6Q (1424.860000 sec): 3 clusters Score: Raw -89633.297726 + Penalty 2196.757963 = -87436.539763 nChanged 17 SP:Iteration 7Q (1424.860000 sec): 3 clusters Score: Raw -89661.795184 + Penalty 2196.757963 = -87465.037221 nChanged 15 SP:Iteration 8Q (1424.860000 sec): 3 clusters Score: Raw -89692.136813 + Penalty 2196.757963 = -87495.378850 nChanged 15 SP:Iteration 9Q (1424.860000 sec): 3 clusters Score: Raw -89712.130368 + Penalty 2196.757963 = -87515.372405 nChanged 10 SP:Iteration 10Q (1424.860000 sec): 3 clusters Score: Raw -89729.524047 + Penalty 2196.757963 = -87532.766084 nChanged 10 SP:Iteration 11Q (1424.870000 sec): 3 clusters Score: Raw -89743.120824 + Penalty 2196.757963 = -87546.362861 nChanged 6 SP:Iteration 12Q (1424.870000 sec): 3 clusters Score: Raw -89751.821893 + Penalty 2196.757963 = -87555.063930 nChanged 5 SP:Iteration 13Q (1424.870000 sec): 3 clusters Score: Raw -89757.710382 + Penalty 2196.757963 = -87560.952419 nChanged 4 SP:Iteration 14Q (1424.870000 sec): 3 clusters Score: Raw -89764.996304 + Penalty 2196.757963 = -87568.238341 nChanged 5 SP:Iteration 15Q (1424.880000 sec): 3 clusters Score: Raw -89775.306541 + Penalty 2196.757963 = -87578.548578 nChanged 8 SP:Iteration 16Q (1424.880000 sec): 3 clusters Score: Raw -89795.888711 + Penalty 2196.757963 = -87599.130748 nChanged 5 SP:Iteration 17Q (1424.880000 sec): 3 clusters Score: Raw -89805.005686 + Penalty 2196.757963 = -87608.247723 nChanged 5 SP:Iteration 18Q (1424.880000 sec): 3 clusters Score: Raw -89810.546720 + Penalty 2196.757963 = -87613.788757 nChanged 4 SP:Iteration 19Q (1424.880000 sec): 3 clusters Score: Raw -89819.610331 + Penalty 2196.757963 = -87622.852368 nChanged 6 SP:Iteration 20F (1424.880000 sec): 3 clusters Score: Raw -89831.112407 + Penalty 2196.757963 = -87634.354444 nChanged 8 SP:Iteration 21Q (1424.890000 sec): 3 clusters Score: Raw -89848.171939 + Penalty 2196.757963 = -87651.413976 nChanged 8 SP:Iteration 22Q (1424.890000 sec): 3 clusters Score: Raw -89861.018494 + Penalty 2196.757963 = -87664.260531 nChanged 3 SP:Iteration 23Q (1424.890000 sec): 3 clusters Score: Raw -89862.628397 + Penalty 2196.757963 = -87665.870434 nChanged 2 SP:Iteration 24Q (1424.890000 sec): 3 clusters Score: Raw -89865.263268 + Penalty 2196.757963 = -87668.505305 nChanged 2 SP:Iteration 25Q (1424.900000 sec): 3 clusters Score: Raw -89867.333481 + Penalty 2196.757963 = -87670.575518 nChanged 4 SP:Iteration 26Q (1424.900000 sec): 3 clusters Score: Raw -89871.378457 + Penalty 2196.757963 = -87674.620494 nChanged 4 SP:Iteration 27Q (1424.900000 sec): 3 clusters Score: Raw -89875.526922 + Penalty 2196.757963 = -87678.768959 nChanged 0 SP:Iteration 28F (1424.900000 sec): 3 clusters Score: Raw -89875.526922 + Penalty 2196.757963 = -87678.768959 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 3 (12525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1424.940000 sec): 2 clusters Score: Raw -1476112.854310 + Penalty 1533.265813 = -1474579.588497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1424.970000 sec): 3 clusters Score: Raw -1468913.709268 + Penalty 3066.531626 = -1465847.177642 nChanged 5480 SP:Iteration 1F (1425.000000 sec): 3 clusters Score: Raw -1471789.117058 + Penalty 3066.531626 = -1468722.585432 nChanged 679 SP:Iteration 2F (1425.030000 sec): 3 clusters Score: Raw -1472047.016234 + Penalty 3066.531626 = -1468980.484608 nChanged 577 SP:Iteration 3Q (1425.060000 sec): 3 clusters Score: Raw -1472269.110991 + Penalty 3066.531626 = -1469202.579365 nChanged 519 SP:Iteration 4Q (1425.100000 sec): 3 clusters Score: Raw -1472476.181467 + Penalty 3066.531626 = -1469409.649841 nChanged 546 SP:Iteration 5Q (1425.130000 sec): 3 clusters Score: Raw -1472732.557015 + Penalty 3066.531626 = -1469666.025389 nChanged 615 SP:Iteration 6Q (1425.160000 sec): 3 clusters Score: Raw -1473071.461722 + Penalty 3066.531626 = -1470004.930096 nChanged 669 SP:Iteration 7F (1425.190000 sec): 3 clusters Score: Raw -1473490.400666 + Penalty 3066.531626 = -1470423.869040 nChanged 725 SP:Iteration 8F (1425.220000 sec): 3 clusters Score: Raw -1474024.863671 + Penalty 3066.531626 = -1470958.332046 nChanged 782 SP:Iteration 9F (1425.260000 sec): 3 clusters Score: Raw -1474678.360103 + Penalty 3066.531626 = -1471611.828477 nChanged 717 SP:Iteration 10F (1425.290000 sec): 3 clusters Score: Raw -1475331.519489 + Penalty 3066.531626 = -1472264.987863 nChanged 508 SP:Iteration 11Q (1425.320000 sec): 3 clusters Score: Raw -1475797.824464 + Penalty 3066.531626 = -1472731.292838 nChanged 272 SP:Iteration 12Q (1425.340000 sec): 3 clusters Score: Raw -1476038.278252 + Penalty 3066.531626 = -1472971.746626 nChanged 118 SP:Iteration 13Q (1425.370000 sec): 3 clusters Score: Raw -1476149.219286 + Penalty 3066.531626 = -1473082.687660 nChanged 57 SP:Iteration 14Q (1425.400000 sec): 3 clusters Score: Raw -1476204.785605 + Penalty 3066.531626 = -1473138.253979 nChanged 31 SP:Iteration 15Q (1425.420000 sec): 3 clusters Score: Raw -1476246.175713 + Penalty 3066.531626 = -1473179.644087 nChanged 20 SP:Iteration 16Q (1425.440000 sec): 3 clusters Score: Raw -1476272.769706 + Penalty 3066.531626 = -1473206.238080 nChanged 10 SP:Iteration 17Q (1425.460000 sec): 3 clusters Score: Raw -1476285.290330 + Penalty 3066.531626 = -1473218.758704 nChanged 10 SP:Iteration 18Q (1425.490000 sec): 3 clusters Score: Raw -1476301.077660 + Penalty 3066.531626 = -1473234.546034 nChanged 7 SP:Iteration 19Q (1425.510000 sec): 3 clusters Score: Raw -1476310.775961 + Penalty 3066.531626 = -1473244.244336 nChanged 7 SP:Iteration 20F (1425.540000 sec): 3 clusters Score: Raw -1476320.455749 + Penalty 3066.531626 = -1473253.924123 nChanged 2 SP:Iteration 21Q (1425.570000 sec): 3 clusters Score: Raw -1476323.331883 + Penalty 3066.531626 = -1473256.800258 nChanged 2 SP:Iteration 22Q (1425.590000 sec): 3 clusters Score: Raw -1476324.949839 + Penalty 3066.531626 = -1473258.418213 nChanged 1 SP:Iteration 23Q (1425.610000 sec): 3 clusters Score: Raw -1476325.374748 + Penalty 3066.531626 = -1473258.843123 nChanged 2 SP:Iteration 24Q (1425.640000 sec): 3 clusters Score: Raw -1476327.303460 + Penalty 3066.531626 = -1473260.771834 nChanged 2 SP:Iteration 25Q (1425.660000 sec): 3 clusters Score: Raw -1476333.231107 + Penalty 3066.531626 = -1473266.699481 nChanged 1 SP:Iteration 26Q (1425.680000 sec): 3 clusters Score: Raw -1476334.384714 + Penalty 3066.531626 = -1473267.853088 nChanged 0 SP:Iteration 27F (1425.710000 sec): 3 clusters Score: Raw -1476334.384714 + Penalty 3066.531626 = -1473267.853088 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 4 (75199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.930000 sec): 2 clusters Score: Raw -8735620.192125 + Penalty 1824.532647 = -8733795.659478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.130000 sec): 3 clusters Score: Raw -8687203.522833 + Penalty 3649.065294 = -8683554.457539 nChanged 35736 SP:Iteration 1F (1426.330000 sec): 3 clusters Score: Raw -8707649.225408 + Penalty 3649.065294 = -8704000.160114 nChanged 2429 SP:Iteration 2Q (1426.530000 sec): 3 clusters Score: Raw -8708260.102887 + Penalty 3649.065294 = -8704611.037593 nChanged 2557 SP:Iteration 3Q (1426.740000 sec): 3 clusters Score: Raw -8708939.063662 + Penalty 3649.065294 = -8705289.998368 nChanged 2656 SP:Iteration 4Q (1426.940000 sec): 3 clusters Score: Raw -8709762.139610 + Penalty 3649.065294 = -8706113.074316 nChanged 3002 SP:Iteration 5Q (1427.140000 sec): 3 clusters Score: Raw -8710829.665657 + Penalty 3649.065294 = -8707180.600363 nChanged 3398 SP:Iteration 6Q (1427.340000 sec): 3 clusters Score: Raw -8712251.993246 + Penalty 3649.065294 = -8708602.927953 nChanged 3753 SP:Iteration 7Q (1427.550000 sec): 3 clusters Score: Raw -8714044.038819 + Penalty 3649.065294 = -8710394.973525 nChanged 4053 SP:Iteration 8F (1427.750000 sec): 3 clusters Score: Raw -8716176.952454 + Penalty 3649.065294 = -8712527.887161 nChanged 4165 SP:Iteration 9F (1427.940000 sec): 3 clusters Score: Raw -8718555.863958 + Penalty 3649.065294 = -8714906.798664 nChanged 3991 SP:Iteration 10F (1428.140000 sec): 3 clusters Score: Raw -8721027.894494 + Penalty 3649.065294 = -8717378.829200 nChanged 3900 SP:Iteration 11F (1428.340000 sec): 3 clusters Score: Raw -8723503.122815 + Penalty 3649.065294 = -8719854.057521 nChanged 3438 SP:Iteration 12Q (1428.540000 sec): 3 clusters Score: Raw -8725540.108459 + Penalty 3649.065294 = -8721891.043165 nChanged 2736 SP:Iteration 13Q (1428.740000 sec): 3 clusters Score: Raw -8726835.848213 + Penalty 3649.065294 = -8723186.782919 nChanged 2003 SP:Iteration 14Q (1428.930000 sec): 3 clusters Score: Raw -8727561.609036 + Penalty 3649.065294 = -8723912.543742 nChanged 1383 SP:Iteration 15Q (1429.130000 sec): 3 clusters Score: Raw -8727952.394883 + Penalty 3649.065294 = -8724303.329589 nChanged 1028 SP:Iteration 16Q (1429.320000 sec): 3 clusters Score: Raw -8728187.599690 + Penalty 3649.065294 = -8724538.534396 nChanged 836 SP:Iteration 17Q (1429.510000 sec): 3 clusters Score: Raw -8728375.285410 + Penalty 3649.065294 = -8724726.220116 nChanged 786 SP:Iteration 18Q (1429.700000 sec): 3 clusters Score: Raw -8728555.284833 + Penalty 3649.065294 = -8724906.219539 nChanged 763 SP:Iteration 19Q (1429.890000 sec): 3 clusters Score: Raw -8728730.328820 + Penalty 3649.065294 = -8725081.263527 nChanged 764 SP:Iteration 20F (1430.090000 sec): 3 clusters Score: Raw -8728911.010244 + Penalty 3649.065294 = -8725261.944950 nChanged 798 SP:Iteration 21Q (1430.280000 sec): 3 clusters Score: Raw -8729096.470545 + Penalty 3649.065294 = -8725447.405251 nChanged 797 SP:Iteration 22Q (1430.470000 sec): 3 clusters Score: Raw -8729275.965970 + Penalty 3649.065294 = -8725626.900677 nChanged 745 SP:Iteration 23Q (1430.660000 sec): 3 clusters Score: Raw -8729445.150435 + Penalty 3649.065294 = -8725796.085141 nChanged 771 SP:Iteration 24Q (1430.840000 sec): 3 clusters Score: Raw -8729620.244129 + Penalty 3649.065294 = -8725971.178835 nChanged 759 SP:Iteration 25Q (1431.020000 sec): 3 clusters Score: Raw -8729788.399435 + Penalty 3649.065294 = -8726139.334141 nChanged 729 SP:Iteration 26Q (1431.210000 sec): 3 clusters Score: Raw -8729947.433156 + Penalty 3649.065294 = -8726298.367862 nChanged 732 SP:Iteration 27Q (1431.390000 sec): 3 clusters Score: Raw -8730102.181474 + Penalty 3649.065294 = -8726453.116181 nChanged 736 SP:Iteration 28Q (1431.570000 sec): 3 clusters Score: Raw -8730258.548112 + Penalty 3649.065294 = -8726609.482818 nChanged 716 SP:Iteration 29Q (1431.750000 sec): 3 clusters Score: Raw -8730408.676052 + Penalty 3649.065294 = -8726759.610758 nChanged 698 SP:Iteration 30Q (1431.930000 sec): 3 clusters Score: Raw -8730562.825381 + Penalty 3649.065294 = -8726913.760087 nChanged 727 SP:Iteration 31Q (1432.110000 sec): 3 clusters Score: Raw -8730729.993020 + Penalty 3649.065294 = -8727080.927726 nChanged 747 SP:Iteration 32Q (1432.280000 sec): 3 clusters Score: Raw -8730902.200394 + Penalty 3649.065294 = -8727253.135100 nChanged 705 SP:Iteration 33Q (1432.460000 sec): 3 clusters Score: Raw -8731064.398574 + Penalty 3649.065294 = -8727415.333280 nChanged 679 SP:Iteration 34Q (1432.640000 sec): 3 clusters Score: Raw -8731211.673457 + Penalty 3649.065294 = -8727562.608163 nChanged 619 SP:Iteration 35Q (1432.810000 sec): 3 clusters Score: Raw -8731341.604475 + Penalty 3649.065294 = -8727692.539181 nChanged 583 SP:Iteration 36Q (1432.980000 sec): 3 clusters Score: Raw -8731462.929208 + Penalty 3649.065294 = -8727813.863914 nChanged 587 SP:Iteration 37Q (1433.150000 sec): 3 clusters Score: Raw -8731586.150916 + Penalty 3649.065294 = -8727937.085622 nChanged 573 SP:Iteration 38Q (1433.320000 sec): 3 clusters Score: Raw -8731704.450680 + Penalty 3649.065294 = -8728055.385387 nChanged 576 SP:Iteration 39Q (1433.500000 sec): 3 clusters Score: Raw -8731827.513099 + Penalty 3649.065294 = -8728178.447805 nChanged 579 SP:Iteration 40F (1433.690000 sec): 3 clusters Score: Raw -8731955.836057 + Penalty 3649.065294 = -8728306.770763 nChanged 556 SP:Iteration 41Q (1433.860000 sec): 3 clusters Score: Raw -8732081.435436 + Penalty 3649.065294 = -8728432.370142 nChanged 541 SP:Iteration 42Q (1434.030000 sec): 3 clusters Score: Raw -8732203.271621 + Penalty 3649.065294 = -8728554.206327 nChanged 531 SP:Iteration 43Q (1434.190000 sec): 3 clusters Score: Raw -8732323.049690 + Penalty 3649.065294 = -8728673.984396 nChanged 534 SP:Iteration 44Q (1434.360000 sec): 3 clusters Score: Raw -8732448.476036 + Penalty 3649.065294 = -8728799.410742 nChanged 549 SP:Iteration 45Q (1434.520000 sec): 3 clusters Score: Raw -8732586.068491 + Penalty 3649.065294 = -8728937.003197 nChanged 551 SP:Iteration 46Q (1434.680000 sec): 3 clusters Score: Raw -8732724.599078 + Penalty 3649.065294 = -8729075.533784 nChanged 535 SP:Iteration 47Q (1434.840000 sec): 3 clusters Score: Raw -8732858.564468 + Penalty 3649.065294 = -8729209.499175 nChanged 535 SP:Iteration 48Q (1435.000000 sec): 3 clusters Score: Raw -8732997.293516 + Penalty 3649.065294 = -8729348.228222 nChanged 521 SP:Iteration 49Q (1435.160000 sec): 3 clusters Score: Raw -8733135.869921 + Penalty 3649.065294 = -8729486.804627 nChanged 505 SP:Iteration 50Q (1435.320000 sec): 3 clusters Score: Raw -8733275.717196 + Penalty 3649.065294 = -8729626.651903 nChanged 476 SP:Iteration 51Q (1435.480000 sec): 3 clusters Score: Raw -8733405.501178 + Penalty 3649.065294 = -8729756.435884 nChanged 468 SP:Iteration 52Q (1435.630000 sec): 3 clusters Score: Raw -8733534.742222 + Penalty 3649.065294 = -8729885.676928 nChanged 441 SP:Iteration 53Q (1435.790000 sec): 3 clusters Score: Raw -8733657.876547 + Penalty 3649.065294 = -8730008.811253 nChanged 448 SP:Iteration 54Q (1435.940000 sec): 3 clusters Score: Raw -8733794.264553 + Penalty 3649.065294 = -8730145.199259 nChanged 451 SP:Iteration 55Q (1436.090000 sec): 3 clusters Score: Raw -8733942.527356 + Penalty 3649.065294 = -8730293.462062 nChanged 434 SP:Iteration 56Q (1436.250000 sec): 3 clusters Score: Raw -8734083.010715 + Penalty 3649.065294 = -8730433.945421 nChanged 409 SP:Iteration 57Q (1436.400000 sec): 3 clusters Score: Raw -8734222.214297 + Penalty 3649.065294 = -8730573.149003 nChanged 416 SP:Iteration 58Q (1436.550000 sec): 3 clusters Score: Raw -8734371.399946 + Penalty 3649.065294 = -8730722.334652 nChanged 392 SP:Iteration 59Q (1436.700000 sec): 3 clusters Score: Raw -8734517.986413 + Penalty 3649.065294 = -8730868.921119 nChanged 378 SP:Iteration 60F (1436.890000 sec): 3 clusters Score: Raw -8734670.644733 + Penalty 3649.065294 = -8731021.579439 nChanged 392 SP:Iteration 61Q (1437.040000 sec): 3 clusters Score: Raw -8734838.397959 + Penalty 3649.065294 = -8731189.332665 nChanged 339 SP:Iteration 62Q (1437.180000 sec): 3 clusters Score: Raw -8734996.462265 + Penalty 3649.065294 = -8731347.396972 nChanged 306 SP:Iteration 63Q (1437.330000 sec): 3 clusters Score: Raw -8735136.866208 + Penalty 3649.065294 = -8731487.800914 nChanged 240 SP:Iteration 64Q (1437.470000 sec): 3 clusters Score: Raw -8735241.750402 + Penalty 3649.065294 = -8731592.685108 nChanged 199 SP:Iteration 65Q (1437.620000 sec): 3 clusters Score: Raw -8735327.545939 + Penalty 3649.065294 = -8731678.480645 nChanged 184 SP:Iteration 66Q (1437.760000 sec): 3 clusters Score: Raw -8735410.184487 + Penalty 3649.065294 = -8731761.119193 nChanged 152 SP:Iteration 67Q (1437.900000 sec): 3 clusters Score: Raw -8735473.505776 + Penalty 3649.065294 = -8731824.440482 nChanged 131 SP:Iteration 68Q (1438.040000 sec): 3 clusters Score: Raw -8735524.708819 + Penalty 3649.065294 = -8731875.643525 nChanged 102 SP:Iteration 69Q (1438.180000 sec): 3 clusters Score: Raw -8735563.637163 + Penalty 3649.065294 = -8731914.571869 nChanged 97 SP:Iteration 70Q (1438.320000 sec): 3 clusters Score: Raw -8735604.743431 + Penalty 3649.065294 = -8731955.678137 nChanged 94 SP:Iteration 71Q (1438.460000 sec): 3 clusters Score: Raw -8735647.172602 + Penalty 3649.065294 = -8731998.107308 nChanged 85 SP:Iteration 72Q (1438.600000 sec): 3 clusters Score: Raw -8735687.972569 + Penalty 3649.065294 = -8732038.907275 nChanged 69 SP:Iteration 73Q (1438.740000 sec): 3 clusters Score: Raw -8735719.163400 + Penalty 3649.065294 = -8732070.098106 nChanged 53 SP:Iteration 74Q (1438.880000 sec): 3 clusters Score: Raw -8735743.608576 + Penalty 3649.065294 = -8732094.543282 nChanged 45 SP:Iteration 75Q (1439.010000 sec): 3 clusters Score: Raw -8735769.978704 + Penalty 3649.065294 = -8732120.913410 nChanged 54 SP:Iteration 76Q (1439.150000 sec): 3 clusters Score: Raw -8735797.626299 + Penalty 3649.065294 = -8732148.561005 nChanged 35 SP:Iteration 77Q (1439.310000 sec): 3 clusters Score: Raw -8735811.820007 + Penalty 3649.065294 = -8732162.754713 nChanged 24 SP:Iteration 78Q (1439.450000 sec): 3 clusters Score: Raw -8735821.155140 + Penalty 3649.065294 = -8732172.089846 nChanged 23 SP:Iteration 79Q (1439.580000 sec): 3 clusters Score: Raw -8735832.591200 + Penalty 3649.065294 = -8732183.525906 nChanged 19 SP:Iteration 80F (1439.780000 sec): 3 clusters Score: Raw -8735839.767698 + Penalty 3649.065294 = -8732190.702404 nChanged 10 SP:Iteration 81Q (1439.920000 sec): 3 clusters Score: Raw -8735843.252126 + Penalty 3649.065294 = -8732194.186832 nChanged 9 SP:Iteration 82Q (1440.060000 sec): 3 clusters Score: Raw -8735847.559730 + Penalty 3649.065294 = -8732198.494436 nChanged 11 SP:Iteration 83Q (1440.200000 sec): 3 clusters Score: Raw -8735853.481913 + Penalty 3649.065294 = -8732204.416619 nChanged 11 SP:Iteration 84Q (1440.340000 sec): 3 clusters Score: Raw -8735858.813084 + Penalty 3649.065294 = -8732209.747790 nChanged 9 SP:Iteration 85Q (1440.480000 sec): 3 clusters Score: Raw -8735861.437004 + Penalty 3649.065294 = -8732212.371711 nChanged 7 SP:Iteration 86Q (1440.610000 sec): 3 clusters Score: Raw -8735863.875062 + Penalty 3649.065294 = -8732214.809768 nChanged 5 SP:Iteration 87Q (1440.750000 sec): 3 clusters Score: Raw -8735865.742360 + Penalty 3649.065294 = -8732216.677066 nChanged 8 SP:Iteration 88Q (1440.890000 sec): 3 clusters Score: Raw -8735867.662190 + Penalty 3649.065294 = -8732218.596896 nChanged 6 SP:Iteration 89Q (1441.030000 sec): 3 clusters Score: Raw -8735869.778725 + Penalty 3649.065294 = -8732220.713432 nChanged 5 SP:Iteration 90Q (1441.170000 sec): 3 clusters Score: Raw -8735871.775647 + Penalty 3649.065294 = -8732222.710353 nChanged 4 SP:Iteration 91Q (1441.300000 sec): 3 clusters Score: Raw -8735873.177716 + Penalty 3649.065294 = -8732224.112422 nChanged 3 SP:Iteration 92Q (1441.440000 sec): 3 clusters Score: Raw -8735874.162804 + Penalty 3649.065294 = -8732225.097511 nChanged 3 SP:Iteration 93Q (1441.580000 sec): 3 clusters Score: Raw -8735874.969269 + Penalty 3649.065294 = -8732225.903975 nChanged 3 SP:Iteration 94Q (1441.710000 sec): 3 clusters Score: Raw -8735875.945417 + Penalty 3649.065294 = -8732226.880123 nChanged 5 SP:Iteration 95Q (1441.850000 sec): 3 clusters Score: Raw -8735877.241466 + Penalty 3649.065294 = -8732228.176172 nChanged 1 SP:Iteration 96Q (1441.990000 sec): 3 clusters Score: Raw -8735877.661342 + Penalty 3649.065294 = -8732228.596048 nChanged 2 SP:Iteration 97Q (1442.120000 sec): 3 clusters Score: Raw -8735878.198007 + Penalty 3649.065294 = -8732229.132713 nChanged 2 SP:Iteration 98Q (1442.260000 sec): 3 clusters Score: Raw -8735878.766584 + Penalty 3649.065294 = -8732229.701290 nChanged 3 SP:Iteration 99Q (1442.400000 sec): 3 clusters Score: Raw -8735879.778242 + Penalty 3649.065294 = -8732230.712948 nChanged 3 SP:Iteration 100F (1442.600000 sec): 3 clusters Score: Raw -8735881.081665 + Penalty 3649.065294 = -8732232.016371 nChanged 2 SP:Iteration 101Q (1442.740000 sec): 3 clusters Score: Raw -8735881.460021 + Penalty 3649.065294 = -8732232.394727 nChanged 3 SP:Iteration 102Q (1442.870000 sec): 3 clusters Score: Raw -8735882.973244 + Penalty 3649.065294 = -8732233.907950 nChanged 2 SP:Iteration 103Q (1443.010000 sec): 3 clusters Score: Raw -8735883.688785 + Penalty 3649.065294 = -8732234.623491 nChanged 1 SP:Iteration 104Q (1443.150000 sec): 3 clusters Score: Raw -8735884.016680 + Penalty 3649.065294 = -8732234.951386 nChanged 1 SP:Iteration 105Q (1443.280000 sec): 3 clusters Score: Raw -8735884.188637 + Penalty 3649.065294 = -8732235.123343 nChanged 1 SP:Iteration 106Q (1443.420000 sec): 3 clusters Score: Raw -8735884.499813 + Penalty 3649.065294 = -8732235.434519 nChanged 2 SP:Iteration 107Q (1443.560000 sec): 3 clusters Score: Raw -8735884.858982 + Penalty 3649.065294 = -8732235.793688 nChanged 0 SP:Iteration 108F (1443.750000 sec): 3 clusters Score: Raw -8735884.858982 + Penalty 3649.065294 = -8732235.793688 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.800000 sec): 2 clusters Score: Raw -373031.116756 + Penalty 1310.196534 = -371720.920222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.810000 sec): 3 clusters Score: Raw -371498.536814 + Penalty 2620.393068 = -368878.143746 nChanged 1178 SP:Iteration 1F (1443.820000 sec): 3 clusters Score: Raw -372154.996863 + Penalty 2620.393068 = -369534.603796 nChanged 243 SP:Iteration 2F (1443.820000 sec): 3 clusters Score: Raw -372292.263264 + Penalty 2620.393068 = -369671.870196 nChanged 154 SP:Iteration 3Q (1443.830000 sec): 3 clusters Score: Raw -372379.825021 + Penalty 2620.393068 = -369759.431953 nChanged 111 SP:Iteration 4Q (1443.840000 sec): 3 clusters Score: Raw -372441.609606 + Penalty 2620.393068 = -369821.216538 nChanged 98 SP:Iteration 5Q (1443.850000 sec): 3 clusters Score: Raw -372497.429186 + Penalty 2620.393068 = -369877.036119 nChanged 90 SP:Iteration 6Q (1443.860000 sec): 3 clusters Score: Raw -372542.674387 + Penalty 2620.393068 = -369922.281319 nChanged 71 SP:Iteration 7Q (1443.860000 sec): 3 clusters Score: Raw -372575.492103 + Penalty 2620.393068 = -369955.099035 nChanged 62 SP:Iteration 8Q (1443.870000 sec): 3 clusters Score: Raw -372606.694957 + Penalty 2620.393068 = -369986.301889 nChanged 75 SP:Iteration 9Q (1443.880000 sec): 3 clusters Score: Raw -372645.691996 + Penalty 2620.393068 = -370025.298929 nChanged 64 SP:Iteration 10Q (1443.880000 sec): 3 clusters Score: Raw -372679.434062 + Penalty 2620.393068 = -370059.040994 nChanged 59 SP:Iteration 11Q (1443.890000 sec): 3 clusters Score: Raw -372712.430827 + Penalty 2620.393068 = -370092.037759 nChanged 58 SP:Iteration 12Q (1443.900000 sec): 3 clusters Score: Raw -372739.489190 + Penalty 2620.393068 = -370119.096122 nChanged 51 SP:Iteration 13Q (1443.910000 sec): 3 clusters Score: Raw -372764.884709 + Penalty 2620.393068 = -370144.491642 nChanged 55 SP:Iteration 14Q (1443.920000 sec): 3 clusters Score: Raw -372796.485531 + Penalty 2620.393068 = -370176.092463 nChanged 62 SP:Iteration 15Q (1443.920000 sec): 3 clusters Score: Raw -372832.815026 + Penalty 2620.393068 = -370212.421958 nChanged 61 SP:Iteration 16Q (1443.930000 sec): 3 clusters Score: Raw -372869.865354 + Penalty 2620.393068 = -370249.472287 nChanged 65 SP:Iteration 17Q (1443.940000 sec): 3 clusters Score: Raw -372903.419436 + Penalty 2620.393068 = -370283.026368 nChanged 52 SP:Iteration 18Q (1443.950000 sec): 3 clusters Score: Raw -372926.746543 + Penalty 2620.393068 = -370306.353475 nChanged 42 SP:Iteration 19Q (1443.960000 sec): 3 clusters Score: Raw -372949.856510 + Penalty 2620.393068 = -370329.463442 nChanged 50 SP:Iteration 20F (1443.960000 sec): 3 clusters Score: Raw -372979.130419 + Penalty 2620.393068 = -370358.737351 nChanged 43 SP:Iteration 21Q (1443.970000 sec): 3 clusters Score: Raw -372999.755595 + Penalty 2620.393068 = -370379.362527 nChanged 34 SP:Iteration 22Q (1443.980000 sec): 3 clusters Score: Raw -373016.195379 + Penalty 2620.393068 = -370395.802312 nChanged 26 SP:Iteration 23Q (1443.980000 sec): 3 clusters Score: Raw -373027.259085 + Penalty 2620.393068 = -370406.866018 nChanged 30 SP:Iteration 24Q (1443.990000 sec): 3 clusters Score: Raw -373042.741141 + Penalty 2620.393068 = -370422.348073 nChanged 31 SP:Iteration 25Q (1444.000000 sec): 3 clusters Score: Raw -373059.631164 + Penalty 2620.393068 = -370439.238096 nChanged 23 SP:Iteration 26Q (1444.010000 sec): 3 clusters Score: Raw -373071.413203 + Penalty 2620.393068 = -370451.020136 nChanged 20 SP:Iteration 27Q (1444.020000 sec): 3 clusters Score: Raw -373086.473507 + Penalty 2620.393068 = -370466.080439 nChanged 26 SP:Iteration 28Q (1444.020000 sec): 3 clusters Score: Raw -373104.669124 + Penalty 2620.393068 = -370484.276056 nChanged 19 SP:Iteration 29Q (1444.030000 sec): 3 clusters Score: Raw -373115.601264 + Penalty 2620.393068 = -370495.208196 nChanged 17 SP:Iteration 30Q (1444.040000 sec): 3 clusters Score: Raw -373124.009684 + Penalty 2620.393068 = -370503.616616 nChanged 17 SP:Iteration 31Q (1444.040000 sec): 3 clusters Score: Raw -373134.388361 + Penalty 2620.393068 = -370513.995294 nChanged 24 SP:Iteration 32Q (1444.050000 sec): 3 clusters Score: Raw -373144.879866 + Penalty 2620.393068 = -370524.486798 nChanged 15 SP:Iteration 33Q (1444.060000 sec): 3 clusters Score: Raw -373151.531813 + Penalty 2620.393068 = -370531.138746 nChanged 7 SP:Iteration 34Q (1444.070000 sec): 3 clusters Score: Raw -373153.982394 + Penalty 2620.393068 = -370533.589327 nChanged 10 SP:Iteration 35Q (1444.080000 sec): 3 clusters Score: Raw -373157.700328 + Penalty 2620.393068 = -370537.307260 nChanged 7 SP:Iteration 36Q (1444.080000 sec): 3 clusters Score: Raw -373161.473386 + Penalty 2620.393068 = -370541.080318 nChanged 9 SP:Iteration 37Q (1444.090000 sec): 3 clusters Score: Raw -373165.937777 + Penalty 2620.393068 = -370545.544709 nChanged 10 SP:Iteration 38Q (1444.100000 sec): 3 clusters Score: Raw -373172.215614 + Penalty 2620.393068 = -370551.822546 nChanged 10 SP:Iteration 39Q (1444.100000 sec): 3 clusters Score: Raw -373175.868927 + Penalty 2620.393068 = -370555.475859 nChanged 6 SP:Iteration 40F (1444.110000 sec): 3 clusters Score: Raw -373178.798822 + Penalty 2620.393068 = -370558.405754 nChanged 2 SP:Iteration 41Q (1444.120000 sec): 3 clusters Score: Raw -373179.964218 + Penalty 2620.393068 = -370559.571150 nChanged 0 SP:Iteration 42F (1444.130000 sec): 3 clusters Score: Raw -373179.964218 + Penalty 2620.393068 = -370559.571150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.130000 sec): 2 clusters Score: Raw -162793.749477 + Penalty 1181.651852 = -161612.097624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.140000 sec): 3 clusters Score: Raw -162209.807672 + Penalty 2363.303705 = -159846.503967 nChanged 470 SP:Iteration 1F (1444.140000 sec): 3 clusters Score: Raw -162554.537312 + Penalty 2363.303705 = -160191.233607 nChanged 135 SP:Iteration 2F (1444.140000 sec): 3 clusters Score: Raw -162695.107683 + Penalty 2363.303705 = -160331.803978 nChanged 88 SP:Iteration 3F (1444.140000 sec): 3 clusters Score: Raw -162797.287129 + Penalty 2363.303705 = -160433.983424 nChanged 59 SP:Iteration 4Q (1444.150000 sec): 3 clusters Score: Raw -162866.344767 + Penalty 2363.303705 = -160503.041062 nChanged 50 SP:Iteration 5Q (1444.150000 sec): 3 clusters Score: Raw -162972.125957 + Penalty 2363.303705 = -160608.822252 nChanged 53 SP:Iteration 6Q (1444.160000 sec): 3 clusters Score: Raw -163053.769675 + Penalty 2363.303705 = -160690.465970 nChanged 41 SP:Iteration 7Q (1444.160000 sec): 3 clusters Score: Raw -163103.273469 + Penalty 2363.303705 = -160739.969764 nChanged 32 SP:Iteration 8Q (1444.160000 sec): 3 clusters Score: Raw -163143.318755 + Penalty 2363.303705 = -160780.015050 nChanged 34 SP:Iteration 9Q (1444.170000 sec): 3 clusters Score: Raw -163182.684568 + Penalty 2363.303705 = -160819.380863 nChanged 22 SP:Iteration 10Q (1444.170000 sec): 3 clusters Score: Raw -163208.285725 + Penalty 2363.303705 = -160844.982020 nChanged 25 SP:Iteration 11Q (1444.170000 sec): 3 clusters Score: Raw -163230.620531 + Penalty 2363.303705 = -160867.316826 nChanged 22 SP:Iteration 12Q (1444.180000 sec): 3 clusters Score: Raw -163256.799607 + Penalty 2363.303705 = -160893.495902 nChanged 25 SP:Iteration 13Q (1444.180000 sec): 3 clusters Score: Raw -163285.141649 + Penalty 2363.303705 = -160921.837944 nChanged 30 SP:Iteration 14Q (1444.180000 sec): 3 clusters Score: Raw -163313.145297 + Penalty 2363.303705 = -160949.841592 nChanged 32 SP:Iteration 15Q (1444.190000 sec): 3 clusters Score: Raw -163338.027565 + Penalty 2363.303705 = -160974.723860 nChanged 21 SP:Iteration 16Q (1444.190000 sec): 3 clusters Score: Raw -163363.724821 + Penalty 2363.303705 = -161000.421117 nChanged 19 SP:Iteration 17Q (1444.190000 sec): 3 clusters Score: Raw -163387.656555 + Penalty 2363.303705 = -161024.352850 nChanged 20 SP:Iteration 18Q (1444.200000 sec): 3 clusters Score: Raw -163405.781828 + Penalty 2363.303705 = -161042.478123 nChanged 14 SP:Iteration 19Q (1444.200000 sec): 3 clusters Score: Raw -163420.645471 + Penalty 2363.303705 = -161057.341766 nChanged 18 SP:Iteration 20F (1444.200000 sec): 3 clusters Score: Raw -163435.474746 + Penalty 2363.303705 = -161072.171041 nChanged 9 SP:Iteration 21Q (1444.200000 sec): 3 clusters Score: Raw -163444.581528 + Penalty 2363.303705 = -161081.277823 nChanged 10 SP:Iteration 22Q (1444.210000 sec): 3 clusters Score: Raw -163454.964311 + Penalty 2363.303705 = -161091.660606 nChanged 13 SP:Iteration 23Q (1444.210000 sec): 3 clusters Score: Raw -163462.443730 + Penalty 2363.303705 = -161099.140026 nChanged 7 SP:Iteration 24Q (1444.220000 sec): 3 clusters Score: Raw -163469.083877 + Penalty 2363.303705 = -161105.780172 nChanged 3 SP:Iteration 25Q (1444.220000 sec): 3 clusters Score: Raw -163470.688969 + Penalty 2363.303705 = -161107.385264 nChanged 3 SP:Iteration 26Q (1444.220000 sec): 3 clusters Score: Raw -163472.282482 + Penalty 2363.303705 = -161108.978777 nChanged 1 SP:Iteration 27Q (1444.220000 sec): 3 clusters Score: Raw -163472.935673 + Penalty 2363.303705 = -161109.631969 nChanged 1 SP:Iteration 28Q (1444.230000 sec): 3 clusters Score: Raw -163473.085996 + Penalty 2363.303705 = -161109.782292 nChanged 0 SP:Iteration 29F (1444.230000 sec): 3 clusters Score: Raw -163473.085996 + Penalty 2363.303705 = -161109.782292 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.230000 sec): 2 clusters Score: Raw -41317.702663 + Penalty 966.130849 = -40351.571814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.230000 sec): 3 clusters Score: Raw -41285.752710 + Penalty 1932.261698 = -39353.491013 nChanged 66 SP:Iteration 1F (1444.240000 sec): 3 clusters Score: Raw -41400.566360 + Penalty 1932.261698 = -39468.304662 nChanged 25 SP:Iteration 2F (1444.240000 sec): 3 clusters Score: Raw -41456.621633 + Penalty 1932.261698 = -39524.359936 nChanged 9 SP:Iteration 3Q (1444.240000 sec): 3 clusters Score: Raw -41478.473720 + Penalty 1932.261698 = -39546.212022 nChanged 7 SP:Iteration 4Q (1444.240000 sec): 3 clusters Score: Raw -41506.863146 + Penalty 1932.261698 = -39574.601448 nChanged 9 SP:Iteration 5Q (1444.240000 sec): 3 clusters Score: Raw -41573.432234 + Penalty 1932.261698 = -39641.170536 nChanged 8 SP:Iteration 6Q (1444.240000 sec): 3 clusters Score: Raw -41609.003222 + Penalty 1932.261698 = -39676.741525 nChanged 5 SP:Iteration 7Q (1444.240000 sec): 3 clusters Score: Raw -41653.927360 + Penalty 1932.261698 = -39721.665662 nChanged 4 SP:Iteration 8Q (1444.240000 sec): 3 clusters Score: Raw -41660.718241 + Penalty 1932.261698 = -39728.456543 nChanged 2 SP:Iteration 9Q (1444.240000 sec): 3 clusters Score: Raw -41663.162514 + Penalty 1932.261698 = -39730.900816 nChanged 1 SP:Iteration 10Q (1444.240000 sec): 3 clusters Score: Raw -41666.100818 + Penalty 1932.261698 = -39733.839120 nChanged 2 SP:Iteration 11Q (1444.240000 sec): 3 clusters Score: Raw -41669.214090 + Penalty 1932.261698 = -39736.952392 nChanged 3 SP:Iteration 12Q (1444.240000 sec): 3 clusters Score: Raw -41679.596765 + Penalty 1932.261698 = -39747.335067 nChanged 3 SP:Iteration 13Q (1444.240000 sec): 3 clusters Score: Raw -41687.194177 + Penalty 1932.261698 = -39754.932479 nChanged 2 SP:Iteration 14Q (1444.250000 sec): 3 clusters Score: Raw -41694.031199 + Penalty 1932.261698 = -39761.769502 nChanged 3 SP:Iteration 15Q (1444.250000 sec): 3 clusters Score: Raw -41701.511600 + Penalty 1932.261698 = -39769.249903 nChanged 3 SP:Iteration 16Q (1444.250000 sec): 3 clusters Score: Raw -41708.711764 + Penalty 1932.261698 = -39776.450066 nChanged 3 SP:Iteration 17Q (1444.250000 sec): 3 clusters Score: Raw -41716.021635 + Penalty 1932.261698 = -39783.759937 nChanged 1 SP:Iteration 18Q (1444.250000 sec): 3 clusters Score: Raw -41720.364837 + Penalty 1932.261698 = -39788.103139 nChanged 1 SP:Iteration 19Q (1444.250000 sec): 3 clusters Score: Raw -41721.862336 + Penalty 1932.261698 = -39789.600638 nChanged 0 SP:Iteration 20F (1444.250000 sec): 3 clusters Score: Raw -41721.862336 + Penalty 1932.261698 = -39789.600638 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.260000 sec): 2 clusters Score: Raw -93051.240250 + Penalty 1095.142202 = -91956.098048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.260000 sec): 3 clusters Score: Raw -92820.774611 + Penalty 2190.284404 = -90630.490207 nChanged 234 SP:Iteration 1F (1444.260000 sec): 3 clusters Score: Raw -93063.706757 + Penalty 2190.284404 = -90873.422353 nChanged 59 SP:Iteration 2F (1444.260000 sec): 3 clusters Score: Raw -93154.298807 + Penalty 2190.284404 = -90964.014403 nChanged 33 SP:Iteration 3Q (1444.260000 sec): 3 clusters Score: Raw -93218.447788 + Penalty 2190.284404 = -91028.163384 nChanged 23 SP:Iteration 4Q (1444.260000 sec): 3 clusters Score: Raw -93248.988636 + Penalty 2190.284404 = -91058.704232 nChanged 17 SP:Iteration 5Q (1444.270000 sec): 3 clusters Score: Raw -93281.368007 + Penalty 2190.284404 = -91091.083603 nChanged 20 SP:Iteration 6Q (1444.270000 sec): 3 clusters Score: Raw -93309.802465 + Penalty 2190.284404 = -91119.518061 nChanged 17 SP:Iteration 7Q (1444.270000 sec): 3 clusters Score: Raw -93338.547554 + Penalty 2190.284404 = -91148.263150 nChanged 18 SP:Iteration 8Q (1444.270000 sec): 3 clusters Score: Raw -93370.253501 + Penalty 2190.284404 = -91179.969097 nChanged 14 SP:Iteration 9Q (1444.280000 sec): 3 clusters Score: Raw -93387.673830 + Penalty 2190.284404 = -91197.389426 nChanged 11 SP:Iteration 10Q (1444.280000 sec): 3 clusters Score: Raw -93400.364936 + Penalty 2190.284404 = -91210.080533 nChanged 7 SP:Iteration 11Q (1444.280000 sec): 3 clusters Score: Raw -93406.876594 + Penalty 2190.284404 = -91216.592190 nChanged 5 SP:Iteration 12Q (1444.280000 sec): 3 clusters Score: Raw -93414.398446 + Penalty 2190.284404 = -91224.114042 nChanged 5 SP:Iteration 13Q (1444.280000 sec): 3 clusters Score: Raw -93419.725312 + Penalty 2190.284404 = -91229.440908 nChanged 3 SP:Iteration 14Q (1444.280000 sec): 3 clusters Score: Raw -93421.720270 + Penalty 2190.284404 = -91231.435866 nChanged 1 SP:Iteration 15Q (1444.290000 sec): 3 clusters Score: Raw -93422.100253 + Penalty 2190.284404 = -91231.815849 nChanged 2 SP:Iteration 16Q (1444.290000 sec): 3 clusters Score: Raw -93423.848621 + Penalty 2190.284404 = -91233.564217 nChanged 1 SP:Iteration 17Q (1444.290000 sec): 3 clusters Score: Raw -93424.246855 + Penalty 2190.284404 = -91233.962451 nChanged 0 SP:Iteration 18F (1444.290000 sec): 3 clusters Score: Raw -93424.246855 + Penalty 2190.284404 = -91233.962451 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.300000 sec): 2 clusters Score: Raw -178931.259418 + Penalty 1198.784228 = -177732.475189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.300000 sec): 3 clusters Score: Raw -178283.376578 + Penalty 2397.568457 = -175885.808121 nChanged 522 SP:Iteration 1F (1444.300000 sec): 3 clusters Score: Raw -178637.445901 + Penalty 2397.568457 = -176239.877444 nChanged 124 SP:Iteration 2F (1444.310000 sec): 3 clusters Score: Raw -178762.287959 + Penalty 2397.568457 = -176364.719502 nChanged 81 SP:Iteration 3F (1444.310000 sec): 3 clusters Score: Raw -178853.979725 + Penalty 2397.568457 = -176456.411268 nChanged 61 SP:Iteration 4Q (1444.320000 sec): 3 clusters Score: Raw -178913.663089 + Penalty 2397.568457 = -176516.094632 nChanged 51 SP:Iteration 5Q (1444.320000 sec): 3 clusters Score: Raw -178985.295152 + Penalty 2397.568457 = -176587.726695 nChanged 67 SP:Iteration 6Q (1444.320000 sec): 3 clusters Score: Raw -179107.957153 + Penalty 2397.568457 = -176710.388697 nChanged 65 SP:Iteration 7Q (1444.330000 sec): 3 clusters Score: Raw -179220.171107 + Penalty 2397.568457 = -176822.602650 nChanged 67 SP:Iteration 8Q (1444.330000 sec): 3 clusters Score: Raw -179300.291473 + Penalty 2397.568457 = -176902.723017 nChanged 44 SP:Iteration 9Q (1444.340000 sec): 3 clusters Score: Raw -179342.608024 + Penalty 2397.568457 = -176945.039567 nChanged 32 SP:Iteration 10Q (1444.340000 sec): 3 clusters Score: Raw -179369.252796 + Penalty 2397.568457 = -176971.684340 nChanged 23 SP:Iteration 11Q (1444.340000 sec): 3 clusters Score: Raw -179385.559713 + Penalty 2397.568457 = -176987.991256 nChanged 22 SP:Iteration 12Q (1444.350000 sec): 3 clusters Score: Raw -179404.923802 + Penalty 2397.568457 = -177007.355346 nChanged 23 SP:Iteration 13Q (1444.350000 sec): 3 clusters Score: Raw -179420.053680 + Penalty 2397.568457 = -177022.485223 nChanged 20 SP:Iteration 14Q (1444.360000 sec): 3 clusters Score: Raw -179431.208867 + Penalty 2397.568457 = -177033.640411 nChanged 18 SP:Iteration 15Q (1444.360000 sec): 3 clusters Score: Raw -179445.660386 + Penalty 2397.568457 = -177048.091930 nChanged 16 SP:Iteration 16Q (1444.360000 sec): 3 clusters Score: Raw -179455.596789 + Penalty 2397.568457 = -177058.028332 nChanged 11 SP:Iteration 17Q (1444.360000 sec): 3 clusters Score: Raw -179461.191903 + Penalty 2397.568457 = -177063.623446 nChanged 11 SP:Iteration 18Q (1444.370000 sec): 3 clusters Score: Raw -179467.352376 + Penalty 2397.568457 = -177069.783919 nChanged 13 SP:Iteration 19Q (1444.370000 sec): 3 clusters Score: Raw -179477.116157 + Penalty 2397.568457 = -177079.547701 nChanged 13 SP:Iteration 20F (1444.380000 sec): 3 clusters Score: Raw -179486.316611 + Penalty 2397.568457 = -177088.748154 nChanged 14 SP:Iteration 21Q (1444.380000 sec): 3 clusters Score: Raw -179495.499259 + Penalty 2397.568457 = -177097.930802 nChanged 13 SP:Iteration 22Q (1444.380000 sec): 3 clusters Score: Raw -179503.001915 + Penalty 2397.568457 = -177105.433459 nChanged 14 SP:Iteration 23Q (1444.390000 sec): 3 clusters Score: Raw -179512.626698 + Penalty 2397.568457 = -177115.058241 nChanged 15 SP:Iteration 24Q (1444.390000 sec): 3 clusters Score: Raw -179520.422071 + Penalty 2397.568457 = -177122.853614 nChanged 11 SP:Iteration 25Q (1444.400000 sec): 3 clusters Score: Raw -179524.779687 + Penalty 2397.568457 = -177127.211230 nChanged 8 SP:Iteration 26Q (1444.400000 sec): 3 clusters Score: Raw -179529.579692 + Penalty 2397.568457 = -177132.011235 nChanged 10 SP:Iteration 27Q (1444.400000 sec): 3 clusters Score: Raw -179535.030043 + Penalty 2397.568457 = -177137.461587 nChanged 4 SP:Iteration 28Q (1444.400000 sec): 3 clusters Score: Raw -179536.712217 + Penalty 2397.568457 = -177139.143760 nChanged 5 SP:Iteration 29Q (1444.410000 sec): 3 clusters Score: Raw -179539.616475 + Penalty 2397.568457 = -177142.048019 nChanged 5 SP:Iteration 30Q (1444.410000 sec): 3 clusters Score: Raw -179541.590961 + Penalty 2397.568457 = -177144.022505 nChanged 2 SP:Iteration 31Q (1444.420000 sec): 3 clusters Score: Raw -179542.433239 + Penalty 2397.568457 = -177144.864782 nChanged 1 SP:Iteration 32Q (1444.420000 sec): 3 clusters Score: Raw -179542.750841 + Penalty 2397.568457 = -177145.182385 nChanged 0 SP:Iteration 33F (1444.420000 sec): 3 clusters Score: Raw -179542.750841 + Penalty 2397.568457 = -177145.182385 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.420000 sec): 2 clusters Score: Raw -21317.407932 + Penalty 858.520606 = -20458.887326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.430000 sec): 3 clusters Score: Raw -21391.903683 + Penalty 1717.041212 = -19674.862471 nChanged 19 SP:Iteration 1F (1444.430000 sec): 3 clusters Score: Raw -21451.204206 + Penalty 1717.041212 = -19734.162994 nChanged 10 SP:Iteration 2F (1444.430000 sec): 3 clusters Score: Raw -21483.474101 + Penalty 1717.041212 = -19766.432889 nChanged 3 SP:Iteration 3Q (1444.430000 sec): 3 clusters Score: Raw -21493.233122 + Penalty 1717.041212 = -19776.191910 nChanged 0 SP:Iteration 4F (1444.430000 sec): 3 clusters Score: Raw -21493.233122 + Penalty 1717.041212 = -19776.191910 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.430000 sec): 2 clusters Score: Raw -85962.001940 + Penalty 1080.038459 = -84881.963482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.430000 sec): 3 clusters Score: Raw -85741.049901 + Penalty 2160.076917 = -83580.972984 nChanged 198 SP:Iteration 1F (1444.440000 sec): 3 clusters Score: Raw -85943.311592 + Penalty 2160.076917 = -83783.234675 nChanged 50 SP:Iteration 2F (1444.440000 sec): 3 clusters Score: Raw -86019.193761 + Penalty 2160.076917 = -83859.116844 nChanged 30 SP:Iteration 3Q (1444.440000 sec): 3 clusters Score: Raw -86060.715245 + Penalty 2160.076917 = -83900.638327 nChanged 25 SP:Iteration 4Q (1444.440000 sec): 3 clusters Score: Raw -86105.634785 + Penalty 2160.076917 = -83945.557868 nChanged 21 SP:Iteration 5Q (1444.440000 sec): 3 clusters Score: Raw -86141.852567 + Penalty 2160.076917 = -83981.775650 nChanged 20 SP:Iteration 6Q (1444.440000 sec): 3 clusters Score: Raw -86179.654034 + Penalty 2160.076917 = -84019.577117 nChanged 19 SP:Iteration 7Q (1444.450000 sec): 3 clusters Score: Raw -86227.539237 + Penalty 2160.076917 = -84067.462320 nChanged 22 SP:Iteration 8Q (1444.450000 sec): 3 clusters Score: Raw -86264.046900 + Penalty 2160.076917 = -84103.969983 nChanged 13 SP:Iteration 9Q (1444.450000 sec): 3 clusters Score: Raw -86281.143809 + Penalty 2160.076917 = -84121.066892 nChanged 6 SP:Iteration 10Q (1444.450000 sec): 3 clusters Score: Raw -86287.156735 + Penalty 2160.076917 = -84127.079818 nChanged 4 SP:Iteration 11Q (1444.450000 sec): 3 clusters Score: Raw -86290.868680 + Penalty 2160.076917 = -84130.791763 nChanged 3 SP:Iteration 12Q (1444.460000 sec): 3 clusters Score: Raw -86294.949244 + Penalty 2160.076917 = -84134.872327 nChanged 3 SP:Iteration 13Q (1444.460000 sec): 3 clusters Score: Raw -86300.915426 + Penalty 2160.076917 = -84140.838509 nChanged 3 SP:Iteration 14Q (1444.460000 sec): 3 clusters Score: Raw -86304.342099 + Penalty 2160.076917 = -84144.265181 nChanged 0 SP:Iteration 15F (1444.460000 sec): 3 clusters Score: Raw -86304.342099 + Penalty 2160.076917 = -84144.265181 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.460000 sec): 2 clusters Score: Raw -23060.660616 + Penalty 871.209977 = -22189.450639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.460000 sec): 3 clusters Score: Raw -23138.749320 + Penalty 1742.419954 = -21396.329366 nChanged 33 SP:Iteration 1F (1444.460000 sec): 3 clusters Score: Raw -23224.310079 + Penalty 1742.419954 = -21481.890125 nChanged 6 SP:Iteration 2Q (1444.460000 sec): 3 clusters Score: Raw -23240.672296 + Penalty 1742.419954 = -21498.252342 nChanged 1 SP:Iteration 3Q (1444.460000 sec): 3 clusters Score: Raw -23242.715061 + Penalty 1742.419954 = -21500.295107 nChanged 0 SP:Iteration 4F (1444.460000 sec): 3 clusters Score: Raw -23242.715061 + Penalty 1742.419954 = -21500.295107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (31976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.560000 sec): 2 clusters Score: Raw -3744478.282442 + Penalty 1685.570396 = -3742792.712046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.650000 sec): 3 clusters Score: Raw -3724719.788670 + Penalty 3371.140793 = -3721348.647877 nChanged 14673 SP:Iteration 1F (1444.730000 sec): 3 clusters Score: Raw -3732802.650742 + Penalty 3371.140793 = -3729431.509950 nChanged 1410 SP:Iteration 2Q (1444.820000 sec): 3 clusters Score: Raw -3733302.498246 + Penalty 3371.140793 = -3729931.357453 nChanged 1495 SP:Iteration 3Q (1444.900000 sec): 3 clusters Score: Raw -3733956.485145 + Penalty 3371.140793 = -3730585.344352 nChanged 1808 SP:Iteration 4F (1444.980000 sec): 3 clusters Score: Raw -3735005.059476 + Penalty 3371.140793 = -3731633.918683 nChanged 2330 SP:Iteration 5F (1445.070000 sec): 3 clusters Score: Raw -3736740.949295 + Penalty 3371.140793 = -3733369.808502 nChanged 2732 SP:Iteration 6F (1445.150000 sec): 3 clusters Score: Raw -3739227.126939 + Penalty 3371.140793 = -3735855.986146 nChanged 2523 SP:Iteration 7F (1445.240000 sec): 3 clusters Score: Raw -3741822.522854 + Penalty 3371.140793 = -3738451.382061 nChanged 1726 SP:Iteration 8F (1445.320000 sec): 3 clusters Score: Raw -3743574.385019 + Penalty 3371.140793 = -3740203.244227 nChanged 853 SP:Iteration 9Q (1445.390000 sec): 3 clusters Score: Raw -3744401.679960 + Penalty 3371.140793 = -3741030.539167 nChanged 374 SP:Iteration 10Q (1445.460000 sec): 3 clusters Score: Raw -3744717.230776 + Penalty 3371.140793 = -3741346.089983 nChanged 225 SP:Iteration 11Q (1445.530000 sec): 3 clusters Score: Raw -3744895.743176 + Penalty 3371.140793 = -3741524.602384 nChanged 138 SP:Iteration 12Q (1445.600000 sec): 3 clusters Score: Raw -3744983.121227 + Penalty 3371.140793 = -3741611.980435 nChanged 67 SP:Iteration 13Q (1445.660000 sec): 3 clusters Score: Raw -3745017.151005 + Penalty 3371.140793 = -3741646.010212 nChanged 42 SP:Iteration 14Q (1445.720000 sec): 3 clusters Score: Raw -3745036.172339 + Penalty 3371.140793 = -3741665.031546 nChanged 30 SP:Iteration 15Q (1445.780000 sec): 3 clusters Score: Raw -3745050.038624 + Penalty 3371.140793 = -3741678.897832 nChanged 22 SP:Iteration 16Q (1445.840000 sec): 3 clusters Score: Raw -3745058.189087 + Penalty 3371.140793 = -3741687.048294 nChanged 15 SP:Iteration 17Q (1445.900000 sec): 3 clusters Score: Raw -3745062.304523 + Penalty 3371.140793 = -3741691.163730 nChanged 10 SP:Iteration 18Q (1445.960000 sec): 3 clusters Score: Raw -3745066.451584 + Penalty 3371.140793 = -3741695.310791 nChanged 10 SP:Iteration 19Q (1446.020000 sec): 3 clusters Score: Raw -3745071.528064 + Penalty 3371.140793 = -3741700.387272 nChanged 11 SP:Iteration 20F (1446.100000 sec): 3 clusters Score: Raw -3745075.964994 + Penalty 3371.140793 = -3741704.824202 nChanged 11 SP:Iteration 21Q (1446.160000 sec): 3 clusters Score: Raw -3745081.117524 + Penalty 3371.140793 = -3741709.976731 nChanged 9 SP:Iteration 22Q (1446.220000 sec): 3 clusters Score: Raw -3745084.102563 + Penalty 3371.140793 = -3741712.961770 nChanged 9 SP:Iteration 23Q (1446.280000 sec): 3 clusters Score: Raw -3745087.737410 + Penalty 3371.140793 = -3741716.596618 nChanged 6 SP:Iteration 24Q (1446.340000 sec): 3 clusters Score: Raw -3745089.070705 + Penalty 3371.140793 = -3741717.929912 nChanged 2 SP:Iteration 25Q (1446.400000 sec): 3 clusters Score: Raw -3745089.916297 + Penalty 3371.140793 = -3741718.775504 nChanged 2 SP:Iteration 26Q (1446.460000 sec): 3 clusters Score: Raw -3745090.400540 + Penalty 3371.140793 = -3741719.259747 nChanged 1 SP:Iteration 27Q (1446.520000 sec): 3 clusters Score: Raw -3745090.599552 + Penalty 3371.140793 = -3741719.458759 nChanged 1 SP:Iteration 28Q (1446.580000 sec): 3 clusters Score: Raw -3745091.058864 + Penalty 3371.140793 = -3741719.918071 nChanged 5 SP:Iteration 29Q (1446.640000 sec): 3 clusters Score: Raw -3745093.778545 + Penalty 3371.140793 = -3741722.637752 nChanged 5 SP:Iteration 30Q (1446.700000 sec): 3 clusters Score: Raw -3745096.623260 + Penalty 3371.140793 = -3741725.482467 nChanged 5 SP:Iteration 31Q (1446.760000 sec): 3 clusters Score: Raw -3745100.975097 + Penalty 3371.140793 = -3741729.834305 nChanged 9 SP:Iteration 32Q (1446.820000 sec): 3 clusters Score: Raw -3745104.184030 + Penalty 3371.140793 = -3741733.043237 nChanged 7 SP:Iteration 33Q (1446.880000 sec): 3 clusters Score: Raw -3745105.796881 + Penalty 3371.140793 = -3741734.656089 nChanged 4 SP:Iteration 34Q (1446.930000 sec): 3 clusters Score: Raw -3745107.276133 + Penalty 3371.140793 = -3741736.135340 nChanged 1 SP:Iteration 35Q (1446.990000 sec): 3 clusters Score: Raw -3745107.634917 + Penalty 3371.140793 = -3741736.494124 nChanged 2 SP:Iteration 36Q (1447.050000 sec): 3 clusters Score: Raw -3745108.226359 + Penalty 3371.140793 = -3741737.085567 nChanged 2 SP:Iteration 37Q (1447.110000 sec): 3 clusters Score: Raw -3745108.687873 + Penalty 3371.140793 = -3741737.547081 nChanged 1 SP:Iteration 38Q (1447.170000 sec): 3 clusters Score: Raw -3745108.833966 + Penalty 3371.140793 = -3741737.693173 nChanged 1 SP:Iteration 39Q (1447.230000 sec): 3 clusters Score: Raw -3745109.417929 + Penalty 3371.140793 = -3741738.277137 nChanged 2 SP:Iteration 40F (1447.310000 sec): 3 clusters Score: Raw -3745110.320125 + Penalty 3371.140793 = -3741739.179333 nChanged 1 SP:Iteration 41Q (1447.370000 sec): 3 clusters Score: Raw -3745110.641480 + Penalty 3371.140793 = -3741739.500687 nChanged 2 SP:Iteration 42Q (1447.430000 sec): 3 clusters Score: Raw -3745111.480367 + Penalty 3371.140793 = -3741740.339575 nChanged 1 SP:Iteration 43Q (1447.490000 sec): 3 clusters Score: Raw -3745111.622296 + Penalty 3371.140793 = -3741740.481504 nChanged 0 SP:Iteration 44F (1447.570000 sec): 3 clusters Score: Raw -3745111.622296 + Penalty 3371.140793 = -3741740.481504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.590000 sec): 2 clusters Score: Raw -173429.915855 + Penalty 1197.150022 = -172232.765833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1447.590000 sec): 3 clusters Score: Raw -172908.063635 + Penalty 2394.300044 = -170513.763590 nChanged 552 SP:Iteration 1F (1447.600000 sec): 3 clusters Score: Raw -173411.973681 + Penalty 2394.300044 = -171017.673637 nChanged 150 SP:Iteration 2F (1447.600000 sec): 3 clusters Score: Raw -173574.644550 + Penalty 2394.300044 = -171180.344505 nChanged 81 SP:Iteration 3F (1447.610000 sec): 3 clusters Score: Raw -173643.710360 + Penalty 2394.300044 = -171249.410315 nChanged 50 SP:Iteration 4Q (1447.610000 sec): 3 clusters Score: Raw -173677.789651 + Penalty 2394.300044 = -171283.489607 nChanged 28 SP:Iteration 5Q (1447.610000 sec): 3 clusters Score: Raw -173696.206750 + Penalty 2394.300044 = -171301.906706 nChanged 27 SP:Iteration 6Q (1447.620000 sec): 3 clusters Score: Raw -173713.164486 + Penalty 2394.300044 = -171318.864441 nChanged 21 SP:Iteration 7Q (1447.620000 sec): 3 clusters Score: Raw -173731.734539 + Penalty 2394.300044 = -171337.434495 nChanged 21 SP:Iteration 8Q (1447.630000 sec): 3 clusters Score: Raw -173747.702485 + Penalty 2394.300044 = -171353.402441 nChanged 23 SP:Iteration 9Q (1447.630000 sec): 3 clusters Score: Raw -173767.281437 + Penalty 2394.300044 = -171372.981392 nChanged 19 SP:Iteration 10Q (1447.630000 sec): 3 clusters Score: Raw -173782.911857 + Penalty 2394.300044 = -171388.611813 nChanged 21 SP:Iteration 11Q (1447.640000 sec): 3 clusters Score: Raw -173801.695135 + Penalty 2394.300044 = -171407.395091 nChanged 28 SP:Iteration 12Q (1447.640000 sec): 3 clusters Score: Raw -173824.066546 + Penalty 2394.300044 = -171429.766501 nChanged 28 SP:Iteration 13Q (1447.650000 sec): 3 clusters Score: Raw -173840.440428 + Penalty 2394.300044 = -171446.140383 nChanged 15 SP:Iteration 14Q (1447.650000 sec): 3 clusters Score: Raw -173847.290594 + Penalty 2394.300044 = -171452.990550 nChanged 11 SP:Iteration 15Q (1447.650000 sec): 3 clusters Score: Raw -173853.763856 + Penalty 2394.300044 = -171459.463812 nChanged 13 SP:Iteration 16Q (1447.660000 sec): 3 clusters Score: Raw -173865.736860 + Penalty 2394.300044 = -171471.436816 nChanged 21 SP:Iteration 17Q (1447.660000 sec): 3 clusters Score: Raw -173887.996969 + Penalty 2394.300044 = -171493.696924 nChanged 22 SP:Iteration 18Q (1447.660000 sec): 3 clusters Score: Raw -173910.918439 + Penalty 2394.300044 = -171516.618395 nChanged 28 SP:Iteration 19Q (1447.670000 sec): 3 clusters Score: Raw -173943.329546 + Penalty 2394.300044 = -171549.029502 nChanged 21 SP:Iteration 20F (1447.670000 sec): 3 clusters Score: Raw -173973.285977 + Penalty 2394.300044 = -171578.985933 nChanged 33 SP:Iteration 21Q (1447.670000 sec): 3 clusters Score: Raw -174009.363550 + Penalty 2394.300044 = -171615.063505 nChanged 31 SP:Iteration 22Q (1447.680000 sec): 3 clusters Score: Raw -174045.071948 + Penalty 2394.300044 = -171650.771903 nChanged 29 SP:Iteration 23Q (1447.680000 sec): 3 clusters Score: Raw -174086.437699 + Penalty 2394.300044 = -171692.137654 nChanged 29 SP:Iteration 24Q (1447.690000 sec): 3 clusters Score: Raw -174116.524724 + Penalty 2394.300044 = -171722.224680 nChanged 16 SP:Iteration 25Q (1447.690000 sec): 3 clusters Score: Raw -174130.047284 + Penalty 2394.300044 = -171735.747239 nChanged 4 SP:Iteration 26Q (1447.690000 sec): 3 clusters Score: Raw -174133.134855 + Penalty 2394.300044 = -171738.834810 nChanged 9 SP:Iteration 27Q (1447.690000 sec): 3 clusters Score: Raw -174147.684302 + Penalty 2394.300044 = -171753.384257 nChanged 8 SP:Iteration 28Q (1447.700000 sec): 3 clusters Score: Raw -174158.367425 + Penalty 2394.300044 = -171764.067380 nChanged 4 SP:Iteration 29Q (1447.700000 sec): 3 clusters Score: Raw -174162.791503 + Penalty 2394.300044 = -171768.491459 nChanged 4 SP:Iteration 30Q (1447.710000 sec): 3 clusters Score: Raw -174164.547468 + Penalty 2394.300044 = -171770.247423 nChanged 2 SP:Iteration 31Q (1447.710000 sec): 3 clusters Score: Raw -174165.532095 + Penalty 2394.300044 = -171771.232050 nChanged 0 SP:Iteration 32F (1447.710000 sec): 3 clusters Score: Raw -174165.532095 + Penalty 2394.300044 = -171771.232050 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (34731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.810000 sec): 2 clusters Score: Raw -4066425.927037 + Penalty 1699.000540 = -4064726.926497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1447.910000 sec): 3 clusters Score: Raw -4044816.741097 + Penalty 3398.001080 = -4041418.740017 nChanged 16032 SP:Iteration 1F (1447.990000 sec): 3 clusters Score: Raw -4053694.016224 + Penalty 3398.001080 = -4050296.015143 nChanged 1478 SP:Iteration 2Q (1448.080000 sec): 3 clusters Score: Raw -4054184.138852 + Penalty 3398.001080 = -4050786.137772 nChanged 1687 SP:Iteration 3Q (1448.170000 sec): 3 clusters Score: Raw -4054945.144895 + Penalty 3398.001080 = -4051547.143815 nChanged 2118 SP:Iteration 4F (1448.250000 sec): 3 clusters Score: Raw -4056215.269841 + Penalty 3398.001080 = -4052817.268761 nChanged 2709 SP:Iteration 5F (1448.340000 sec): 3 clusters Score: Raw -4058321.592939 + Penalty 3398.001080 = -4054923.591859 nChanged 2967 SP:Iteration 6F (1448.420000 sec): 3 clusters Score: Raw -4061076.888310 + Penalty 3398.001080 = -4057678.887230 nChanged 2581 SP:Iteration 7F (1448.510000 sec): 3 clusters Score: Raw -4063630.809689 + Penalty 3398.001080 = -4060232.808609 nChanged 1709 SP:Iteration 8Q (1448.590000 sec): 3 clusters Score: Raw -4065320.517221 + Penalty 3398.001080 = -4061922.516141 nChanged 947 SP:Iteration 9Q (1448.670000 sec): 3 clusters Score: Raw -4066145.869720 + Penalty 3398.001080 = -4062747.868640 nChanged 486 SP:Iteration 10Q (1448.750000 sec): 3 clusters Score: Raw -4066450.049079 + Penalty 3398.001080 = -4063052.047999 nChanged 271 SP:Iteration 11Q (1448.820000 sec): 3 clusters Score: Raw -4066585.539993 + Penalty 3398.001080 = -4063187.538913 nChanged 191 SP:Iteration 12Q (1448.890000 sec): 3 clusters Score: Raw -4066657.990633 + Penalty 3398.001080 = -4063259.989553 nChanged 125 SP:Iteration 13Q (1448.950000 sec): 3 clusters Score: Raw -4066695.200864 + Penalty 3398.001080 = -4063297.199784 nChanged 103 SP:Iteration 14Q (1449.030000 sec): 3 clusters Score: Raw -4066727.642577 + Penalty 3398.001080 = -4063329.641497 nChanged 106 SP:Iteration 15Q (1449.100000 sec): 3 clusters Score: Raw -4066757.367360 + Penalty 3398.001080 = -4063359.366280 nChanged 85 SP:Iteration 16Q (1449.170000 sec): 3 clusters Score: Raw -4066778.562340 + Penalty 3398.001080 = -4063380.561260 nChanged 69 SP:Iteration 17Q (1449.230000 sec): 3 clusters Score: Raw -4066795.353190 + Penalty 3398.001080 = -4063397.352110 nChanged 43 SP:Iteration 18Q (1449.300000 sec): 3 clusters Score: Raw -4066805.229758 + Penalty 3398.001080 = -4063407.228678 nChanged 48 SP:Iteration 19Q (1449.370000 sec): 3 clusters Score: Raw -4066814.539226 + Penalty 3398.001080 = -4063416.538146 nChanged 37 SP:Iteration 20F (1449.460000 sec): 3 clusters Score: Raw -4066822.992080 + Penalty 3398.001080 = -4063424.991000 nChanged 38 SP:Iteration 21Q (1449.530000 sec): 3 clusters Score: Raw -4066831.381115 + Penalty 3398.001080 = -4063433.380035 nChanged 25 SP:Iteration 22Q (1449.600000 sec): 3 clusters Score: Raw -4066836.406583 + Penalty 3398.001080 = -4063438.405503 nChanged 23 SP:Iteration 23Q (1449.670000 sec): 3 clusters Score: Raw -4066840.296773 + Penalty 3398.001080 = -4063442.295693 nChanged 20 SP:Iteration 24Q (1449.740000 sec): 3 clusters Score: Raw -4066844.998361 + Penalty 3398.001080 = -4063446.997281 nChanged 33 SP:Iteration 25Q (1449.810000 sec): 3 clusters Score: Raw -4066854.468589 + Penalty 3398.001080 = -4063456.467509 nChanged 29 SP:Iteration 26Q (1449.870000 sec): 3 clusters Score: Raw -4066860.986301 + Penalty 3398.001080 = -4063462.985221 nChanged 26 SP:Iteration 27Q (1449.940000 sec): 3 clusters Score: Raw -4066865.817084 + Penalty 3398.001080 = -4063467.816004 nChanged 26 SP:Iteration 28Q (1450.010000 sec): 3 clusters Score: Raw -4066872.089345 + Penalty 3398.001080 = -4063474.088265 nChanged 20 SP:Iteration 29Q (1450.080000 sec): 3 clusters Score: Raw -4066876.544767 + Penalty 3398.001080 = -4063478.543687 nChanged 15 SP:Iteration 30Q (1450.150000 sec): 3 clusters Score: Raw -4066879.176303 + Penalty 3398.001080 = -4063481.175223 nChanged 15 SP:Iteration 31Q (1450.210000 sec): 3 clusters Score: Raw -4066882.148927 + Penalty 3398.001080 = -4063484.147847 nChanged 17 SP:Iteration 32Q (1450.280000 sec): 3 clusters Score: Raw -4066885.343358 + Penalty 3398.001080 = -4063487.342278 nChanged 18 SP:Iteration 33Q (1450.350000 sec): 3 clusters Score: Raw -4066889.220819 + Penalty 3398.001080 = -4063491.219739 nChanged 19 SP:Iteration 34Q (1450.420000 sec): 3 clusters Score: Raw -4066893.819002 + Penalty 3398.001080 = -4063495.817922 nChanged 23 SP:Iteration 35Q (1450.490000 sec): 3 clusters Score: Raw -4066900.108565 + Penalty 3398.001080 = -4063502.107485 nChanged 26 SP:Iteration 36Q (1450.560000 sec): 3 clusters Score: Raw -4066907.484676 + Penalty 3398.001080 = -4063509.483596 nChanged 15 SP:Iteration 37Q (1450.630000 sec): 3 clusters Score: Raw -4066911.123182 + Penalty 3398.001080 = -4063513.122102 nChanged 15 SP:Iteration 38Q (1450.690000 sec): 3 clusters Score: Raw -4066915.002186 + Penalty 3398.001080 = -4063517.001106 nChanged 6 SP:Iteration 39Q (1450.770000 sec): 3 clusters Score: Raw -4066917.786662 + Penalty 3398.001080 = -4063519.785582 nChanged 10 SP:Iteration 40F (1450.850000 sec): 3 clusters Score: Raw -4066919.866259 + Penalty 3398.001080 = -4063521.865179 nChanged 6 SP:Iteration 41Q (1450.920000 sec): 3 clusters Score: Raw -4066920.910469 + Penalty 3398.001080 = -4063522.909389 nChanged 5 SP:Iteration 42Q (1450.990000 sec): 3 clusters Score: Raw -4066921.898043 + Penalty 3398.001080 = -4063523.896963 nChanged 4 SP:Iteration 43Q (1451.060000 sec): 3 clusters Score: Raw -4066922.609063 + Penalty 3398.001080 = -4063524.607983 nChanged 6 SP:Iteration 44Q (1451.130000 sec): 3 clusters Score: Raw -4066924.316195 + Penalty 3398.001080 = -4063526.315115 nChanged 7 SP:Iteration 45Q (1451.190000 sec): 3 clusters Score: Raw -4066926.245387 + Penalty 3398.001080 = -4063528.244307 nChanged 8 SP:Iteration 46Q (1451.260000 sec): 3 clusters Score: Raw -4066928.795333 + Penalty 3398.001080 = -4063530.794253 nChanged 6 SP:Iteration 47Q (1451.330000 sec): 3 clusters Score: Raw -4066930.592161 + Penalty 3398.001080 = -4063532.591081 nChanged 8 SP:Iteration 48Q (1451.400000 sec): 3 clusters Score: Raw -4066932.974418 + Penalty 3398.001080 = -4063534.973337 nChanged 13 SP:Iteration 49Q (1451.470000 sec): 3 clusters Score: Raw -4066935.634539 + Penalty 3398.001080 = -4063537.633459 nChanged 13 SP:Iteration 50Q (1451.530000 sec): 3 clusters Score: Raw -4066939.275753 + Penalty 3398.001080 = -4063541.274673 nChanged 8 SP:Iteration 51Q (1451.600000 sec): 3 clusters Score: Raw -4066940.923624 + Penalty 3398.001080 = -4063542.922544 nChanged 4 SP:Iteration 52Q (1451.670000 sec): 3 clusters Score: Raw -4066941.691968 + Penalty 3398.001080 = -4063543.690887 nChanged 4 SP:Iteration 53Q (1451.730000 sec): 3 clusters Score: Raw -4066942.778598 + Penalty 3398.001080 = -4063544.777518 nChanged 5 SP:Iteration 54Q (1451.800000 sec): 3 clusters Score: Raw -4066943.729464 + Penalty 3398.001080 = -4063545.728384 nChanged 4 SP:Iteration 55Q (1451.870000 sec): 3 clusters Score: Raw -4066944.918195 + Penalty 3398.001080 = -4063546.917114 nChanged 2 SP:Iteration 56Q (1451.930000 sec): 3 clusters Score: Raw -4066945.261356 + Penalty 3398.001080 = -4063547.260276 nChanged 4 SP:Iteration 57Q (1452.000000 sec): 3 clusters Score: Raw -4066945.806140 + Penalty 3398.001080 = -4063547.805060 nChanged 1 SP:Iteration 58Q (1452.070000 sec): 3 clusters Score: Raw -4066945.973674 + Penalty 3398.001080 = -4063547.972594 nChanged 0 SP:Iteration 59F (1452.160000 sec): 3 clusters Score: Raw -4066945.973674 + Penalty 3398.001080 = -4063547.972594 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 16 (18914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1452.210000 sec): 2 clusters Score: Raw -2161439.963365 + Penalty 1600.244371 = -2159839.718994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1452.270000 sec): 3 clusters Score: Raw -2150004.046209 + Penalty 3200.488742 = -2146803.557467 nChanged 8537 SP:Iteration 1F (1452.310000 sec): 3 clusters Score: Raw -2154863.214926 + Penalty 3200.488742 = -2151662.726184 nChanged 1053 SP:Iteration 2F (1452.360000 sec): 3 clusters Score: Raw -2155345.688847 + Penalty 3200.488742 = -2152145.200105 nChanged 1020 SP:Iteration 3F (1452.410000 sec): 3 clusters Score: Raw -2155841.167417 + Penalty 3200.488742 = -2152640.678675 nChanged 1033 SP:Iteration 4F (1452.460000 sec): 3 clusters Score: Raw -2156334.748966 + Penalty 3200.488742 = -2153134.260224 nChanged 1037 SP:Iteration 5F (1452.510000 sec): 3 clusters Score: Raw -2156841.764528 + Penalty 3200.488742 = -2153641.275786 nChanged 1035 SP:Iteration 6F (1452.560000 sec): 3 clusters Score: Raw -2157387.926720 + Penalty 3200.488742 = -2154187.437978 nChanged 1049 SP:Iteration 7F (1452.610000 sec): 3 clusters Score: Raw -2157987.199430 + Penalty 3200.488742 = -2154786.710688 nChanged 977 SP:Iteration 8F (1452.650000 sec): 3 clusters Score: Raw -2158615.714037 + Penalty 3200.488742 = -2155415.225295 nChanged 887 SP:Iteration 9Q (1452.700000 sec): 3 clusters Score: Raw -2159231.628643 + Penalty 3200.488742 = -2156031.139901 nChanged 741 SP:Iteration 10Q (1452.750000 sec): 3 clusters Score: Raw -2159720.832454 + Penalty 3200.488742 = -2156520.343712 nChanged 547 SP:Iteration 11Q (1452.800000 sec): 3 clusters Score: Raw -2160058.773268 + Penalty 3200.488742 = -2156858.284526 nChanged 434 SP:Iteration 12Q (1452.850000 sec): 3 clusters Score: Raw -2160316.886480 + Penalty 3200.488742 = -2157116.397738 nChanged 391 SP:Iteration 13Q (1452.900000 sec): 3 clusters Score: Raw -2160535.026332 + Penalty 3200.488742 = -2157334.537590 nChanged 350 SP:Iteration 14Q (1452.950000 sec): 3 clusters Score: Raw -2160731.992658 + Penalty 3200.488742 = -2157531.503916 nChanged 318 SP:Iteration 15Q (1452.990000 sec): 3 clusters Score: Raw -2160920.420647 + Penalty 3200.488742 = -2157719.931905 nChanged 283 SP:Iteration 16Q (1453.040000 sec): 3 clusters Score: Raw -2161152.702800 + Penalty 3200.488742 = -2157952.214058 nChanged 261 SP:Iteration 17Q (1453.080000 sec): 3 clusters Score: Raw -2161413.856667 + Penalty 3200.488742 = -2158213.367925 nChanged 231 SP:Iteration 18Q (1453.120000 sec): 3 clusters Score: Raw -2161657.751046 + Penalty 3200.488742 = -2158457.262304 nChanged 196 SP:Iteration 19Q (1453.160000 sec): 3 clusters Score: Raw -2161816.149329 + Penalty 3200.488742 = -2158615.660587 nChanged 152 SP:Iteration 20F (1453.210000 sec): 3 clusters Score: Raw -2161919.291773 + Penalty 3200.488742 = -2158718.803031 nChanged 120 SP:Iteration 21Q (1453.250000 sec): 3 clusters Score: Raw -2161982.292449 + Penalty 3200.488742 = -2158781.803707 nChanged 91 SP:Iteration 22Q (1453.290000 sec): 3 clusters Score: Raw -2162024.063034 + Penalty 3200.488742 = -2158823.574292 nChanged 75 SP:Iteration 23Q (1453.330000 sec): 3 clusters Score: Raw -2162056.514995 + Penalty 3200.488742 = -2158856.026253 nChanged 61 SP:Iteration 24Q (1453.360000 sec): 3 clusters Score: Raw -2162078.714911 + Penalty 3200.488742 = -2158878.226169 nChanged 35 SP:Iteration 25Q (1453.410000 sec): 3 clusters Score: Raw -2162091.818046 + Penalty 3200.488742 = -2158891.329304 nChanged 39 SP:Iteration 26Q (1453.450000 sec): 3 clusters Score: Raw -2162106.471679 + Penalty 3200.488742 = -2158905.982937 nChanged 32 SP:Iteration 27Q (1453.480000 sec): 3 clusters Score: Raw -2162116.972094 + Penalty 3200.488742 = -2158916.483352 nChanged 28 SP:Iteration 28Q (1453.520000 sec): 3 clusters Score: Raw -2162125.464695 + Penalty 3200.488742 = -2158924.975953 nChanged 27 SP:Iteration 29Q (1453.550000 sec): 3 clusters Score: Raw -2162133.636198 + Penalty 3200.488742 = -2158933.147456 nChanged 19 SP:Iteration 30Q (1453.590000 sec): 3 clusters Score: Raw -2162137.532002 + Penalty 3200.488742 = -2158937.043260 nChanged 7 SP:Iteration 31Q (1453.630000 sec): 3 clusters Score: Raw -2162139.101032 + Penalty 3200.488742 = -2158938.612290 nChanged 8 SP:Iteration 32Q (1453.670000 sec): 3 clusters Score: Raw -2162140.235513 + Penalty 3200.488742 = -2158939.746771 nChanged 2 SP:Iteration 33Q (1453.700000 sec): 3 clusters Score: Raw -2162140.538031 + Penalty 3200.488742 = -2158940.049289 nChanged 2 SP:Iteration 34Q (1453.740000 sec): 3 clusters Score: Raw -2162140.901825 + Penalty 3200.488742 = -2158940.413083 nChanged 1 SP:Iteration 35Q (1453.770000 sec): 3 clusters Score: Raw -2162141.061914 + Penalty 3200.488742 = -2158940.573172 nChanged 1 SP:Iteration 36Q (1453.810000 sec): 3 clusters Score: Raw -2162141.132962 + Penalty 3200.488742 = -2158940.644220 nChanged 0 SP:Iteration 37F (1453.860000 sec): 3 clusters Score: Raw -2162141.132962 + Penalty 3200.488742 = -2158940.644220 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 17 (41122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.970000 sec): 2 clusters Score: Raw -4814649.308635 + Penalty 1726.448512 = -4812922.860122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1454.080000 sec): 3 clusters Score: Raw -4788767.052042 + Penalty 3452.897025 = -4785314.155018 nChanged 19188 SP:Iteration 1F (1454.190000 sec): 3 clusters Score: Raw -4799646.141911 + Penalty 3452.897025 = -4796193.244886 nChanged 1641 SP:Iteration 2Q (1454.300000 sec): 3 clusters Score: Raw -4800195.797814 + Penalty 3452.897025 = -4796742.900789 nChanged 1759 SP:Iteration 3Q (1454.410000 sec): 3 clusters Score: Raw -4800918.697683 + Penalty 3452.897025 = -4797465.800658 nChanged 1990 SP:Iteration 4Q (1454.520000 sec): 3 clusters Score: Raw -4801956.540820 + Penalty 3452.897025 = -4798503.643796 nChanged 2308 SP:Iteration 5F (1454.630000 sec): 3 clusters Score: Raw -4803422.325848 + Penalty 3452.897025 = -4799969.428823 nChanged 2692 SP:Iteration 6F (1454.740000 sec): 3 clusters Score: Raw -4805527.447277 + Penalty 3452.897025 = -4802074.550253 nChanged 2886 SP:Iteration 7F (1454.840000 sec): 3 clusters Score: Raw -4807958.565277 + Penalty 3452.897025 = -4804505.668252 nChanged 2728 SP:Iteration 8F (1454.950000 sec): 3 clusters Score: Raw -4809924.174075 + Penalty 3452.897025 = -4806471.277050 nChanged 1946 SP:Iteration 9Q (1455.060000 sec): 3 clusters Score: Raw -4810914.859126 + Penalty 3452.897025 = -4807461.962102 nChanged 1198 SP:Iteration 10Q (1455.160000 sec): 3 clusters Score: Raw -4811310.304667 + Penalty 3452.897025 = -4807857.407642 nChanged 767 SP:Iteration 11Q (1455.270000 sec): 3 clusters Score: Raw -4811510.679141 + Penalty 3452.897025 = -4808057.782116 nChanged 553 SP:Iteration 12Q (1455.370000 sec): 3 clusters Score: Raw -4811643.491760 + Penalty 3452.897025 = -4808190.594736 nChanged 441 SP:Iteration 13Q (1455.470000 sec): 3 clusters Score: Raw -4811741.030736 + Penalty 3452.897025 = -4808288.133711 nChanged 375 SP:Iteration 14Q (1455.580000 sec): 3 clusters Score: Raw -4811817.889611 + Penalty 3452.897025 = -4808364.992587 nChanged 353 SP:Iteration 15Q (1455.690000 sec): 3 clusters Score: Raw -4811883.847126 + Penalty 3452.897025 = -4808430.950102 nChanged 315 SP:Iteration 16Q (1455.790000 sec): 3 clusters Score: Raw -4811934.483958 + Penalty 3452.897025 = -4808481.586934 nChanged 285 SP:Iteration 17Q (1455.890000 sec): 3 clusters Score: Raw -4811977.109844 + Penalty 3452.897025 = -4808524.212820 nChanged 250 SP:Iteration 18Q (1455.990000 sec): 3 clusters Score: Raw -4812014.302405 + Penalty 3452.897025 = -4808561.405380 nChanged 234 SP:Iteration 19Q (1456.100000 sec): 3 clusters Score: Raw -4812044.055229 + Penalty 3452.897025 = -4808591.158204 nChanged 173 SP:Iteration 20F (1456.210000 sec): 3 clusters Score: Raw -4812061.626988 + Penalty 3452.897025 = -4808608.729963 nChanged 152 SP:Iteration 21Q (1456.310000 sec): 3 clusters Score: Raw -4812077.118861 + Penalty 3452.897025 = -4808624.221837 nChanged 151 SP:Iteration 22Q (1456.410000 sec): 3 clusters Score: Raw -4812091.441722 + Penalty 3452.897025 = -4808638.544698 nChanged 136 SP:Iteration 23Q (1456.520000 sec): 3 clusters Score: Raw -4812102.645935 + Penalty 3452.897025 = -4808649.748911 nChanged 123 SP:Iteration 24Q (1456.620000 sec): 3 clusters Score: Raw -4812112.820221 + Penalty 3452.897025 = -4808659.923197 nChanged 128 SP:Iteration 25Q (1456.730000 sec): 3 clusters Score: Raw -4812123.551239 + Penalty 3452.897025 = -4808670.654215 nChanged 125 SP:Iteration 26Q (1456.830000 sec): 3 clusters Score: Raw -4812133.648581 + Penalty 3452.897025 = -4808680.751557 nChanged 134 SP:Iteration 27Q (1456.930000 sec): 3 clusters Score: Raw -4812144.771976 + Penalty 3452.897025 = -4808691.874951 nChanged 144 SP:Iteration 28Q (1457.040000 sec): 3 clusters Score: Raw -4812158.934199 + Penalty 3452.897025 = -4808706.037175 nChanged 135 SP:Iteration 29Q (1457.140000 sec): 3 clusters Score: Raw -4812170.945257 + Penalty 3452.897025 = -4808718.048233 nChanged 121 SP:Iteration 30Q (1457.240000 sec): 3 clusters Score: Raw -4812180.534838 + Penalty 3452.897025 = -4808727.637814 nChanged 104 SP:Iteration 31Q (1457.350000 sec): 3 clusters Score: Raw -4812188.123275 + Penalty 3452.897025 = -4808735.226251 nChanged 99 SP:Iteration 32Q (1457.450000 sec): 3 clusters Score: Raw -4812194.617514 + Penalty 3452.897025 = -4808741.720489 nChanged 91 SP:Iteration 33Q (1457.550000 sec): 3 clusters Score: Raw -4812200.042006 + Penalty 3452.897025 = -4808747.144982 nChanged 93 SP:Iteration 34Q (1457.650000 sec): 3 clusters Score: Raw -4812206.822447 + Penalty 3452.897025 = -4808753.925422 nChanged 109 SP:Iteration 35Q (1457.750000 sec): 3 clusters Score: Raw -4812215.195401 + Penalty 3452.897025 = -4808762.298376 nChanged 112 SP:Iteration 36Q (1457.850000 sec): 3 clusters Score: Raw -4812225.390491 + Penalty 3452.897025 = -4808772.493467 nChanged 143 SP:Iteration 37Q (1457.940000 sec): 3 clusters Score: Raw -4812237.157270 + Penalty 3452.897025 = -4808784.260245 nChanged 117 SP:Iteration 38Q (1458.040000 sec): 3 clusters Score: Raw -4812247.396489 + Penalty 3452.897025 = -4808794.499464 nChanged 136 SP:Iteration 39Q (1458.140000 sec): 3 clusters Score: Raw -4812260.079098 + Penalty 3452.897025 = -4808807.182074 nChanged 138 SP:Iteration 40F (1458.240000 sec): 3 clusters Score: Raw -4812271.888619 + Penalty 3452.897025 = -4808818.991594 nChanged 116 SP:Iteration 41Q (1458.340000 sec): 3 clusters Score: Raw -4812281.590330 + Penalty 3452.897025 = -4808828.693306 nChanged 126 SP:Iteration 42Q (1458.440000 sec): 3 clusters Score: Raw -4812292.733009 + Penalty 3452.897025 = -4808839.835985 nChanged 129 SP:Iteration 43Q (1458.530000 sec): 3 clusters Score: Raw -4812304.260060 + Penalty 3452.897025 = -4808851.363035 nChanged 124 SP:Iteration 44Q (1458.630000 sec): 3 clusters Score: Raw -4812315.073736 + Penalty 3452.897025 = -4808862.176711 nChanged 129 SP:Iteration 45Q (1458.730000 sec): 3 clusters Score: Raw -4812326.993512 + Penalty 3452.897025 = -4808874.096488 nChanged 129 SP:Iteration 46Q (1458.830000 sec): 3 clusters Score: Raw -4812339.049285 + Penalty 3452.897025 = -4808886.152261 nChanged 136 SP:Iteration 47Q (1458.930000 sec): 3 clusters Score: Raw -4812351.374770 + Penalty 3452.897025 = -4808898.477746 nChanged 132 SP:Iteration 48Q (1459.030000 sec): 3 clusters Score: Raw -4812363.168267 + Penalty 3452.897025 = -4808910.271242 nChanged 137 SP:Iteration 49Q (1459.130000 sec): 3 clusters Score: Raw -4812374.860911 + Penalty 3452.897025 = -4808921.963886 nChanged 127 SP:Iteration 50Q (1459.220000 sec): 3 clusters Score: Raw -4812384.601488 + Penalty 3452.897025 = -4808931.704464 nChanged 118 SP:Iteration 51Q (1459.320000 sec): 3 clusters Score: Raw -4812393.732910 + Penalty 3452.897025 = -4808940.835886 nChanged 103 SP:Iteration 52Q (1459.410000 sec): 3 clusters Score: Raw -4812401.642064 + Penalty 3452.897025 = -4808948.745040 nChanged 108 SP:Iteration 53Q (1459.510000 sec): 3 clusters Score: Raw -4812409.526166 + Penalty 3452.897025 = -4808956.629141 nChanged 112 SP:Iteration 54Q (1459.610000 sec): 3 clusters Score: Raw -4812419.289757 + Penalty 3452.897025 = -4808966.392732 nChanged 127 SP:Iteration 55Q (1459.700000 sec): 3 clusters Score: Raw -4812430.712011 + Penalty 3452.897025 = -4808977.814986 nChanged 116 SP:Iteration 56Q (1459.800000 sec): 3 clusters Score: Raw -4812440.840814 + Penalty 3452.897025 = -4808987.943790 nChanged 108 SP:Iteration 57Q (1459.900000 sec): 3 clusters Score: Raw -4812450.862456 + Penalty 3452.897025 = -4808997.965432 nChanged 103 SP:Iteration 58Q (1460.000000 sec): 3 clusters Score: Raw -4812460.344513 + Penalty 3452.897025 = -4809007.447489 nChanged 110 SP:Iteration 59Q (1460.090000 sec): 3 clusters Score: Raw -4812469.576013 + Penalty 3452.897025 = -4809016.678988 nChanged 106 SP:Iteration 60F (1460.200000 sec): 3 clusters Score: Raw -4812478.517602 + Penalty 3452.897025 = -4809025.620578 nChanged 98 SP:Iteration 61Q (1460.300000 sec): 3 clusters Score: Raw -4812488.481482 + Penalty 3452.897025 = -4809035.584457 nChanged 110 SP:Iteration 62Q (1460.400000 sec): 3 clusters Score: Raw -4812499.876027 + Penalty 3452.897025 = -4809046.979003 nChanged 91 SP:Iteration 63Q (1460.500000 sec): 3 clusters Score: Raw -4812509.590812 + Penalty 3452.897025 = -4809056.693788 nChanged 96 SP:Iteration 64Q (1460.600000 sec): 3 clusters Score: Raw -4812519.506185 + Penalty 3452.897025 = -4809066.609160 nChanged 106 SP:Iteration 65Q (1460.700000 sec): 3 clusters Score: Raw -4812529.402464 + Penalty 3452.897025 = -4809076.505440 nChanged 107 SP:Iteration 66Q (1460.790000 sec): 3 clusters Score: Raw -4812539.097680 + Penalty 3452.897025 = -4809086.200656 nChanged 101 SP:Iteration 67Q (1460.890000 sec): 3 clusters Score: Raw -4812547.619445 + Penalty 3452.897025 = -4809094.722420 nChanged 104 SP:Iteration 68Q (1460.990000 sec): 3 clusters Score: Raw -4812555.229237 + Penalty 3452.897025 = -4809102.332212 nChanged 88 SP:Iteration 69Q (1461.090000 sec): 3 clusters Score: Raw -4812561.927201 + Penalty 3452.897025 = -4809109.030176 nChanged 86 SP:Iteration 70Q (1461.190000 sec): 3 clusters Score: Raw -4812568.736627 + Penalty 3452.897025 = -4809115.839603 nChanged 96 SP:Iteration 71Q (1461.290000 sec): 3 clusters Score: Raw -4812577.715999 + Penalty 3452.897025 = -4809124.818975 nChanged 117 SP:Iteration 72Q (1461.380000 sec): 3 clusters Score: Raw -4812589.166276 + Penalty 3452.897025 = -4809136.269252 nChanged 123 SP:Iteration 73Q (1461.480000 sec): 3 clusters Score: Raw -4812600.836406 + Penalty 3452.897025 = -4809147.939381 nChanged 129 SP:Iteration 74Q (1461.580000 sec): 3 clusters Score: Raw -4812613.825249 + Penalty 3452.897025 = -4809160.928224 nChanged 123 SP:Iteration 75Q (1461.670000 sec): 3 clusters Score: Raw -4812625.585158 + Penalty 3452.897025 = -4809172.688133 nChanged 121 SP:Iteration 76Q (1461.770000 sec): 3 clusters Score: Raw -4812637.573567 + Penalty 3452.897025 = -4809184.676542 nChanged 135 SP:Iteration 77Q (1461.870000 sec): 3 clusters Score: Raw -4812653.176469 + Penalty 3452.897025 = -4809200.279445 nChanged 150 SP:Iteration 78Q (1461.970000 sec): 3 clusters Score: Raw -4812670.238920 + Penalty 3452.897025 = -4809217.341896 nChanged 132 SP:Iteration 79Q (1462.060000 sec): 3 clusters Score: Raw -4812684.359102 + Penalty 3452.897025 = -4809231.462078 nChanged 135 SP:Iteration 80F (1462.170000 sec): 3 clusters Score: Raw -4812698.292879 + Penalty 3452.897025 = -4809245.395854 nChanged 139 SP:Iteration 81Q (1462.270000 sec): 3 clusters Score: Raw -4812713.503599 + Penalty 3452.897025 = -4809260.606574 nChanged 140 SP:Iteration 82Q (1462.360000 sec): 3 clusters Score: Raw -4812731.349664 + Penalty 3452.897025 = -4809278.452639 nChanged 150 SP:Iteration 83Q (1462.460000 sec): 3 clusters Score: Raw -4812748.822013 + Penalty 3452.897025 = -4809295.924989 nChanged 138 SP:Iteration 84Q (1462.550000 sec): 3 clusters Score: Raw -4812763.967773 + Penalty 3452.897025 = -4809311.070748 nChanged 160 SP:Iteration 85Q (1462.650000 sec): 3 clusters Score: Raw -4812783.630630 + Penalty 3452.897025 = -4809330.733606 nChanged 157 SP:Iteration 86Q (1462.740000 sec): 3 clusters Score: Raw -4812803.464592 + Penalty 3452.897025 = -4809350.567567 nChanged 160 SP:Iteration 87Q (1462.840000 sec): 3 clusters Score: Raw -4812825.429795 + Penalty 3452.897025 = -4809372.532771 nChanged 175 SP:Iteration 88Q (1462.930000 sec): 3 clusters Score: Raw -4812849.570588 + Penalty 3452.897025 = -4809396.673563 nChanged 169 SP:Iteration 89Q (1463.030000 sec): 3 clusters Score: Raw -4812874.061822 + Penalty 3452.897025 = -4809421.164798 nChanged 173 SP:Iteration 90Q (1463.130000 sec): 3 clusters Score: Raw -4812899.811491 + Penalty 3452.897025 = -4809446.914467 nChanged 186 SP:Iteration 91Q (1463.220000 sec): 3 clusters Score: Raw -4812927.163039 + Penalty 3452.897025 = -4809474.266015 nChanged 180 SP:Iteration 92Q (1463.310000 sec): 3 clusters Score: Raw -4812953.305331 + Penalty 3452.897025 = -4809500.408306 nChanged 181 SP:Iteration 93Q (1463.410000 sec): 3 clusters Score: Raw -4812982.678010 + Penalty 3452.897025 = -4809529.780985 nChanged 186 SP:Iteration 94Q (1463.500000 sec): 3 clusters Score: Raw -4813014.268157 + Penalty 3452.897025 = -4809561.371133 nChanged 196 SP:Iteration 95Q (1463.590000 sec): 3 clusters Score: Raw -4813050.363668 + Penalty 3452.897025 = -4809597.466643 nChanged 221 SP:Iteration 96Q (1463.680000 sec): 3 clusters Score: Raw -4813091.783252 + Penalty 3452.897025 = -4809638.886227 nChanged 209 SP:Iteration 97Q (1463.770000 sec): 3 clusters Score: Raw -4813127.928084 + Penalty 3452.897025 = -4809675.031059 nChanged 184 SP:Iteration 98Q (1463.870000 sec): 3 clusters Score: Raw -4813158.255665 + Penalty 3452.897025 = -4809705.358640 nChanged 184 SP:Iteration 99Q (1463.950000 sec): 3 clusters Score: Raw -4813192.246297 + Penalty 3452.897025 = -4809739.349273 nChanged 183 SP:Iteration 100F (1464.060000 sec): 3 clusters Score: Raw -4813226.763336 + Penalty 3452.897025 = -4809773.866311 nChanged 178 SP:Iteration 101Q (1464.150000 sec): 3 clusters Score: Raw -4813259.514083 + Penalty 3452.897025 = -4809806.617058 nChanged 206 SP:Iteration 102Q (1464.240000 sec): 3 clusters Score: Raw -4813299.603924 + Penalty 3452.897025 = -4809846.706900 nChanged 213 SP:Iteration 103Q (1464.330000 sec): 3 clusters Score: Raw -4813341.139847 + Penalty 3452.897025 = -4809888.242822 nChanged 204 SP:Iteration 104Q (1464.420000 sec): 3 clusters Score: Raw -4813381.254998 + Penalty 3452.897025 = -4809928.357973 nChanged 206 SP:Iteration 105Q (1464.510000 sec): 3 clusters Score: Raw -4813425.863131 + Penalty 3452.897025 = -4809972.966106 nChanged 217 SP:Iteration 106Q (1464.600000 sec): 3 clusters Score: Raw -4813477.400639 + Penalty 3452.897025 = -4810024.503615 nChanged 235 SP:Iteration 107Q (1464.680000 sec): 3 clusters Score: Raw -4813536.020712 + Penalty 3452.897025 = -4810083.123688 nChanged 224 SP:Iteration 108Q (1464.770000 sec): 3 clusters Score: Raw -4813595.913000 + Penalty 3452.897025 = -4810143.015975 nChanged 221 SP:Iteration 109Q (1464.860000 sec): 3 clusters Score: Raw -4813659.722896 + Penalty 3452.897025 = -4810206.825872 nChanged 213 SP:Iteration 110Q (1464.950000 sec): 3 clusters Score: Raw -4813724.533148 + Penalty 3452.897025 = -4810271.636124 nChanged 206 SP:Iteration 111Q (1465.030000 sec): 3 clusters Score: Raw -4813785.950079 + Penalty 3452.897025 = -4810333.053055 nChanged 199 SP:Iteration 112Q (1465.110000 sec): 3 clusters Score: Raw -4813841.695095 + Penalty 3452.897025 = -4810388.798070 nChanged 174 SP:Iteration 113Q (1465.200000 sec): 3 clusters Score: Raw -4813886.266326 + Penalty 3452.897025 = -4810433.369302 nChanged 159 SP:Iteration 114Q (1465.280000 sec): 3 clusters Score: Raw -4813927.350690 + Penalty 3452.897025 = -4810474.453665 nChanged 152 SP:Iteration 115Q (1465.360000 sec): 3 clusters Score: Raw -4813969.034449 + Penalty 3452.897025 = -4810516.137425 nChanged 158 SP:Iteration 116Q (1465.450000 sec): 3 clusters Score: Raw -4814013.528713 + Penalty 3452.897025 = -4810560.631689 nChanged 134 SP:Iteration 117Q (1465.530000 sec): 3 clusters Score: Raw -4814047.675093 + Penalty 3452.897025 = -4810594.778068 nChanged 133 SP:Iteration 118Q (1465.610000 sec): 3 clusters Score: Raw -4814081.262616 + Penalty 3452.897025 = -4810628.365591 nChanged 124 SP:Iteration 119Q (1465.690000 sec): 3 clusters Score: Raw -4814115.403778 + Penalty 3452.897025 = -4810662.506753 nChanged 134 SP:Iteration 120F (1465.800000 sec): 3 clusters Score: Raw -4814150.555679 + Penalty 3452.897025 = -4810697.658654 nChanged 117 SP:Iteration 121Q (1465.880000 sec): 3 clusters Score: Raw -4814182.756888 + Penalty 3452.897025 = -4810729.859863 nChanged 110 SP:Iteration 122Q (1465.960000 sec): 3 clusters Score: Raw -4814212.971799 + Penalty 3452.897025 = -4810760.074774 nChanged 115 SP:Iteration 123Q (1466.040000 sec): 3 clusters Score: Raw -4814246.047667 + Penalty 3452.897025 = -4810793.150643 nChanged 103 SP:Iteration 124Q (1466.120000 sec): 3 clusters Score: Raw -4814280.329876 + Penalty 3452.897025 = -4810827.432851 nChanged 123 SP:Iteration 125Q (1466.200000 sec): 3 clusters Score: Raw -4814321.706972 + Penalty 3452.897025 = -4810868.809947 nChanged 125 SP:Iteration 126Q (1466.280000 sec): 3 clusters Score: Raw -4814363.999962 + Penalty 3452.897025 = -4810911.102938 nChanged 126 SP:Iteration 127Q (1466.360000 sec): 3 clusters Score: Raw -4814405.781667 + Penalty 3452.897025 = -4810952.884642 nChanged 103 SP:Iteration 128Q (1466.440000 sec): 3 clusters Score: Raw -4814436.416943 + Penalty 3452.897025 = -4810983.519918 nChanged 89 SP:Iteration 129Q (1466.520000 sec): 3 clusters Score: Raw -4814463.447457 + Penalty 3452.897025 = -4811010.550433 nChanged 105 SP:Iteration 130Q (1466.600000 sec): 3 clusters Score: Raw -4814496.914686 + Penalty 3452.897025 = -4811044.017661 nChanged 94 SP:Iteration 131Q (1466.670000 sec): 3 clusters Score: Raw -4814525.788812 + Penalty 3452.897025 = -4811072.891787 nChanged 90 SP:Iteration 132Q (1466.750000 sec): 3 clusters Score: Raw -4814554.367049 + Penalty 3452.897025 = -4811101.470024 nChanged 78 SP:Iteration 133Q (1466.830000 sec): 3 clusters Score: Raw -4814580.909515 + Penalty 3452.897025 = -4811128.012490 nChanged 61 SP:Iteration 134Q (1466.910000 sec): 3 clusters Score: Raw -4814600.358756 + Penalty 3452.897025 = -4811147.461732 nChanged 57 SP:Iteration 135Q (1466.990000 sec): 3 clusters Score: Raw -4814616.203000 + Penalty 3452.897025 = -4811163.305976 nChanged 57 SP:Iteration 136Q (1467.070000 sec): 3 clusters Score: Raw -4814631.608398 + Penalty 3452.897025 = -4811178.711374 nChanged 39 SP:Iteration 137Q (1467.140000 sec): 3 clusters Score: Raw -4814642.592349 + Penalty 3452.897025 = -4811189.695325 nChanged 37 SP:Iteration 138Q (1467.220000 sec): 3 clusters Score: Raw -4814652.545003 + Penalty 3452.897025 = -4811199.647979 nChanged 36 SP:Iteration 139Q (1467.300000 sec): 3 clusters Score: Raw -4814662.830494 + Penalty 3452.897025 = -4811209.933469 nChanged 26 SP:Iteration 140F (1467.400000 sec): 3 clusters Score: Raw -4814668.908645 + Penalty 3452.897025 = -4811216.011621 nChanged 20 SP:Iteration 141Q (1467.480000 sec): 3 clusters Score: Raw -4814673.683871 + Penalty 3452.897025 = -4811220.786846 nChanged 31 SP:Iteration 142Q (1467.550000 sec): 3 clusters Score: Raw -4814682.537253 + Penalty 3452.897025 = -4811229.640229 nChanged 38 SP:Iteration 143Q (1467.630000 sec): 3 clusters Score: Raw -4814697.142728 + Penalty 3452.897025 = -4811244.245703 nChanged 49 SP:Iteration 144Q (1467.710000 sec): 3 clusters Score: Raw -4814715.068768 + Penalty 3452.897025 = -4811262.171743 nChanged 53 SP:Iteration 145Q (1467.790000 sec): 3 clusters Score: Raw -4814736.026982 + Penalty 3452.897025 = -4811283.129958 nChanged 51 SP:Iteration 146Q (1467.860000 sec): 3 clusters Score: Raw -4814754.540986 + Penalty 3452.897025 = -4811301.643961 nChanged 45 SP:Iteration 147Q (1467.940000 sec): 3 clusters Score: Raw -4814769.160120 + Penalty 3452.897025 = -4811316.263096 nChanged 31 SP:Iteration 148Q (1468.010000 sec): 3 clusters Score: Raw -4814778.276768 + Penalty 3452.897025 = -4811325.379743 nChanged 30 SP:Iteration 149Q (1468.090000 sec): 3 clusters Score: Raw -4814789.190244 + Penalty 3452.897025 = -4811336.293219 nChanged 34 SP:Iteration 150Q (1468.170000 sec): 3 clusters Score: Raw -4814803.308333 + Penalty 3452.897025 = -4811350.411308 nChanged 31 SP:Iteration 151Q (1468.240000 sec): 3 clusters Score: Raw -4814815.283626 + Penalty 3452.897025 = -4811362.386601 nChanged 25 SP:Iteration 152Q (1468.320000 sec): 3 clusters Score: Raw -4814823.763831 + Penalty 3452.897025 = -4811370.866807 nChanged 23 SP:Iteration 153Q (1468.390000 sec): 3 clusters Score: Raw -4814830.877904 + Penalty 3452.897025 = -4811377.980880 nChanged 15 SP:Iteration 154Q (1468.470000 sec): 3 clusters Score: Raw -4814836.405810 + Penalty 3452.897025 = -4811383.508785 nChanged 18 SP:Iteration 155Q (1468.540000 sec): 3 clusters Score: Raw -4814841.913821 + Penalty 3452.897025 = -4811389.016797 nChanged 14 SP:Iteration 156Q (1468.610000 sec): 3 clusters Score: Raw -4814846.578974 + Penalty 3452.897025 = -4811393.681949 nChanged 17 SP:Iteration 157Q (1468.690000 sec): 3 clusters Score: Raw -4814853.246686 + Penalty 3452.897025 = -4811400.349661 nChanged 18 SP:Iteration 158Q (1468.770000 sec): 3 clusters Score: Raw -4814860.255505 + Penalty 3452.897025 = -4811407.358480 nChanged 16 SP:Iteration 159Q (1468.840000 sec): 3 clusters Score: Raw -4814864.808624 + Penalty 3452.897025 = -4811411.911599 nChanged 11 SP:Iteration 160F (1468.950000 sec): 3 clusters Score: Raw -4814867.872129 + Penalty 3452.897025 = -4811414.975105 nChanged 4 SP:Iteration 161Q (1469.020000 sec): 3 clusters Score: Raw -4814869.366890 + Penalty 3452.897025 = -4811416.469866 nChanged 4 SP:Iteration 162Q (1469.090000 sec): 3 clusters Score: Raw -4814870.836338 + Penalty 3452.897025 = -4811417.939313 nChanged 4 SP:Iteration 163Q (1469.170000 sec): 3 clusters Score: Raw -4814872.300437 + Penalty 3452.897025 = -4811419.403412 nChanged 4 SP:Iteration 164Q (1469.250000 sec): 3 clusters Score: Raw -4814873.250951 + Penalty 3452.897025 = -4811420.353926 nChanged 3 SP:Iteration 165Q (1469.320000 sec): 3 clusters Score: Raw -4814874.010308 + Penalty 3452.897025 = -4811421.113284 nChanged 0 SP:Iteration 166F (1469.430000 sec): 3 clusters Score: Raw -4814874.010308 + Penalty 3452.897025 = -4811421.113284 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 18 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.450000 sec): 2 clusters Score: Raw -120461.663264 + Penalty 1138.735100 = -119322.928164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.450000 sec): 3 clusters Score: Raw -120084.108318 + Penalty 2277.470200 = -117806.638118 nChanged 330 SP:Iteration 1F (1469.460000 sec): 3 clusters Score: Raw -120367.488677 + Penalty 2277.470200 = -118090.018477 nChanged 85 SP:Iteration 2F (1469.460000 sec): 3 clusters Score: Raw -120458.075719 + Penalty 2277.470200 = -118180.605519 nChanged 48 SP:Iteration 3Q (1469.460000 sec): 3 clusters Score: Raw -120504.971952 + Penalty 2277.470200 = -118227.501752 nChanged 30 SP:Iteration 4Q (1469.470000 sec): 3 clusters Score: Raw -120538.381920 + Penalty 2277.470200 = -118260.911720 nChanged 29 SP:Iteration 5Q (1469.470000 sec): 3 clusters Score: Raw -120562.165432 + Penalty 2277.470200 = -118284.695232 nChanged 26 SP:Iteration 6Q (1469.470000 sec): 3 clusters Score: Raw -120586.774408 + Penalty 2277.470200 = -118309.304208 nChanged 21 SP:Iteration 7Q (1469.470000 sec): 3 clusters Score: Raw -120605.346073 + Penalty 2277.470200 = -118327.875874 nChanged 12 SP:Iteration 8Q (1469.470000 sec): 3 clusters Score: Raw -120614.102052 + Penalty 2277.470200 = -118336.631852 nChanged 11 SP:Iteration 9Q (1469.480000 sec): 3 clusters Score: Raw -120626.247063 + Penalty 2277.470200 = -118348.776864 nChanged 12 SP:Iteration 10Q (1469.480000 sec): 3 clusters Score: Raw -120636.376283 + Penalty 2277.470200 = -118358.906084 nChanged 8 SP:Iteration 11Q (1469.480000 sec): 3 clusters Score: Raw -120641.151573 + Penalty 2277.470200 = -118363.681373 nChanged 5 SP:Iteration 12Q (1469.490000 sec): 3 clusters Score: Raw -120644.214446 + Penalty 2277.470200 = -118366.744246 nChanged 1 SP:Iteration 13Q (1469.490000 sec): 3 clusters Score: Raw -120644.782515 + Penalty 2277.470200 = -118367.312315 nChanged 1 SP:Iteration 14Q (1469.490000 sec): 3 clusters Score: Raw -120645.644548 + Penalty 2277.470200 = -118368.174348 nChanged 1 SP:Iteration 15Q (1469.490000 sec): 3 clusters Score: Raw -120646.221444 + Penalty 2277.470200 = -118368.751245 nChanged 2 SP:Iteration 16Q (1469.500000 sec): 3 clusters Score: Raw -120647.055686 + Penalty 2277.470200 = -118369.585486 nChanged 1 SP:Iteration 17Q (1469.500000 sec): 3 clusters Score: Raw -120647.565650 + Penalty 2277.470200 = -118370.095450 nChanged 0 SP:Iteration 18F (1469.500000 sec): 3 clusters Score: Raw -120647.565650 + Penalty 2277.470200 = -118370.095450 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.500000 sec): 2 clusters Score: Raw -7285.203563 + Penalty 692.685480 = -6592.518083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.500000 sec): 3 clusters Score: Raw -7490.884087 + Penalty 1385.370960 = -6105.513127 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 20 (38951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.620000 sec): 2 clusters Score: Raw -4572088.567074 + Penalty 1717.634705 = -4570370.932369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.720000 sec): 3 clusters Score: Raw -4547636.874670 + Penalty 3435.269411 = -4544201.605259 nChanged 18172 SP:Iteration 1F (1469.830000 sec): 3 clusters Score: Raw -4557630.121197 + Penalty 3435.269411 = -4554194.851786 nChanged 1434 SP:Iteration 2Q (1469.930000 sec): 3 clusters Score: Raw -4557991.980479 + Penalty 3435.269411 = -4554556.711068 nChanged 1323 SP:Iteration 3Q (1470.040000 sec): 3 clusters Score: Raw -4558328.659990 + Penalty 3435.269411 = -4554893.390579 nChanged 1285 SP:Iteration 4Q (1470.150000 sec): 3 clusters Score: Raw -4558681.937128 + Penalty 3435.269411 = -4555246.667717 nChanged 1311 SP:Iteration 5Q (1470.250000 sec): 3 clusters Score: Raw -4559072.815715 + Penalty 3435.269411 = -4555637.546304 nChanged 1369 SP:Iteration 6Q (1470.360000 sec): 3 clusters Score: Raw -4559582.502306 + Penalty 3435.269411 = -4556147.232895 nChanged 1567 SP:Iteration 7Q (1470.460000 sec): 3 clusters Score: Raw -4560353.061140 + Penalty 3435.269411 = -4556917.791729 nChanged 1908 SP:Iteration 8Q (1470.570000 sec): 3 clusters Score: Raw -4561652.321890 + Penalty 3435.269411 = -4558217.052480 nChanged 2278 SP:Iteration 9F (1470.670000 sec): 3 clusters Score: Raw -4563496.372729 + Penalty 3435.269411 = -4560061.103318 nChanged 2514 SP:Iteration 10F (1470.770000 sec): 3 clusters Score: Raw -4565536.879924 + Penalty 3435.269411 = -4562101.610514 nChanged 2439 SP:Iteration 11F (1470.870000 sec): 3 clusters Score: Raw -4567329.692490 + Penalty 3435.269411 = -4563894.423079 nChanged 2044 SP:Iteration 12F (1470.970000 sec): 3 clusters Score: Raw -4568493.127784 + Penalty 3435.269411 = -4565057.858373 nChanged 1389 SP:Iteration 13Q (1471.070000 sec): 3 clusters Score: Raw -4569111.053428 + Penalty 3435.269411 = -4565675.784018 nChanged 993 SP:Iteration 14Q (1471.170000 sec): 3 clusters Score: Raw -4569532.065605 + Penalty 3435.269411 = -4566096.796194 nChanged 842 SP:Iteration 15Q (1471.270000 sec): 3 clusters Score: Raw -4569916.984030 + Penalty 3435.269411 = -4566481.714619 nChanged 844 SP:Iteration 16Q (1471.370000 sec): 3 clusters Score: Raw -4570310.112655 + Penalty 3435.269411 = -4566874.843244 nChanged 832 SP:Iteration 17Q (1471.460000 sec): 3 clusters Score: Raw -4570709.914887 + Penalty 3435.269411 = -4567274.645477 nChanged 765 SP:Iteration 18Q (1471.560000 sec): 3 clusters Score: Raw -4571070.902663 + Penalty 3435.269411 = -4567635.633253 nChanged 732 SP:Iteration 19Q (1471.650000 sec): 3 clusters Score: Raw -4571415.444222 + Penalty 3435.269411 = -4567980.174811 nChanged 655 SP:Iteration 20F (1471.750000 sec): 3 clusters Score: Raw -4571714.076294 + Penalty 3435.269411 = -4568278.806884 nChanged 616 SP:Iteration 21Q (1471.850000 sec): 3 clusters Score: Raw -4571964.434373 + Penalty 3435.269411 = -4568529.164962 nChanged 528 SP:Iteration 22Q (1471.950000 sec): 3 clusters Score: Raw -4572160.968157 + Penalty 3435.269411 = -4568725.698747 nChanged 456 SP:Iteration 23Q (1472.040000 sec): 3 clusters Score: Raw -4572317.090245 + Penalty 3435.269411 = -4568881.820835 nChanged 392 SP:Iteration 24Q (1472.140000 sec): 3 clusters Score: Raw -4572439.312581 + Penalty 3435.269411 = -4569004.043170 nChanged 364 SP:Iteration 25Q (1472.230000 sec): 3 clusters Score: Raw -4572555.109605 + Penalty 3435.269411 = -4569119.840194 nChanged 360 SP:Iteration 26Q (1472.330000 sec): 3 clusters Score: Raw -4572651.483003 + Penalty 3435.269411 = -4569216.213592 nChanged 328 SP:Iteration 27Q (1472.420000 sec): 3 clusters Score: Raw -4572740.398400 + Penalty 3435.269411 = -4569305.128989 nChanged 324 SP:Iteration 28Q (1472.520000 sec): 3 clusters Score: Raw -4572822.800076 + Penalty 3435.269411 = -4569387.530665 nChanged 324 SP:Iteration 29Q (1472.610000 sec): 3 clusters Score: Raw -4572902.764449 + Penalty 3435.269411 = -4569467.495038 nChanged 343 SP:Iteration 30Q (1472.710000 sec): 3 clusters Score: Raw -4572981.293663 + Penalty 3435.269411 = -4569546.024253 nChanged 328 SP:Iteration 31Q (1472.800000 sec): 3 clusters Score: Raw -4573054.898065 + Penalty 3435.269411 = -4569619.628655 nChanged 323 SP:Iteration 32Q (1472.890000 sec): 3 clusters Score: Raw -4573124.943580 + Penalty 3435.269411 = -4569689.674170 nChanged 327 SP:Iteration 33Q (1472.990000 sec): 3 clusters Score: Raw -4573192.654824 + Penalty 3435.269411 = -4569757.385414 nChanged 326 SP:Iteration 34Q (1473.080000 sec): 3 clusters Score: Raw -4573259.886158 + Penalty 3435.269411 = -4569824.616747 nChanged 338 SP:Iteration 35Q (1473.170000 sec): 3 clusters Score: Raw -4573330.785806 + Penalty 3435.269411 = -4569895.516395 nChanged 348 SP:Iteration 36Q (1473.260000 sec): 3 clusters Score: Raw -4573398.875380 + Penalty 3435.269411 = -4569963.605969 nChanged 323 SP:Iteration 37Q (1473.350000 sec): 3 clusters Score: Raw -4573460.567781 + Penalty 3435.269411 = -4570025.298370 nChanged 331 SP:Iteration 38Q (1473.450000 sec): 3 clusters Score: Raw -4573523.955600 + Penalty 3435.269411 = -4570088.686189 nChanged 329 SP:Iteration 39Q (1473.540000 sec): 3 clusters Score: Raw -4573585.674624 + Penalty 3435.269411 = -4570150.405213 nChanged 317 SP:Iteration 40F (1473.640000 sec): 3 clusters Score: Raw -4573666.092601 + Penalty 3435.269411 = -4570230.823191 nChanged 327 SP:Iteration 41Q (1473.730000 sec): 3 clusters Score: Raw -4573734.663534 + Penalty 3435.269411 = -4570299.394123 nChanged 325 SP:Iteration 42Q (1473.830000 sec): 3 clusters Score: Raw -4573799.788083 + Penalty 3435.269411 = -4570364.518672 nChanged 327 SP:Iteration 43Q (1473.930000 sec): 3 clusters Score: Raw -4573860.960597 + Penalty 3435.269411 = -4570425.691187 nChanged 298 SP:Iteration 44Q (1474.030000 sec): 3 clusters Score: Raw -4573912.726312 + Penalty 3435.269411 = -4570477.456902 nChanged 273 SP:Iteration 45Q (1474.120000 sec): 3 clusters Score: Raw -4573954.312984 + Penalty 3435.269411 = -4570519.043574 nChanged 241 SP:Iteration 46Q (1474.210000 sec): 3 clusters Score: Raw -4573987.009002 + Penalty 3435.269411 = -4570551.739591 nChanged 222 SP:Iteration 47Q (1474.310000 sec): 3 clusters Score: Raw -4574015.203716 + Penalty 3435.269411 = -4570579.934305 nChanged 200 SP:Iteration 48Q (1474.400000 sec): 3 clusters Score: Raw -4574037.455235 + Penalty 3435.269411 = -4570602.185825 nChanged 180 SP:Iteration 49Q (1474.490000 sec): 3 clusters Score: Raw -4574058.311659 + Penalty 3435.269411 = -4570623.042248 nChanged 168 SP:Iteration 50Q (1474.590000 sec): 3 clusters Score: Raw -4574076.490069 + Penalty 3435.269411 = -4570641.220659 nChanged 162 SP:Iteration 51Q (1474.680000 sec): 3 clusters Score: Raw -4574092.627161 + Penalty 3435.269411 = -4570657.357750 nChanged 145 SP:Iteration 52Q (1474.770000 sec): 3 clusters Score: Raw -4574107.373896 + Penalty 3435.269411 = -4570672.104486 nChanged 144 SP:Iteration 53Q (1474.860000 sec): 3 clusters Score: Raw -4574120.660534 + Penalty 3435.269411 = -4570685.391123 nChanged 126 SP:Iteration 54Q (1474.950000 sec): 3 clusters Score: Raw -4574132.365166 + Penalty 3435.269411 = -4570697.095755 nChanged 120 SP:Iteration 55Q (1475.050000 sec): 3 clusters Score: Raw -4574144.364122 + Penalty 3435.269411 = -4570709.094711 nChanged 123 SP:Iteration 56Q (1475.140000 sec): 3 clusters Score: Raw -4574155.396379 + Penalty 3435.269411 = -4570720.126969 nChanged 113 SP:Iteration 57Q (1475.230000 sec): 3 clusters Score: Raw -4574165.132641 + Penalty 3435.269411 = -4570729.863231 nChanged 93 SP:Iteration 58Q (1475.320000 sec): 3 clusters Score: Raw -4574173.445533 + Penalty 3435.269411 = -4570738.176122 nChanged 95 SP:Iteration 59Q (1475.410000 sec): 3 clusters Score: Raw -4574182.727358 + Penalty 3435.269411 = -4570747.457947 nChanged 97 SP:Iteration 60F (1475.510000 sec): 3 clusters Score: Raw -4574192.039202 + Penalty 3435.269411 = -4570756.769791 nChanged 81 SP:Iteration 61Q (1475.600000 sec): 3 clusters Score: Raw -4574198.800831 + Penalty 3435.269411 = -4570763.531420 nChanged 73 SP:Iteration 62Q (1475.690000 sec): 3 clusters Score: Raw -4574204.479302 + Penalty 3435.269411 = -4570769.209892 nChanged 72 SP:Iteration 63Q (1475.790000 sec): 3 clusters Score: Raw -4574209.526698 + Penalty 3435.269411 = -4570774.257288 nChanged 72 SP:Iteration 64Q (1475.880000 sec): 3 clusters Score: Raw -4574214.313555 + Penalty 3435.269411 = -4570779.044144 nChanged 57 SP:Iteration 65Q (1475.970000 sec): 3 clusters Score: Raw -4574217.934538 + Penalty 3435.269411 = -4570782.665127 nChanged 60 SP:Iteration 66Q (1476.060000 sec): 3 clusters Score: Raw -4574222.089300 + Penalty 3435.269411 = -4570786.819889 nChanged 67 SP:Iteration 67Q (1476.150000 sec): 3 clusters Score: Raw -4574227.061875 + Penalty 3435.269411 = -4570791.792464 nChanged 58 SP:Iteration 68Q (1476.240000 sec): 3 clusters Score: Raw -4574230.424569 + Penalty 3435.269411 = -4570795.155159 nChanged 45 SP:Iteration 69Q (1476.330000 sec): 3 clusters Score: Raw -4574232.879816 + Penalty 3435.269411 = -4570797.610406 nChanged 51 SP:Iteration 70Q (1476.430000 sec): 3 clusters Score: Raw -4574236.397457 + Penalty 3435.269411 = -4570801.128047 nChanged 56 SP:Iteration 71Q (1476.520000 sec): 3 clusters Score: Raw -4574240.702677 + Penalty 3435.269411 = -4570805.433266 nChanged 71 SP:Iteration 72Q (1476.610000 sec): 3 clusters Score: Raw -4574245.729847 + Penalty 3435.269411 = -4570810.460436 nChanged 70 SP:Iteration 73Q (1476.700000 sec): 3 clusters Score: Raw -4574250.449408 + Penalty 3435.269411 = -4570815.179997 nChanged 71 SP:Iteration 74Q (1476.790000 sec): 3 clusters Score: Raw -4574255.692160 + Penalty 3435.269411 = -4570820.422750 nChanged 68 SP:Iteration 75Q (1476.880000 sec): 3 clusters Score: Raw -4574260.836876 + Penalty 3435.269411 = -4570825.567465 nChanged 82 SP:Iteration 76Q (1476.970000 sec): 3 clusters Score: Raw -4574267.654363 + Penalty 3435.269411 = -4570832.384953 nChanged 77 SP:Iteration 77Q (1477.070000 sec): 3 clusters Score: Raw -4574274.008184 + Penalty 3435.269411 = -4570838.738773 nChanged 87 SP:Iteration 78Q (1477.160000 sec): 3 clusters Score: Raw -4574281.403465 + Penalty 3435.269411 = -4570846.134054 nChanged 87 SP:Iteration 79Q (1477.250000 sec): 3 clusters Score: Raw -4574287.851774 + Penalty 3435.269411 = -4570852.582363 nChanged 77 SP:Iteration 80F (1477.350000 sec): 3 clusters Score: Raw -4574293.495733 + Penalty 3435.269411 = -4570858.226322 nChanged 78 SP:Iteration 81Q (1477.440000 sec): 3 clusters Score: Raw -4574300.513538 + Penalty 3435.269411 = -4570865.244128 nChanged 88 SP:Iteration 82Q (1477.530000 sec): 3 clusters Score: Raw -4574307.905988 + Penalty 3435.269411 = -4570872.636578 nChanged 81 SP:Iteration 83Q (1477.620000 sec): 3 clusters Score: Raw -4574314.899579 + Penalty 3435.269411 = -4570879.630168 nChanged 77 SP:Iteration 84Q (1477.710000 sec): 3 clusters Score: Raw -4574321.515306 + Penalty 3435.269411 = -4570886.245895 nChanged 91 SP:Iteration 85Q (1477.800000 sec): 3 clusters Score: Raw -4574329.659428 + Penalty 3435.269411 = -4570894.390017 nChanged 99 SP:Iteration 86Q (1477.890000 sec): 3 clusters Score: Raw -4574338.941768 + Penalty 3435.269411 = -4570903.672357 nChanged 102 SP:Iteration 87Q (1477.980000 sec): 3 clusters Score: Raw -4574350.156946 + Penalty 3435.269411 = -4570914.887535 nChanged 124 SP:Iteration 88Q (1478.070000 sec): 3 clusters Score: Raw -4574364.422544 + Penalty 3435.269411 = -4570929.153133 nChanged 112 SP:Iteration 89Q (1478.150000 sec): 3 clusters Score: Raw -4574375.676696 + Penalty 3435.269411 = -4570940.407285 nChanged 108 SP:Iteration 90Q (1478.250000 sec): 3 clusters Score: Raw -4574387.481054 + Penalty 3435.269411 = -4570952.211643 nChanged 127 SP:Iteration 91Q (1478.330000 sec): 3 clusters Score: Raw -4574401.884799 + Penalty 3435.269411 = -4570966.615389 nChanged 130 SP:Iteration 92Q (1478.420000 sec): 3 clusters Score: Raw -4574417.052926 + Penalty 3435.269411 = -4570981.783516 nChanged 150 SP:Iteration 93Q (1478.520000 sec): 3 clusters Score: Raw -4574435.679794 + Penalty 3435.269411 = -4571000.410383 nChanged 134 SP:Iteration 94Q (1478.600000 sec): 3 clusters Score: Raw -4574453.874937 + Penalty 3435.269411 = -4571018.605526 nChanged 135 SP:Iteration 95Q (1478.690000 sec): 3 clusters Score: Raw -4574472.865334 + Penalty 3435.269411 = -4571037.595924 nChanged 135 SP:Iteration 96Q (1478.780000 sec): 3 clusters Score: Raw -4574491.611533 + Penalty 3435.269411 = -4571056.342122 nChanged 133 SP:Iteration 97Q (1478.870000 sec): 3 clusters Score: Raw -4574510.559959 + Penalty 3435.269411 = -4571075.290548 nChanged 139 SP:Iteration 98Q (1478.960000 sec): 3 clusters Score: Raw -4574531.040902 + Penalty 3435.269411 = -4571095.771492 nChanged 152 SP:Iteration 99Q (1479.050000 sec): 3 clusters Score: Raw -4574551.858759 + Penalty 3435.269411 = -4571116.589348 nChanged 134 SP:Iteration 100F (1479.150000 sec): 3 clusters Score: Raw -4574569.351221 + Penalty 3435.269411 = -4571134.081810 nChanged 127 SP:Iteration 101Q (1479.240000 sec): 3 clusters Score: Raw -4574586.782764 + Penalty 3435.269411 = -4571151.513354 nChanged 135 SP:Iteration 102Q (1479.320000 sec): 3 clusters Score: Raw -4574605.085507 + Penalty 3435.269411 = -4571169.816096 nChanged 138 SP:Iteration 103Q (1479.410000 sec): 3 clusters Score: Raw -4574622.537844 + Penalty 3435.269411 = -4571187.268433 nChanged 132 SP:Iteration 104Q (1479.500000 sec): 3 clusters Score: Raw -4574637.030102 + Penalty 3435.269411 = -4571201.760692 nChanged 103 SP:Iteration 105Q (1479.590000 sec): 3 clusters Score: Raw -4574647.174825 + Penalty 3435.269411 = -4571211.905415 nChanged 96 SP:Iteration 106Q (1479.680000 sec): 3 clusters Score: Raw -4574656.178602 + Penalty 3435.269411 = -4571220.909192 nChanged 89 SP:Iteration 107Q (1479.760000 sec): 3 clusters Score: Raw -4574664.324354 + Penalty 3435.269411 = -4571229.054943 nChanged 72 SP:Iteration 108Q (1479.850000 sec): 3 clusters Score: Raw -4574670.318698 + Penalty 3435.269411 = -4571235.049288 nChanged 61 SP:Iteration 109Q (1479.940000 sec): 3 clusters Score: Raw -4574675.221914 + Penalty 3435.269411 = -4571239.952503 nChanged 55 SP:Iteration 110Q (1480.030000 sec): 3 clusters Score: Raw -4574679.421274 + Penalty 3435.269411 = -4571244.151863 nChanged 48 SP:Iteration 111Q (1480.120000 sec): 3 clusters Score: Raw -4574682.755224 + Penalty 3435.269411 = -4571247.485814 nChanged 45 SP:Iteration 112Q (1480.200000 sec): 3 clusters Score: Raw -4574685.853097 + Penalty 3435.269411 = -4571250.583686 nChanged 36 SP:Iteration 113Q (1480.290000 sec): 3 clusters Score: Raw -4574688.555801 + Penalty 3435.269411 = -4571253.286390 nChanged 39 SP:Iteration 114Q (1480.380000 sec): 3 clusters Score: Raw -4574690.848884 + Penalty 3435.269411 = -4571255.579473 nChanged 34 SP:Iteration 115Q (1480.470000 sec): 3 clusters Score: Raw -4574692.539998 + Penalty 3435.269411 = -4571257.270588 nChanged 18 SP:Iteration 116Q (1480.550000 sec): 3 clusters Score: Raw -4574693.521490 + Penalty 3435.269411 = -4571258.252079 nChanged 18 SP:Iteration 117Q (1480.640000 sec): 3 clusters Score: Raw -4574694.562778 + Penalty 3435.269411 = -4571259.293368 nChanged 21 SP:Iteration 118Q (1480.730000 sec): 3 clusters Score: Raw -4574695.647350 + Penalty 3435.269411 = -4571260.377939 nChanged 21 SP:Iteration 119Q (1480.820000 sec): 3 clusters Score: Raw -4574696.608049 + Penalty 3435.269411 = -4571261.338638 nChanged 10 SP:Iteration 120F (1480.920000 sec): 3 clusters Score: Raw -4574696.908519 + Penalty 3435.269411 = -4571261.639109 nChanged 8 SP:Iteration 121Q (1481.000000 sec): 3 clusters Score: Raw -4574697.181726 + Penalty 3435.269411 = -4571261.912315 nChanged 5 SP:Iteration 122Q (1481.090000 sec): 3 clusters Score: Raw -4574697.277269 + Penalty 3435.269411 = -4571262.007859 nChanged 3 SP:Iteration 123Q (1481.180000 sec): 3 clusters Score: Raw -4574697.386218 + Penalty 3435.269411 = -4571262.116807 nChanged 3 SP:Iteration 124Q (1481.260000 sec): 3 clusters Score: Raw -4574697.524852 + Penalty 3435.269411 = -4571262.255442 nChanged 2 SP:Iteration 125Q (1481.350000 sec): 3 clusters Score: Raw -4574697.617060 + Penalty 3435.269411 = -4571262.347650 nChanged 1 SP:Iteration 126Q (1481.440000 sec): 3 clusters Score: Raw -4574697.657488 + Penalty 3435.269411 = -4571262.388077 nChanged 0 SP:Iteration 127F (1481.540000 sec): 3 clusters Score: Raw -4574697.657488 + Penalty 3435.269411 = -4571262.388077 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 3.13 GB. Trying to split cluster 21 (41758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1481.650000 sec): 2 clusters Score: Raw -4889640.296449 + Penalty 1728.942528 = -4887911.353921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1481.760000 sec): 3 clusters Score: Raw -4863435.065614 + Penalty 3457.885057 = -4859977.180557 nChanged 19497 SP:Iteration 1F (1481.870000 sec): 3 clusters Score: Raw -4874388.076958 + Penalty 3457.885057 = -4870930.191902 nChanged 1888 SP:Iteration 2Q (1481.980000 sec): 3 clusters Score: Raw -4875076.376677 + Penalty 3457.885057 = -4871618.491620 nChanged 1977 SP:Iteration 3Q (1482.090000 sec): 3 clusters Score: Raw -4875954.796063 + Penalty 3457.885057 = -4872496.911006 nChanged 2227 SP:Iteration 4F (1482.200000 sec): 3 clusters Score: Raw -4877174.785807 + Penalty 3457.885057 = -4873716.900750 nChanged 2476 SP:Iteration 5F (1482.310000 sec): 3 clusters Score: Raw -4878863.234067 + Penalty 3457.885057 = -4875405.349010 nChanged 2787 SP:Iteration 6F (1482.420000 sec): 3 clusters Score: Raw -4880926.759014 + Penalty 3457.885057 = -4877468.873957 nChanged 2776 SP:Iteration 7F (1482.530000 sec): 3 clusters Score: Raw -4883004.928868 + Penalty 3457.885057 = -4879547.043811 nChanged 2471 SP:Iteration 8F (1482.640000 sec): 3 clusters Score: Raw -4884491.416971 + Penalty 3457.885057 = -4881033.531915 nChanged 1714 SP:Iteration 9Q (1482.740000 sec): 3 clusters Score: Raw -4885153.679379 + Penalty 3457.885057 = -4881695.794323 nChanged 1024 SP:Iteration 10Q (1482.850000 sec): 3 clusters Score: Raw -4885367.403065 + Penalty 3457.885057 = -4881909.518008 nChanged 541 SP:Iteration 11Q (1482.960000 sec): 3 clusters Score: Raw -4885458.810003 + Penalty 3457.885057 = -4882000.924946 nChanged 378 SP:Iteration 12Q (1483.070000 sec): 3 clusters Score: Raw -4885520.520246 + Penalty 3457.885057 = -4882062.635189 nChanged 300 SP:Iteration 13Q (1483.170000 sec): 3 clusters Score: Raw -4885566.736322 + Penalty 3457.885057 = -4882108.851265 nChanged 299 SP:Iteration 14Q (1483.280000 sec): 3 clusters Score: Raw -4885615.959048 + Penalty 3457.885057 = -4882158.073991 nChanged 284 SP:Iteration 15Q (1483.390000 sec): 3 clusters Score: Raw -4885659.710661 + Penalty 3457.885057 = -4882201.825605 nChanged 281 SP:Iteration 16Q (1483.500000 sec): 3 clusters Score: Raw -4885702.206489 + Penalty 3457.885057 = -4882244.321432 nChanged 273 SP:Iteration 17Q (1483.600000 sec): 3 clusters Score: Raw -4885742.359718 + Penalty 3457.885057 = -4882284.474661 nChanged 254 SP:Iteration 18Q (1483.710000 sec): 3 clusters Score: Raw -4885775.744326 + Penalty 3457.885057 = -4882317.859269 nChanged 251 SP:Iteration 19Q (1483.810000 sec): 3 clusters Score: Raw -4885809.025464 + Penalty 3457.885057 = -4882351.140407 nChanged 240 SP:Iteration 20F (1483.920000 sec): 3 clusters Score: Raw -4885839.303469 + Penalty 3457.885057 = -4882381.418412 nChanged 230 SP:Iteration 21Q (1484.030000 sec): 3 clusters Score: Raw -4885865.973617 + Penalty 3457.885057 = -4882408.088561 nChanged 242 SP:Iteration 22Q (1484.130000 sec): 3 clusters Score: Raw -4885898.828802 + Penalty 3457.885057 = -4882440.943745 nChanged 277 SP:Iteration 23Q (1484.240000 sec): 3 clusters Score: Raw -4885941.482067 + Penalty 3457.885057 = -4882483.597010 nChanged 313 SP:Iteration 24Q (1484.340000 sec): 3 clusters Score: Raw -4885993.154677 + Penalty 3457.885057 = -4882535.269621 nChanged 346 SP:Iteration 25Q (1484.450000 sec): 3 clusters Score: Raw -4886059.031271 + Penalty 3457.885057 = -4882601.146214 nChanged 363 SP:Iteration 26Q (1484.560000 sec): 3 clusters Score: Raw -4886130.813368 + Penalty 3457.885057 = -4882672.928311 nChanged 376 SP:Iteration 27Q (1484.660000 sec): 3 clusters Score: Raw -4886207.187720 + Penalty 3457.885057 = -4882749.302663 nChanged 405 SP:Iteration 28Q (1484.770000 sec): 3 clusters Score: Raw -4886289.303410 + Penalty 3457.885057 = -4882831.418353 nChanged 395 SP:Iteration 29Q (1484.870000 sec): 3 clusters Score: Raw -4886368.436416 + Penalty 3457.885057 = -4882910.551359 nChanged 368 SP:Iteration 30Q (1484.980000 sec): 3 clusters Score: Raw -4886447.795533 + Penalty 3457.885057 = -4882989.910476 nChanged 420 SP:Iteration 31Q (1485.080000 sec): 3 clusters Score: Raw -4886539.140955 + Penalty 3457.885057 = -4883081.255898 nChanged 397 SP:Iteration 32Q (1485.180000 sec): 3 clusters Score: Raw -4886627.514403 + Penalty 3457.885057 = -4883169.629346 nChanged 393 SP:Iteration 33Q (1485.280000 sec): 3 clusters Score: Raw -4886719.611553 + Penalty 3457.885057 = -4883261.726496 nChanged 414 SP:Iteration 34Q (1485.390000 sec): 3 clusters Score: Raw -4886817.693239 + Penalty 3457.885057 = -4883359.808182 nChanged 383 SP:Iteration 35Q (1485.490000 sec): 3 clusters Score: Raw -4886897.960511 + Penalty 3457.885057 = -4883440.075454 nChanged 363 SP:Iteration 36Q (1485.590000 sec): 3 clusters Score: Raw -4886979.620339 + Penalty 3457.885057 = -4883521.735282 nChanged 398 SP:Iteration 37Q (1485.690000 sec): 3 clusters Score: Raw -4887074.143874 + Penalty 3457.885057 = -4883616.258817 nChanged 420 SP:Iteration 38Q (1485.800000 sec): 3 clusters Score: Raw -4887179.893152 + Penalty 3457.885057 = -4883722.008096 nChanged 439 SP:Iteration 39Q (1485.900000 sec): 3 clusters Score: Raw -4887291.826945 + Penalty 3457.885057 = -4883833.941889 nChanged 411 SP:Iteration 40F (1486.000000 sec): 3 clusters Score: Raw -4887397.294770 + Penalty 3457.885057 = -4883939.409713 nChanged 432 SP:Iteration 41Q (1486.100000 sec): 3 clusters Score: Raw -4887515.553837 + Penalty 3457.885057 = -4884057.668780 nChanged 484 SP:Iteration 42Q (1486.200000 sec): 3 clusters Score: Raw -4887657.945015 + Penalty 3457.885057 = -4884200.059958 nChanged 484 SP:Iteration 43Q (1486.300000 sec): 3 clusters Score: Raw -4887806.338037 + Penalty 3457.885057 = -4884348.452980 nChanged 459 SP:Iteration 44Q (1486.400000 sec): 3 clusters Score: Raw -4887945.172302 + Penalty 3457.885057 = -4884487.287245 nChanged 450 SP:Iteration 45Q (1486.500000 sec): 3 clusters Score: Raw -4888088.600908 + Penalty 3457.885057 = -4884630.715851 nChanged 441 SP:Iteration 46Q (1486.600000 sec): 3 clusters Score: Raw -4888238.186065 + Penalty 3457.885057 = -4884780.301009 nChanged 448 SP:Iteration 47Q (1486.690000 sec): 3 clusters Score: Raw -4888392.682175 + Penalty 3457.885057 = -4884934.797118 nChanged 431 SP:Iteration 48Q (1486.780000 sec): 3 clusters Score: Raw -4888553.039375 + Penalty 3457.885057 = -4885095.154318 nChanged 454 SP:Iteration 49Q (1486.880000 sec): 3 clusters Score: Raw -4888739.215681 + Penalty 3457.885057 = -4885281.330625 nChanged 425 SP:Iteration 50Q (1486.970000 sec): 3 clusters Score: Raw -4888910.075851 + Penalty 3457.885057 = -4885452.190794 nChanged 381 SP:Iteration 51Q (1487.060000 sec): 3 clusters Score: Raw -4889061.387856 + Penalty 3457.885057 = -4885603.502800 nChanged 344 SP:Iteration 52Q (1487.150000 sec): 3 clusters Score: Raw -4889203.031453 + Penalty 3457.885057 = -4885745.146396 nChanged 325 SP:Iteration 53Q (1487.240000 sec): 3 clusters Score: Raw -4889337.750506 + Penalty 3457.885057 = -4885879.865449 nChanged 317 SP:Iteration 54Q (1487.330000 sec): 3 clusters Score: Raw -4889464.076506 + Penalty 3457.885057 = -4886006.191449 nChanged 253 SP:Iteration 55Q (1487.420000 sec): 3 clusters Score: Raw -4889553.584104 + Penalty 3457.885057 = -4886095.699048 nChanged 223 SP:Iteration 56Q (1487.500000 sec): 3 clusters Score: Raw -4889650.555911 + Penalty 3457.885057 = -4886192.670855 nChanged 218 SP:Iteration 57Q (1487.590000 sec): 3 clusters Score: Raw -4889745.719586 + Penalty 3457.885057 = -4886287.834530 nChanged 199 SP:Iteration 58Q (1487.690000 sec): 3 clusters Score: Raw -4889838.050706 + Penalty 3457.885057 = -4886380.165649 nChanged 171 SP:Iteration 59Q (1487.780000 sec): 3 clusters Score: Raw -4889917.516914 + Penalty 3457.885057 = -4886459.631857 nChanged 159 SP:Iteration 60F (1487.880000 sec): 3 clusters Score: Raw -4889985.247926 + Penalty 3457.885057 = -4886527.362869 nChanged 143 SP:Iteration 61Q (1487.980000 sec): 3 clusters Score: Raw -4890042.942283 + Penalty 3457.885057 = -4886585.057227 nChanged 120 SP:Iteration 62Q (1488.060000 sec): 3 clusters Score: Raw -4890083.789749 + Penalty 3457.885057 = -4886625.904692 nChanged 100 SP:Iteration 63Q (1488.150000 sec): 3 clusters Score: Raw -4890119.910353 + Penalty 3457.885057 = -4886662.025296 nChanged 90 SP:Iteration 64Q (1488.230000 sec): 3 clusters Score: Raw -4890154.206306 + Penalty 3457.885057 = -4886696.321249 nChanged 76 SP:Iteration 65Q (1488.310000 sec): 3 clusters Score: Raw -4890178.135022 + Penalty 3457.885057 = -4886720.249965 nChanged 64 SP:Iteration 66Q (1488.400000 sec): 3 clusters Score: Raw -4890196.203092 + Penalty 3457.885057 = -4886738.318035 nChanged 58 SP:Iteration 67Q (1488.480000 sec): 3 clusters Score: Raw -4890219.197839 + Penalty 3457.885057 = -4886761.312783 nChanged 52 SP:Iteration 68Q (1488.560000 sec): 3 clusters Score: Raw -4890235.163297 + Penalty 3457.885057 = -4886777.278240 nChanged 46 SP:Iteration 69Q (1488.650000 sec): 3 clusters Score: Raw -4890250.389752 + Penalty 3457.885057 = -4886792.504696 nChanged 39 SP:Iteration 70Q (1488.730000 sec): 3 clusters Score: Raw -4890261.942296 + Penalty 3457.885057 = -4886804.057240 nChanged 34 SP:Iteration 71Q (1488.810000 sec): 3 clusters Score: Raw -4890270.993170 + Penalty 3457.885057 = -4886813.108113 nChanged 24 SP:Iteration 72Q (1488.890000 sec): 3 clusters Score: Raw -4890277.042752 + Penalty 3457.885057 = -4886819.157695 nChanged 21 SP:Iteration 73Q (1488.970000 sec): 3 clusters Score: Raw -4890283.044372 + Penalty 3457.885057 = -4886825.159315 nChanged 28 SP:Iteration 74Q (1489.050000 sec): 3 clusters Score: Raw -4890289.717215 + Penalty 3457.885057 = -4886831.832158 nChanged 22 SP:Iteration 75Q (1489.130000 sec): 3 clusters Score: Raw -4890294.911116 + Penalty 3457.885057 = -4886837.026060 nChanged 23 SP:Iteration 76Q (1489.210000 sec): 3 clusters Score: Raw -4890300.876894 + Penalty 3457.885057 = -4886842.991837 nChanged 22 SP:Iteration 77Q (1489.290000 sec): 3 clusters Score: Raw -4890307.498036 + Penalty 3457.885057 = -4886849.612980 nChanged 22 SP:Iteration 78Q (1489.370000 sec): 3 clusters Score: Raw -4890313.653276 + Penalty 3457.885057 = -4886855.768219 nChanged 19 SP:Iteration 79Q (1489.450000 sec): 3 clusters Score: Raw -4890318.040923 + Penalty 3457.885057 = -4886860.155866 nChanged 15 SP:Iteration 80F (1489.560000 sec): 3 clusters Score: Raw -4890321.035236 + Penalty 3457.885057 = -4886863.150179 nChanged 16 SP:Iteration 81Q (1489.640000 sec): 3 clusters Score: Raw -4890324.449199 + Penalty 3457.885057 = -4886866.564142 nChanged 13 SP:Iteration 82Q (1489.720000 sec): 3 clusters Score: Raw -4890328.175155 + Penalty 3457.885057 = -4886870.290099 nChanged 14 SP:Iteration 83Q (1489.800000 sec): 3 clusters Score: Raw -4890331.412049 + Penalty 3457.885057 = -4886873.526992 nChanged 11 SP:Iteration 84Q (1489.880000 sec): 3 clusters Score: Raw -4890334.061813 + Penalty 3457.885057 = -4886876.176756 nChanged 11 SP:Iteration 85Q (1489.960000 sec): 3 clusters Score: Raw -4890337.025131 + Penalty 3457.885057 = -4886879.140074 nChanged 11 SP:Iteration 86Q (1490.040000 sec): 3 clusters Score: Raw -4890339.118316 + Penalty 3457.885057 = -4886881.233259 nChanged 6 SP:Iteration 87Q (1490.120000 sec): 3 clusters Score: Raw -4890340.233309 + Penalty 3457.885057 = -4886882.348252 nChanged 7 SP:Iteration 88Q (1490.200000 sec): 3 clusters Score: Raw -4890341.437501 + Penalty 3457.885057 = -4886883.552444 nChanged 5 SP:Iteration 89Q (1490.280000 sec): 3 clusters Score: Raw -4890342.574131 + Penalty 3457.885057 = -4886884.689074 nChanged 7 SP:Iteration 90Q (1490.360000 sec): 3 clusters Score: Raw -4890343.940116 + Penalty 3457.885057 = -4886886.055059 nChanged 3 SP:Iteration 91Q (1490.440000 sec): 3 clusters Score: Raw -4890344.469403 + Penalty 3457.885057 = -4886886.584346 nChanged 2 SP:Iteration 92Q (1490.520000 sec): 3 clusters Score: Raw -4890345.048528 + Penalty 3457.885057 = -4886887.163472 nChanged 5 SP:Iteration 93Q (1490.600000 sec): 3 clusters Score: Raw -4890345.763415 + Penalty 3457.885057 = -4886887.878359 nChanged 5 SP:Iteration 94Q (1490.680000 sec): 3 clusters Score: Raw -4890346.698478 + Penalty 3457.885057 = -4886888.813421 nChanged 2 SP:Iteration 95Q (1490.760000 sec): 3 clusters Score: Raw -4890347.175059 + Penalty 3457.885057 = -4886889.290002 nChanged 1 SP:Iteration 96Q (1490.840000 sec): 3 clusters Score: Raw -4890347.383950 + Penalty 3457.885057 = -4886889.498893 nChanged 3 SP:Iteration 97Q (1490.920000 sec): 3 clusters Score: Raw -4890347.772194 + Penalty 3457.885057 = -4886889.887138 nChanged 1 SP:Iteration 98Q (1491.000000 sec): 3 clusters Score: Raw -4890347.904267 + Penalty 3457.885057 = -4886890.019210 nChanged 0 SP:Iteration 99F (1491.110000 sec): 3 clusters Score: Raw -4890347.904267 + Penalty 3457.885057 = -4886890.019210 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 22 (39901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.210000 sec): 2 clusters Score: Raw -4672198.748614 + Penalty 1721.550458 = -4670477.198156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.310000 sec): 3 clusters Score: Raw -4647173.399518 + Penalty 3443.100916 = -4643730.298602 nChanged 18461 SP:Iteration 1F (1491.410000 sec): 3 clusters Score: Raw -4657445.800682 + Penalty 3443.100916 = -4654002.699766 nChanged 1624 SP:Iteration 2Q (1491.520000 sec): 3 clusters Score: Raw -4658018.892917 + Penalty 3443.100916 = -4654575.792001 nChanged 1746 SP:Iteration 3Q (1491.630000 sec): 3 clusters Score: Raw -4658789.811313 + Penalty 3443.100916 = -4655346.710397 nChanged 1882 SP:Iteration 4Q (1491.740000 sec): 3 clusters Score: Raw -4659767.688741 + Penalty 3443.100916 = -4656324.587824 nChanged 2162 SP:Iteration 5F (1491.850000 sec): 3 clusters Score: Raw -4661168.360687 + Penalty 3443.100916 = -4657725.259770 nChanged 2504 SP:Iteration 6F (1491.950000 sec): 3 clusters Score: Raw -4662958.821860 + Penalty 3443.100916 = -4659515.720944 nChanged 2682 SP:Iteration 7F (1492.050000 sec): 3 clusters Score: Raw -4665033.353858 + Penalty 3443.100916 = -4661590.252942 nChanged 2586 SP:Iteration 8F (1492.160000 sec): 3 clusters Score: Raw -4666794.687388 + Penalty 3443.100916 = -4663351.586472 nChanged 2050 SP:Iteration 9F (1492.260000 sec): 3 clusters Score: Raw -4667805.626893 + Penalty 3443.100916 = -4664362.525977 nChanged 1362 SP:Iteration 10Q (1492.350000 sec): 3 clusters Score: Raw -4668275.991990 + Penalty 3443.100916 = -4664832.891074 nChanged 857 SP:Iteration 11Q (1492.450000 sec): 3 clusters Score: Raw -4668474.311049 + Penalty 3443.100916 = -4665031.210133 nChanged 534 SP:Iteration 12Q (1492.550000 sec): 3 clusters Score: Raw -4668563.211895 + Penalty 3443.100916 = -4665120.110978 nChanged 377 SP:Iteration 13Q (1492.640000 sec): 3 clusters Score: Raw -4668616.604123 + Penalty 3443.100916 = -4665173.503207 nChanged 294 SP:Iteration 14Q (1492.740000 sec): 3 clusters Score: Raw -4668657.172618 + Penalty 3443.100916 = -4665214.071702 nChanged 233 SP:Iteration 15Q (1492.840000 sec): 3 clusters Score: Raw -4668683.884712 + Penalty 3443.100916 = -4665240.783796 nChanged 210 SP:Iteration 16Q (1492.940000 sec): 3 clusters Score: Raw -4668705.115911 + Penalty 3443.100916 = -4665262.014995 nChanged 188 SP:Iteration 17Q (1493.040000 sec): 3 clusters Score: Raw -4668721.200947 + Penalty 3443.100916 = -4665278.100031 nChanged 165 SP:Iteration 18Q (1493.140000 sec): 3 clusters Score: Raw -4668736.591125 + Penalty 3443.100916 = -4665293.490209 nChanged 144 SP:Iteration 19Q (1493.250000 sec): 3 clusters Score: Raw -4668748.737984 + Penalty 3443.100916 = -4665305.637068 nChanged 137 SP:Iteration 20F (1493.350000 sec): 3 clusters Score: Raw -4668761.000875 + Penalty 3443.100916 = -4665317.899959 nChanged 125 SP:Iteration 21Q (1493.450000 sec): 3 clusters Score: Raw -4668771.733794 + Penalty 3443.100916 = -4665328.632878 nChanged 120 SP:Iteration 22Q (1493.550000 sec): 3 clusters Score: Raw -4668781.085281 + Penalty 3443.100916 = -4665337.984364 nChanged 111 SP:Iteration 23Q (1493.650000 sec): 3 clusters Score: Raw -4668790.222592 + Penalty 3443.100916 = -4665347.121676 nChanged 122 SP:Iteration 24Q (1493.750000 sec): 3 clusters Score: Raw -4668800.902661 + Penalty 3443.100916 = -4665357.801745 nChanged 122 SP:Iteration 25Q (1493.850000 sec): 3 clusters Score: Raw -4668811.618118 + Penalty 3443.100916 = -4665368.517202 nChanged 120 SP:Iteration 26Q (1493.950000 sec): 3 clusters Score: Raw -4668820.891929 + Penalty 3443.100916 = -4665377.791013 nChanged 107 SP:Iteration 27Q (1494.050000 sec): 3 clusters Score: Raw -4668828.395741 + Penalty 3443.100916 = -4665385.294824 nChanged 101 SP:Iteration 28Q (1494.150000 sec): 3 clusters Score: Raw -4668834.765120 + Penalty 3443.100916 = -4665391.664204 nChanged 82 SP:Iteration 29Q (1494.250000 sec): 3 clusters Score: Raw -4668839.186756 + Penalty 3443.100916 = -4665396.085840 nChanged 73 SP:Iteration 30Q (1494.350000 sec): 3 clusters Score: Raw -4668843.443526 + Penalty 3443.100916 = -4665400.342610 nChanged 78 SP:Iteration 31Q (1494.450000 sec): 3 clusters Score: Raw -4668849.118386 + Penalty 3443.100916 = -4665406.017469 nChanged 77 SP:Iteration 32Q (1494.550000 sec): 3 clusters Score: Raw -4668854.204389 + Penalty 3443.100916 = -4665411.103473 nChanged 81 SP:Iteration 33Q (1494.650000 sec): 3 clusters Score: Raw -4668859.669689 + Penalty 3443.100916 = -4665416.568772 nChanged 84 SP:Iteration 34Q (1494.750000 sec): 3 clusters Score: Raw -4668864.965882 + Penalty 3443.100916 = -4665421.864966 nChanged 88 SP:Iteration 35Q (1494.850000 sec): 3 clusters Score: Raw -4668870.368624 + Penalty 3443.100916 = -4665427.267708 nChanged 88 SP:Iteration 36Q (1494.950000 sec): 3 clusters Score: Raw -4668875.164691 + Penalty 3443.100916 = -4665432.063775 nChanged 76 SP:Iteration 37Q (1495.050000 sec): 3 clusters Score: Raw -4668879.225079 + Penalty 3443.100916 = -4665436.124163 nChanged 80 SP:Iteration 38Q (1495.160000 sec): 3 clusters Score: Raw -4668884.490410 + Penalty 3443.100916 = -4665441.389494 nChanged 82 SP:Iteration 39Q (1495.260000 sec): 3 clusters Score: Raw -4668889.414059 + Penalty 3443.100916 = -4665446.313143 nChanged 86 SP:Iteration 40F (1495.360000 sec): 3 clusters Score: Raw -4668894.483944 + Penalty 3443.100916 = -4665451.383028 nChanged 87 SP:Iteration 41Q (1495.460000 sec): 3 clusters Score: Raw -4668900.362504 + Penalty 3443.100916 = -4665457.261588 nChanged 89 SP:Iteration 42Q (1495.560000 sec): 3 clusters Score: Raw -4668906.732515 + Penalty 3443.100916 = -4665463.631599 nChanged 101 SP:Iteration 43Q (1495.660000 sec): 3 clusters Score: Raw -4668914.677421 + Penalty 3443.100916 = -4665471.576504 nChanged 113 SP:Iteration 44Q (1495.760000 sec): 3 clusters Score: Raw -4668924.128585 + Penalty 3443.100916 = -4665481.027668 nChanged 125 SP:Iteration 45Q (1495.860000 sec): 3 clusters Score: Raw -4668935.098404 + Penalty 3443.100916 = -4665491.997488 nChanged 141 SP:Iteration 46Q (1495.960000 sec): 3 clusters Score: Raw -4668946.343103 + Penalty 3443.100916 = -4665503.242187 nChanged 113 SP:Iteration 47Q (1496.060000 sec): 3 clusters Score: Raw -4668953.898281 + Penalty 3443.100916 = -4665510.797365 nChanged 97 SP:Iteration 48Q (1496.160000 sec): 3 clusters Score: Raw -4668960.551889 + Penalty 3443.100916 = -4665517.450973 nChanged 83 SP:Iteration 49Q (1496.260000 sec): 3 clusters Score: Raw -4668965.835481 + Penalty 3443.100916 = -4665522.734565 nChanged 76 SP:Iteration 50Q (1496.360000 sec): 3 clusters Score: Raw -4668970.009961 + Penalty 3443.100916 = -4665526.909044 nChanged 70 SP:Iteration 51Q (1496.460000 sec): 3 clusters Score: Raw -4668974.712175 + Penalty 3443.100916 = -4665531.611259 nChanged 83 SP:Iteration 52Q (1496.560000 sec): 3 clusters Score: Raw -4668979.715543 + Penalty 3443.100916 = -4665536.614626 nChanged 91 SP:Iteration 53Q (1496.660000 sec): 3 clusters Score: Raw -4668985.499995 + Penalty 3443.100916 = -4665542.399078 nChanged 98 SP:Iteration 54Q (1496.760000 sec): 3 clusters Score: Raw -4668992.615483 + Penalty 3443.100916 = -4665549.514567 nChanged 98 SP:Iteration 55Q (1496.860000 sec): 3 clusters Score: Raw -4668998.512361 + Penalty 3443.100916 = -4665555.411445 nChanged 99 SP:Iteration 56Q (1496.960000 sec): 3 clusters Score: Raw -4669005.257820 + Penalty 3443.100916 = -4665562.156904 nChanged 91 SP:Iteration 57Q (1497.060000 sec): 3 clusters Score: Raw -4669012.444803 + Penalty 3443.100916 = -4665569.343887 nChanged 105 SP:Iteration 58Q (1497.160000 sec): 3 clusters Score: Raw -4669019.647904 + Penalty 3443.100916 = -4665576.546987 nChanged 102 SP:Iteration 59Q (1497.260000 sec): 3 clusters Score: Raw -4669026.721079 + Penalty 3443.100916 = -4665583.620163 nChanged 90 SP:Iteration 60F (1497.360000 sec): 3 clusters Score: Raw -4669032.806515 + Penalty 3443.100916 = -4665589.705599 nChanged 97 SP:Iteration 61Q (1497.460000 sec): 3 clusters Score: Raw -4669038.843090 + Penalty 3443.100916 = -4665595.742174 nChanged 89 SP:Iteration 62Q (1497.560000 sec): 3 clusters Score: Raw -4669044.537115 + Penalty 3443.100916 = -4665601.436198 nChanged 84 SP:Iteration 63Q (1497.660000 sec): 3 clusters Score: Raw -4669050.187965 + Penalty 3443.100916 = -4665607.087048 nChanged 102 SP:Iteration 64Q (1497.770000 sec): 3 clusters Score: Raw -4669057.522768 + Penalty 3443.100916 = -4665614.421852 nChanged 110 SP:Iteration 65Q (1497.870000 sec): 3 clusters Score: Raw -4669065.962981 + Penalty 3443.100916 = -4665622.862065 nChanged 113 SP:Iteration 66Q (1497.970000 sec): 3 clusters Score: Raw -4669074.588994 + Penalty 3443.100916 = -4665631.488077 nChanged 115 SP:Iteration 67Q (1498.070000 sec): 3 clusters Score: Raw -4669082.666115 + Penalty 3443.100916 = -4665639.565199 nChanged 115 SP:Iteration 68Q (1498.170000 sec): 3 clusters Score: Raw -4669091.590196 + Penalty 3443.100916 = -4665648.489279 nChanged 125 SP:Iteration 69Q (1498.270000 sec): 3 clusters Score: Raw -4669100.817967 + Penalty 3443.100916 = -4665657.717051 nChanged 121 SP:Iteration 70Q (1498.370000 sec): 3 clusters Score: Raw -4669109.662350 + Penalty 3443.100916 = -4665666.561434 nChanged 118 SP:Iteration 71Q (1498.480000 sec): 3 clusters Score: Raw -4669118.062953 + Penalty 3443.100916 = -4665674.962036 nChanged 125 SP:Iteration 72Q (1498.580000 sec): 3 clusters Score: Raw -4669127.632922 + Penalty 3443.100916 = -4665684.532006 nChanged 126 SP:Iteration 73Q (1498.680000 sec): 3 clusters Score: Raw -4669137.238759 + Penalty 3443.100916 = -4665694.137843 nChanged 125 SP:Iteration 74Q (1498.780000 sec): 3 clusters Score: Raw -4669146.147110 + Penalty 3443.100916 = -4665703.046194 nChanged 123 SP:Iteration 75Q (1498.880000 sec): 3 clusters Score: Raw -4669155.461278 + Penalty 3443.100916 = -4665712.360361 nChanged 123 SP:Iteration 76Q (1498.980000 sec): 3 clusters Score: Raw -4669164.723697 + Penalty 3443.100916 = -4665721.622781 nChanged 116 SP:Iteration 77Q (1499.080000 sec): 3 clusters Score: Raw -4669172.955303 + Penalty 3443.100916 = -4665729.854386 nChanged 107 SP:Iteration 78Q (1499.180000 sec): 3 clusters Score: Raw -4669181.104037 + Penalty 3443.100916 = -4665738.003121 nChanged 114 SP:Iteration 79Q (1499.280000 sec): 3 clusters Score: Raw -4669189.401702 + Penalty 3443.100916 = -4665746.300786 nChanged 110 SP:Iteration 80F (1499.380000 sec): 3 clusters Score: Raw -4669197.688331 + Penalty 3443.100916 = -4665754.587415 nChanged 103 SP:Iteration 81Q (1499.480000 sec): 3 clusters Score: Raw -4669206.234804 + Penalty 3443.100916 = -4665763.133888 nChanged 99 SP:Iteration 82Q (1499.580000 sec): 3 clusters Score: Raw -4669214.579153 + Penalty 3443.100916 = -4665771.478237 nChanged 121 SP:Iteration 83Q (1499.680000 sec): 3 clusters Score: Raw -4669224.199444 + Penalty 3443.100916 = -4665781.098528 nChanged 119 SP:Iteration 84Q (1499.780000 sec): 3 clusters Score: Raw -4669232.822272 + Penalty 3443.100916 = -4665789.721355 nChanged 104 SP:Iteration 85Q (1499.880000 sec): 3 clusters Score: Raw -4669240.469525 + Penalty 3443.100916 = -4665797.368608 nChanged 93 SP:Iteration 86Q (1499.990000 sec): 3 clusters Score: Raw -4669246.227860 + Penalty 3443.100916 = -4665803.126944 nChanged 84 SP:Iteration 87Q (1500.090000 sec): 3 clusters Score: Raw -4669251.858046 + Penalty 3443.100916 = -4665808.757130 nChanged 91 SP:Iteration 88Q (1500.190000 sec): 3 clusters Score: Raw -4669257.602806 + Penalty 3443.100916 = -4665814.501890 nChanged 95 SP:Iteration 89Q (1500.290000 sec): 3 clusters Score: Raw -4669264.028624 + Penalty 3443.100916 = -4665820.927707 nChanged 96 SP:Iteration 90Q (1500.390000 sec): 3 clusters Score: Raw -4669271.232986 + Penalty 3443.100916 = -4665828.132070 nChanged 105 SP:Iteration 91Q (1500.490000 sec): 3 clusters Score: Raw -4669279.704641 + Penalty 3443.100916 = -4665836.603725 nChanged 108 SP:Iteration 92Q (1500.590000 sec): 3 clusters Score: Raw -4669288.164653 + Penalty 3443.100916 = -4665845.063737 nChanged 108 SP:Iteration 93Q (1500.690000 sec): 3 clusters Score: Raw -4669296.357327 + Penalty 3443.100916 = -4665853.256411 nChanged 118 SP:Iteration 94Q (1500.790000 sec): 3 clusters Score: Raw -4669304.819633 + Penalty 3443.100916 = -4665861.718717 nChanged 124 SP:Iteration 95Q (1500.890000 sec): 3 clusters Score: Raw -4669313.621411 + Penalty 3443.100916 = -4665870.520495 nChanged 119 SP:Iteration 96Q (1500.990000 sec): 3 clusters Score: Raw -4669321.808265 + Penalty 3443.100916 = -4665878.707348 nChanged 127 SP:Iteration 97Q (1501.090000 sec): 3 clusters Score: Raw -4669332.646019 + Penalty 3443.100916 = -4665889.545103 nChanged 133 SP:Iteration 98Q (1501.190000 sec): 3 clusters Score: Raw -4669343.166790 + Penalty 3443.100916 = -4665900.065874 nChanged 119 SP:Iteration 99Q (1501.290000 sec): 3 clusters Score: Raw -4669352.774683 + Penalty 3443.100916 = -4665909.673766 nChanged 128 SP:Iteration 100F (1501.390000 sec): 3 clusters Score: Raw -4669362.871776 + Penalty 3443.100916 = -4665919.770860 nChanged 112 SP:Iteration 101Q (1501.490000 sec): 3 clusters Score: Raw -4669371.666583 + Penalty 3443.100916 = -4665928.565667 nChanged 110 SP:Iteration 102Q (1501.590000 sec): 3 clusters Score: Raw -4669379.669091 + Penalty 3443.100916 = -4665936.568175 nChanged 115 SP:Iteration 103Q (1501.690000 sec): 3 clusters Score: Raw -4669388.558532 + Penalty 3443.100916 = -4665945.457616 nChanged 118 SP:Iteration 104Q (1501.790000 sec): 3 clusters Score: Raw -4669398.332049 + Penalty 3443.100916 = -4665955.231132 nChanged 110 SP:Iteration 105Q (1501.890000 sec): 3 clusters Score: Raw -4669407.633113 + Penalty 3443.100916 = -4665964.532197 nChanged 111 SP:Iteration 106Q (1502.000000 sec): 3 clusters Score: Raw -4669417.421460 + Penalty 3443.100916 = -4665974.320544 nChanged 115 SP:Iteration 107Q (1502.100000 sec): 3 clusters Score: Raw -4669427.623882 + Penalty 3443.100916 = -4665984.522966 nChanged 116 SP:Iteration 108Q (1502.200000 sec): 3 clusters Score: Raw -4669437.549120 + Penalty 3443.100916 = -4665994.448204 nChanged 101 SP:Iteration 109Q (1502.300000 sec): 3 clusters Score: Raw -4669446.456375 + Penalty 3443.100916 = -4666003.355459 nChanged 109 SP:Iteration 110Q (1502.400000 sec): 3 clusters Score: Raw -4669456.300292 + Penalty 3443.100916 = -4666013.199376 nChanged 111 SP:Iteration 111Q (1502.500000 sec): 3 clusters Score: Raw -4669466.702181 + Penalty 3443.100916 = -4666023.601265 nChanged 114 SP:Iteration 112Q (1502.600000 sec): 3 clusters Score: Raw -4669477.582296 + Penalty 3443.100916 = -4666034.481380 nChanged 123 SP:Iteration 113Q (1502.700000 sec): 3 clusters Score: Raw -4669488.285454 + Penalty 3443.100916 = -4666045.184538 nChanged 144 SP:Iteration 114Q (1502.800000 sec): 3 clusters Score: Raw -4669503.401483 + Penalty 3443.100916 = -4666060.300567 nChanged 165 SP:Iteration 115Q (1502.900000 sec): 3 clusters Score: Raw -4669521.822391 + Penalty 3443.100916 = -4666078.721475 nChanged 168 SP:Iteration 116Q (1503.000000 sec): 3 clusters Score: Raw -4669541.078203 + Penalty 3443.100916 = -4666097.977287 nChanged 156 SP:Iteration 117Q (1503.100000 sec): 3 clusters Score: Raw -4669557.046067 + Penalty 3443.100916 = -4666113.945151 nChanged 146 SP:Iteration 118Q (1503.200000 sec): 3 clusters Score: Raw -4669572.041391 + Penalty 3443.100916 = -4666128.940475 nChanged 157 SP:Iteration 119Q (1503.300000 sec): 3 clusters Score: Raw -4669588.191719 + Penalty 3443.100916 = -4666145.090803 nChanged 129 SP:Iteration 120F (1503.400000 sec): 3 clusters Score: Raw -4669602.443089 + Penalty 3443.100916 = -4666159.342173 nChanged 151 SP:Iteration 121Q (1503.500000 sec): 3 clusters Score: Raw -4669619.358112 + Penalty 3443.100916 = -4666176.257196 nChanged 152 SP:Iteration 122Q (1503.600000 sec): 3 clusters Score: Raw -4669633.652992 + Penalty 3443.100916 = -4666190.552076 nChanged 138 SP:Iteration 123Q (1503.700000 sec): 3 clusters Score: Raw -4669645.982446 + Penalty 3443.100916 = -4666202.881529 nChanged 148 SP:Iteration 124Q (1503.800000 sec): 3 clusters Score: Raw -4669660.295883 + Penalty 3443.100916 = -4666217.194966 nChanged 159 SP:Iteration 125Q (1503.900000 sec): 3 clusters Score: Raw -4669677.740147 + Penalty 3443.100916 = -4666234.639230 nChanged 154 SP:Iteration 126Q (1504.000000 sec): 3 clusters Score: Raw -4669695.264847 + Penalty 3443.100916 = -4666252.163930 nChanged 158 SP:Iteration 127Q (1504.090000 sec): 3 clusters Score: Raw -4669713.871042 + Penalty 3443.100916 = -4666270.770126 nChanged 177 SP:Iteration 128Q (1504.190000 sec): 3 clusters Score: Raw -4669735.567389 + Penalty 3443.100916 = -4666292.466473 nChanged 167 SP:Iteration 129Q (1504.290000 sec): 3 clusters Score: Raw -4669753.184611 + Penalty 3443.100916 = -4666310.083695 nChanged 168 SP:Iteration 130Q (1504.380000 sec): 3 clusters Score: Raw -4669771.828325 + Penalty 3443.100916 = -4666328.727409 nChanged 183 SP:Iteration 131Q (1504.480000 sec): 3 clusters Score: Raw -4669794.386634 + Penalty 3443.100916 = -4666351.285718 nChanged 201 SP:Iteration 132Q (1504.580000 sec): 3 clusters Score: Raw -4669819.798479 + Penalty 3443.100916 = -4666376.697563 nChanged 201 SP:Iteration 133Q (1504.680000 sec): 3 clusters Score: Raw -4669845.314592 + Penalty 3443.100916 = -4666402.213676 nChanged 186 SP:Iteration 134Q (1504.780000 sec): 3 clusters Score: Raw -4669866.964935 + Penalty 3443.100916 = -4666423.864019 nChanged 173 SP:Iteration 135Q (1504.870000 sec): 3 clusters Score: Raw -4669886.373912 + Penalty 3443.100916 = -4666443.272995 nChanged 165 SP:Iteration 136Q (1504.970000 sec): 3 clusters Score: Raw -4669906.997095 + Penalty 3443.100916 = -4666463.896179 nChanged 173 SP:Iteration 137Q (1505.060000 sec): 3 clusters Score: Raw -4669926.685626 + Penalty 3443.100916 = -4666483.584709 nChanged 169 SP:Iteration 138Q (1505.160000 sec): 3 clusters Score: Raw -4669947.734427 + Penalty 3443.100916 = -4666504.633511 nChanged 168 SP:Iteration 139Q (1505.260000 sec): 3 clusters Score: Raw -4669970.446520 + Penalty 3443.100916 = -4666527.345604 nChanged 186 SP:Iteration 140F (1505.360000 sec): 3 clusters Score: Raw -4669995.241423 + Penalty 3443.100916 = -4666552.140507 nChanged 196 SP:Iteration 141Q (1505.460000 sec): 3 clusters Score: Raw -4670022.643006 + Penalty 3443.100916 = -4666579.542089 nChanged 203 SP:Iteration 142Q (1505.550000 sec): 3 clusters Score: Raw -4670052.110367 + Penalty 3443.100916 = -4666609.009451 nChanged 201 SP:Iteration 143Q (1505.640000 sec): 3 clusters Score: Raw -4670079.701195 + Penalty 3443.100916 = -4666636.600279 nChanged 185 SP:Iteration 144Q (1505.740000 sec): 3 clusters Score: Raw -4670104.643081 + Penalty 3443.100916 = -4666661.542165 nChanged 190 SP:Iteration 145Q (1505.830000 sec): 3 clusters Score: Raw -4670128.751209 + Penalty 3443.100916 = -4666685.650293 nChanged 204 SP:Iteration 146Q (1505.930000 sec): 3 clusters Score: Raw -4670156.882066 + Penalty 3443.100916 = -4666713.781150 nChanged 207 SP:Iteration 147Q (1506.020000 sec): 3 clusters Score: Raw -4670186.035919 + Penalty 3443.100916 = -4666742.935003 nChanged 222 SP:Iteration 148Q (1506.120000 sec): 3 clusters Score: Raw -4670219.219403 + Penalty 3443.100916 = -4666776.118486 nChanged 230 SP:Iteration 149Q (1506.210000 sec): 3 clusters Score: Raw -4670257.805898 + Penalty 3443.100916 = -4666814.704982 nChanged 234 SP:Iteration 150Q (1506.300000 sec): 3 clusters Score: Raw -4670295.451086 + Penalty 3443.100916 = -4666852.350170 nChanged 227 SP:Iteration 151Q (1506.400000 sec): 3 clusters Score: Raw -4670333.179223 + Penalty 3443.100916 = -4666890.078307 nChanged 236 SP:Iteration 152Q (1506.490000 sec): 3 clusters Score: Raw -4670375.780408 + Penalty 3443.100916 = -4666932.679491 nChanged 242 SP:Iteration 153Q (1506.580000 sec): 3 clusters Score: Raw -4670421.908585 + Penalty 3443.100916 = -4666978.807669 nChanged 242 SP:Iteration 154Q (1506.680000 sec): 3 clusters Score: Raw -4670471.848219 + Penalty 3443.100916 = -4667028.747303 nChanged 216 SP:Iteration 155Q (1506.770000 sec): 3 clusters Score: Raw -4670517.157090 + Penalty 3443.100916 = -4667074.056174 nChanged 208 SP:Iteration 156Q (1506.860000 sec): 3 clusters Score: Raw -4670559.357158 + Penalty 3443.100916 = -4667116.256242 nChanged 225 SP:Iteration 157Q (1506.950000 sec): 3 clusters Score: Raw -4670603.764144 + Penalty 3443.100916 = -4667160.663228 nChanged 228 SP:Iteration 158Q (1507.040000 sec): 3 clusters Score: Raw -4670644.660882 + Penalty 3443.100916 = -4667201.559966 nChanged 226 SP:Iteration 159Q (1507.120000 sec): 3 clusters Score: Raw -4670689.624340 + Penalty 3443.100916 = -4667246.523423 nChanged 248 SP:Iteration 160F (1507.230000 sec): 3 clusters Score: Raw -4670739.729480 + Penalty 3443.100916 = -4667296.628564 nChanged 222 SP:Iteration 161Q (1507.320000 sec): 3 clusters Score: Raw -4670787.303903 + Penalty 3443.100916 = -4667344.202986 nChanged 247 SP:Iteration 162Q (1507.400000 sec): 3 clusters Score: Raw -4670848.653786 + Penalty 3443.100916 = -4667405.552870 nChanged 234 SP:Iteration 163Q (1507.490000 sec): 3 clusters Score: Raw -4670903.410701 + Penalty 3443.100916 = -4667460.309785 nChanged 239 SP:Iteration 164Q (1507.580000 sec): 3 clusters Score: Raw -4670956.392020 + Penalty 3443.100916 = -4667513.291104 nChanged 210 SP:Iteration 165Q (1507.660000 sec): 3 clusters Score: Raw -4671003.404097 + Penalty 3443.100916 = -4667560.303181 nChanged 202 SP:Iteration 166Q (1507.750000 sec): 3 clusters Score: Raw -4671046.078063 + Penalty 3443.100916 = -4667602.977147 nChanged 206 SP:Iteration 167Q (1507.840000 sec): 3 clusters Score: Raw -4671089.970068 + Penalty 3443.100916 = -4667646.869152 nChanged 208 SP:Iteration 168Q (1507.920000 sec): 3 clusters Score: Raw -4671138.826827 + Penalty 3443.100916 = -4667695.725911 nChanged 218 SP:Iteration 169Q (1508.010000 sec): 3 clusters Score: Raw -4671193.728709 + Penalty 3443.100916 = -4667750.627792 nChanged 193 SP:Iteration 170Q (1508.090000 sec): 3 clusters Score: Raw -4671242.931466 + Penalty 3443.100916 = -4667799.830550 nChanged 203 SP:Iteration 171Q (1508.170000 sec): 3 clusters Score: Raw -4671305.191329 + Penalty 3443.100916 = -4667862.090413 nChanged 220 SP:Iteration 172Q (1508.260000 sec): 3 clusters Score: Raw -4671369.369124 + Penalty 3443.100916 = -4667926.268208 nChanged 204 SP:Iteration 173Q (1508.340000 sec): 3 clusters Score: Raw -4671426.277068 + Penalty 3443.100916 = -4667983.176152 nChanged 178 SP:Iteration 174Q (1508.420000 sec): 3 clusters Score: Raw -4671473.218211 + Penalty 3443.100916 = -4668030.117295 nChanged 163 SP:Iteration 175Q (1508.500000 sec): 3 clusters Score: Raw -4671515.529007 + Penalty 3443.100916 = -4668072.428090 nChanged 155 SP:Iteration 176Q (1508.580000 sec): 3 clusters Score: Raw -4671559.472087 + Penalty 3443.100916 = -4668116.371171 nChanged 148 SP:Iteration 177Q (1508.660000 sec): 3 clusters Score: Raw -4671597.201099 + Penalty 3443.100916 = -4668154.100183 nChanged 150 SP:Iteration 178Q (1508.740000 sec): 3 clusters Score: Raw -4671636.019340 + Penalty 3443.100916 = -4668192.918424 nChanged 142 SP:Iteration 179Q (1508.820000 sec): 3 clusters Score: Raw -4671671.451091 + Penalty 3443.100916 = -4668228.350175 nChanged 131 SP:Iteration 180F (1508.930000 sec): 3 clusters Score: Raw -4671705.943181 + Penalty 3443.100916 = -4668262.842265 nChanged 135 SP:Iteration 181Q (1509.010000 sec): 3 clusters Score: Raw -4671739.667060 + Penalty 3443.100916 = -4668296.566144 nChanged 108 SP:Iteration 182Q (1509.090000 sec): 3 clusters Score: Raw -4671768.047422 + Penalty 3443.100916 = -4668324.946506 nChanged 110 SP:Iteration 183Q (1509.170000 sec): 3 clusters Score: Raw -4671794.033595 + Penalty 3443.100916 = -4668350.932679 nChanged 95 SP:Iteration 184Q (1509.250000 sec): 3 clusters Score: Raw -4671820.187625 + Penalty 3443.100916 = -4668377.086708 nChanged 111 SP:Iteration 185Q (1509.330000 sec): 3 clusters Score: Raw -4671849.440121 + Penalty 3443.100916 = -4668406.339205 nChanged 83 SP:Iteration 186Q (1509.410000 sec): 3 clusters Score: Raw -4671870.526259 + Penalty 3443.100916 = -4668427.425343 nChanged 83 SP:Iteration 187Q (1509.480000 sec): 3 clusters Score: Raw -4671895.737270 + Penalty 3443.100916 = -4668452.636354 nChanged 86 SP:Iteration 188Q (1509.560000 sec): 3 clusters Score: Raw -4671919.950059 + Penalty 3443.100916 = -4668476.849142 nChanged 77 SP:Iteration 189Q (1509.640000 sec): 3 clusters Score: Raw -4671939.489773 + Penalty 3443.100916 = -4668496.388857 nChanged 77 SP:Iteration 190Q (1509.720000 sec): 3 clusters Score: Raw -4671959.600447 + Penalty 3443.100916 = -4668516.499530 nChanged 71 SP:Iteration 191Q (1509.790000 sec): 3 clusters Score: Raw -4671981.267580 + Penalty 3443.100916 = -4668538.166664 nChanged 70 SP:Iteration 192Q (1509.870000 sec): 3 clusters Score: Raw -4672003.474193 + Penalty 3443.100916 = -4668560.373276 nChanged 67 SP:Iteration 193Q (1509.950000 sec): 3 clusters Score: Raw -4672023.475058 + Penalty 3443.100916 = -4668580.374142 nChanged 69 SP:Iteration 194Q (1510.020000 sec): 3 clusters Score: Raw -4672043.686767 + Penalty 3443.100916 = -4668600.585850 nChanged 62 SP:Iteration 195Q (1510.100000 sec): 3 clusters Score: Raw -4672064.463398 + Penalty 3443.100916 = -4668621.362482 nChanged 62 SP:Iteration 196Q (1510.180000 sec): 3 clusters Score: Raw -4672083.230732 + Penalty 3443.100916 = -4668640.129816 nChanged 59 SP:Iteration 197Q (1510.250000 sec): 3 clusters Score: Raw -4672101.856431 + Penalty 3443.100916 = -4668658.755515 nChanged 57 SP:Iteration 198Q (1510.320000 sec): 3 clusters Score: Raw -4672120.469595 + Penalty 3443.100916 = -4668677.368679 nChanged 56 SP:Iteration 199Q (1510.400000 sec): 3 clusters Score: Raw -4672136.906894 + Penalty 3443.100916 = -4668693.805978 nChanged 43 SP:Iteration 200F (1510.510000 sec): 3 clusters Score: Raw -4672150.252472 + Penalty 3443.100916 = -4668707.151556 nChanged 48 SP:Iteration 201Q (1510.580000 sec): 3 clusters Score: Raw -4672164.833467 + Penalty 3443.100916 = -4668721.732551 nChanged 47 SP:Iteration 202Q (1510.650000 sec): 3 clusters Score: Raw -4672180.438953 + Penalty 3443.100916 = -4668737.338037 nChanged 56 SP:Iteration 203Q (1510.730000 sec): 3 clusters Score: Raw -4672198.724708 + Penalty 3443.100916 = -4668755.623792 nChanged 46 SP:Iteration 204Q (1510.800000 sec): 3 clusters Score: Raw -4672212.477540 + Penalty 3443.100916 = -4668769.376624 nChanged 40 SP:Iteration 205Q (1510.870000 sec): 3 clusters Score: Raw -4672226.585266 + Penalty 3443.100916 = -4668783.484350 nChanged 34 SP:Iteration 206Q (1510.950000 sec): 3 clusters Score: Raw -4672240.527218 + Penalty 3443.100916 = -4668797.426302 nChanged 26 SP:Iteration 207Q (1511.020000 sec): 3 clusters Score: Raw -4672249.503598 + Penalty 3443.100916 = -4668806.402682 nChanged 29 SP:Iteration 208Q (1511.090000 sec): 3 clusters Score: Raw -4672260.350113 + Penalty 3443.100916 = -4668817.249197 nChanged 31 SP:Iteration 209Q (1511.170000 sec): 3 clusters Score: Raw -4672272.026484 + Penalty 3443.100916 = -4668828.925567 nChanged 31 SP:Iteration 210Q (1511.240000 sec): 3 clusters Score: Raw -4672282.193198 + Penalty 3443.100916 = -4668839.092282 nChanged 32 SP:Iteration 211Q (1511.320000 sec): 3 clusters Score: Raw -4672292.604819 + Penalty 3443.100916 = -4668849.503903 nChanged 31 SP:Iteration 212Q (1511.390000 sec): 3 clusters Score: Raw -4672303.062783 + Penalty 3443.100916 = -4668859.961867 nChanged 26 SP:Iteration 213Q (1511.470000 sec): 3 clusters Score: Raw -4672312.266960 + Penalty 3443.100916 = -4668869.166044 nChanged 22 SP:Iteration 214Q (1511.540000 sec): 3 clusters Score: Raw -4672320.690996 + Penalty 3443.100916 = -4668877.590080 nChanged 28 SP:Iteration 215Q (1511.610000 sec): 3 clusters Score: Raw -4672331.362232 + Penalty 3443.100916 = -4668888.261316 nChanged 27 SP:Iteration 216Q (1511.690000 sec): 3 clusters Score: Raw -4672342.378177 + Penalty 3443.100916 = -4668899.277261 nChanged 20 SP:Iteration 217Q (1511.760000 sec): 3 clusters Score: Raw -4672350.050380 + Penalty 3443.100916 = -4668906.949464 nChanged 22 SP:Iteration 218Q (1511.830000 sec): 3 clusters Score: Raw -4672358.432500 + Penalty 3443.100916 = -4668915.331584 nChanged 20 SP:Iteration 219Q (1511.900000 sec): 3 clusters Score: Raw -4672365.449429 + Penalty 3443.100916 = -4668922.348513 nChanged 23 SP:Iteration 220F (1512.010000 sec): 3 clusters Score: Raw -4672375.896576 + Penalty 3443.100916 = -4668932.795659 nChanged 22 SP:Iteration 221Q (1512.080000 sec): 3 clusters Score: Raw -4672384.364380 + Penalty 3443.100916 = -4668941.263464 nChanged 20 SP:Iteration 222Q (1512.150000 sec): 3 clusters Score: Raw -4672392.761217 + Penalty 3443.100916 = -4668949.660301 nChanged 15 SP:Iteration 223Q (1512.220000 sec): 3 clusters Score: Raw -4672399.420065 + Penalty 3443.100916 = -4668956.319149 nChanged 18 SP:Iteration 224Q (1512.300000 sec): 3 clusters Score: Raw -4672407.870329 + Penalty 3443.100916 = -4668964.769413 nChanged 22 SP:Iteration 225Q (1512.370000 sec): 3 clusters Score: Raw -4672416.874407 + Penalty 3443.100916 = -4668973.773490 nChanged 15 SP:Iteration 226Q (1512.440000 sec): 3 clusters Score: Raw -4672424.332729 + Penalty 3443.100916 = -4668981.231813 nChanged 11 SP:Iteration 227Q (1512.510000 sec): 3 clusters Score: Raw -4672430.327515 + Penalty 3443.100916 = -4668987.226599 nChanged 9 SP:Iteration 228Q (1512.580000 sec): 3 clusters Score: Raw -4672433.156843 + Penalty 3443.100916 = -4668990.055927 nChanged 7 SP:Iteration 229Q (1512.650000 sec): 3 clusters Score: Raw -4672435.937396 + Penalty 3443.100916 = -4668992.836480 nChanged 9 SP:Iteration 230Q (1512.730000 sec): 3 clusters Score: Raw -4672439.454313 + Penalty 3443.100916 = -4668996.353397 nChanged 7 SP:Iteration 231Q (1512.800000 sec): 3 clusters Score: Raw -4672442.104745 + Penalty 3443.100916 = -4668999.003829 nChanged 6 SP:Iteration 232Q (1512.870000 sec): 3 clusters Score: Raw -4672444.829492 + Penalty 3443.100916 = -4669001.728576 nChanged 9 SP:Iteration 233Q (1512.950000 sec): 3 clusters Score: Raw -4672448.631686 + Penalty 3443.100916 = -4669005.530770 nChanged 4 SP:Iteration 234Q (1513.020000 sec): 3 clusters Score: Raw -4672449.703017 + Penalty 3443.100916 = -4669006.602101 nChanged 1 SP:Iteration 235Q (1513.090000 sec): 3 clusters Score: Raw -4672449.850008 + Penalty 3443.100916 = -4669006.749092 nChanged 1 SP:Iteration 236Q (1513.160000 sec): 3 clusters Score: Raw -4672450.490210 + Penalty 3443.100916 = -4669007.389294 nChanged 3 SP:Iteration 237Q (1513.230000 sec): 3 clusters Score: Raw -4672451.538011 + Penalty 3443.100916 = -4669008.437095 nChanged 2 SP:Iteration 238Q (1513.300000 sec): 3 clusters Score: Raw -4672452.595886 + Penalty 3443.100916 = -4669009.494969 nChanged 4 SP:Iteration 239Q (1513.370000 sec): 3 clusters Score: Raw -4672454.270394 + Penalty 3443.100916 = -4669011.169478 nChanged 3 SP:Iteration 240F (1513.470000 sec): 3 clusters Score: Raw -4672455.121575 + Penalty 3443.100916 = -4669012.020659 nChanged 1 SP:Iteration 241Q (1513.540000 sec): 3 clusters Score: Raw -4672455.291389 + Penalty 3443.100916 = -4669012.190473 nChanged 1 SP:Iteration 242Q (1513.610000 sec): 3 clusters Score: Raw -4672455.739356 + Penalty 3443.100916 = -4669012.638440 nChanged 2 SP:Iteration 243Q (1513.690000 sec): 3 clusters Score: Raw -4672456.716653 + Penalty 3443.100916 = -4669013.615737 nChanged 2 SP:Iteration 244Q (1513.760000 sec): 3 clusters Score: Raw -4672457.315059 + Penalty 3443.100916 = -4669014.214143 nChanged 3 SP:Iteration 245Q (1513.830000 sec): 3 clusters Score: Raw -4672458.716008 + Penalty 3443.100916 = -4669015.615092 nChanged 2 SP:Iteration 246Q (1513.900000 sec): 3 clusters Score: Raw -4672459.421797 + Penalty 3443.100916 = -4669016.320881 nChanged 3 SP:Iteration 247Q (1513.970000 sec): 3 clusters Score: Raw -4672460.189498 + Penalty 3443.100916 = -4669017.088582 nChanged 3 SP:Iteration 248Q (1514.050000 sec): 3 clusters Score: Raw -4672461.288578 + Penalty 3443.100916 = -4669018.187662 nChanged 2 SP:Iteration 249Q (1514.120000 sec): 3 clusters Score: Raw -4672461.902017 + Penalty 3443.100916 = -4669018.801100 nChanged 2 SP:Iteration 250Q (1514.190000 sec): 3 clusters Score: Raw -4672462.368677 + Penalty 3443.100916 = -4669019.267761 nChanged 0 SP:Iteration 251F (1514.290000 sec): 3 clusters Score: Raw -4672462.368677 + Penalty 3443.100916 = -4669019.267761 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 23 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.310000 sec): 2 clusters Score: Raw -27444.767145 + Penalty 902.984560 = -26541.782585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.310000 sec): 3 clusters Score: Raw -27559.092826 + Penalty 1805.969120 = -25753.123706 nChanged 43 SP:Iteration 1F (1514.310000 sec): 3 clusters Score: Raw -27695.857205 + Penalty 1805.969120 = -25889.888085 nChanged 12 SP:Iteration 2Q (1514.320000 sec): 3 clusters Score: Raw -27746.291535 + Penalty 1805.969120 = -25940.322415 nChanged 1 SP:Iteration 3Q (1514.320000 sec): 3 clusters Score: Raw -27750.543748 + Penalty 1805.969120 = -25944.574628 nChanged 2 SP:Iteration 4Q (1514.320000 sec): 3 clusters Score: Raw -27753.243848 + Penalty 1805.969120 = -25947.274728 nChanged 3 SP:Iteration 5Q (1514.320000 sec): 3 clusters Score: Raw -27760.336798 + Penalty 1805.969120 = -25954.367678 nChanged 1 SP:Iteration 6Q (1514.320000 sec): 3 clusters Score: Raw -27763.285057 + Penalty 1805.969120 = -25957.315937 nChanged 2 SP:Iteration 7Q (1514.320000 sec): 3 clusters Score: Raw -27766.151897 + Penalty 1805.969120 = -25960.182776 nChanged 2 SP:Iteration 8Q (1514.320000 sec): 3 clusters Score: Raw -27770.159990 + Penalty 1805.969120 = -25964.190870 nChanged 2 SP:Iteration 9Q (1514.320000 sec): 3 clusters Score: Raw -27776.004898 + Penalty 1805.969120 = -25970.035778 nChanged 1 SP:Iteration 10Q (1514.320000 sec): 3 clusters Score: Raw -27778.863756 + Penalty 1805.969120 = -25972.894636 nChanged 0 SP:Iteration 11F (1514.320000 sec): 3 clusters Score: Raw -27778.863756 + Penalty 1805.969120 = -25972.894636 nChanged 0 Iteration 179Q (1516.590000 sec): 25 clusters Score: Raw -39787378.488795 + Penalty 49764.014565 = -39737614.474229 nChanged 949 Iteration 180F (1524.170000 sec): 25 clusters Score: Raw -39787728.820066 + Penalty 49764.014565 = -39737964.805500 nChanged 1108 Iteration 181Q (1526.180000 sec): 25 clusters Score: Raw -39787904.213527 + Penalty 49764.014565 = -39738140.198961 nChanged 647 Iteration 182Q (1528.170000 sec): 25 clusters Score: Raw -39787978.155842 + Penalty 49764.014565 = -39738214.141277 nChanged 450 Iteration 183Q (1529.830000 sec): 25 clusters Score: Raw -39788020.836686 + Penalty 49764.014565 = -39738256.822120 nChanged 388 Iteration 184Q (1531.550000 sec): 25 clusters Score: Raw -39788052.517596 + Penalty 49764.014565 = -39738288.503031 nChanged 315 Iteration 185Q (1533.300000 sec): 25 clusters Score: Raw -39788074.289732 + Penalty 49764.014565 = -39738310.275166 nChanged 280 Iteration 186Q (1535.050000 sec): 25 clusters Score: Raw -39788091.202174 + Penalty 49764.014565 = -39738327.187609 nChanged 197 Iteration 187Q (1536.790000 sec): 25 clusters Score: Raw -39788100.112645 + Penalty 49764.014565 = -39738336.098079 nChanged 145 Iteration 188Q (1538.540000 sec): 25 clusters Score: Raw -39788106.470883 + Penalty 49764.014565 = -39738342.456317 nChanged 155 Iteration 189Q (1540.290000 sec): 25 clusters Score: Raw -39788112.663603 + Penalty 49764.014565 = -39738348.649038 nChanged 120 Iteration 190Q (1542.040000 sec): 25 clusters Score: Raw -39788118.654069 + Penalty 49764.014565 = -39738354.639504 nChanged 112 Iteration 191Q (1543.780000 sec): 25 clusters Score: Raw -39788122.930101 + Penalty 49764.014565 = -39738358.915536 nChanged 102 Iteration 192Q (1545.520000 sec): 25 clusters Score: Raw -39788126.767001 + Penalty 49764.014565 = -39738362.752436 nChanged 96 Iteration 193Q (1547.240000 sec): 25 clusters Score: Raw -39788129.659074 + Penalty 49764.014565 = -39738365.644508 nChanged 72 Iteration 194Q (1548.960000 sec): 25 clusters Score: Raw -39788131.931750 + Penalty 49764.014565 = -39738367.917185 nChanged 64 Iteration 195Q (1550.670000 sec): 25 clusters Score: Raw -39788134.168652 + Penalty 49764.014565 = -39738370.154087 nChanged 54 Iteration 196Q (1552.390000 sec): 25 clusters Score: Raw -39788136.071478 + Penalty 49764.014565 = -39738372.056913 nChanged 54 Iteration 197Q (1554.110000 sec): 25 clusters Score: Raw -39788137.634022 + Penalty 49764.014565 = -39738373.619457 nChanged 31 Iteration 198Q (1555.850000 sec): 25 clusters Score: Raw -39788138.569962 + Penalty 49764.014565 = -39738374.555397 nChanged 35 Iteration 199Q (1557.600000 sec): 25 clusters Score: Raw -39788139.632519 + Penalty 49764.014565 = -39738375.617954 nChanged 37 Iteration 200F (1565.170000 sec): 25 clusters Score: Raw -39788141.061070 + Penalty 49764.014565 = -39738377.046505 nChanged 32 Iteration 201Q (1566.910000 sec): 25 clusters Score: Raw -39788141.952503 + Penalty 49764.014565 = -39738377.937937 nChanged 32 Iteration 202Q (1568.660000 sec): 25 clusters Score: Raw -39788142.731458 + Penalty 49764.014565 = -39738378.716893 nChanged 32 Iteration 203Q (1570.410000 sec): 25 clusters Score: Raw -39788143.419719 + Penalty 49764.014565 = -39738379.405154 nChanged 24 Iteration 204Q (1572.150000 sec): 25 clusters Score: Raw -39788144.022833 + Penalty 49764.014565 = -39738380.008267 nChanged 18 Iteration 205Q (1573.910000 sec): 25 clusters Score: Raw -39788144.394377 + Penalty 49764.014565 = -39738380.379812 nChanged 12 Iteration 206Q (1575.670000 sec): 25 clusters Score: Raw -39788144.554338 + Penalty 49764.014565 = -39738380.539773 nChanged 4 Iteration 207Q (1577.420000 sec): 25 clusters Score: Raw -39788144.635482 + Penalty 49764.014565 = -39738380.620917 nChanged 3 Iteration 208Q (1579.160000 sec): 25 clusters Score: Raw -39788144.684104 + Penalty 49764.014565 = -39738380.669539 nChanged 0 Iteration 209F (1586.670000 sec): 25 clusters Score: Raw -39788144.684104 + Penalty 49764.014565 = -39738380.669539 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -39788144.684104 + Penalty 49764.014565 = -39738380.669539 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.720000 sec): 2 clusters Score: Raw -43219.328063 + Penalty 982.313364 = -42237.014700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.730000 sec): 3 clusters Score: Raw -43236.705391 + Penalty 1964.626727 = -41272.078664 nChanged 94 SP:Iteration 1F (1586.730000 sec): 3 clusters Score: Raw -43419.729641 + Penalty 1964.626727 = -41455.102914 nChanged 28 SP:Iteration 2F (1586.730000 sec): 3 clusters Score: Raw -43492.609939 + Penalty 1964.626727 = -41527.983212 nChanged 18 SP:Iteration 3Q (1586.730000 sec): 3 clusters Score: Raw -43613.762282 + Penalty 1964.626727 = -41649.135555 nChanged 21 SP:Iteration 4Q (1586.730000 sec): 3 clusters Score: Raw -43679.468990 + Penalty 1964.626727 = -41714.842263 nChanged 12 SP:Iteration 5Q (1586.730000 sec): 3 clusters Score: Raw -43713.557375 + Penalty 1964.626727 = -41748.930648 nChanged 7 SP:Iteration 6Q (1586.730000 sec): 3 clusters Score: Raw -43733.653397 + Penalty 1964.626727 = -41769.026669 nChanged 4 SP:Iteration 7Q (1586.730000 sec): 3 clusters Score: Raw -43748.465048 + Penalty 1964.626727 = -41783.838321 nChanged 4 SP:Iteration 8Q (1586.740000 sec): 3 clusters Score: Raw -43761.980195 + Penalty 1964.626727 = -41797.353467 nChanged 5 SP:Iteration 9Q (1586.740000 sec): 3 clusters Score: Raw -43779.290593 + Penalty 1964.626727 = -41814.663866 nChanged 4 SP:Iteration 10Q (1586.740000 sec): 3 clusters Score: Raw -43796.616016 + Penalty 1964.626727 = -41831.989289 nChanged 2 SP:Iteration 11Q (1586.740000 sec): 3 clusters Score: Raw -43800.587304 + Penalty 1964.626727 = -41835.960577 nChanged 0 SP:Iteration 12F (1586.740000 sec): 3 clusters Score: Raw -43800.587304 + Penalty 1964.626727 = -41835.960577 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 2 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.740000 sec): 2 clusters Score: Raw -89103.720442 + Penalty 1098.378981 = -88005.341461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.750000 sec): 3 clusters Score: Raw -88880.957679 + Penalty 2196.757963 = -86684.199716 nChanged 249 SP:Iteration 1F (1586.750000 sec): 3 clusters Score: Raw -89246.305894 + Penalty 2196.757963 = -87049.547931 nChanged 79 SP:Iteration 2F (1586.750000 sec): 3 clusters Score: Raw -89419.920868 + Penalty 2196.757963 = -87223.162905 nChanged 49 SP:Iteration 3F (1586.750000 sec): 3 clusters Score: Raw -89513.442604 + Penalty 2196.757963 = -87316.684641 nChanged 29 SP:Iteration 4Q (1586.750000 sec): 3 clusters Score: Raw -89549.824884 + Penalty 2196.757963 = -87353.066921 nChanged 14 SP:Iteration 5Q (1586.750000 sec): 3 clusters Score: Raw -89567.791386 + Penalty 2196.757963 = -87371.033424 nChanged 11 SP:Iteration 6Q (1586.760000 sec): 3 clusters Score: Raw -89586.403424 + Penalty 2196.757963 = -87389.645461 nChanged 10 SP:Iteration 7Q (1586.760000 sec): 3 clusters Score: Raw -89597.382644 + Penalty 2196.757963 = -87400.624681 nChanged 9 SP:Iteration 8Q (1586.760000 sec): 3 clusters Score: Raw -89610.391930 + Penalty 2196.757963 = -87413.633968 nChanged 10 SP:Iteration 9Q (1586.760000 sec): 3 clusters Score: Raw -89621.280202 + Penalty 2196.757963 = -87424.522239 nChanged 9 SP:Iteration 10Q (1586.770000 sec): 3 clusters Score: Raw -89635.718224 + Penalty 2196.757963 = -87438.960261 nChanged 6 SP:Iteration 11Q (1586.770000 sec): 3 clusters Score: Raw -89641.656333 + Penalty 2196.757963 = -87444.898370 nChanged 3 SP:Iteration 12Q (1586.770000 sec): 3 clusters Score: Raw -89645.557796 + Penalty 2196.757963 = -87448.799833 nChanged 5 SP:Iteration 13Q (1586.770000 sec): 3 clusters Score: Raw -89655.264484 + Penalty 2196.757963 = -87458.506521 nChanged 8 SP:Iteration 14Q (1586.770000 sec): 3 clusters Score: Raw -89666.030382 + Penalty 2196.757963 = -87469.272419 nChanged 4 SP:Iteration 15Q (1586.770000 sec): 3 clusters Score: Raw -89669.617317 + Penalty 2196.757963 = -87472.859354 nChanged 3 SP:Iteration 16Q (1586.780000 sec): 3 clusters Score: Raw -89672.926620 + Penalty 2196.757963 = -87476.168657 nChanged 2 SP:Iteration 17Q (1586.780000 sec): 3 clusters Score: Raw -89675.777947 + Penalty 2196.757963 = -87479.019984 nChanged 3 SP:Iteration 18Q (1586.780000 sec): 3 clusters Score: Raw -89683.150426 + Penalty 2196.757963 = -87486.392463 nChanged 5 SP:Iteration 19Q (1586.780000 sec): 3 clusters Score: Raw -89690.070900 + Penalty 2196.757963 = -87493.312937 nChanged 4 SP:Iteration 20F (1586.790000 sec): 3 clusters Score: Raw -89701.437941 + Penalty 2196.757963 = -87504.679978 nChanged 8 SP:Iteration 21Q (1586.790000 sec): 3 clusters Score: Raw -89712.805400 + Penalty 2196.757963 = -87516.047437 nChanged 6 SP:Iteration 22Q (1586.790000 sec): 3 clusters Score: Raw -89720.903058 + Penalty 2196.757963 = -87524.145095 nChanged 4 SP:Iteration 23Q (1586.790000 sec): 3 clusters Score: Raw -89729.641718 + Penalty 2196.757963 = -87532.883755 nChanged 5 SP:Iteration 24Q (1586.790000 sec): 3 clusters Score: Raw -89742.949994 + Penalty 2196.757963 = -87546.192031 nChanged 5 SP:Iteration 25Q (1586.790000 sec): 3 clusters Score: Raw -89754.789758 + Penalty 2196.757963 = -87558.031795 nChanged 9 SP:Iteration 26Q (1586.790000 sec): 3 clusters Score: Raw -89772.824169 + Penalty 2196.757963 = -87576.066206 nChanged 7 SP:Iteration 27Q (1586.800000 sec): 3 clusters Score: Raw -89781.796608 + Penalty 2196.757963 = -87585.038645 nChanged 5 SP:Iteration 28Q (1586.800000 sec): 3 clusters Score: Raw -89789.115139 + Penalty 2196.757963 = -87592.357176 nChanged 6 SP:Iteration 29Q (1586.800000 sec): 3 clusters Score: Raw -89806.769234 + Penalty 2196.757963 = -87610.011271 nChanged 8 SP:Iteration 30Q (1586.800000 sec): 3 clusters Score: Raw -89819.695973 + Penalty 2196.757963 = -87622.938010 nChanged 5 SP:Iteration 31Q (1586.810000 sec): 3 clusters Score: Raw -89825.059911 + Penalty 2196.757963 = -87628.301948 nChanged 1 SP:Iteration 32Q (1586.810000 sec): 3 clusters Score: Raw -89825.531636 + Penalty 2196.757963 = -87628.773673 nChanged 0 SP:Iteration 33F (1586.810000 sec): 3 clusters Score: Raw -89825.531636 + Penalty 2196.757963 = -87628.773673 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 3 (12529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.850000 sec): 2 clusters Score: Raw -1476582.844174 + Penalty 1533.317701 = -1475049.526473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.880000 sec): 3 clusters Score: Raw -1469283.765668 + Penalty 3066.635402 = -1466217.130266 nChanged 5489 SP:Iteration 1F (1586.910000 sec): 3 clusters Score: Raw -1472211.154731 + Penalty 3066.635402 = -1469144.519329 nChanged 666 SP:Iteration 2F (1586.940000 sec): 3 clusters Score: Raw -1472436.702000 + Penalty 3066.635402 = -1469370.066599 nChanged 531 SP:Iteration 3Q (1586.970000 sec): 3 clusters Score: Raw -1472616.954716 + Penalty 3066.635402 = -1469550.319314 nChanged 481 SP:Iteration 4Q (1587.000000 sec): 3 clusters Score: Raw -1472785.997058 + Penalty 3066.635402 = -1469719.361657 nChanged 510 SP:Iteration 5Q (1587.030000 sec): 3 clusters Score: Raw -1472993.492969 + Penalty 3066.635402 = -1469926.857567 nChanged 605 SP:Iteration 6Q (1587.070000 sec): 3 clusters Score: Raw -1473297.891870 + Penalty 3066.635402 = -1470231.256469 nChanged 717 SP:Iteration 7F (1587.100000 sec): 3 clusters Score: Raw -1473741.104725 + Penalty 3066.635402 = -1470674.469323 nChanged 822 SP:Iteration 8F (1587.130000 sec): 3 clusters Score: Raw -1474339.003261 + Penalty 3066.635402 = -1471272.367860 nChanged 841 SP:Iteration 9F (1587.160000 sec): 3 clusters Score: Raw -1475046.254213 + Penalty 3066.635402 = -1471979.618811 nChanged 733 SP:Iteration 10F (1587.200000 sec): 3 clusters Score: Raw -1475699.571182 + Penalty 3066.635402 = -1472632.935780 nChanged 550 SP:Iteration 11Q (1587.230000 sec): 3 clusters Score: Raw -1476197.360991 + Penalty 3066.635402 = -1473130.725590 nChanged 344 SP:Iteration 12Q (1587.260000 sec): 3 clusters Score: Raw -1476509.671720 + Penalty 3066.635402 = -1473443.036318 nChanged 187 SP:Iteration 13Q (1587.290000 sec): 3 clusters Score: Raw -1476669.449180 + Penalty 3066.635402 = -1473602.813778 nChanged 97 SP:Iteration 14Q (1587.310000 sec): 3 clusters Score: Raw -1476749.469494 + Penalty 3066.635402 = -1473682.834093 nChanged 54 SP:Iteration 15Q (1587.340000 sec): 3 clusters Score: Raw -1476792.468568 + Penalty 3066.635402 = -1473725.833166 nChanged 29 SP:Iteration 16Q (1587.360000 sec): 3 clusters Score: Raw -1476820.069153 + Penalty 3066.635402 = -1473753.433751 nChanged 25 SP:Iteration 17Q (1587.390000 sec): 3 clusters Score: Raw -1476841.182810 + Penalty 3066.635402 = -1473774.547408 nChanged 19 SP:Iteration 18Q (1587.410000 sec): 3 clusters Score: Raw -1476860.142889 + Penalty 3066.635402 = -1473793.507488 nChanged 13 SP:Iteration 19Q (1587.440000 sec): 3 clusters Score: Raw -1476872.158511 + Penalty 3066.635402 = -1473805.523109 nChanged 7 SP:Iteration 20F (1587.470000 sec): 3 clusters Score: Raw -1476881.060746 + Penalty 3066.635402 = -1473814.425344 nChanged 4 SP:Iteration 21Q (1587.490000 sec): 3 clusters Score: Raw -1476885.655866 + Penalty 3066.635402 = -1473819.020464 nChanged 5 SP:Iteration 22Q (1587.520000 sec): 3 clusters Score: Raw -1476892.295434 + Penalty 3066.635402 = -1473825.660032 nChanged 6 SP:Iteration 23Q (1587.540000 sec): 3 clusters Score: Raw -1476899.987070 + Penalty 3066.635402 = -1473833.351668 nChanged 3 SP:Iteration 24Q (1587.570000 sec): 3 clusters Score: Raw -1476902.378539 + Penalty 3066.635402 = -1473835.743137 nChanged 2 SP:Iteration 25Q (1587.590000 sec): 3 clusters Score: Raw -1476905.101457 + Penalty 3066.635402 = -1473838.466055 nChanged 1 SP:Iteration 26Q (1587.610000 sec): 3 clusters Score: Raw -1476906.471803 + Penalty 3066.635402 = -1473839.836401 nChanged 1 SP:Iteration 27Q (1587.630000 sec): 3 clusters Score: Raw -1476908.998480 + Penalty 3066.635402 = -1473842.363079 nChanged 0 SP:Iteration 28F (1587.670000 sec): 3 clusters Score: Raw -1476908.998480 + Penalty 3066.635402 = -1473842.363079 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 4 (75085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.880000 sec): 2 clusters Score: Raw -8723177.611334 + Penalty 1824.286114 = -8721353.325220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1588.080000 sec): 3 clusters Score: Raw -8674623.518517 + Penalty 3648.572227 = -8670974.946290 nChanged 35727 SP:Iteration 1F (1588.270000 sec): 3 clusters Score: Raw -8695935.381416 + Penalty 3648.572227 = -8692286.809188 nChanged 3065 SP:Iteration 2Q (1588.470000 sec): 3 clusters Score: Raw -8697074.699212 + Penalty 3648.572227 = -8693426.126984 nChanged 3616 SP:Iteration 3Q (1588.680000 sec): 3 clusters Score: Raw -8698737.351045 + Penalty 3648.572227 = -8695088.778818 nChanged 4231 SP:Iteration 4F (1588.870000 sec): 3 clusters Score: Raw -8701135.676531 + Penalty 3648.572227 = -8697487.104304 nChanged 4875 SP:Iteration 5F (1589.070000 sec): 3 clusters Score: Raw -8704375.496407 + Penalty 3648.572227 = -8700726.924180 nChanged 5007 SP:Iteration 6F (1589.270000 sec): 3 clusters Score: Raw -8708179.291474 + Penalty 3648.572227 = -8704530.719246 nChanged 4510 SP:Iteration 7F (1589.460000 sec): 3 clusters Score: Raw -8711833.927489 + Penalty 3648.572227 = -8708185.355261 nChanged 3746 SP:Iteration 8Q (1589.660000 sec): 3 clusters Score: Raw -8714825.278736 + Penalty 3648.572227 = -8711176.706508 nChanged 2839 SP:Iteration 9Q (1589.850000 sec): 3 clusters Score: Raw -8716795.829798 + Penalty 3648.572227 = -8713147.257571 nChanged 1980 SP:Iteration 10Q (1590.030000 sec): 3 clusters Score: Raw -8717770.756885 + Penalty 3648.572227 = -8714122.184658 nChanged 1224 SP:Iteration 11Q (1590.210000 sec): 3 clusters Score: Raw -8718248.799967 + Penalty 3648.572227 = -8714600.227739 nChanged 876 SP:Iteration 12Q (1590.390000 sec): 3 clusters Score: Raw -8718566.245972 + Penalty 3648.572227 = -8714917.673745 nChanged 746 SP:Iteration 13Q (1590.560000 sec): 3 clusters Score: Raw -8718822.298752 + Penalty 3648.572227 = -8715173.726525 nChanged 691 SP:Iteration 14Q (1590.730000 sec): 3 clusters Score: Raw -8719061.814087 + Penalty 3648.572227 = -8715413.241859 nChanged 702 SP:Iteration 15Q (1590.890000 sec): 3 clusters Score: Raw -8719295.798181 + Penalty 3648.572227 = -8715647.225953 nChanged 664 SP:Iteration 16Q (1591.070000 sec): 3 clusters Score: Raw -8719497.230315 + Penalty 3648.572227 = -8715848.658088 nChanged 607 SP:Iteration 17Q (1591.230000 sec): 3 clusters Score: Raw -8719671.111509 + Penalty 3648.572227 = -8716022.539282 nChanged 574 SP:Iteration 18Q (1591.400000 sec): 3 clusters Score: Raw -8719842.499826 + Penalty 3648.572227 = -8716193.927599 nChanged 580 SP:Iteration 19Q (1591.570000 sec): 3 clusters Score: Raw -8720015.320366 + Penalty 3648.572227 = -8716366.748138 nChanged 571 SP:Iteration 20F (1591.760000 sec): 3 clusters Score: Raw -8720188.653802 + Penalty 3648.572227 = -8716540.081574 nChanged 571 SP:Iteration 21Q (1591.920000 sec): 3 clusters Score: Raw -8720351.659718 + Penalty 3648.572227 = -8716703.087491 nChanged 544 SP:Iteration 22Q (1592.080000 sec): 3 clusters Score: Raw -8720512.520005 + Penalty 3648.572227 = -8716863.947777 nChanged 539 SP:Iteration 23Q (1592.240000 sec): 3 clusters Score: Raw -8720675.275637 + Penalty 3648.572227 = -8717026.703410 nChanged 521 SP:Iteration 24Q (1592.400000 sec): 3 clusters Score: Raw -8720833.084522 + Penalty 3648.572227 = -8717184.512295 nChanged 506 SP:Iteration 25Q (1592.550000 sec): 3 clusters Score: Raw -8720986.373956 + Penalty 3648.572227 = -8717337.801729 nChanged 487 SP:Iteration 26Q (1592.710000 sec): 3 clusters Score: Raw -8721137.715471 + Penalty 3648.572227 = -8717489.143244 nChanged 480 SP:Iteration 27Q (1592.860000 sec): 3 clusters Score: Raw -8721292.334752 + Penalty 3648.572227 = -8717643.762525 nChanged 483 SP:Iteration 28Q (1593.010000 sec): 3 clusters Score: Raw -8721455.019673 + Penalty 3648.572227 = -8717806.447446 nChanged 430 SP:Iteration 29Q (1593.160000 sec): 3 clusters Score: Raw -8721597.066598 + Penalty 3648.572227 = -8717948.494370 nChanged 417 SP:Iteration 30Q (1593.310000 sec): 3 clusters Score: Raw -8721739.817918 + Penalty 3648.572227 = -8718091.245690 nChanged 399 SP:Iteration 31Q (1593.460000 sec): 3 clusters Score: Raw -8721878.104036 + Penalty 3648.572227 = -8718229.531809 nChanged 363 SP:Iteration 32Q (1593.610000 sec): 3 clusters Score: Raw -8721999.637029 + Penalty 3648.572227 = -8718351.064802 nChanged 314 SP:Iteration 33Q (1593.760000 sec): 3 clusters Score: Raw -8722104.242896 + Penalty 3648.572227 = -8718455.670668 nChanged 311 SP:Iteration 34Q (1593.900000 sec): 3 clusters Score: Raw -8722214.561603 + Penalty 3648.572227 = -8718565.989376 nChanged 303 SP:Iteration 35Q (1594.050000 sec): 3 clusters Score: Raw -8722328.700788 + Penalty 3648.572227 = -8718680.128560 nChanged 316 SP:Iteration 36Q (1594.190000 sec): 3 clusters Score: Raw -8722465.067148 + Penalty 3648.572227 = -8718816.494921 nChanged 300 SP:Iteration 37Q (1594.340000 sec): 3 clusters Score: Raw -8722604.877213 + Penalty 3648.572227 = -8718956.304986 nChanged 261 SP:Iteration 38Q (1594.480000 sec): 3 clusters Score: Raw -8722725.019038 + Penalty 3648.572227 = -8719076.446811 nChanged 228 SP:Iteration 39Q (1594.620000 sec): 3 clusters Score: Raw -8722827.755400 + Penalty 3648.572227 = -8719179.183172 nChanged 184 SP:Iteration 40F (1594.810000 sec): 3 clusters Score: Raw -8722909.517382 + Penalty 3648.572227 = -8719260.945155 nChanged 181 SP:Iteration 41Q (1594.960000 sec): 3 clusters Score: Raw -8722998.290658 + Penalty 3648.572227 = -8719349.718431 nChanged 168 SP:Iteration 42Q (1595.090000 sec): 3 clusters Score: Raw -8723074.754940 + Penalty 3648.572227 = -8719426.182712 nChanged 136 SP:Iteration 43Q (1595.230000 sec): 3 clusters Score: Raw -8723136.221284 + Penalty 3648.572227 = -8719487.649056 nChanged 108 SP:Iteration 44Q (1595.370000 sec): 3 clusters Score: Raw -8723188.291502 + Penalty 3648.572227 = -8719539.719275 nChanged 97 SP:Iteration 45Q (1595.510000 sec): 3 clusters Score: Raw -8723233.123940 + Penalty 3648.572227 = -8719584.551713 nChanged 85 SP:Iteration 46Q (1595.650000 sec): 3 clusters Score: Raw -8723273.174090 + Penalty 3648.572227 = -8719624.601863 nChanged 60 SP:Iteration 47Q (1595.780000 sec): 3 clusters Score: Raw -8723296.944134 + Penalty 3648.572227 = -8719648.371907 nChanged 44 SP:Iteration 48Q (1595.910000 sec): 3 clusters Score: Raw -8723314.922713 + Penalty 3648.572227 = -8719666.350486 nChanged 38 SP:Iteration 49Q (1596.050000 sec): 3 clusters Score: Raw -8723334.945932 + Penalty 3648.572227 = -8719686.373705 nChanged 31 SP:Iteration 50Q (1596.180000 sec): 3 clusters Score: Raw -8723349.164743 + Penalty 3648.572227 = -8719700.592516 nChanged 26 SP:Iteration 51Q (1596.340000 sec): 3 clusters Score: Raw -8723360.701444 + Penalty 3648.572227 = -8719712.129217 nChanged 21 SP:Iteration 52Q (1596.480000 sec): 3 clusters Score: Raw -8723370.786219 + Penalty 3648.572227 = -8719722.213992 nChanged 16 SP:Iteration 53Q (1596.610000 sec): 3 clusters Score: Raw -8723378.916231 + Penalty 3648.572227 = -8719730.344003 nChanged 18 SP:Iteration 54Q (1596.750000 sec): 3 clusters Score: Raw -8723386.914000 + Penalty 3648.572227 = -8719738.341773 nChanged 15 SP:Iteration 55Q (1596.890000 sec): 3 clusters Score: Raw -8723393.998927 + Penalty 3648.572227 = -8719745.426700 nChanged 15 SP:Iteration 56Q (1597.030000 sec): 3 clusters Score: Raw -8723400.114128 + Penalty 3648.572227 = -8719751.541901 nChanged 12 SP:Iteration 57Q (1597.170000 sec): 3 clusters Score: Raw -8723405.195406 + Penalty 3648.572227 = -8719756.623178 nChanged 10 SP:Iteration 58Q (1597.300000 sec): 3 clusters Score: Raw -8723409.540077 + Penalty 3648.572227 = -8719760.967849 nChanged 10 SP:Iteration 59Q (1597.440000 sec): 3 clusters Score: Raw -8723413.240870 + Penalty 3648.572227 = -8719764.668643 nChanged 12 SP:Iteration 60F (1597.630000 sec): 3 clusters Score: Raw -8723417.511380 + Penalty 3648.572227 = -8719768.939153 nChanged 6 SP:Iteration 61Q (1597.770000 sec): 3 clusters Score: Raw -8723420.679378 + Penalty 3648.572227 = -8719772.107151 nChanged 9 SP:Iteration 62Q (1597.910000 sec): 3 clusters Score: Raw -8723425.897253 + Penalty 3648.572227 = -8719777.325026 nChanged 9 SP:Iteration 63Q (1598.040000 sec): 3 clusters Score: Raw -8723429.316083 + Penalty 3648.572227 = -8719780.743855 nChanged 3 SP:Iteration 64Q (1598.180000 sec): 3 clusters Score: Raw -8723430.169685 + Penalty 3648.572227 = -8719781.597458 nChanged 2 SP:Iteration 65Q (1598.320000 sec): 3 clusters Score: Raw -8723430.891622 + Penalty 3648.572227 = -8719782.319395 nChanged 2 SP:Iteration 66Q (1598.450000 sec): 3 clusters Score: Raw -8723432.174670 + Penalty 3648.572227 = -8719783.602443 nChanged 3 SP:Iteration 67Q (1598.590000 sec): 3 clusters Score: Raw -8723433.775692 + Penalty 3648.572227 = -8719785.203465 nChanged 4 SP:Iteration 68Q (1598.720000 sec): 3 clusters Score: Raw -8723436.055589 + Penalty 3648.572227 = -8719787.483362 nChanged 2 SP:Iteration 69Q (1598.860000 sec): 3 clusters Score: Raw -8723437.774987 + Penalty 3648.572227 = -8719789.202760 nChanged 2 SP:Iteration 70Q (1599.000000 sec): 3 clusters Score: Raw -8723438.883360 + Penalty 3648.572227 = -8719790.311132 nChanged 0 SP:Iteration 71F (1599.190000 sec): 3 clusters Score: Raw -8723438.883360 + Penalty 3648.572227 = -8719790.311132 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 5 (3090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.240000 sec): 2 clusters Score: Raw -363174.865146 + Penalty 1305.838035 = -361869.027111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.240000 sec): 3 clusters Score: Raw -361706.754438 + Penalty 2611.676070 = -359095.078368 nChanged 1168 SP:Iteration 1F (1599.250000 sec): 3 clusters Score: Raw -362343.273244 + Penalty 2611.676070 = -359731.597174 nChanged 224 SP:Iteration 2F (1599.260000 sec): 3 clusters Score: Raw -362469.755874 + Penalty 2611.676070 = -359858.079803 nChanged 170 SP:Iteration 3F (1599.260000 sec): 3 clusters Score: Raw -362572.030760 + Penalty 2611.676070 = -359960.354689 nChanged 150 SP:Iteration 4Q (1599.270000 sec): 3 clusters Score: Raw -362663.665875 + Penalty 2611.676070 = -360051.989805 nChanged 116 SP:Iteration 5Q (1599.280000 sec): 3 clusters Score: Raw -362726.173405 + Penalty 2611.676070 = -360114.497334 nChanged 84 SP:Iteration 6Q (1599.290000 sec): 3 clusters Score: Raw -362771.338808 + Penalty 2611.676070 = -360159.662738 nChanged 72 SP:Iteration 7Q (1599.300000 sec): 3 clusters Score: Raw -362808.196377 + Penalty 2611.676070 = -360196.520307 nChanged 61 SP:Iteration 8Q (1599.300000 sec): 3 clusters Score: Raw -362839.654800 + Penalty 2611.676070 = -360227.978730 nChanged 49 SP:Iteration 9Q (1599.310000 sec): 3 clusters Score: Raw -362861.359489 + Penalty 2611.676070 = -360249.683419 nChanged 40 SP:Iteration 10Q (1599.320000 sec): 3 clusters Score: Raw -362878.284533 + Penalty 2611.676070 = -360266.608463 nChanged 37 SP:Iteration 11Q (1599.320000 sec): 3 clusters Score: Raw -362894.922830 + Penalty 2611.676070 = -360283.246759 nChanged 29 SP:Iteration 12Q (1599.330000 sec): 3 clusters Score: Raw -362906.206766 + Penalty 2611.676070 = -360294.530696 nChanged 26 SP:Iteration 13Q (1599.340000 sec): 3 clusters Score: Raw -362915.031034 + Penalty 2611.676070 = -360303.354964 nChanged 24 SP:Iteration 14Q (1599.350000 sec): 3 clusters Score: Raw -362923.452598 + Penalty 2611.676070 = -360311.776528 nChanged 19 SP:Iteration 15Q (1599.360000 sec): 3 clusters Score: Raw -362930.411817 + Penalty 2611.676070 = -360318.735747 nChanged 23 SP:Iteration 16Q (1599.360000 sec): 3 clusters Score: Raw -362941.246710 + Penalty 2611.676070 = -360329.570640 nChanged 29 SP:Iteration 17Q (1599.370000 sec): 3 clusters Score: Raw -362953.600518 + Penalty 2611.676070 = -360341.924448 nChanged 26 SP:Iteration 18Q (1599.380000 sec): 3 clusters Score: Raw -362966.159001 + Penalty 2611.676070 = -360354.482931 nChanged 31 SP:Iteration 19Q (1599.390000 sec): 3 clusters Score: Raw -362984.910837 + Penalty 2611.676070 = -360373.234767 nChanged 25 SP:Iteration 20F (1599.400000 sec): 3 clusters Score: Raw -362996.416495 + Penalty 2611.676070 = -360384.740424 nChanged 20 SP:Iteration 21Q (1599.400000 sec): 3 clusters Score: Raw -363004.033547 + Penalty 2611.676070 = -360392.357476 nChanged 20 SP:Iteration 22Q (1599.410000 sec): 3 clusters Score: Raw -363011.323602 + Penalty 2611.676070 = -360399.647531 nChanged 20 SP:Iteration 23Q (1599.420000 sec): 3 clusters Score: Raw -363018.718750 + Penalty 2611.676070 = -360407.042680 nChanged 21 SP:Iteration 24Q (1599.420000 sec): 3 clusters Score: Raw -363029.227400 + Penalty 2611.676070 = -360417.551330 nChanged 21 SP:Iteration 25Q (1599.430000 sec): 3 clusters Score: Raw -363038.863727 + Penalty 2611.676070 = -360427.187657 nChanged 23 SP:Iteration 26Q (1599.440000 sec): 3 clusters Score: Raw -363050.543003 + Penalty 2611.676070 = -360438.866933 nChanged 28 SP:Iteration 27Q (1599.450000 sec): 3 clusters Score: Raw -363067.811269 + Penalty 2611.676070 = -360456.135199 nChanged 35 SP:Iteration 28Q (1599.460000 sec): 3 clusters Score: Raw -363084.261155 + Penalty 2611.676070 = -360472.585084 nChanged 29 SP:Iteration 29Q (1599.460000 sec): 3 clusters Score: Raw -363098.833704 + Penalty 2611.676070 = -360487.157634 nChanged 24 SP:Iteration 30Q (1599.470000 sec): 3 clusters Score: Raw -363108.127901 + Penalty 2611.676070 = -360496.451830 nChanged 26 SP:Iteration 31Q (1599.480000 sec): 3 clusters Score: Raw -363117.972384 + Penalty 2611.676070 = -360506.296314 nChanged 22 SP:Iteration 32Q (1599.480000 sec): 3 clusters Score: Raw -363127.930539 + Penalty 2611.676070 = -360516.254468 nChanged 17 SP:Iteration 33Q (1599.490000 sec): 3 clusters Score: Raw -363135.552087 + Penalty 2611.676070 = -360523.876016 nChanged 22 SP:Iteration 34Q (1599.500000 sec): 3 clusters Score: Raw -363145.487591 + Penalty 2611.676070 = -360533.811521 nChanged 24 SP:Iteration 35Q (1599.510000 sec): 3 clusters Score: Raw -363160.325258 + Penalty 2611.676070 = -360548.649187 nChanged 25 SP:Iteration 36Q (1599.510000 sec): 3 clusters Score: Raw -363183.068837 + Penalty 2611.676070 = -360571.392767 nChanged 31 SP:Iteration 37Q (1599.520000 sec): 3 clusters Score: Raw -363200.956846 + Penalty 2611.676070 = -360589.280776 nChanged 26 SP:Iteration 38Q (1599.530000 sec): 3 clusters Score: Raw -363215.522777 + Penalty 2611.676070 = -360603.846706 nChanged 19 SP:Iteration 39Q (1599.540000 sec): 3 clusters Score: Raw -363226.836834 + Penalty 2611.676070 = -360615.160764 nChanged 20 SP:Iteration 40F (1599.540000 sec): 3 clusters Score: Raw -363236.761035 + Penalty 2611.676070 = -360625.084964 nChanged 15 SP:Iteration 41Q (1599.550000 sec): 3 clusters Score: Raw -363243.425909 + Penalty 2611.676070 = -360631.749838 nChanged 13 SP:Iteration 42Q (1599.560000 sec): 3 clusters Score: Raw -363250.438518 + Penalty 2611.676070 = -360638.762448 nChanged 9 SP:Iteration 43Q (1599.560000 sec): 3 clusters Score: Raw -363256.112988 + Penalty 2611.676070 = -360644.436918 nChanged 8 SP:Iteration 44Q (1599.570000 sec): 3 clusters Score: Raw -363260.133538 + Penalty 2611.676070 = -360648.457468 nChanged 11 SP:Iteration 45Q (1599.580000 sec): 3 clusters Score: Raw -363264.793880 + Penalty 2611.676070 = -360653.117809 nChanged 9 SP:Iteration 46Q (1599.580000 sec): 3 clusters Score: Raw -363273.278393 + Penalty 2611.676070 = -360661.602323 nChanged 9 SP:Iteration 47Q (1599.590000 sec): 3 clusters Score: Raw -363279.862486 + Penalty 2611.676070 = -360668.186415 nChanged 7 SP:Iteration 48Q (1599.600000 sec): 3 clusters Score: Raw -363284.824120 + Penalty 2611.676070 = -360673.148050 nChanged 5 SP:Iteration 49Q (1599.600000 sec): 3 clusters Score: Raw -363288.837414 + Penalty 2611.676070 = -360677.161344 nChanged 3 SP:Iteration 50Q (1599.610000 sec): 3 clusters Score: Raw -363291.143046 + Penalty 2611.676070 = -360679.466976 nChanged 3 SP:Iteration 51Q (1599.620000 sec): 3 clusters Score: Raw -363292.720078 + Penalty 2611.676070 = -360681.044007 nChanged 5 SP:Iteration 52Q (1599.630000 sec): 3 clusters Score: Raw -363295.629405 + Penalty 2611.676070 = -360683.953335 nChanged 4 SP:Iteration 53Q (1599.630000 sec): 3 clusters Score: Raw -363299.078545 + Penalty 2611.676070 = -360687.402475 nChanged 1 SP:Iteration 54Q (1599.640000 sec): 3 clusters Score: Raw -363299.878813 + Penalty 2611.676070 = -360688.202743 nChanged 0 SP:Iteration 55F (1599.650000 sec): 3 clusters Score: Raw -363299.878813 + Penalty 2611.676070 = -360688.202743 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 6 (1437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.650000 sec): 2 clusters Score: Raw -162582.461160 + Penalty 1181.425844 = -161401.035316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.660000 sec): 3 clusters Score: Raw -162044.966115 + Penalty 2362.851688 = -159682.114427 nChanged 461 SP:Iteration 1F (1599.660000 sec): 3 clusters Score: Raw -162404.783120 + Penalty 2362.851688 = -160041.931432 nChanged 117 SP:Iteration 2F (1599.660000 sec): 3 clusters Score: Raw -162549.324230 + Penalty 2362.851688 = -160186.472542 nChanged 90 SP:Iteration 3F (1599.670000 sec): 3 clusters Score: Raw -162678.546662 + Penalty 2362.851688 = -160315.694974 nChanged 92 SP:Iteration 4F (1599.670000 sec): 3 clusters Score: Raw -162797.125609 + Penalty 2362.851688 = -160434.273921 nChanged 76 SP:Iteration 5F (1599.680000 sec): 3 clusters Score: Raw -162895.576924 + Penalty 2362.851688 = -160532.725236 nChanged 60 SP:Iteration 6Q (1599.680000 sec): 3 clusters Score: Raw -163003.928120 + Penalty 2362.851688 = -160641.076432 nChanged 60 SP:Iteration 7Q (1599.680000 sec): 3 clusters Score: Raw -163118.651178 + Penalty 2362.851688 = -160755.799490 nChanged 60 SP:Iteration 8Q (1599.680000 sec): 3 clusters Score: Raw -163222.903248 + Penalty 2362.851688 = -160860.051560 nChanged 51 SP:Iteration 9Q (1599.690000 sec): 3 clusters Score: Raw -163306.750572 + Penalty 2362.851688 = -160943.898884 nChanged 28 SP:Iteration 10Q (1599.690000 sec): 3 clusters Score: Raw -163344.272585 + Penalty 2362.851688 = -160981.420897 nChanged 18 SP:Iteration 11Q (1599.700000 sec): 3 clusters Score: Raw -163366.949499 + Penalty 2362.851688 = -161004.097811 nChanged 16 SP:Iteration 12Q (1599.700000 sec): 3 clusters Score: Raw -163383.600589 + Penalty 2362.851688 = -161020.748901 nChanged 7 SP:Iteration 13Q (1599.700000 sec): 3 clusters Score: Raw -163390.472078 + Penalty 2362.851688 = -161027.620390 nChanged 6 SP:Iteration 14Q (1599.700000 sec): 3 clusters Score: Raw -163398.570933 + Penalty 2362.851688 = -161035.719245 nChanged 4 SP:Iteration 15Q (1599.700000 sec): 3 clusters Score: Raw -163402.273188 + Penalty 2362.851688 = -161039.421500 nChanged 4 SP:Iteration 16Q (1599.710000 sec): 3 clusters Score: Raw -163406.905485 + Penalty 2362.851688 = -161044.053797 nChanged 2 SP:Iteration 17Q (1599.710000 sec): 3 clusters Score: Raw -163409.090774 + Penalty 2362.851688 = -161046.239086 nChanged 4 SP:Iteration 18Q (1599.720000 sec): 3 clusters Score: Raw -163413.715048 + Penalty 2362.851688 = -161050.863360 nChanged 2 SP:Iteration 19Q (1599.720000 sec): 3 clusters Score: Raw -163415.648876 + Penalty 2362.851688 = -161052.797188 nChanged 3 SP:Iteration 20F (1599.720000 sec): 3 clusters Score: Raw -163419.656737 + Penalty 2362.851688 = -161056.805049 nChanged 2 SP:Iteration 21Q (1599.720000 sec): 3 clusters Score: Raw -163420.766953 + Penalty 2362.851688 = -161057.915265 nChanged 1 SP:Iteration 22Q (1599.730000 sec): 3 clusters Score: Raw -163422.680965 + Penalty 2362.851688 = -161059.829277 nChanged 0 SP:Iteration 23F (1599.730000 sec): 3 clusters Score: Raw -163422.680965 + Penalty 2362.851688 = -161059.829277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.730000 sec): 2 clusters Score: Raw -41317.702663 + Penalty 966.130849 = -40351.571814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.730000 sec): 3 clusters Score: Raw -41293.969104 + Penalty 1932.261698 = -39361.707406 nChanged 61 SP:Iteration 1F (1599.740000 sec): 3 clusters Score: Raw -41394.167002 + Penalty 1932.261698 = -39461.905304 nChanged 19 SP:Iteration 2Q (1599.740000 sec): 3 clusters Score: Raw -41437.634238 + Penalty 1932.261698 = -39505.372540 nChanged 8 SP:Iteration 3Q (1599.740000 sec): 3 clusters Score: Raw -41449.678005 + Penalty 1932.261698 = -39517.416307 nChanged 6 SP:Iteration 4Q (1599.740000 sec): 3 clusters Score: Raw -41461.743191 + Penalty 1932.261698 = -39529.481493 nChanged 7 SP:Iteration 5Q (1599.740000 sec): 3 clusters Score: Raw -41474.332532 + Penalty 1932.261698 = -39542.070834 nChanged 5 SP:Iteration 6Q (1599.740000 sec): 3 clusters Score: Raw -41486.526790 + Penalty 1932.261698 = -39554.265093 nChanged 2 SP:Iteration 7Q (1599.740000 sec): 3 clusters Score: Raw -41489.496136 + Penalty 1932.261698 = -39557.234438 nChanged 0 SP:Iteration 8F (1599.740000 sec): 3 clusters Score: Raw -41489.496136 + Penalty 1932.261698 = -39557.234438 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.740000 sec): 2 clusters Score: Raw -93051.240250 + Penalty 1095.142202 = -91956.098048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.750000 sec): 3 clusters Score: Raw -92819.631342 + Penalty 2190.284404 = -90629.346938 nChanged 223 SP:Iteration 1F (1599.750000 sec): 3 clusters Score: Raw -93065.625587 + Penalty 2190.284404 = -90875.341183 nChanged 66 SP:Iteration 2F (1599.750000 sec): 3 clusters Score: Raw -93162.139732 + Penalty 2190.284404 = -90971.855328 nChanged 39 SP:Iteration 3Q (1599.750000 sec): 3 clusters Score: Raw -93234.991952 + Penalty 2190.284404 = -91044.707549 nChanged 35 SP:Iteration 4Q (1599.760000 sec): 3 clusters Score: Raw -93288.728030 + Penalty 2190.284404 = -91098.443626 nChanged 33 SP:Iteration 5Q (1599.760000 sec): 3 clusters Score: Raw -93340.837598 + Penalty 2190.284404 = -91150.553194 nChanged 26 SP:Iteration 6Q (1599.760000 sec): 3 clusters Score: Raw -93374.476676 + Penalty 2190.284404 = -91184.192272 nChanged 20 SP:Iteration 7Q (1599.760000 sec): 3 clusters Score: Raw -93412.576000 + Penalty 2190.284404 = -91222.291596 nChanged 17 SP:Iteration 8Q (1599.760000 sec): 3 clusters Score: Raw -93446.793754 + Penalty 2190.284404 = -91256.509350 nChanged 21 SP:Iteration 9Q (1599.760000 sec): 3 clusters Score: Raw -93487.890406 + Penalty 2190.284404 = -91297.606002 nChanged 21 SP:Iteration 10Q (1599.770000 sec): 3 clusters Score: Raw -93527.522841 + Penalty 2190.284404 = -91337.238437 nChanged 21 SP:Iteration 11Q (1599.770000 sec): 3 clusters Score: Raw -93567.221493 + Penalty 2190.284404 = -91376.937089 nChanged 17 SP:Iteration 12Q (1599.770000 sec): 3 clusters Score: Raw -93605.620078 + Penalty 2190.284404 = -91415.335675 nChanged 16 SP:Iteration 13Q (1599.770000 sec): 3 clusters Score: Raw -93641.337220 + Penalty 2190.284404 = -91451.052816 nChanged 11 SP:Iteration 14Q (1599.770000 sec): 3 clusters Score: Raw -93661.770705 + Penalty 2190.284404 = -91471.486301 nChanged 6 SP:Iteration 15Q (1599.780000 sec): 3 clusters Score: Raw -93671.429021 + Penalty 2190.284404 = -91481.144617 nChanged 3 SP:Iteration 16Q (1599.780000 sec): 3 clusters Score: Raw -93677.833055 + Penalty 2190.284404 = -91487.548651 nChanged 4 SP:Iteration 17Q (1599.780000 sec): 3 clusters Score: Raw -93691.232219 + Penalty 2190.284404 = -91500.947815 nChanged 4 SP:Iteration 18Q (1599.780000 sec): 3 clusters Score: Raw -93703.663027 + Penalty 2190.284404 = -91513.378623 nChanged 5 SP:Iteration 19Q (1599.780000 sec): 3 clusters Score: Raw -93710.774880 + Penalty 2190.284404 = -91520.490476 nChanged 3 SP:Iteration 20F (1599.780000 sec): 3 clusters Score: Raw -93715.976884 + Penalty 2190.284404 = -91525.692480 nChanged 7 SP:Iteration 21Q (1599.780000 sec): 3 clusters Score: Raw -93730.336573 + Penalty 2190.284404 = -91540.052169 nChanged 6 SP:Iteration 22Q (1599.790000 sec): 3 clusters Score: Raw -93750.904459 + Penalty 2190.284404 = -91560.620055 nChanged 6 SP:Iteration 23Q (1599.790000 sec): 3 clusters Score: Raw -93779.515260 + Penalty 2190.284404 = -91589.230856 nChanged 9 SP:Iteration 24Q (1599.790000 sec): 3 clusters Score: Raw -93796.745051 + Penalty 2190.284404 = -91606.460647 nChanged 5 SP:Iteration 25Q (1599.790000 sec): 3 clusters Score: Raw -93805.129691 + Penalty 2190.284404 = -91614.845287 nChanged 1 SP:Iteration 26Q (1599.800000 sec): 3 clusters Score: Raw -93806.579275 + Penalty 2190.284404 = -91616.294871 nChanged 2 SP:Iteration 27Q (1599.800000 sec): 3 clusters Score: Raw -93809.414498 + Penalty 2190.284404 = -91619.130094 nChanged 3 SP:Iteration 28Q (1599.800000 sec): 3 clusters Score: Raw -93813.207783 + Penalty 2190.284404 = -91622.923379 nChanged 4 SP:Iteration 29Q (1599.800000 sec): 3 clusters Score: Raw -93815.715769 + Penalty 2190.284404 = -91625.431365 nChanged 1 SP:Iteration 30Q (1599.800000 sec): 3 clusters Score: Raw -93816.489123 + Penalty 2190.284404 = -91626.204719 nChanged 0 SP:Iteration 31F (1599.800000 sec): 3 clusters Score: Raw -93816.489123 + Penalty 2190.284404 = -91626.204719 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.810000 sec): 2 clusters Score: Raw -178931.259418 + Penalty 1198.784228 = -177732.475189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.810000 sec): 3 clusters Score: Raw -178289.255278 + Penalty 2397.568457 = -175891.686821 nChanged 562 SP:Iteration 1F (1599.820000 sec): 3 clusters Score: Raw -178653.117602 + Penalty 2397.568457 = -176255.549145 nChanged 131 SP:Iteration 2F (1599.820000 sec): 3 clusters Score: Raw -178754.761365 + Penalty 2397.568457 = -176357.192909 nChanged 75 SP:Iteration 3Q (1599.820000 sec): 3 clusters Score: Raw -178815.809614 + Penalty 2397.568457 = -176418.241157 nChanged 57 SP:Iteration 4Q (1599.830000 sec): 3 clusters Score: Raw -178855.278595 + Penalty 2397.568457 = -176457.710138 nChanged 27 SP:Iteration 5Q (1599.830000 sec): 3 clusters Score: Raw -178870.367268 + Penalty 2397.568457 = -176472.798812 nChanged 13 SP:Iteration 6Q (1599.840000 sec): 3 clusters Score: Raw -178877.519664 + Penalty 2397.568457 = -176479.951207 nChanged 9 SP:Iteration 7Q (1599.840000 sec): 3 clusters Score: Raw -178881.645001 + Penalty 2397.568457 = -176484.076544 nChanged 6 SP:Iteration 8Q (1599.840000 sec): 3 clusters Score: Raw -178885.066080 + Penalty 2397.568457 = -176487.497623 nChanged 8 SP:Iteration 9Q (1599.850000 sec): 3 clusters Score: Raw -178891.500648 + Penalty 2397.568457 = -176493.932192 nChanged 16 SP:Iteration 10Q (1599.850000 sec): 3 clusters Score: Raw -178903.880524 + Penalty 2397.568457 = -176506.312068 nChanged 17 SP:Iteration 11Q (1599.860000 sec): 3 clusters Score: Raw -178921.375461 + Penalty 2397.568457 = -176523.807004 nChanged 23 SP:Iteration 12Q (1599.860000 sec): 3 clusters Score: Raw -178938.575057 + Penalty 2397.568457 = -176541.006600 nChanged 21 SP:Iteration 13Q (1599.860000 sec): 3 clusters Score: Raw -178966.455357 + Penalty 2397.568457 = -176568.886900 nChanged 26 SP:Iteration 14Q (1599.870000 sec): 3 clusters Score: Raw -179010.716690 + Penalty 2397.568457 = -176613.148234 nChanged 35 SP:Iteration 15Q (1599.870000 sec): 3 clusters Score: Raw -179063.342882 + Penalty 2397.568457 = -176665.774425 nChanged 49 SP:Iteration 16Q (1599.880000 sec): 3 clusters Score: Raw -179144.456826 + Penalty 2397.568457 = -176746.888369 nChanged 44 SP:Iteration 17Q (1599.880000 sec): 3 clusters Score: Raw -179226.915212 + Penalty 2397.568457 = -176829.346755 nChanged 53 SP:Iteration 18Q (1599.880000 sec): 3 clusters Score: Raw -179276.660745 + Penalty 2397.568457 = -176879.092288 nChanged 45 SP:Iteration 19Q (1599.880000 sec): 3 clusters Score: Raw -179322.215539 + Penalty 2397.568457 = -176924.647082 nChanged 51 SP:Iteration 20F (1599.890000 sec): 3 clusters Score: Raw -179364.676168 + Penalty 2397.568457 = -176967.107712 nChanged 39 SP:Iteration 21Q (1599.890000 sec): 3 clusters Score: Raw -179400.144541 + Penalty 2397.568457 = -177002.576085 nChanged 43 SP:Iteration 22Q (1599.900000 sec): 3 clusters Score: Raw -179444.276398 + Penalty 2397.568457 = -177046.707941 nChanged 41 SP:Iteration 23Q (1599.900000 sec): 3 clusters Score: Raw -179476.789292 + Penalty 2397.568457 = -177079.220835 nChanged 32 SP:Iteration 24Q (1599.900000 sec): 3 clusters Score: Raw -179506.002956 + Penalty 2397.568457 = -177108.434499 nChanged 27 SP:Iteration 25Q (1599.910000 sec): 3 clusters Score: Raw -179532.875456 + Penalty 2397.568457 = -177135.306999 nChanged 22 SP:Iteration 26Q (1599.910000 sec): 3 clusters Score: Raw -179551.798889 + Penalty 2397.568457 = -177154.230432 nChanged 18 SP:Iteration 27Q (1599.920000 sec): 3 clusters Score: Raw -179565.855678 + Penalty 2397.568457 = -177168.287221 nChanged 16 SP:Iteration 28Q (1599.920000 sec): 3 clusters Score: Raw -179584.295336 + Penalty 2397.568457 = -177186.726880 nChanged 17 SP:Iteration 29Q (1599.920000 sec): 3 clusters Score: Raw -179600.866107 + Penalty 2397.568457 = -177203.297650 nChanged 14 SP:Iteration 30Q (1599.920000 sec): 3 clusters Score: Raw -179616.235146 + Penalty 2397.568457 = -177218.666689 nChanged 13 SP:Iteration 31Q (1599.930000 sec): 3 clusters Score: Raw -179631.305996 + Penalty 2397.568457 = -177233.737539 nChanged 13 SP:Iteration 32Q (1599.930000 sec): 3 clusters Score: Raw -179645.417016 + Penalty 2397.568457 = -177247.848559 nChanged 21 SP:Iteration 33Q (1599.940000 sec): 3 clusters Score: Raw -179668.235089 + Penalty 2397.568457 = -177270.666632 nChanged 17 SP:Iteration 34Q (1599.940000 sec): 3 clusters Score: Raw -179688.622337 + Penalty 2397.568457 = -177291.053881 nChanged 15 SP:Iteration 35Q (1599.940000 sec): 3 clusters Score: Raw -179701.976320 + Penalty 2397.568457 = -177304.407863 nChanged 14 SP:Iteration 36Q (1599.950000 sec): 3 clusters Score: Raw -179715.007363 + Penalty 2397.568457 = -177317.438907 nChanged 11 SP:Iteration 37Q (1599.950000 sec): 3 clusters Score: Raw -179729.726434 + Penalty 2397.568457 = -177332.157977 nChanged 10 SP:Iteration 38Q (1599.950000 sec): 3 clusters Score: Raw -179742.963459 + Penalty 2397.568457 = -177345.395002 nChanged 7 SP:Iteration 39Q (1599.960000 sec): 3 clusters Score: Raw -179753.553287 + Penalty 2397.568457 = -177355.984830 nChanged 10 SP:Iteration 40F (1599.960000 sec): 3 clusters Score: Raw -179763.881411 + Penalty 2397.568457 = -177366.312954 nChanged 8 SP:Iteration 41Q (1599.960000 sec): 3 clusters Score: Raw -179770.429190 + Penalty 2397.568457 = -177372.860733 nChanged 5 SP:Iteration 42Q (1599.970000 sec): 3 clusters Score: Raw -179773.342632 + Penalty 2397.568457 = -177375.774176 nChanged 2 SP:Iteration 43Q (1599.970000 sec): 3 clusters Score: Raw -179774.486390 + Penalty 2397.568457 = -177376.917934 nChanged 1 SP:Iteration 44Q (1599.970000 sec): 3 clusters Score: Raw -179774.778098 + Penalty 2397.568457 = -177377.209642 nChanged 0 SP:Iteration 45F (1599.980000 sec): 3 clusters Score: Raw -179774.778098 + Penalty 2397.568457 = -177377.209642 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 10 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.980000 sec): 2 clusters Score: Raw -21317.407932 + Penalty 858.520606 = -20458.887326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.980000 sec): 3 clusters Score: Raw -21403.202185 + Penalty 1717.041212 = -19686.160973 nChanged 22 SP:Iteration 1F (1599.980000 sec): 3 clusters Score: Raw -21472.550480 + Penalty 1717.041212 = -19755.509268 nChanged 2 SP:Iteration 2Q (1599.980000 sec): 3 clusters Score: Raw -21479.571998 + Penalty 1717.041212 = -19762.530786 nChanged 0 SP:Iteration 3F (1599.980000 sec): 3 clusters Score: Raw -21479.571998 + Penalty 1717.041212 = -19762.530786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 11 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.980000 sec): 2 clusters Score: Raw -85962.001940 + Penalty 1080.038459 = -84881.963482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.990000 sec): 3 clusters Score: Raw -85722.595205 + Penalty 2160.076917 = -83562.518288 nChanged 214 SP:Iteration 1F (1599.990000 sec): 3 clusters Score: Raw -85934.109122 + Penalty 2160.076917 = -83774.032204 nChanged 50 SP:Iteration 2F (1599.990000 sec): 3 clusters Score: Raw -86003.652410 + Penalty 2160.076917 = -83843.575492 nChanged 31 SP:Iteration 3Q (1599.990000 sec): 3 clusters Score: Raw -86038.153739 + Penalty 2160.076917 = -83878.076822 nChanged 21 SP:Iteration 4Q (1600.000000 sec): 3 clusters Score: Raw -86060.081607 + Penalty 2160.076917 = -83900.004690 nChanged 10 SP:Iteration 5Q (1600.000000 sec): 3 clusters Score: Raw -86071.181204 + Penalty 2160.076917 = -83911.104287 nChanged 7 SP:Iteration 6Q (1600.000000 sec): 3 clusters Score: Raw -86079.912867 + Penalty 2160.076917 = -83919.835950 nChanged 6 SP:Iteration 7Q (1600.000000 sec): 3 clusters Score: Raw -86085.522098 + Penalty 2160.076917 = -83925.445181 nChanged 4 SP:Iteration 8Q (1600.000000 sec): 3 clusters Score: Raw -86091.434929 + Penalty 2160.076917 = -83931.358012 nChanged 2 SP:Iteration 9Q (1600.000000 sec): 3 clusters Score: Raw -86094.380522 + Penalty 2160.076917 = -83934.303605 nChanged 1 SP:Iteration 10Q (1600.000000 sec): 3 clusters Score: Raw -86095.012735 + Penalty 2160.076917 = -83934.935818 nChanged 1 SP:Iteration 11Q (1600.010000 sec): 3 clusters Score: Raw -86096.037319 + Penalty 2160.076917 = -83935.960402 nChanged 0 SP:Iteration 12F (1600.010000 sec): 3 clusters Score: Raw -86096.037319 + Penalty 2160.076917 = -83935.960402 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.010000 sec): 2 clusters Score: Raw -23060.660616 + Penalty 871.209977 = -22189.450639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.010000 sec): 3 clusters Score: Raw -23233.590347 + Penalty 1742.419954 = -21491.170393 nChanged 26 SP:Iteration 1F (1600.010000 sec): 3 clusters Score: Raw -23311.208720 + Penalty 1742.419954 = -21568.788766 nChanged 6 SP:Iteration 2Q (1600.010000 sec): 3 clusters Score: Raw -23332.151340 + Penalty 1742.419954 = -21589.731386 nChanged 2 SP:Iteration 3Q (1600.010000 sec): 3 clusters Score: Raw -23339.050123 + Penalty 1742.419954 = -21596.630169 nChanged 0 SP:Iteration 4F (1600.010000 sec): 3 clusters Score: Raw -23339.050123 + Penalty 1742.419954 = -21596.630169 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 13 (31890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.110000 sec): 2 clusters Score: Raw -3734733.060280 + Penalty 1685.132761 = -3733047.927519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.190000 sec): 3 clusters Score: Raw -3714917.997062 + Penalty 3370.265522 = -3711547.731540 nChanged 14807 SP:Iteration 1F (1600.270000 sec): 3 clusters Score: Raw -3723057.624433 + Penalty 3370.265522 = -3719687.358911 nChanged 1252 SP:Iteration 2Q (1600.360000 sec): 3 clusters Score: Raw -3723403.241304 + Penalty 3370.265522 = -3720032.975782 nChanged 1208 SP:Iteration 3Q (1600.440000 sec): 3 clusters Score: Raw -3723738.391019 + Penalty 3370.265522 = -3720368.125497 nChanged 1192 SP:Iteration 4Q (1600.520000 sec): 3 clusters Score: Raw -3724093.832770 + Penalty 3370.265522 = -3720723.567248 nChanged 1216 SP:Iteration 5Q (1600.610000 sec): 3 clusters Score: Raw -3724510.294063 + Penalty 3370.265522 = -3721140.028541 nChanged 1392 SP:Iteration 6Q (1600.700000 sec): 3 clusters Score: Raw -3725057.931396 + Penalty 3370.265522 = -3721687.665874 nChanged 1490 SP:Iteration 7Q (1600.780000 sec): 3 clusters Score: Raw -3725739.130360 + Penalty 3370.265522 = -3722368.864838 nChanged 1681 SP:Iteration 8F (1600.860000 sec): 3 clusters Score: Raw -3726683.703602 + Penalty 3370.265522 = -3723313.438080 nChanged 1992 SP:Iteration 9F (1600.940000 sec): 3 clusters Score: Raw -3728010.884393 + Penalty 3370.265522 = -3724640.618871 nChanged 2040 SP:Iteration 10F (1601.030000 sec): 3 clusters Score: Raw -3729570.033102 + Penalty 3370.265522 = -3726199.767580 nChanged 1936 SP:Iteration 11F (1601.110000 sec): 3 clusters Score: Raw -3731242.998885 + Penalty 3370.265522 = -3727872.733363 nChanged 1618 SP:Iteration 12F (1601.190000 sec): 3 clusters Score: Raw -3732719.244317 + Penalty 3370.265522 = -3729348.978795 nChanged 1133 SP:Iteration 13Q (1601.270000 sec): 3 clusters Score: Raw -3733752.059392 + Penalty 3370.265522 = -3730381.793870 nChanged 664 SP:Iteration 14Q (1601.340000 sec): 3 clusters Score: Raw -3734346.352766 + Penalty 3370.265522 = -3730976.087244 nChanged 317 SP:Iteration 15Q (1601.410000 sec): 3 clusters Score: Raw -3734651.322879 + Penalty 3370.265522 = -3731281.057357 nChanged 150 SP:Iteration 16Q (1601.470000 sec): 3 clusters Score: Raw -3734800.872113 + Penalty 3370.265522 = -3731430.606591 nChanged 73 SP:Iteration 17Q (1601.530000 sec): 3 clusters Score: Raw -3734878.008565 + Penalty 3370.265522 = -3731507.743043 nChanged 38 SP:Iteration 18Q (1601.590000 sec): 3 clusters Score: Raw -3734922.018634 + Penalty 3370.265522 = -3731551.753112 nChanged 16 SP:Iteration 19Q (1601.650000 sec): 3 clusters Score: Raw -3734939.800431 + Penalty 3370.265522 = -3731569.534909 nChanged 11 SP:Iteration 20F (1601.730000 sec): 3 clusters Score: Raw -3734956.188961 + Penalty 3370.265522 = -3731585.923439 nChanged 10 SP:Iteration 21Q (1601.790000 sec): 3 clusters Score: Raw -3734968.168538 + Penalty 3370.265522 = -3731597.903016 nChanged 5 SP:Iteration 22Q (1601.850000 sec): 3 clusters Score: Raw -3734974.410217 + Penalty 3370.265522 = -3731604.144695 nChanged 3 SP:Iteration 23Q (1601.900000 sec): 3 clusters Score: Raw -3734978.693431 + Penalty 3370.265522 = -3731608.427909 nChanged 5 SP:Iteration 24Q (1601.960000 sec): 3 clusters Score: Raw -3734983.411438 + Penalty 3370.265522 = -3731613.145916 nChanged 8 SP:Iteration 25Q (1602.020000 sec): 3 clusters Score: Raw -3734991.944516 + Penalty 3370.265522 = -3731621.678994 nChanged 1 SP:Iteration 26Q (1602.080000 sec): 3 clusters Score: Raw -3734993.595960 + Penalty 3370.265522 = -3731623.330438 nChanged 0 SP:Iteration 27F (1602.160000 sec): 3 clusters Score: Raw -3734993.595960 + Penalty 3370.265522 = -3731623.330438 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 14 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.180000 sec): 2 clusters Score: Raw -172887.896120 + Penalty 1196.635944 = -171691.260177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.180000 sec): 3 clusters Score: Raw -172384.906961 + Penalty 2393.271888 = -169991.635073 nChanged 539 SP:Iteration 1F (1602.190000 sec): 3 clusters Score: Raw -173083.547122 + Penalty 2393.271888 = -170690.275234 nChanged 223 SP:Iteration 2F (1602.190000 sec): 3 clusters Score: Raw -173500.650688 + Penalty 2393.271888 = -171107.378800 nChanged 173 SP:Iteration 3F (1602.200000 sec): 3 clusters Score: Raw -173763.452791 + Penalty 2393.271888 = -171370.180903 nChanged 98 SP:Iteration 4F (1602.200000 sec): 3 clusters Score: Raw -173885.259903 + Penalty 2393.271888 = -171491.988016 nChanged 47 SP:Iteration 5Q (1602.200000 sec): 3 clusters Score: Raw -173943.712064 + Penalty 2393.271888 = -171550.440176 nChanged 25 SP:Iteration 6Q (1602.210000 sec): 3 clusters Score: Raw -173973.459696 + Penalty 2393.271888 = -171580.187808 nChanged 14 SP:Iteration 7Q (1602.210000 sec): 3 clusters Score: Raw -173985.981929 + Penalty 2393.271888 = -171592.710041 nChanged 10 SP:Iteration 8Q (1602.220000 sec): 3 clusters Score: Raw -173994.041804 + Penalty 2393.271888 = -171600.769916 nChanged 7 SP:Iteration 9Q (1602.220000 sec): 3 clusters Score: Raw -173999.849342 + Penalty 2393.271888 = -171606.577455 nChanged 4 SP:Iteration 10Q (1602.220000 sec): 3 clusters Score: Raw -174003.583923 + Penalty 2393.271888 = -171610.312035 nChanged 2 SP:Iteration 11Q (1602.220000 sec): 3 clusters Score: Raw -174005.454683 + Penalty 2393.271888 = -171612.182795 nChanged 0 SP:Iteration 12F (1602.230000 sec): 3 clusters Score: Raw -174005.454683 + Penalty 2393.271888 = -171612.182795 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 15 (34593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.330000 sec): 2 clusters Score: Raw -4050931.617682 + Penalty 1698.353577 = -4049233.264105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.420000 sec): 3 clusters Score: Raw -4029557.374014 + Penalty 3396.707154 = -4026160.666860 nChanged 15884 SP:Iteration 1F (1602.520000 sec): 3 clusters Score: Raw -4038196.637236 + Penalty 3396.707154 = -4034799.930082 nChanged 1478 SP:Iteration 2Q (1602.610000 sec): 3 clusters Score: Raw -4038592.749885 + Penalty 3396.707154 = -4035196.042731 nChanged 1384 SP:Iteration 3Q (1602.700000 sec): 3 clusters Score: Raw -4038990.657766 + Penalty 3396.707154 = -4035593.950612 nChanged 1407 SP:Iteration 4Q (1602.790000 sec): 3 clusters Score: Raw -4039478.351412 + Penalty 3396.707154 = -4036081.644258 nChanged 1619 SP:Iteration 5Q (1602.890000 sec): 3 clusters Score: Raw -4040164.572646 + Penalty 3396.707154 = -4036767.865492 nChanged 1929 SP:Iteration 6F (1602.980000 sec): 3 clusters Score: Raw -4041247.094940 + Penalty 3396.707154 = -4037850.387786 nChanged 2239 SP:Iteration 7F (1603.070000 sec): 3 clusters Score: Raw -4042807.568616 + Penalty 3396.707154 = -4039410.861462 nChanged 2510 SP:Iteration 8F (1603.160000 sec): 3 clusters Score: Raw -4044917.439532 + Penalty 3396.707154 = -4041520.732378 nChanged 2376 SP:Iteration 9F (1603.250000 sec): 3 clusters Score: Raw -4047057.252836 + Penalty 3396.707154 = -4043660.545682 nChanged 1774 SP:Iteration 10F (1603.340000 sec): 3 clusters Score: Raw -4048595.824874 + Penalty 3396.707154 = -4045199.117720 nChanged 1148 SP:Iteration 11Q (1603.430000 sec): 3 clusters Score: Raw -4049389.724885 + Penalty 3396.707154 = -4045993.017730 nChanged 736 SP:Iteration 12Q (1603.510000 sec): 3 clusters Score: Raw -4049792.270134 + Penalty 3396.707154 = -4046395.562980 nChanged 558 SP:Iteration 13Q (1603.600000 sec): 3 clusters Score: Raw -4050063.419060 + Penalty 3396.707154 = -4046666.711906 nChanged 454 SP:Iteration 14Q (1603.680000 sec): 3 clusters Score: Raw -4050277.742921 + Penalty 3396.707154 = -4046881.035767 nChanged 374 SP:Iteration 15Q (1603.750000 sec): 3 clusters Score: Raw -4050448.836041 + Penalty 3396.707154 = -4047052.128887 nChanged 333 SP:Iteration 16Q (1603.830000 sec): 3 clusters Score: Raw -4050593.447352 + Penalty 3396.707154 = -4047196.740198 nChanged 296 SP:Iteration 17Q (1603.900000 sec): 3 clusters Score: Raw -4050720.261087 + Penalty 3396.707154 = -4047323.553932 nChanged 247 SP:Iteration 18Q (1603.980000 sec): 3 clusters Score: Raw -4050812.305070 + Penalty 3396.707154 = -4047415.597916 nChanged 218 SP:Iteration 19Q (1604.050000 sec): 3 clusters Score: Raw -4050887.768587 + Penalty 3396.707154 = -4047491.061432 nChanged 209 SP:Iteration 20F (1604.140000 sec): 3 clusters Score: Raw -4050959.498997 + Penalty 3396.707154 = -4047562.791842 nChanged 198 SP:Iteration 21Q (1604.220000 sec): 3 clusters Score: Raw -4051024.854934 + Penalty 3396.707154 = -4047628.147780 nChanged 161 SP:Iteration 22Q (1604.290000 sec): 3 clusters Score: Raw -4051076.109452 + Penalty 3396.707154 = -4047679.402298 nChanged 132 SP:Iteration 23Q (1604.360000 sec): 3 clusters Score: Raw -4051116.522020 + Penalty 3396.707154 = -4047719.814866 nChanged 132 SP:Iteration 24Q (1604.430000 sec): 3 clusters Score: Raw -4051156.013175 + Penalty 3396.707154 = -4047759.306021 nChanged 95 SP:Iteration 25Q (1604.500000 sec): 3 clusters Score: Raw -4051179.995779 + Penalty 3396.707154 = -4047783.288625 nChanged 79 SP:Iteration 26Q (1604.570000 sec): 3 clusters Score: Raw -4051198.144499 + Penalty 3396.707154 = -4047801.437345 nChanged 72 SP:Iteration 27Q (1604.640000 sec): 3 clusters Score: Raw -4051216.336077 + Penalty 3396.707154 = -4047819.628923 nChanged 73 SP:Iteration 28Q (1604.710000 sec): 3 clusters Score: Raw -4051234.493776 + Penalty 3396.707154 = -4047837.786622 nChanged 72 SP:Iteration 29Q (1604.780000 sec): 3 clusters Score: Raw -4051251.749602 + Penalty 3396.707154 = -4047855.042448 nChanged 69 SP:Iteration 30Q (1604.850000 sec): 3 clusters Score: Raw -4051268.293203 + Penalty 3396.707154 = -4047871.586049 nChanged 58 SP:Iteration 31Q (1604.920000 sec): 3 clusters Score: Raw -4051284.784204 + Penalty 3396.707154 = -4047888.077050 nChanged 61 SP:Iteration 32Q (1604.990000 sec): 3 clusters Score: Raw -4051302.611970 + Penalty 3396.707154 = -4047905.904816 nChanged 49 SP:Iteration 33Q (1605.060000 sec): 3 clusters Score: Raw -4051314.329812 + Penalty 3396.707154 = -4047917.622657 nChanged 39 SP:Iteration 34Q (1605.120000 sec): 3 clusters Score: Raw -4051324.386075 + Penalty 3396.707154 = -4047927.678921 nChanged 43 SP:Iteration 35Q (1605.190000 sec): 3 clusters Score: Raw -4051336.842754 + Penalty 3396.707154 = -4047940.135600 nChanged 46 SP:Iteration 36Q (1605.260000 sec): 3 clusters Score: Raw -4051350.103100 + Penalty 3396.707154 = -4047953.395945 nChanged 41 SP:Iteration 37Q (1605.320000 sec): 3 clusters Score: Raw -4051360.864271 + Penalty 3396.707154 = -4047964.157117 nChanged 33 SP:Iteration 38Q (1605.390000 sec): 3 clusters Score: Raw -4051368.551639 + Penalty 3396.707154 = -4047971.844485 nChanged 24 SP:Iteration 39Q (1605.460000 sec): 3 clusters Score: Raw -4051375.735605 + Penalty 3396.707154 = -4047979.028450 nChanged 25 SP:Iteration 40F (1605.550000 sec): 3 clusters Score: Raw -4051382.279753 + Penalty 3396.707154 = -4047985.572598 nChanged 22 SP:Iteration 41Q (1605.620000 sec): 3 clusters Score: Raw -4051388.175184 + Penalty 3396.707154 = -4047991.468029 nChanged 21 SP:Iteration 42Q (1605.680000 sec): 3 clusters Score: Raw -4051395.251888 + Penalty 3396.707154 = -4047998.544733 nChanged 21 SP:Iteration 43Q (1605.750000 sec): 3 clusters Score: Raw -4051400.515347 + Penalty 3396.707154 = -4048003.808193 nChanged 15 SP:Iteration 44Q (1605.820000 sec): 3 clusters Score: Raw -4051403.840493 + Penalty 3396.707154 = -4048007.133339 nChanged 9 SP:Iteration 45Q (1605.880000 sec): 3 clusters Score: Raw -4051406.130880 + Penalty 3396.707154 = -4048009.423726 nChanged 12 SP:Iteration 46Q (1605.950000 sec): 3 clusters Score: Raw -4051408.955650 + Penalty 3396.707154 = -4048012.248496 nChanged 12 SP:Iteration 47Q (1606.020000 sec): 3 clusters Score: Raw -4051411.766245 + Penalty 3396.707154 = -4048015.059091 nChanged 6 SP:Iteration 48Q (1606.080000 sec): 3 clusters Score: Raw -4051412.539488 + Penalty 3396.707154 = -4048015.832334 nChanged 5 SP:Iteration 49Q (1606.150000 sec): 3 clusters Score: Raw -4051413.358290 + Penalty 3396.707154 = -4048016.651136 nChanged 3 SP:Iteration 50Q (1606.220000 sec): 3 clusters Score: Raw -4051414.052889 + Penalty 3396.707154 = -4048017.345735 nChanged 7 SP:Iteration 51Q (1606.280000 sec): 3 clusters Score: Raw -4051415.251330 + Penalty 3396.707154 = -4048018.544176 nChanged 8 SP:Iteration 52Q (1606.350000 sec): 3 clusters Score: Raw -4051416.519434 + Penalty 3396.707154 = -4048019.812280 nChanged 5 SP:Iteration 53Q (1606.420000 sec): 3 clusters Score: Raw -4051417.674250 + Penalty 3396.707154 = -4048020.967096 nChanged 6 SP:Iteration 54Q (1606.490000 sec): 3 clusters Score: Raw -4051419.104565 + Penalty 3396.707154 = -4048022.397410 nChanged 4 SP:Iteration 55Q (1606.550000 sec): 3 clusters Score: Raw -4051420.192206 + Penalty 3396.707154 = -4048023.485051 nChanged 2 SP:Iteration 56Q (1606.620000 sec): 3 clusters Score: Raw -4051420.651300 + Penalty 3396.707154 = -4048023.944146 nChanged 5 SP:Iteration 57Q (1606.690000 sec): 3 clusters Score: Raw -4051422.356246 + Penalty 3396.707154 = -4048025.649092 nChanged 6 SP:Iteration 58Q (1606.760000 sec): 3 clusters Score: Raw -4051423.965921 + Penalty 3396.707154 = -4048027.258767 nChanged 6 SP:Iteration 59Q (1606.820000 sec): 3 clusters Score: Raw -4051425.567938 + Penalty 3396.707154 = -4048028.860783 nChanged 8 SP:Iteration 60F (1606.910000 sec): 3 clusters Score: Raw -4051427.888084 + Penalty 3396.707154 = -4048031.180930 nChanged 9 SP:Iteration 61Q (1606.980000 sec): 3 clusters Score: Raw -4051430.867622 + Penalty 3396.707154 = -4048034.160468 nChanged 15 SP:Iteration 62Q (1607.050000 sec): 3 clusters Score: Raw -4051434.869889 + Penalty 3396.707154 = -4048038.162734 nChanged 13 SP:Iteration 63Q (1607.110000 sec): 3 clusters Score: Raw -4051438.743198 + Penalty 3396.707154 = -4048042.036044 nChanged 10 SP:Iteration 64Q (1607.180000 sec): 3 clusters Score: Raw -4051440.983605 + Penalty 3396.707154 = -4048044.276451 nChanged 11 SP:Iteration 65Q (1607.250000 sec): 3 clusters Score: Raw -4051443.906485 + Penalty 3396.707154 = -4048047.199330 nChanged 12 SP:Iteration 66Q (1607.320000 sec): 3 clusters Score: Raw -4051447.317880 + Penalty 3396.707154 = -4048050.610726 nChanged 16 SP:Iteration 67Q (1607.380000 sec): 3 clusters Score: Raw -4051451.653798 + Penalty 3396.707154 = -4048054.946643 nChanged 14 SP:Iteration 68Q (1607.450000 sec): 3 clusters Score: Raw -4051457.380432 + Penalty 3396.707154 = -4048060.673278 nChanged 17 SP:Iteration 69Q (1607.520000 sec): 3 clusters Score: Raw -4051462.935108 + Penalty 3396.707154 = -4048066.227953 nChanged 11 SP:Iteration 70Q (1607.590000 sec): 3 clusters Score: Raw -4051465.649601 + Penalty 3396.707154 = -4048068.942446 nChanged 11 SP:Iteration 71Q (1607.650000 sec): 3 clusters Score: Raw -4051467.614961 + Penalty 3396.707154 = -4048070.907806 nChanged 6 SP:Iteration 72Q (1607.720000 sec): 3 clusters Score: Raw -4051468.892133 + Penalty 3396.707154 = -4048072.184978 nChanged 2 SP:Iteration 73Q (1607.780000 sec): 3 clusters Score: Raw -4051469.416946 + Penalty 3396.707154 = -4048072.709792 nChanged 2 SP:Iteration 74Q (1607.850000 sec): 3 clusters Score: Raw -4051470.094817 + Penalty 3396.707154 = -4048073.387663 nChanged 2 SP:Iteration 75Q (1607.920000 sec): 3 clusters Score: Raw -4051470.507311 + Penalty 3396.707154 = -4048073.800156 nChanged 0 SP:Iteration 76F (1608.010000 sec): 3 clusters Score: Raw -4051470.507311 + Penalty 3396.707154 = -4048073.800156 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 16 (17836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.060000 sec): 2 clusters Score: Raw -2037651.722569 + Penalty 1590.708302 = -2036061.014267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1608.110000 sec): 3 clusters Score: Raw -2027019.910836 + Penalty 3181.416604 = -2023838.494232 nChanged 7984 SP:Iteration 1F (1608.150000 sec): 3 clusters Score: Raw -2031327.415641 + Penalty 3181.416604 = -2028145.999037 nChanged 835 SP:Iteration 2Q (1608.200000 sec): 3 clusters Score: Raw -2031592.799433 + Penalty 3181.416604 = -2028411.382829 nChanged 737 SP:Iteration 3Q (1608.250000 sec): 3 clusters Score: Raw -2031837.846723 + Penalty 3181.416604 = -2028656.430119 nChanged 658 SP:Iteration 4Q (1608.290000 sec): 3 clusters Score: Raw -2032085.558135 + Penalty 3181.416604 = -2028904.141531 nChanged 659 SP:Iteration 5Q (1608.340000 sec): 3 clusters Score: Raw -2032397.894718 + Penalty 3181.416604 = -2029216.478114 nChanged 717 SP:Iteration 6Q (1608.390000 sec): 3 clusters Score: Raw -2032828.940271 + Penalty 3181.416604 = -2029647.523667 nChanged 739 SP:Iteration 7Q (1608.430000 sec): 3 clusters Score: Raw -2033336.113319 + Penalty 3181.416604 = -2030154.696715 nChanged 814 SP:Iteration 8Q (1608.480000 sec): 3 clusters Score: Raw -2033815.720344 + Penalty 3181.416604 = -2030634.303740 nChanged 795 SP:Iteration 9Q (1608.530000 sec): 3 clusters Score: Raw -2034257.072351 + Penalty 3181.416604 = -2031075.655747 nChanged 780 SP:Iteration 10Q (1608.570000 sec): 3 clusters Score: Raw -2034648.469039 + Penalty 3181.416604 = -2031467.052435 nChanged 725 SP:Iteration 11Q (1608.620000 sec): 3 clusters Score: Raw -2035030.092308 + Penalty 3181.416604 = -2031848.675705 nChanged 663 SP:Iteration 12Q (1608.660000 sec): 3 clusters Score: Raw -2035356.825541 + Penalty 3181.416604 = -2032175.408937 nChanged 608 SP:Iteration 13Q (1608.710000 sec): 3 clusters Score: Raw -2035636.754222 + Penalty 3181.416604 = -2032455.337618 nChanged 545 SP:Iteration 14Q (1608.750000 sec): 3 clusters Score: Raw -2035884.702126 + Penalty 3181.416604 = -2032703.285522 nChanged 487 SP:Iteration 15Q (1608.790000 sec): 3 clusters Score: Raw -2036080.255685 + Penalty 3181.416604 = -2032898.839081 nChanged 417 SP:Iteration 16Q (1608.840000 sec): 3 clusters Score: Raw -2036229.498436 + Penalty 3181.416604 = -2033048.081832 nChanged 360 SP:Iteration 17Q (1608.880000 sec): 3 clusters Score: Raw -2036351.184916 + Penalty 3181.416604 = -2033169.768312 nChanged 311 SP:Iteration 18Q (1608.920000 sec): 3 clusters Score: Raw -2036462.929448 + Penalty 3181.416604 = -2033281.512844 nChanged 303 SP:Iteration 19Q (1608.970000 sec): 3 clusters Score: Raw -2036559.627884 + Penalty 3181.416604 = -2033378.211280 nChanged 236 SP:Iteration 20F (1609.010000 sec): 3 clusters Score: Raw -2036630.409732 + Penalty 3181.416604 = -2033448.993128 nChanged 224 SP:Iteration 21Q (1609.050000 sec): 3 clusters Score: Raw -2036701.111337 + Penalty 3181.416604 = -2033519.694733 nChanged 213 SP:Iteration 22Q (1609.090000 sec): 3 clusters Score: Raw -2036770.476788 + Penalty 3181.416604 = -2033589.060184 nChanged 213 SP:Iteration 23Q (1609.130000 sec): 3 clusters Score: Raw -2036841.602483 + Penalty 3181.416604 = -2033660.185879 nChanged 221 SP:Iteration 24Q (1609.170000 sec): 3 clusters Score: Raw -2036923.975334 + Penalty 3181.416604 = -2033742.558730 nChanged 198 SP:Iteration 25Q (1609.210000 sec): 3 clusters Score: Raw -2036989.483907 + Penalty 3181.416604 = -2033808.067303 nChanged 172 SP:Iteration 26Q (1609.250000 sec): 3 clusters Score: Raw -2037045.770290 + Penalty 3181.416604 = -2033864.353686 nChanged 145 SP:Iteration 27Q (1609.290000 sec): 3 clusters Score: Raw -2037091.227327 + Penalty 3181.416604 = -2033909.810723 nChanged 134 SP:Iteration 28Q (1609.330000 sec): 3 clusters Score: Raw -2037136.285460 + Penalty 3181.416604 = -2033954.868856 nChanged 140 SP:Iteration 29Q (1609.370000 sec): 3 clusters Score: Raw -2037188.150806 + Penalty 3181.416604 = -2034006.734202 nChanged 135 SP:Iteration 30Q (1609.410000 sec): 3 clusters Score: Raw -2037243.695503 + Penalty 3181.416604 = -2034062.278899 nChanged 130 SP:Iteration 31Q (1609.440000 sec): 3 clusters Score: Raw -2037288.873000 + Penalty 3181.416604 = -2034107.456397 nChanged 111 SP:Iteration 32Q (1609.480000 sec): 3 clusters Score: Raw -2037325.075145 + Penalty 3181.416604 = -2034143.658541 nChanged 111 SP:Iteration 33Q (1609.520000 sec): 3 clusters Score: Raw -2037365.373704 + Penalty 3181.416604 = -2034183.957100 nChanged 111 SP:Iteration 34Q (1609.550000 sec): 3 clusters Score: Raw -2037408.753634 + Penalty 3181.416604 = -2034227.337030 nChanged 106 SP:Iteration 35Q (1609.590000 sec): 3 clusters Score: Raw -2037452.818825 + Penalty 3181.416604 = -2034271.402221 nChanged 90 SP:Iteration 36Q (1609.630000 sec): 3 clusters Score: Raw -2037490.268919 + Penalty 3181.416604 = -2034308.852315 nChanged 79 SP:Iteration 37Q (1609.660000 sec): 3 clusters Score: Raw -2037520.933910 + Penalty 3181.416604 = -2034339.517306 nChanged 72 SP:Iteration 38Q (1609.700000 sec): 3 clusters Score: Raw -2037551.448359 + Penalty 3181.416604 = -2034370.031755 nChanged 67 SP:Iteration 39Q (1609.730000 sec): 3 clusters Score: Raw -2037584.109686 + Penalty 3181.416604 = -2034402.693082 nChanged 58 SP:Iteration 40F (1609.780000 sec): 3 clusters Score: Raw -2037615.096641 + Penalty 3181.416604 = -2034433.680037 nChanged 58 SP:Iteration 41Q (1609.810000 sec): 3 clusters Score: Raw -2037646.716907 + Penalty 3181.416604 = -2034465.300304 nChanged 49 SP:Iteration 42Q (1609.850000 sec): 3 clusters Score: Raw -2037672.556096 + Penalty 3181.416604 = -2034491.139492 nChanged 47 SP:Iteration 43Q (1609.890000 sec): 3 clusters Score: Raw -2037705.556156 + Penalty 3181.416604 = -2034524.139552 nChanged 53 SP:Iteration 44Q (1609.920000 sec): 3 clusters Score: Raw -2037735.520898 + Penalty 3181.416604 = -2034554.104294 nChanged 44 SP:Iteration 45Q (1609.950000 sec): 3 clusters Score: Raw -2037758.785219 + Penalty 3181.416604 = -2034577.368615 nChanged 50 SP:Iteration 46Q (1609.990000 sec): 3 clusters Score: Raw -2037783.829998 + Penalty 3181.416604 = -2034602.413394 nChanged 30 SP:Iteration 47Q (1610.030000 sec): 3 clusters Score: Raw -2037795.627016 + Penalty 3181.416604 = -2034614.210412 nChanged 23 SP:Iteration 48Q (1610.060000 sec): 3 clusters Score: Raw -2037808.617388 + Penalty 3181.416604 = -2034627.200784 nChanged 19 SP:Iteration 49Q (1610.090000 sec): 3 clusters Score: Raw -2037817.866452 + Penalty 3181.416604 = -2034636.449849 nChanged 14 SP:Iteration 50Q (1610.130000 sec): 3 clusters Score: Raw -2037822.790119 + Penalty 3181.416604 = -2034641.373515 nChanged 9 SP:Iteration 51Q (1610.160000 sec): 3 clusters Score: Raw -2037826.878603 + Penalty 3181.416604 = -2034645.461999 nChanged 9 SP:Iteration 52Q (1610.200000 sec): 3 clusters Score: Raw -2037831.901261 + Penalty 3181.416604 = -2034650.484658 nChanged 9 SP:Iteration 53Q (1610.230000 sec): 3 clusters Score: Raw -2037837.629462 + Penalty 3181.416604 = -2034656.212858 nChanged 10 SP:Iteration 54Q (1610.260000 sec): 3 clusters Score: Raw -2037842.858131 + Penalty 3181.416604 = -2034661.441527 nChanged 7 SP:Iteration 55Q (1610.290000 sec): 3 clusters Score: Raw -2037845.656369 + Penalty 3181.416604 = -2034664.239765 nChanged 2 SP:Iteration 56Q (1610.330000 sec): 3 clusters Score: Raw -2037846.667117 + Penalty 3181.416604 = -2034665.250513 nChanged 3 SP:Iteration 57Q (1610.360000 sec): 3 clusters Score: Raw -2037847.858847 + Penalty 3181.416604 = -2034666.442244 nChanged 4 SP:Iteration 58Q (1610.390000 sec): 3 clusters Score: Raw -2037850.210631 + Penalty 3181.416604 = -2034668.794028 nChanged 6 SP:Iteration 59Q (1610.420000 sec): 3 clusters Score: Raw -2037852.681705 + Penalty 3181.416604 = -2034671.265101 nChanged 3 SP:Iteration 60F (1610.470000 sec): 3 clusters Score: Raw -2037854.019769 + Penalty 3181.416604 = -2034672.603165 nChanged 2 SP:Iteration 61Q (1610.500000 sec): 3 clusters Score: Raw -2037855.313591 + Penalty 3181.416604 = -2034673.896987 nChanged 2 SP:Iteration 62Q (1610.540000 sec): 3 clusters Score: Raw -2037857.010678 + Penalty 3181.416604 = -2034675.594074 nChanged 1 SP:Iteration 63Q (1610.570000 sec): 3 clusters Score: Raw -2037857.178556 + Penalty 3181.416604 = -2034675.761953 nChanged 0 SP:Iteration 64F (1610.620000 sec): 3 clusters Score: Raw -2037857.178556 + Penalty 3181.416604 = -2034675.761953 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 17 (40968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.730000 sec): 2 clusters Score: Raw -4797123.948766 + Penalty 1725.838815 = -4795398.109951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.840000 sec): 3 clusters Score: Raw -4771283.284516 + Penalty 3451.677630 = -4767831.606886 nChanged 19163 SP:Iteration 1F (1610.950000 sec): 3 clusters Score: Raw -4781981.806392 + Penalty 3451.677630 = -4778530.128763 nChanged 1603 SP:Iteration 2Q (1611.060000 sec): 3 clusters Score: Raw -4782523.928801 + Penalty 3451.677630 = -4779072.251171 nChanged 1787 SP:Iteration 3Q (1611.170000 sec): 3 clusters Score: Raw -4783299.829765 + Penalty 3451.677630 = -4779848.152135 nChanged 2144 SP:Iteration 4F (1611.280000 sec): 3 clusters Score: Raw -4784501.820408 + Penalty 3451.677630 = -4781050.142778 nChanged 2742 SP:Iteration 5F (1611.380000 sec): 3 clusters Score: Raw -4786588.218981 + Penalty 3451.677630 = -4783136.541351 nChanged 3276 SP:Iteration 6F (1611.490000 sec): 3 clusters Score: Raw -4789550.381103 + Penalty 3451.677630 = -4786098.703473 nChanged 3265 SP:Iteration 7F (1611.590000 sec): 3 clusters Score: Raw -4792715.242634 + Penalty 3451.677630 = -4789263.565004 nChanged 2537 SP:Iteration 8F (1611.700000 sec): 3 clusters Score: Raw -4795160.693295 + Penalty 3451.677630 = -4791709.015666 nChanged 1535 SP:Iteration 9Q (1611.800000 sec): 3 clusters Score: Raw -4796552.172714 + Penalty 3451.677630 = -4793100.495085 nChanged 887 SP:Iteration 10Q (1611.890000 sec): 3 clusters Score: Raw -4797264.701236 + Penalty 3451.677630 = -4793813.023607 nChanged 513 SP:Iteration 11Q (1611.980000 sec): 3 clusters Score: Raw -4797581.953105 + Penalty 3451.677630 = -4794130.275475 nChanged 276 SP:Iteration 12Q (1612.070000 sec): 3 clusters Score: Raw -4797718.248593 + Penalty 3451.677630 = -4794266.570963 nChanged 201 SP:Iteration 13Q (1612.150000 sec): 3 clusters Score: Raw -4797815.556702 + Penalty 3451.677630 = -4794363.879072 nChanged 142 SP:Iteration 14Q (1612.240000 sec): 3 clusters Score: Raw -4797881.486491 + Penalty 3451.677630 = -4794429.808861 nChanged 115 SP:Iteration 15Q (1612.320000 sec): 3 clusters Score: Raw -4797933.187146 + Penalty 3451.677630 = -4794481.509516 nChanged 95 SP:Iteration 16Q (1612.400000 sec): 3 clusters Score: Raw -4797970.472490 + Penalty 3451.677630 = -4794518.794860 nChanged 89 SP:Iteration 17Q (1612.480000 sec): 3 clusters Score: Raw -4798002.763828 + Penalty 3451.677630 = -4794551.086198 nChanged 63 SP:Iteration 18Q (1612.560000 sec): 3 clusters Score: Raw -4798025.839259 + Penalty 3451.677630 = -4794574.161629 nChanged 44 SP:Iteration 19Q (1612.640000 sec): 3 clusters Score: Raw -4798042.397063 + Penalty 3451.677630 = -4794590.719433 nChanged 44 SP:Iteration 20F (1612.740000 sec): 3 clusters Score: Raw -4798054.345479 + Penalty 3451.677630 = -4794602.667850 nChanged 34 SP:Iteration 21Q (1612.820000 sec): 3 clusters Score: Raw -4798064.013430 + Penalty 3451.677630 = -4794612.335801 nChanged 26 SP:Iteration 22Q (1612.900000 sec): 3 clusters Score: Raw -4798070.371339 + Penalty 3451.677630 = -4794618.693709 nChanged 8 SP:Iteration 23Q (1612.980000 sec): 3 clusters Score: Raw -4798072.514204 + Penalty 3451.677630 = -4794620.836574 nChanged 9 SP:Iteration 24Q (1613.060000 sec): 3 clusters Score: Raw -4798074.274898 + Penalty 3451.677630 = -4794622.597268 nChanged 5 SP:Iteration 25Q (1613.140000 sec): 3 clusters Score: Raw -4798075.052526 + Penalty 3451.677630 = -4794623.374896 nChanged 3 SP:Iteration 26Q (1613.220000 sec): 3 clusters Score: Raw -4798075.430707 + Penalty 3451.677630 = -4794623.753077 nChanged 2 SP:Iteration 27Q (1613.300000 sec): 3 clusters Score: Raw -4798076.038323 + Penalty 3451.677630 = -4794624.360693 nChanged 6 SP:Iteration 28Q (1613.380000 sec): 3 clusters Score: Raw -4798077.160563 + Penalty 3451.677630 = -4794625.482934 nChanged 5 SP:Iteration 29Q (1613.460000 sec): 3 clusters Score: Raw -4798077.948284 + Penalty 3451.677630 = -4794626.270654 nChanged 10 SP:Iteration 30Q (1613.540000 sec): 3 clusters Score: Raw -4798079.451388 + Penalty 3451.677630 = -4794627.773758 nChanged 6 SP:Iteration 31Q (1613.620000 sec): 3 clusters Score: Raw -4798080.248930 + Penalty 3451.677630 = -4794628.571300 nChanged 2 SP:Iteration 32Q (1613.700000 sec): 3 clusters Score: Raw -4798080.450920 + Penalty 3451.677630 = -4794628.773290 nChanged 0 SP:Iteration 33F (1613.810000 sec): 3 clusters Score: Raw -4798080.450920 + Penalty 3451.677630 = -4794628.773290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 18 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1613.830000 sec): 2 clusters Score: Raw -120461.663264 + Penalty 1138.735100 = -119322.928164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1613.840000 sec): 3 clusters Score: Raw -120099.751406 + Penalty 2277.470200 = -117822.281206 nChanged 337 SP:Iteration 1F (1613.840000 sec): 3 clusters Score: Raw -120431.030994 + Penalty 2277.470200 = -118153.560794 nChanged 86 SP:Iteration 2F (1613.840000 sec): 3 clusters Score: Raw -120532.792796 + Penalty 2277.470200 = -118255.322596 nChanged 52 SP:Iteration 3Q (1613.840000 sec): 3 clusters Score: Raw -120602.663948 + Penalty 2277.470200 = -118325.193748 nChanged 37 SP:Iteration 4Q (1613.850000 sec): 3 clusters Score: Raw -120644.454869 + Penalty 2277.470200 = -118366.984670 nChanged 20 SP:Iteration 5Q (1613.850000 sec): 3 clusters Score: Raw -120661.919688 + Penalty 2277.470200 = -118384.449488 nChanged 19 SP:Iteration 6Q (1613.850000 sec): 3 clusters Score: Raw -120679.868307 + Penalty 2277.470200 = -118402.398107 nChanged 17 SP:Iteration 7Q (1613.860000 sec): 3 clusters Score: Raw -120694.961753 + Penalty 2277.470200 = -118417.491553 nChanged 19 SP:Iteration 8Q (1613.860000 sec): 3 clusters Score: Raw -120710.621250 + Penalty 2277.470200 = -118433.151051 nChanged 12 SP:Iteration 9Q (1613.860000 sec): 3 clusters Score: Raw -120722.600364 + Penalty 2277.470200 = -118445.130165 nChanged 10 SP:Iteration 10Q (1613.860000 sec): 3 clusters Score: Raw -120735.602235 + Penalty 2277.470200 = -118458.132035 nChanged 8 SP:Iteration 11Q (1613.860000 sec): 3 clusters Score: Raw -120747.123541 + Penalty 2277.470200 = -118469.653341 nChanged 13 SP:Iteration 12Q (1613.870000 sec): 3 clusters Score: Raw -120764.261934 + Penalty 2277.470200 = -118486.791734 nChanged 20 SP:Iteration 13Q (1613.870000 sec): 3 clusters Score: Raw -120793.909861 + Penalty 2277.470200 = -118516.439661 nChanged 14 SP:Iteration 14Q (1613.870000 sec): 3 clusters Score: Raw -120815.452016 + Penalty 2277.470200 = -118537.981816 nChanged 12 SP:Iteration 15Q (1613.880000 sec): 3 clusters Score: Raw -120827.250991 + Penalty 2277.470200 = -118549.780791 nChanged 5 SP:Iteration 16Q (1613.880000 sec): 3 clusters Score: Raw -120833.025200 + Penalty 2277.470200 = -118555.555001 nChanged 5 SP:Iteration 17Q (1613.880000 sec): 3 clusters Score: Raw -120842.677988 + Penalty 2277.470200 = -118565.207788 nChanged 11 SP:Iteration 18Q (1613.880000 sec): 3 clusters Score: Raw -120857.142721 + Penalty 2277.470200 = -118579.672522 nChanged 16 SP:Iteration 19Q (1613.880000 sec): 3 clusters Score: Raw -120874.095130 + Penalty 2277.470200 = -118596.624930 nChanged 11 SP:Iteration 20F (1613.890000 sec): 3 clusters Score: Raw -120887.296339 + Penalty 2277.470200 = -118609.826139 nChanged 13 SP:Iteration 21Q (1613.890000 sec): 3 clusters Score: Raw -120900.509208 + Penalty 2277.470200 = -118623.039009 nChanged 13 SP:Iteration 22Q (1613.890000 sec): 3 clusters Score: Raw -120911.727796 + Penalty 2277.470200 = -118634.257597 nChanged 12 SP:Iteration 23Q (1613.900000 sec): 3 clusters Score: Raw -120925.239931 + Penalty 2277.470200 = -118647.769731 nChanged 14 SP:Iteration 24Q (1613.900000 sec): 3 clusters Score: Raw -120935.499843 + Penalty 2277.470200 = -118658.029644 nChanged 6 SP:Iteration 25Q (1613.900000 sec): 3 clusters Score: Raw -120940.653461 + Penalty 2277.470200 = -118663.183262 nChanged 5 SP:Iteration 26Q (1613.900000 sec): 3 clusters Score: Raw -120947.977582 + Penalty 2277.470200 = -118670.507382 nChanged 6 SP:Iteration 27Q (1613.900000 sec): 3 clusters Score: Raw -120954.919905 + Penalty 2277.470200 = -118677.449706 nChanged 7 SP:Iteration 28Q (1613.910000 sec): 3 clusters Score: Raw -120966.571900 + Penalty 2277.470200 = -118689.101701 nChanged 5 SP:Iteration 29Q (1613.910000 sec): 3 clusters Score: Raw -120971.184650 + Penalty 2277.470200 = -118693.714451 nChanged 5 SP:Iteration 30Q (1613.910000 sec): 3 clusters Score: Raw -120977.349399 + Penalty 2277.470200 = -118699.879199 nChanged 7 SP:Iteration 31Q (1613.920000 sec): 3 clusters Score: Raw -120984.585731 + Penalty 2277.470200 = -118707.115532 nChanged 2 SP:Iteration 32Q (1613.920000 sec): 3 clusters Score: Raw -120986.222614 + Penalty 2277.470200 = -118708.752414 nChanged 2 SP:Iteration 33Q (1613.920000 sec): 3 clusters Score: Raw -120987.240148 + Penalty 2277.470200 = -118709.769948 nChanged 0 SP:Iteration 34F (1613.920000 sec): 3 clusters Score: Raw -120987.240148 + Penalty 2277.470200 = -118709.769948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 19 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1613.920000 sec): 2 clusters Score: Raw -7285.203563 + Penalty 692.685480 = -6592.518083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1613.920000 sec): 3 clusters Score: Raw -7548.966650 + Penalty 1385.370960 = -6163.595690 nChanged 1 SP:Iteration 1Q (1613.920000 sec): 3 clusters Score: Raw -7571.298769 + Penalty 1385.370960 = -6185.927809 nChanged 0 SP:Iteration 2F (1613.920000 sec): 3 clusters Score: Raw -7571.298769 + Penalty 1385.370960 = -6185.927809 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 20 (9458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1613.960000 sec): 2 clusters Score: Raw -1129832.513017 + Penalty 1487.625136 = -1128344.887881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1613.980000 sec): 3 clusters Score: Raw -1124494.597635 + Penalty 2975.250273 = -1121519.347363 nChanged 4146 SP:Iteration 1F (1614.000000 sec): 3 clusters Score: Raw -1126724.443970 + Penalty 2975.250273 = -1123749.193698 nChanged 605 SP:Iteration 2F (1614.030000 sec): 3 clusters Score: Raw -1127031.790395 + Penalty 2975.250273 = -1124056.540122 nChanged 569 SP:Iteration 3F (1614.050000 sec): 3 clusters Score: Raw -1127354.809342 + Penalty 2975.250273 = -1124379.559069 nChanged 561 SP:Iteration 4F (1614.080000 sec): 3 clusters Score: Raw -1127715.849900 + Penalty 2975.250273 = -1124740.599628 nChanged 594 SP:Iteration 5F (1614.100000 sec): 3 clusters Score: Raw -1128140.180649 + Penalty 2975.250273 = -1125164.930376 nChanged 580 SP:Iteration 6F (1614.120000 sec): 3 clusters Score: Raw -1128606.589111 + Penalty 2975.250273 = -1125631.338839 nChanged 519 SP:Iteration 7F (1614.150000 sec): 3 clusters Score: Raw -1129063.495720 + Penalty 2975.250273 = -1126088.245448 nChanged 402 SP:Iteration 8Q (1614.170000 sec): 3 clusters Score: Raw -1129445.735501 + Penalty 2975.250273 = -1126470.485228 nChanged 241 SP:Iteration 9Q (1614.190000 sec): 3 clusters Score: Raw -1129670.501907 + Penalty 2975.250273 = -1126695.251635 nChanged 132 SP:Iteration 10Q (1614.210000 sec): 3 clusters Score: Raw -1129800.609823 + Penalty 2975.250273 = -1126825.359550 nChanged 75 SP:Iteration 11Q (1614.230000 sec): 3 clusters Score: Raw -1129879.826380 + Penalty 2975.250273 = -1126904.576107 nChanged 34 SP:Iteration 12Q (1614.250000 sec): 3 clusters Score: Raw -1129920.778630 + Penalty 2975.250273 = -1126945.528357 nChanged 26 SP:Iteration 13Q (1614.270000 sec): 3 clusters Score: Raw -1129947.054492 + Penalty 2975.250273 = -1126971.804220 nChanged 17 SP:Iteration 14Q (1614.290000 sec): 3 clusters Score: Raw -1129966.974124 + Penalty 2975.250273 = -1126991.723851 nChanged 12 SP:Iteration 15Q (1614.300000 sec): 3 clusters Score: Raw -1129982.041299 + Penalty 2975.250273 = -1127006.791026 nChanged 8 SP:Iteration 16Q (1614.320000 sec): 3 clusters Score: Raw -1129993.647648 + Penalty 2975.250273 = -1127018.397375 nChanged 6 SP:Iteration 17Q (1614.340000 sec): 3 clusters Score: Raw -1130005.848013 + Penalty 2975.250273 = -1127030.597740 nChanged 6 SP:Iteration 18Q (1614.360000 sec): 3 clusters Score: Raw -1130010.580711 + Penalty 2975.250273 = -1127035.330439 nChanged 3 SP:Iteration 19Q (1614.380000 sec): 3 clusters Score: Raw -1130014.355824 + Penalty 2975.250273 = -1127039.105552 nChanged 3 SP:Iteration 20F (1614.400000 sec): 3 clusters Score: Raw -1130019.699094 + Penalty 2975.250273 = -1127044.448821 nChanged 2 SP:Iteration 21Q (1614.420000 sec): 3 clusters Score: Raw -1130025.014182 + Penalty 2975.250273 = -1127049.763910 nChanged 3 SP:Iteration 22Q (1614.430000 sec): 3 clusters Score: Raw -1130028.810928 + Penalty 2975.250273 = -1127053.560656 nChanged 2 SP:Iteration 23Q (1614.450000 sec): 3 clusters Score: Raw -1130030.208689 + Penalty 2975.250273 = -1127054.958416 nChanged 1 SP:Iteration 24Q (1614.470000 sec): 3 clusters Score: Raw -1130032.343473 + Penalty 2975.250273 = -1127057.093201 nChanged 2 SP:Iteration 25Q (1614.480000 sec): 3 clusters Score: Raw -1130034.906524 + Penalty 2975.250273 = -1127059.656252 nChanged 0 SP:Iteration 26F (1614.510000 sec): 3 clusters Score: Raw -1130034.906524 + Penalty 2975.250273 = -1127059.656252 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 21 (41709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1614.620000 sec): 2 clusters Score: Raw -4884247.395680 + Penalty 1728.751734 = -4882518.643946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1614.740000 sec): 3 clusters Score: Raw -4858221.232929 + Penalty 3457.503469 = -4854763.729460 nChanged 19360 SP:Iteration 1F (1614.840000 sec): 3 clusters Score: Raw -4868978.297862 + Penalty 3457.503469 = -4865520.794393 nChanged 1737 SP:Iteration 2Q (1614.960000 sec): 3 clusters Score: Raw -4869534.207882 + Penalty 3457.503469 = -4866076.704413 nChanged 1929 SP:Iteration 3Q (1615.070000 sec): 3 clusters Score: Raw -4870333.661106 + Penalty 3457.503469 = -4866876.157637 nChanged 2409 SP:Iteration 4F (1615.180000 sec): 3 clusters Score: Raw -4871691.847968 + Penalty 3457.503469 = -4868234.344500 nChanged 3019 SP:Iteration 5F (1615.280000 sec): 3 clusters Score: Raw -4873892.560057 + Penalty 3457.503469 = -4870435.056588 nChanged 3440 SP:Iteration 6F (1615.390000 sec): 3 clusters Score: Raw -4876914.025333 + Penalty 3457.503469 = -4873456.521864 nChanged 3172 SP:Iteration 7F (1615.500000 sec): 3 clusters Score: Raw -4879983.399588 + Penalty 3457.503469 = -4876525.896119 nChanged 2344 SP:Iteration 8F (1615.610000 sec): 3 clusters Score: Raw -4882253.492393 + Penalty 3457.503469 = -4878795.988924 nChanged 1343 SP:Iteration 9Q (1615.710000 sec): 3 clusters Score: Raw -4883544.680580 + Penalty 3457.503469 = -4880087.177111 nChanged 682 SP:Iteration 10Q (1615.810000 sec): 3 clusters Score: Raw -4884177.015324 + Penalty 3457.503469 = -4880719.511855 nChanged 368 SP:Iteration 11Q (1615.890000 sec): 3 clusters Score: Raw -4884494.121395 + Penalty 3457.503469 = -4881036.617926 nChanged 221 SP:Iteration 12Q (1615.980000 sec): 3 clusters Score: Raw -4884652.510168 + Penalty 3457.503469 = -4881195.006699 nChanged 140 SP:Iteration 13Q (1616.060000 sec): 3 clusters Score: Raw -4884747.888960 + Penalty 3457.503469 = -4881290.385491 nChanged 110 SP:Iteration 14Q (1616.140000 sec): 3 clusters Score: Raw -4884812.452411 + Penalty 3457.503469 = -4881354.948942 nChanged 95 SP:Iteration 15Q (1616.220000 sec): 3 clusters Score: Raw -4884858.705852 + Penalty 3457.503469 = -4881401.202383 nChanged 59 SP:Iteration 16Q (1616.290000 sec): 3 clusters Score: Raw -4884883.020856 + Penalty 3457.503469 = -4881425.517387 nChanged 56 SP:Iteration 17Q (1616.370000 sec): 3 clusters Score: Raw -4884901.753265 + Penalty 3457.503469 = -4881444.249796 nChanged 34 SP:Iteration 18Q (1616.450000 sec): 3 clusters Score: Raw -4884912.337066 + Penalty 3457.503469 = -4881454.833597 nChanged 25 SP:Iteration 19Q (1616.530000 sec): 3 clusters Score: Raw -4884919.829967 + Penalty 3457.503469 = -4881462.326498 nChanged 15 SP:Iteration 20F (1616.630000 sec): 3 clusters Score: Raw -4884922.771624 + Penalty 3457.503469 = -4881465.268155 nChanged 11 SP:Iteration 21Q (1616.710000 sec): 3 clusters Score: Raw -4884925.381272 + Penalty 3457.503469 = -4881467.877803 nChanged 8 SP:Iteration 22Q (1616.790000 sec): 3 clusters Score: Raw -4884927.259529 + Penalty 3457.503469 = -4881469.756060 nChanged 6 SP:Iteration 23Q (1616.860000 sec): 3 clusters Score: Raw -4884928.635533 + Penalty 3457.503469 = -4881471.132065 nChanged 8 SP:Iteration 24Q (1616.940000 sec): 3 clusters Score: Raw -4884930.563464 + Penalty 3457.503469 = -4881473.059995 nChanged 6 SP:Iteration 25Q (1617.020000 sec): 3 clusters Score: Raw -4884932.653591 + Penalty 3457.503469 = -4881475.150122 nChanged 7 SP:Iteration 26Q (1617.100000 sec): 3 clusters Score: Raw -4884934.655237 + Penalty 3457.503469 = -4881477.151769 nChanged 7 SP:Iteration 27Q (1617.180000 sec): 3 clusters Score: Raw -4884935.462491 + Penalty 3457.503469 = -4881477.959022 nChanged 3 SP:Iteration 28Q (1617.250000 sec): 3 clusters Score: Raw -4884935.922369 + Penalty 3457.503469 = -4881478.418900 nChanged 3 SP:Iteration 29Q (1617.330000 sec): 3 clusters Score: Raw -4884936.576039 + Penalty 3457.503469 = -4881479.072570 nChanged 2 SP:Iteration 30Q (1617.410000 sec): 3 clusters Score: Raw -4884936.722025 + Penalty 3457.503469 = -4881479.218556 nChanged 0 SP:Iteration 31F (1617.520000 sec): 3 clusters Score: Raw -4884936.722025 + Penalty 3457.503469 = -4881479.218556 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 22 (39826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1617.620000 sec): 2 clusters Score: Raw -4663785.427119 + Penalty 1721.244727 = -4662064.182392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1617.720000 sec): 3 clusters Score: Raw -4638565.428382 + Penalty 3442.489454 = -4635122.938928 nChanged 18706 SP:Iteration 1F (1617.830000 sec): 3 clusters Score: Raw -4649209.706469 + Penalty 3442.489454 = -4645767.217014 nChanged 1400 SP:Iteration 2Q (1617.940000 sec): 3 clusters Score: Raw -4649576.528516 + Penalty 3442.489454 = -4646134.039062 nChanged 1363 SP:Iteration 3Q (1618.040000 sec): 3 clusters Score: Raw -4649937.809396 + Penalty 3442.489454 = -4646495.319941 nChanged 1360 SP:Iteration 4Q (1618.150000 sec): 3 clusters Score: Raw -4650358.798547 + Penalty 3442.489454 = -4646916.309092 nChanged 1545 SP:Iteration 5Q (1618.260000 sec): 3 clusters Score: Raw -4650974.562740 + Penalty 3442.489454 = -4647532.073286 nChanged 1880 SP:Iteration 6Q (1618.360000 sec): 3 clusters Score: Raw -4651905.026649 + Penalty 3442.489454 = -4648462.537195 nChanged 2255 SP:Iteration 7F (1618.460000 sec): 3 clusters Score: Raw -4653302.536073 + Penalty 3442.489454 = -4649860.046618 nChanged 2651 SP:Iteration 8F (1618.570000 sec): 3 clusters Score: Raw -4655304.942141 + Penalty 3442.489454 = -4651862.452687 nChanged 2791 SP:Iteration 9F (1618.670000 sec): 3 clusters Score: Raw -4657705.103676 + Penalty 3442.489454 = -4654262.614222 nChanged 2469 SP:Iteration 10F (1618.780000 sec): 3 clusters Score: Raw -4659904.887729 + Penalty 3442.489454 = -4656462.398275 nChanged 1882 SP:Iteration 11Q (1618.880000 sec): 3 clusters Score: Raw -4661641.281441 + Penalty 3442.489454 = -4658198.791986 nChanged 1245 SP:Iteration 12Q (1618.960000 sec): 3 clusters Score: Raw -4662777.248572 + Penalty 3442.489454 = -4659334.759118 nChanged 658 SP:Iteration 13Q (1619.050000 sec): 3 clusters Score: Raw -4663341.764121 + Penalty 3442.489454 = -4659899.274666 nChanged 339 SP:Iteration 14Q (1619.130000 sec): 3 clusters Score: Raw -4663623.995782 + Penalty 3442.489454 = -4660181.506327 nChanged 151 SP:Iteration 15Q (1619.200000 sec): 3 clusters Score: Raw -4663752.540919 + Penalty 3442.489454 = -4660310.051465 nChanged 86 SP:Iteration 16Q (1619.280000 sec): 3 clusters Score: Raw -4663823.859130 + Penalty 3442.489454 = -4660381.369675 nChanged 49 SP:Iteration 17Q (1619.350000 sec): 3 clusters Score: Raw -4663869.199179 + Penalty 3442.489454 = -4660426.709725 nChanged 26 SP:Iteration 18Q (1619.420000 sec): 3 clusters Score: Raw -4663895.814239 + Penalty 3442.489454 = -4660453.324785 nChanged 19 SP:Iteration 19Q (1619.500000 sec): 3 clusters Score: Raw -4663917.645168 + Penalty 3442.489454 = -4660475.155714 nChanged 15 SP:Iteration 20F (1619.600000 sec): 3 clusters Score: Raw -4663936.964748 + Penalty 3442.489454 = -4660494.475294 nChanged 17 SP:Iteration 21Q (1619.670000 sec): 3 clusters Score: Raw -4663958.873145 + Penalty 3442.489454 = -4660516.383691 nChanged 17 SP:Iteration 22Q (1619.740000 sec): 3 clusters Score: Raw -4663978.553538 + Penalty 3442.489454 = -4660536.064084 nChanged 8 SP:Iteration 23Q (1619.810000 sec): 3 clusters Score: Raw -4663992.356487 + Penalty 3442.489454 = -4660549.867032 nChanged 7 SP:Iteration 24Q (1619.880000 sec): 3 clusters Score: Raw -4664002.530978 + Penalty 3442.489454 = -4660560.041523 nChanged 4 SP:Iteration 25Q (1619.960000 sec): 3 clusters Score: Raw -4664007.607495 + Penalty 3442.489454 = -4660565.118041 nChanged 4 SP:Iteration 26Q (1620.030000 sec): 3 clusters Score: Raw -4664012.111873 + Penalty 3442.489454 = -4660569.622418 nChanged 6 SP:Iteration 27Q (1620.100000 sec): 3 clusters Score: Raw -4664018.496517 + Penalty 3442.489454 = -4660576.007063 nChanged 4 SP:Iteration 28Q (1620.170000 sec): 3 clusters Score: Raw -4664024.533840 + Penalty 3442.489454 = -4660582.044385 nChanged 3 SP:Iteration 29Q (1620.240000 sec): 3 clusters Score: Raw -4664030.530650 + Penalty 3442.489454 = -4660588.041196 nChanged 2 SP:Iteration 30Q (1620.320000 sec): 3 clusters Score: Raw -4664033.220449 + Penalty 3442.489454 = -4660590.730995 nChanged 3 SP:Iteration 31Q (1620.390000 sec): 3 clusters Score: Raw -4664038.529337 + Penalty 3442.489454 = -4660596.039883 nChanged 5 SP:Iteration 32Q (1620.460000 sec): 3 clusters Score: Raw -4664044.655894 + Penalty 3442.489454 = -4660602.166440 nChanged 2 SP:Iteration 33Q (1620.530000 sec): 3 clusters Score: Raw -4664046.747834 + Penalty 3442.489454 = -4660604.258380 nChanged 1 SP:Iteration 34Q (1620.600000 sec): 3 clusters Score: Raw -4664047.450630 + Penalty 3442.489454 = -4660604.961176 nChanged 1 SP:Iteration 35Q (1620.670000 sec): 3 clusters Score: Raw -4664050.025485 + Penalty 3442.489454 = -4660607.536030 nChanged 1 SP:Iteration 36Q (1620.740000 sec): 3 clusters Score: Raw -4664052.819777 + Penalty 3442.489454 = -4660610.330323 nChanged 1 SP:Iteration 37Q (1620.820000 sec): 3 clusters Score: Raw -4664053.843455 + Penalty 3442.489454 = -4660611.354001 nChanged 1 SP:Iteration 38Q (1620.890000 sec): 3 clusters Score: Raw -4664054.543382 + Penalty 3442.489454 = -4660612.053927 nChanged 0 SP:Iteration 39F (1620.990000 sec): 3 clusters Score: Raw -4664054.543382 + Penalty 3442.489454 = -4660612.053927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 23 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.010000 sec): 2 clusters Score: Raw -27444.767145 + Penalty 902.984560 = -26541.782585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.010000 sec): 3 clusters Score: Raw -27517.740890 + Penalty 1805.969120 = -25711.771770 nChanged 43 SP:Iteration 1F (1621.010000 sec): 3 clusters Score: Raw -27685.915622 + Penalty 1805.969120 = -25879.946502 nChanged 12 SP:Iteration 2Q (1621.010000 sec): 3 clusters Score: Raw -27733.601790 + Penalty 1805.969120 = -25927.632670 nChanged 11 SP:Iteration 3Q (1621.010000 sec): 3 clusters Score: Raw -27769.641527 + Penalty 1805.969120 = -25963.672407 nChanged 2 SP:Iteration 4Q (1621.010000 sec): 3 clusters Score: Raw -27785.031776 + Penalty 1805.969120 = -25979.062656 nChanged 3 SP:Iteration 5Q (1621.010000 sec): 3 clusters Score: Raw -27805.957590 + Penalty 1805.969120 = -25999.988470 nChanged 2 SP:Iteration 6Q (1621.010000 sec): 3 clusters Score: Raw -27810.848810 + Penalty 1805.969120 = -26004.879690 nChanged 2 SP:Iteration 7Q (1621.010000 sec): 3 clusters Score: Raw -27814.725850 + Penalty 1805.969120 = -26008.756730 nChanged 0 SP:Iteration 8F (1621.020000 sec): 3 clusters Score: Raw -27814.725850 + Penalty 1805.969120 = -26008.756730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.13 GB. Trying to split cluster 24 (31274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.110000 sec): 2 clusters Score: Raw -3670110.163863 + Penalty 1681.963134 = -3668428.200729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.190000 sec): 3 clusters Score: Raw -3650720.872857 + Penalty 3363.926267 = -3647356.946590 nChanged 14421 SP:Iteration 1F (1621.270000 sec): 3 clusters Score: Raw -3658624.436167 + Penalty 3363.926267 = -3655260.509900 nChanged 1208 SP:Iteration 2Q (1621.350000 sec): 3 clusters Score: Raw -3658928.593827 + Penalty 3363.926267 = -3655564.667560 nChanged 1081 SP:Iteration 3Q (1621.440000 sec): 3 clusters Score: Raw -3659205.473707 + Penalty 3363.926267 = -3655841.547440 nChanged 1086 SP:Iteration 4Q (1621.520000 sec): 3 clusters Score: Raw -3659492.163771 + Penalty 3363.926267 = -3656128.237504 nChanged 1112 SP:Iteration 5Q (1621.600000 sec): 3 clusters Score: Raw -3659834.670681 + Penalty 3363.926267 = -3656470.744414 nChanged 1284 SP:Iteration 6Q (1621.680000 sec): 3 clusters Score: Raw -3660332.517355 + Penalty 3363.926267 = -3656968.591088 nChanged 1518 SP:Iteration 7Q (1621.770000 sec): 3 clusters Score: Raw -3661099.864697 + Penalty 3363.926267 = -3657735.938430 nChanged 1826 SP:Iteration 8F (1621.850000 sec): 3 clusters Score: Raw -3662297.455737 + Penalty 3363.926267 = -3658933.529470 nChanged 2134 SP:Iteration 9F (1621.930000 sec): 3 clusters Score: Raw -3663986.883841 + Penalty 3363.926267 = -3660622.957574 nChanged 2076 SP:Iteration 10F (1622.010000 sec): 3 clusters Score: Raw -3665806.495390 + Penalty 3363.926267 = -3662442.569123 nChanged 1717 SP:Iteration 11F (1622.090000 sec): 3 clusters Score: Raw -3667315.819627 + Penalty 3363.926267 = -3663951.893360 nChanged 1212 SP:Iteration 12Q (1622.170000 sec): 3 clusters Score: Raw -3668238.818943 + Penalty 3363.926267 = -3664874.892676 nChanged 820 SP:Iteration 13Q (1622.250000 sec): 3 clusters Score: Raw -3668762.047953 + Penalty 3363.926267 = -3665398.121686 nChanged 572 SP:Iteration 14Q (1622.320000 sec): 3 clusters Score: Raw -3669094.818272 + Penalty 3363.926267 = -3665730.892005 nChanged 428 SP:Iteration 15Q (1622.390000 sec): 3 clusters Score: Raw -3669328.691100 + Penalty 3363.926267 = -3665964.764833 nChanged 367 SP:Iteration 16Q (1622.450000 sec): 3 clusters Score: Raw -3669523.245739 + Penalty 3363.926267 = -3666159.319472 nChanged 308 SP:Iteration 17Q (1622.520000 sec): 3 clusters Score: Raw -3669689.292957 + Penalty 3363.926267 = -3666325.366689 nChanged 278 SP:Iteration 18Q (1622.580000 sec): 3 clusters Score: Raw -3669826.827837 + Penalty 3363.926267 = -3666462.901570 nChanged 212 SP:Iteration 19Q (1622.650000 sec): 3 clusters Score: Raw -3669921.343422 + Penalty 3363.926267 = -3666557.417155 nChanged 183 SP:Iteration 20F (1622.730000 sec): 3 clusters Score: Raw -3670002.715585 + Penalty 3363.926267 = -3666638.789318 nChanged 179 SP:Iteration 21Q (1622.790000 sec): 3 clusters Score: Raw -3670085.368005 + Penalty 3363.926267 = -3666721.441738 nChanged 139 SP:Iteration 22Q (1622.850000 sec): 3 clusters Score: Raw -3670136.894997 + Penalty 3363.926267 = -3666772.968730 nChanged 108 SP:Iteration 23Q (1622.920000 sec): 3 clusters Score: Raw -3670177.151395 + Penalty 3363.926267 = -3666813.225128 nChanged 83 SP:Iteration 24Q (1622.980000 sec): 3 clusters Score: Raw -3670209.825814 + Penalty 3363.926267 = -3666845.899546 nChanged 75 SP:Iteration 25Q (1623.040000 sec): 3 clusters Score: Raw -3670238.585228 + Penalty 3363.926267 = -3666874.658961 nChanged 69 SP:Iteration 26Q (1623.100000 sec): 3 clusters Score: Raw -3670267.093642 + Penalty 3363.926267 = -3666903.167375 nChanged 51 SP:Iteration 27Q (1623.160000 sec): 3 clusters Score: Raw -3670288.034270 + Penalty 3363.926267 = -3666924.108003 nChanged 53 SP:Iteration 28Q (1623.220000 sec): 3 clusters Score: Raw -3670309.439409 + Penalty 3363.926267 = -3666945.513142 nChanged 38 SP:Iteration 29Q (1623.270000 sec): 3 clusters Score: Raw -3670325.087764 + Penalty 3363.926267 = -3666961.161497 nChanged 33 SP:Iteration 30Q (1623.330000 sec): 3 clusters Score: Raw -3670338.027684 + Penalty 3363.926267 = -3666974.101417 nChanged 36 SP:Iteration 31Q (1623.390000 sec): 3 clusters Score: Raw -3670351.999727 + Penalty 3363.926267 = -3666988.073460 nChanged 32 SP:Iteration 32Q (1623.450000 sec): 3 clusters Score: Raw -3670363.128526 + Penalty 3363.926267 = -3666999.202259 nChanged 24 SP:Iteration 33Q (1623.510000 sec): 3 clusters Score: Raw -3670372.779423 + Penalty 3363.926267 = -3667008.853156 nChanged 29 SP:Iteration 34Q (1623.570000 sec): 3 clusters Score: Raw -3670382.096688 + Penalty 3363.926267 = -3667018.170421 nChanged 18 SP:Iteration 35Q (1623.630000 sec): 3 clusters Score: Raw -3670386.799133 + Penalty 3363.926267 = -3667022.872865 nChanged 11 SP:Iteration 36Q (1623.690000 sec): 3 clusters Score: Raw -3670390.825396 + Penalty 3363.926267 = -3667026.899129 nChanged 7 SP:Iteration 37Q (1623.740000 sec): 3 clusters Score: Raw -3670393.655916 + Penalty 3363.926267 = -3667029.729649 nChanged 7 SP:Iteration 38Q (1623.800000 sec): 3 clusters Score: Raw -3670396.600321 + Penalty 3363.926267 = -3667032.674054 nChanged 6 SP:Iteration 39Q (1623.860000 sec): 3 clusters Score: Raw -3670397.751812 + Penalty 3363.926267 = -3667033.825545 nChanged 3 SP:Iteration 40F (1623.940000 sec): 3 clusters Score: Raw -3670398.874313 + Penalty 3363.926267 = -3667034.948046 nChanged 4 SP:Iteration 41Q (1623.990000 sec): 3 clusters Score: Raw -3670399.492625 + Penalty 3363.926267 = -3667035.566357 nChanged 0 SP:Iteration 42F (1624.070000 sec): 3 clusters Score: Raw -3670399.492625 + Penalty 3363.926267 = -3667035.566357 nChanged 0 ------ Evaluating fit on full set of 1044049 points ------ Score: Raw -119342111.934383 + Penalty 54048.606227 = -119288063.328156 Time taken for this iteration:858.950000 seconds. 21->25 Clusters: Score -119288063.328156, best is -119294783.767360 Main iterations: 0 (time per iteration =inf ms) Total iterations: 10425 (time per iteration =157.918465 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 255466339200.000000 (time per metric unit =6.444293ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6131192140800.000000 (time per metric unit=268.512218ps) That took 1646.300000 seconds.