warning: commands will be executed using /bin/sh job 5761 at Thu Jul 30 23:22:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150328/YutaMouse32-150328 ElecNo 11 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 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.17 and 6.26 GB of RAM. Memory request: 2.09 GB would take us to total of 2.09 GB. ---------------------------------------------------------- Loaded 1161236 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.70 GB would take us to total of 2.78 GB. ------ Running on subset of 387078 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 4 (7279 points): Lose 526.657094 but Gain 2090.786994 Iteration 0F (36.190000 sec): 19 clusters Score: Raw -40919600.633764 + Penalty 37634.165894 = -40881966.467871 nChanged 363851 Iteration 1F (50.450000 sec): 19 clusters Score: Raw -42230513.663328 + Penalty 37634.165894 = -42192879.497435 nChanged 132658 Iteration 2F (63.790000 sec): 19 clusters Score: Raw -42460827.767331 + Penalty 37634.165894 = -42423193.601437 nChanged 88309 Iteration 3F (78.540000 sec): 19 clusters Score: Raw -42584595.721124 + Penalty 37634.165894 = -42546961.555231 nChanged 69376 Iteration 4F (91.510000 sec): 19 clusters Score: Raw -42670049.682670 + Penalty 37634.165894 = -42632415.516777 nChanged 56682 Deleting Class 16 (1115 points): Lose 1403.092433 but Gain 2090.786994 Iteration 5F (105.330000 sec): 18 clusters Score: Raw -42733760.991953 + Penalty 35543.378900 = -42698217.613053 nChanged 45359 Iteration 6F (118.830000 sec): 18 clusters Score: Raw -42781886.964327 + Penalty 35543.378900 = -42746343.585427 nChanged 32830 Deleting Class 17 (840 points): Lose 1870.363545 but Gain 2090.786994 Iteration 7F (134.440000 sec): 17 clusters Score: Raw -42812020.640288 + Penalty 33452.591905 = -42778568.048382 nChanged 23080 Deleting Class 10 (1230 points): Lose 1667.624777 but Gain 2090.786994 Iteration 8F (145.470000 sec): 16 clusters Score: Raw -42831152.842035 + Penalty 31361.804911 = -42799791.037124 nChanged 15873 Deleting Class 3 (1778 points): Lose 1873.503651 but Gain 2090.786994 Iteration 9Q (153.490000 sec): 15 clusters Score: Raw -42843026.188466 + Penalty 29271.017917 = -42813755.170549 nChanged 11171 Iteration 10Q (161.630000 sec): 15 clusters Score: Raw -42851344.380724 + Penalty 29271.017917 = -42822073.362807 nChanged 5808 Iteration 11Q (169.410000 sec): 15 clusters Score: Raw -42853635.272866 + Penalty 29271.017917 = -42824364.254948 nChanged 4244 Iteration 12Q (178.310000 sec): 15 clusters Score: Raw -42855014.753141 + Penalty 29271.017917 = -42825743.735223 nChanged 3084 Iteration 13Q (186.310000 sec): 15 clusters Score: Raw -42855871.387600 + Penalty 29271.017917 = -42826600.369683 nChanged 2333 Iteration 14Q (193.460000 sec): 15 clusters Score: Raw -42856409.144414 + Penalty 29271.017917 = -42827138.126497 nChanged 1881 Iteration 15Q (200.950000 sec): 15 clusters Score: Raw -42856916.332377 + Penalty 29271.017917 = -42827645.314460 nChanged 1677 Iteration 16Q (208.580000 sec): 15 clusters Score: Raw -42857471.748342 + Penalty 29271.017917 = -42828200.730425 nChanged 1431 Iteration 17Q (216.490000 sec): 15 clusters Score: Raw -42857965.735778 + Penalty 29271.017917 = -42828694.717861 nChanged 1216 Iteration 18Q (223.680000 sec): 15 clusters Score: Raw -42858483.257049 + Penalty 29271.017917 = -42829212.239132 nChanged 1074 Iteration 19Q (234.170000 sec): 15 clusters Score: Raw -42858998.901557 + Penalty 29271.017917 = -42829727.883640 nChanged 1002 Writing temp clu file Because OldScore, -42829212.239132, is greater than current (better) Score,-42829727.883640 Compute initial score before splitting: Score: Raw -42858998.901557 + Penalty 29271.017917 = -42829727.883640 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.290000 sec): 2 clusters Score: Raw -190400.329118 + Penalty 1217.664053 = -189182.665065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.450000 sec): 3 clusters Score: Raw -189727.557373 + Penalty 2435.328106 = -187292.229267 nChanged 623 SP:Iteration 1F (234.590000 sec): 3 clusters Score: Raw -190225.845907 + Penalty 2435.328106 = -187790.517801 nChanged 205 SP:Iteration 2F (234.730000 sec): 3 clusters Score: Raw -190459.751692 + Penalty 2435.328106 = -188024.423586 nChanged 134 SP:Iteration 3F (234.880000 sec): 3 clusters Score: Raw -190620.662006 + Penalty 2435.328106 = -188185.333901 nChanged 104 SP:Iteration 4F (235.020000 sec): 3 clusters Score: Raw -190810.081500 + Penalty 2435.328106 = -188374.753394 nChanged 103 SP:Iteration 5F (235.170000 sec): 3 clusters Score: Raw -191013.898123 + Penalty 2435.328106 = -188578.570017 nChanged 100 SP:Iteration 6F (235.310000 sec): 3 clusters Score: Raw -191261.351343 + Penalty 2435.328106 = -188826.023238 nChanged 111 SP:Iteration 7F (235.490000 sec): 3 clusters Score: Raw -191730.853358 + Penalty 2435.328106 = -189295.525252 nChanged 84 SP:Iteration 8Q (235.690000 sec): 3 clusters Score: Raw -192029.469342 + Penalty 2435.328106 = -189594.141236 nChanged 72 SP:Iteration 9Q (235.940000 sec): 3 clusters Score: Raw -192284.875871 + Penalty 2435.328106 = -189849.547766 nChanged 63 SP:Iteration 10Q (236.110000 sec): 3 clusters Score: Raw -192514.140959 + Penalty 2435.328106 = -190078.812853 nChanged 57 SP:Iteration 11Q (236.330000 sec): 3 clusters Score: Raw -192692.576086 + Penalty 2435.328106 = -190257.247980 nChanged 49 SP:Iteration 12Q (236.500000 sec): 3 clusters Score: Raw -192834.889399 + Penalty 2435.328106 = -190399.561293 nChanged 38 SP:Iteration 13Q (236.640000 sec): 3 clusters Score: Raw -192935.241512 + Penalty 2435.328106 = -190499.913407 nChanged 20 SP:Iteration 14Q (236.820000 sec): 3 clusters Score: Raw -192984.443337 + Penalty 2435.328106 = -190549.115231 nChanged 15 SP:Iteration 15Q (236.990000 sec): 3 clusters Score: Raw -193015.018294 + Penalty 2435.328106 = -190579.690189 nChanged 5 SP:Iteration 16Q (237.170000 sec): 3 clusters Score: Raw -193029.204420 + Penalty 2435.328106 = -190593.876314 nChanged 8 SP:Iteration 17Q (237.350000 sec): 3 clusters Score: Raw -193043.115173 + Penalty 2435.328106 = -190607.787067 nChanged 1 SP:Iteration 18Q (237.510000 sec): 3 clusters Score: Raw -193044.781889 + Penalty 2435.328106 = -190609.453783 nChanged 0 SP:Iteration 19F (237.710000 sec): 3 clusters Score: Raw -193044.781889 + Penalty 2435.328106 = -190609.453783 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 2.79 GB. Trying to split cluster 2 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.840000 sec): 2 clusters Score: Raw -236403.772035 + Penalty 1255.366131 = -235148.405904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.020000 sec): 3 clusters Score: Raw -235603.689914 + Penalty 2510.732262 = -233092.957651 nChanged 886 SP:Iteration 1F (238.220000 sec): 3 clusters Score: Raw -237480.048710 + Penalty 2510.732262 = -234969.316447 nChanged 389 SP:Iteration 2F (238.440000 sec): 3 clusters Score: Raw -238566.071669 + Penalty 2510.732262 = -236055.339407 nChanged 267 SP:Iteration 3F (238.640000 sec): 3 clusters Score: Raw -239185.891995 + Penalty 2510.732262 = -236675.159733 nChanged 116 SP:Iteration 4F (238.860000 sec): 3 clusters Score: Raw -239396.341857 + Penalty 2510.732262 = -236885.609595 nChanged 59 SP:Iteration 5Q (239.020000 sec): 3 clusters Score: Raw -239493.449687 + Penalty 2510.732262 = -236982.717425 nChanged 37 SP:Iteration 6Q (239.200000 sec): 3 clusters Score: Raw -239561.912450 + Penalty 2510.732262 = -237051.180188 nChanged 33 SP:Iteration 7Q (239.410000 sec): 3 clusters Score: Raw -239619.854484 + Penalty 2510.732262 = -237109.122222 nChanged 23 SP:Iteration 8Q (239.600000 sec): 3 clusters Score: Raw -239721.652153 + Penalty 2510.732262 = -237210.919891 nChanged 36 SP:Iteration 9Q (239.780000 sec): 3 clusters Score: Raw -239978.887879 + Penalty 2510.732262 = -237468.155616 nChanged 32 SP:Iteration 10Q (240.010000 sec): 3 clusters Score: Raw -240048.133324 + Penalty 2510.732262 = -237537.401061 nChanged 16 SP:Iteration 11Q (240.200000 sec): 3 clusters Score: Raw -240065.865591 + Penalty 2510.732262 = -237555.133329 nChanged 11 SP:Iteration 12Q (240.410000 sec): 3 clusters Score: Raw -240076.591995 + Penalty 2510.732262 = -237565.859733 nChanged 17 SP:Iteration 13Q (240.550000 sec): 3 clusters Score: Raw -240099.752920 + Penalty 2510.732262 = -237589.020657 nChanged 20 SP:Iteration 14Q (240.810000 sec): 3 clusters Score: Raw -240130.283125 + Penalty 2510.732262 = -237619.550863 nChanged 17 SP:Iteration 15Q (241.020000 sec): 3 clusters Score: Raw -240148.656189 + Penalty 2510.732262 = -237637.923926 nChanged 9 SP:Iteration 16Q (241.210000 sec): 3 clusters Score: Raw -240154.516999 + Penalty 2510.732262 = -237643.784737 nChanged 5 SP:Iteration 17Q (241.320000 sec): 3 clusters Score: Raw -240157.364636 + Penalty 2510.732262 = -237646.632373 nChanged 5 SP:Iteration 18Q (241.480000 sec): 3 clusters Score: Raw -240160.407502 + Penalty 2510.732262 = -237649.675239 nChanged 3 SP:Iteration 19Q (241.660000 sec): 3 clusters Score: Raw -240161.428071 + Penalty 2510.732262 = -237650.695808 nChanged 1 SP:Iteration 20F (241.840000 sec): 3 clusters Score: Raw -240161.556676 + Penalty 2510.732262 = -237650.824413 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.080000 sec): 2 clusters Score: Raw -2265758.715251 + Penalty 1608.640949 = -2264150.074302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.440000 sec): 3 clusters Score: Raw -2253923.406966 + Penalty 3217.281898 = -2250706.125068 nChanged 8882 SP:Iteration 1F (242.740000 sec): 3 clusters Score: Raw -2258879.401842 + Penalty 3217.281898 = -2255662.119944 nChanged 1227 SP:Iteration 2F (243.050000 sec): 3 clusters Score: Raw -2259531.725628 + Penalty 3217.281898 = -2256314.443730 nChanged 1282 SP:Iteration 3F (243.320000 sec): 3 clusters Score: Raw -2260401.888495 + Penalty 3217.281898 = -2257184.606597 nChanged 1494 SP:Iteration 4F (243.540000 sec): 3 clusters Score: Raw -2261700.814832 + Penalty 3217.281898 = -2258483.532934 nChanged 1650 SP:Iteration 5F (243.810000 sec): 3 clusters Score: Raw -2263254.792748 + Penalty 3217.281898 = -2260037.510850 nChanged 1547 SP:Iteration 6F (244.080000 sec): 3 clusters Score: Raw -2264614.068133 + Penalty 3217.281898 = -2261396.786234 nChanged 1233 SP:Iteration 7F (244.380000 sec): 3 clusters Score: Raw -2265591.069607 + Penalty 3217.281898 = -2262373.787709 nChanged 953 SP:Iteration 8Q (244.690000 sec): 3 clusters Score: Raw -2266344.475656 + Penalty 3217.281898 = -2263127.193758 nChanged 896 SP:Iteration 9Q (244.960000 sec): 3 clusters Score: Raw -2267299.646392 + Penalty 3217.281898 = -2264082.364494 nChanged 969 SP:Iteration 10Q (245.310000 sec): 3 clusters Score: Raw -2268949.192935 + Penalty 3217.281898 = -2265731.911037 nChanged 1022 SP:Iteration 11F (245.630000 sec): 3 clusters Score: Raw -2271372.504251 + Penalty 3217.281898 = -2268155.222353 nChanged 739 SP:Iteration 12Q (245.920000 sec): 3 clusters Score: Raw -2272761.964228 + Penalty 3217.281898 = -2269544.682330 nChanged 242 SP:Iteration 13Q (246.220000 sec): 3 clusters Score: Raw -2272910.043381 + Penalty 3217.281898 = -2269692.761482 nChanged 60 SP:Iteration 14Q (246.510000 sec): 3 clusters Score: Raw -2272921.641545 + Penalty 3217.281898 = -2269704.359647 nChanged 20 SP:Iteration 15Q (246.800000 sec): 3 clusters Score: Raw -2272923.944170 + Penalty 3217.281898 = -2269706.662272 nChanged 7 SP:Iteration 16Q (247.080000 sec): 3 clusters Score: Raw -2272924.301339 + Penalty 3217.281898 = -2269707.019441 nChanged 2 SP:Iteration 17Q (247.410000 sec): 3 clusters Score: Raw -2272924.401374 + Penalty 3217.281898 = -2269707.119476 nChanged 1 SP:Iteration 18Q (247.760000 sec): 3 clusters Score: Raw -2272924.428297 + Penalty 3217.281898 = -2269707.146399 nChanged 2 SP:Iteration 19Q (248.010000 sec): 3 clusters Score: Raw -2272924.473307 + Penalty 3217.281898 = -2269707.191409 nChanged 1 SP:Iteration 20F (248.340000 sec): 3 clusters Score: Raw -2272924.501333 + Penalty 3217.281898 = -2269707.219434 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 2.79 GB. Trying to split cluster 6 (9213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.470000 sec): 2 clusters Score: Raw -987242.076588 + Penalty 1483.360256 = -985758.716332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.720000 sec): 3 clusters Score: Raw -982168.407684 + Penalty 2966.720513 = -979201.687171 nChanged 3900 SP:Iteration 1F (249.000000 sec): 3 clusters Score: Raw -984305.922520 + Penalty 2966.720513 = -981339.202007 nChanged 607 SP:Iteration 2F (249.240000 sec): 3 clusters Score: Raw -984625.062792 + Penalty 2966.720513 = -981658.342279 nChanged 504 SP:Iteration 3F (249.460000 sec): 3 clusters Score: Raw -984913.083665 + Penalty 2966.720513 = -981946.363152 nChanged 538 SP:Iteration 4F (249.680000 sec): 3 clusters Score: Raw -985217.568225 + Penalty 2966.720513 = -982250.847713 nChanged 546 SP:Iteration 5F (249.930000 sec): 3 clusters Score: Raw -985546.896697 + Penalty 2966.720513 = -982580.176184 nChanged 536 SP:Iteration 6F (250.170000 sec): 3 clusters Score: Raw -985901.800151 + Penalty 2966.720513 = -982935.079638 nChanged 514 SP:Iteration 7F (250.420000 sec): 3 clusters Score: Raw -986243.197647 + Penalty 2966.720513 = -983276.477135 nChanged 484 SP:Iteration 8F (250.590000 sec): 3 clusters Score: Raw -986540.158598 + Penalty 2966.720513 = -983573.438085 nChanged 411 SP:Iteration 9Q (250.840000 sec): 3 clusters Score: Raw -986787.339457 + Penalty 2966.720513 = -983820.618944 nChanged 353 SP:Iteration 10Q (251.100000 sec): 3 clusters Score: Raw -986987.100701 + Penalty 2966.720513 = -984020.380188 nChanged 299 SP:Iteration 11Q (251.320000 sec): 3 clusters Score: Raw -987164.218859 + Penalty 2966.720513 = -984197.498346 nChanged 277 SP:Iteration 12Q (251.590000 sec): 3 clusters Score: Raw -987340.612248 + Penalty 2966.720513 = -984373.891735 nChanged 257 SP:Iteration 13Q (251.780000 sec): 3 clusters Score: Raw -987510.538982 + Penalty 2966.720513 = -984543.818469 nChanged 217 SP:Iteration 14Q (252.040000 sec): 3 clusters Score: Raw -987659.104020 + Penalty 2966.720513 = -984692.383507 nChanged 163 SP:Iteration 15Q (252.270000 sec): 3 clusters Score: Raw -987770.175421 + Penalty 2966.720513 = -984803.454908 nChanged 142 SP:Iteration 16Q (252.520000 sec): 3 clusters Score: Raw -987869.805482 + Penalty 2966.720513 = -984903.084969 nChanged 112 SP:Iteration 17Q (252.730000 sec): 3 clusters Score: Raw -987946.544747 + Penalty 2966.720513 = -984979.824234 nChanged 84 SP:Iteration 18Q (252.930000 sec): 3 clusters Score: Raw -988008.308532 + Penalty 2966.720513 = -985041.588019 nChanged 68 SP:Iteration 19Q (253.160000 sec): 3 clusters Score: Raw -988056.703221 + Penalty 2966.720513 = -985089.982708 nChanged 37 SP:Iteration 20F (253.380000 sec): 3 clusters Score: Raw -988080.011102 + Penalty 2966.720513 = -985113.290589 nChanged 21 SP:Iteration 21Q (253.650000 sec): 3 clusters Score: Raw -988089.357238 + Penalty 2966.720513 = -985122.636725 nChanged 24 SP:Iteration 22Q (253.880000 sec): 3 clusters Score: Raw -988102.930264 + Penalty 2966.720513 = -985136.209751 nChanged 13 SP:Iteration 23Q (254.090000 sec): 3 clusters Score: Raw -988109.999337 + Penalty 2966.720513 = -985143.278824 nChanged 12 SP:Iteration 24Q (254.290000 sec): 3 clusters Score: Raw -988117.854140 + Penalty 2966.720513 = -985151.133627 nChanged 8 SP:Iteration 25Q (254.500000 sec): 3 clusters Score: Raw -988121.381011 + Penalty 2966.720513 = -985154.660498 nChanged 7 SP:Iteration 26Q (254.710000 sec): 3 clusters Score: Raw -988124.850737 + Penalty 2966.720513 = -985158.130224 nChanged 5 SP:Iteration 27Q (254.960000 sec): 3 clusters Score: Raw -988127.241640 + Penalty 2966.720513 = -985160.521127 nChanged 4 SP:Iteration 28Q (255.160000 sec): 3 clusters Score: Raw -988129.490214 + Penalty 2966.720513 = -985162.769701 nChanged 4 SP:Iteration 29Q (255.420000 sec): 3 clusters Score: Raw -988130.429979 + Penalty 2966.720513 = -985163.709466 nChanged 0 SP:Iteration 30F (255.690000 sec): 3 clusters Score: Raw -988130.429979 + Penalty 2966.720513 = -985163.709466 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.860000 sec): 2 clusters Score: Raw -134548.611778 + Penalty 1158.641008 = -133389.970770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.070000 sec): 3 clusters Score: Raw -134156.653107 + Penalty 2317.282016 = -131839.371091 nChanged 420 SP:Iteration 1F (256.330000 sec): 3 clusters Score: Raw -134891.504878 + Penalty 2317.282016 = -132574.222862 nChanged 174 SP:Iteration 2F (256.550000 sec): 3 clusters Score: Raw -135520.197878 + Penalty 2317.282016 = -133202.915862 nChanged 131 SP:Iteration 3F (256.740000 sec): 3 clusters Score: Raw -135889.321030 + Penalty 2317.282016 = -133572.039014 nChanged 66 SP:Iteration 4F (256.920000 sec): 3 clusters Score: Raw -136072.535829 + Penalty 2317.282016 = -133755.253813 nChanged 34 SP:Iteration 5Q (257.100000 sec): 3 clusters Score: Raw -136137.498048 + Penalty 2317.282016 = -133820.216032 nChanged 15 SP:Iteration 6Q (257.290000 sec): 3 clusters Score: Raw -136154.914590 + Penalty 2317.282016 = -133837.632575 nChanged 9 SP:Iteration 7Q (257.470000 sec): 3 clusters Score: Raw -136168.540377 + Penalty 2317.282016 = -133851.258362 nChanged 7 SP:Iteration 8Q (257.640000 sec): 3 clusters Score: Raw -136180.123444 + Penalty 2317.282016 = -133862.841428 nChanged 4 SP:Iteration 9Q (257.800000 sec): 3 clusters Score: Raw -136187.032268 + Penalty 2317.282016 = -133869.750252 nChanged 7 SP:Iteration 10Q (257.990000 sec): 3 clusters Score: Raw -136199.739695 + Penalty 2317.282016 = -133882.457679 nChanged 6 SP:Iteration 11Q (258.170000 sec): 3 clusters Score: Raw -136207.111351 + Penalty 2317.282016 = -133889.829335 nChanged 2 SP:Iteration 12Q (258.350000 sec): 3 clusters Score: Raw -136209.344726 + Penalty 2317.282016 = -133892.062710 nChanged 2 SP:Iteration 13Q (258.520000 sec): 3 clusters Score: Raw -136211.169967 + Penalty 2317.282016 = -133893.887951 nChanged 1 SP:Iteration 14Q (258.780000 sec): 3 clusters Score: Raw -136212.157477 + Penalty 2317.282016 = -133894.875461 nChanged 2 SP:Iteration 15Q (259.010000 sec): 3 clusters Score: Raw -136216.442752 + Penalty 2317.282016 = -133899.160737 nChanged 4 SP:Iteration 16Q (259.160000 sec): 3 clusters Score: Raw -136223.153155 + Penalty 2317.282016 = -133905.871139 nChanged 3 SP:Iteration 17Q (259.350000 sec): 3 clusters Score: Raw -136227.118759 + Penalty 2317.282016 = -133909.836743 nChanged 3 SP:Iteration 18Q (259.550000 sec): 3 clusters Score: Raw -136229.537031 + Penalty 2317.282016 = -133912.255015 nChanged 1 SP:Iteration 19Q (259.760000 sec): 3 clusters Score: Raw -136230.330739 + Penalty 2317.282016 = -133913.048723 nChanged 0 SP:Iteration 20F (259.940000 sec): 3 clusters Score: Raw -136230.330739 + Penalty 2317.282016 = -133913.048723 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 2.79 GB. Trying to split cluster 8 (19970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.100000 sec): 2 clusters Score: Raw -2269286.145801 + Penalty 1609.072794 = -2267677.073007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.380000 sec): 3 clusters Score: Raw -2257299.193327 + Penalty 3218.145589 = -2254081.047739 nChanged 9018 SP:Iteration 1F (260.610000 sec): 3 clusters Score: Raw -2262379.860302 + Penalty 3218.145589 = -2259161.714714 nChanged 1120 SP:Iteration 2F (260.840000 sec): 3 clusters Score: Raw -2262970.158688 + Penalty 3218.145589 = -2259752.013100 nChanged 1153 SP:Iteration 3F (261.150000 sec): 3 clusters Score: Raw -2263590.899885 + Penalty 3218.145589 = -2260372.754297 nChanged 1154 SP:Iteration 4F (261.420000 sec): 3 clusters Score: Raw -2264288.146640 + Penalty 3218.145589 = -2261070.001052 nChanged 1169 SP:Iteration 5F (261.710000 sec): 3 clusters Score: Raw -2265059.214303 + Penalty 3218.145589 = -2261841.068715 nChanged 1176 SP:Iteration 6F (261.960000 sec): 3 clusters Score: Raw -2265918.292731 + Penalty 3218.145589 = -2262700.147143 nChanged 1112 SP:Iteration 7F (262.250000 sec): 3 clusters Score: Raw -2266828.440698 + Penalty 3218.145589 = -2263610.295110 nChanged 1078 SP:Iteration 8F (262.560000 sec): 3 clusters Score: Raw -2267828.618316 + Penalty 3218.145589 = -2264610.472727 nChanged 983 SP:Iteration 9Q (262.870000 sec): 3 clusters Score: Raw -2268777.188159 + Penalty 3218.145589 = -2265559.042570 nChanged 811 SP:Iteration 10Q (263.140000 sec): 3 clusters Score: Raw -2269443.046803 + Penalty 3218.145589 = -2266224.901215 nChanged 601 SP:Iteration 11Q (263.390000 sec): 3 clusters Score: Raw -2269828.411008 + Penalty 3218.145589 = -2266610.265419 nChanged 472 SP:Iteration 12Q (263.660000 sec): 3 clusters Score: Raw -2270049.133019 + Penalty 3218.145589 = -2266830.987430 nChanged 352 SP:Iteration 13Q (263.950000 sec): 3 clusters Score: Raw -2270176.409164 + Penalty 3218.145589 = -2266958.263575 nChanged 274 SP:Iteration 14Q (264.210000 sec): 3 clusters Score: Raw -2270254.611712 + Penalty 3218.145589 = -2267036.466124 nChanged 206 SP:Iteration 15Q (264.480000 sec): 3 clusters Score: Raw -2270309.915314 + Penalty 3218.145589 = -2267091.769726 nChanged 182 SP:Iteration 16Q (264.740000 sec): 3 clusters Score: Raw -2270352.408645 + Penalty 3218.145589 = -2267134.263056 nChanged 172 SP:Iteration 17Q (264.990000 sec): 3 clusters Score: Raw -2270392.077234 + Penalty 3218.145589 = -2267173.931646 nChanged 157 SP:Iteration 18Q (265.330000 sec): 3 clusters Score: Raw -2270438.569535 + Penalty 3218.145589 = -2267220.423946 nChanged 183 SP:Iteration 19Q (265.630000 sec): 3 clusters Score: Raw -2270488.871194 + Penalty 3218.145589 = -2267270.725605 nChanged 191 SP:Iteration 20F (265.930000 sec): 3 clusters Score: Raw -2270542.264471 + Penalty 3218.145589 = -2267324.118882 nChanged 216 SP:Iteration 21Q (266.270000 sec): 3 clusters Score: Raw -2270608.183588 + Penalty 3218.145589 = -2267390.037999 nChanged 219 SP:Iteration 22Q (266.560000 sec): 3 clusters Score: Raw -2270680.442299 + Penalty 3218.145589 = -2267462.296710 nChanged 249 SP:Iteration 23Q (266.850000 sec): 3 clusters Score: Raw -2270774.000238 + Penalty 3218.145589 = -2267555.854649 nChanged 272 SP:Iteration 24Q (267.070000 sec): 3 clusters Score: Raw -2270870.742732 + Penalty 3218.145589 = -2267652.597144 nChanged 262 SP:Iteration 25Q (267.350000 sec): 3 clusters Score: Raw -2270963.200199 + Penalty 3218.145589 = -2267745.054610 nChanged 272 SP:Iteration 26Q (267.660000 sec): 3 clusters Score: Raw -2271063.479284 + Penalty 3218.145589 = -2267845.333695 nChanged 279 SP:Iteration 27Q (267.930000 sec): 3 clusters Score: Raw -2271173.004532 + Penalty 3218.145589 = -2267954.858943 nChanged 287 SP:Iteration 28Q (268.170000 sec): 3 clusters Score: Raw -2271286.660096 + Penalty 3218.145589 = -2268068.514507 nChanged 304 SP:Iteration 29Q (268.430000 sec): 3 clusters Score: Raw -2271415.985286 + Penalty 3218.145589 = -2268197.839697 nChanged 305 SP:Iteration 30Q (268.730000 sec): 3 clusters Score: Raw -2271546.960323 + Penalty 3218.145589 = -2268328.814734 nChanged 326 SP:Iteration 31Q (269.030000 sec): 3 clusters Score: Raw -2271693.080300 + Penalty 3218.145589 = -2268474.934711 nChanged 333 SP:Iteration 32Q (269.350000 sec): 3 clusters Score: Raw -2271858.255142 + Penalty 3218.145589 = -2268640.109553 nChanged 347 SP:Iteration 33Q (269.610000 sec): 3 clusters Score: Raw -2272030.868802 + Penalty 3218.145589 = -2268812.723213 nChanged 309 SP:Iteration 34Q (269.890000 sec): 3 clusters Score: Raw -2272189.776730 + Penalty 3218.145589 = -2268971.631142 nChanged 341 SP:Iteration 35Q (270.160000 sec): 3 clusters Score: Raw -2272365.504857 + Penalty 3218.145589 = -2269147.359268 nChanged 292 SP:Iteration 36Q (270.440000 sec): 3 clusters Score: Raw -2272525.494255 + Penalty 3218.145589 = -2269307.348666 nChanged 278 SP:Iteration 37Q (270.740000 sec): 3 clusters Score: Raw -2272660.052656 + Penalty 3218.145589 = -2269441.907068 nChanged 240 SP:Iteration 38Q (271.010000 sec): 3 clusters Score: Raw -2272785.421076 + Penalty 3218.145589 = -2269567.275487 nChanged 196 SP:Iteration 39Q (271.340000 sec): 3 clusters Score: Raw -2272876.934033 + Penalty 3218.145589 = -2269658.788444 nChanged 142 SP:Iteration 40F (271.560000 sec): 3 clusters Score: Raw -2273054.076679 + Penalty 3218.145589 = -2269835.931091 nChanged 257 SP:Iteration 41Q (271.810000 sec): 3 clusters Score: Raw -2273266.497063 + Penalty 3218.145589 = -2270048.351475 nChanged 289 SP:Iteration 42Q (272.100000 sec): 3 clusters Score: Raw -2273506.535493 + Penalty 3218.145589 = -2270288.389904 nChanged 300 SP:Iteration 43Q (272.390000 sec): 3 clusters Score: Raw -2273818.823501 + Penalty 3218.145589 = -2270600.677913 nChanged 308 SP:Iteration 44Q (272.630000 sec): 3 clusters Score: Raw -2274218.966830 + Penalty 3218.145589 = -2271000.821242 nChanged 304 SP:Iteration 45Q (272.860000 sec): 3 clusters Score: Raw -2274735.337245 + Penalty 3218.145589 = -2271517.191657 nChanged 268 SP:Iteration 46Q (273.130000 sec): 3 clusters Score: Raw -2275201.941002 + Penalty 3218.145589 = -2271983.795414 nChanged 195 SP:Iteration 47Q (273.360000 sec): 3 clusters Score: Raw -2275445.328731 + Penalty 3218.145589 = -2272227.183142 nChanged 136 SP:Iteration 48Q (273.650000 sec): 3 clusters Score: Raw -2275576.067734 + Penalty 3218.145589 = -2272357.922145 nChanged 108 SP:Iteration 49Q (273.960000 sec): 3 clusters Score: Raw -2275643.075758 + Penalty 3218.145589 = -2272424.930169 nChanged 73 SP:Iteration 50Q (274.260000 sec): 3 clusters Score: Raw -2275679.186843 + Penalty 3218.145589 = -2272461.041254 nChanged 56 SP:Iteration 51Q (274.560000 sec): 3 clusters Score: Raw -2275704.990244 + Penalty 3218.145589 = -2272486.844656 nChanged 49 SP:Iteration 52Q (274.810000 sec): 3 clusters Score: Raw -2275722.176028 + Penalty 3218.145589 = -2272504.030439 nChanged 50 SP:Iteration 53Q (275.130000 sec): 3 clusters Score: Raw -2275739.587825 + Penalty 3218.145589 = -2272521.442237 nChanged 62 SP:Iteration 54Q (275.370000 sec): 3 clusters Score: Raw -2275764.075840 + Penalty 3218.145589 = -2272545.930252 nChanged 58 SP:Iteration 55Q (275.620000 sec): 3 clusters Score: Raw -2275782.884318 + Penalty 3218.145589 = -2272564.738729 nChanged 43 SP:Iteration 56Q (275.890000 sec): 3 clusters Score: Raw -2275793.026225 + Penalty 3218.145589 = -2272574.880637 nChanged 38 SP:Iteration 57Q (276.140000 sec): 3 clusters Score: Raw -2275800.153607 + Penalty 3218.145589 = -2272582.008019 nChanged 26 SP:Iteration 58Q (276.430000 sec): 3 clusters Score: Raw -2275804.366683 + Penalty 3218.145589 = -2272586.221094 nChanged 21 SP:Iteration 59Q (276.750000 sec): 3 clusters Score: Raw -2275810.053047 + Penalty 3218.145589 = -2272591.907458 nChanged 22 SP:Iteration 60F (277.060000 sec): 3 clusters Score: Raw -2275828.561369 + Penalty 3218.145589 = -2272610.415781 nChanged 29 SP:Iteration 61Q (277.320000 sec): 3 clusters Score: Raw -2275835.618084 + Penalty 3218.145589 = -2272617.472495 nChanged 26 SP:Iteration 62Q (277.690000 sec): 3 clusters Score: Raw -2275839.890087 + Penalty 3218.145589 = -2272621.744498 nChanged 27 SP:Iteration 63Q (277.970000 sec): 3 clusters Score: Raw -2275843.947487 + Penalty 3218.145589 = -2272625.801898 nChanged 18 SP:Iteration 64Q (278.340000 sec): 3 clusters Score: Raw -2275846.483192 + Penalty 3218.145589 = -2272628.337604 nChanged 20 SP:Iteration 65Q (278.580000 sec): 3 clusters Score: Raw -2275849.180137 + Penalty 3218.145589 = -2272631.034548 nChanged 19 SP:Iteration 66Q (278.830000 sec): 3 clusters Score: Raw -2275851.945030 + Penalty 3218.145589 = -2272633.799441 nChanged 25 SP:Iteration 67Q (279.100000 sec): 3 clusters Score: Raw -2275855.385616 + Penalty 3218.145589 = -2272637.240028 nChanged 19 SP:Iteration 68Q (279.370000 sec): 3 clusters Score: Raw -2275857.942970 + Penalty 3218.145589 = -2272639.797381 nChanged 20 SP:Iteration 69Q (279.630000 sec): 3 clusters Score: Raw -2275860.516584 + Penalty 3218.145589 = -2272642.370995 nChanged 15 SP:Iteration 70Q (279.920000 sec): 3 clusters Score: Raw -2275862.030626 + Penalty 3218.145589 = -2272643.885037 nChanged 13 SP:Iteration 71Q (280.260000 sec): 3 clusters Score: Raw -2275863.380431 + Penalty 3218.145589 = -2272645.234842 nChanged 10 SP:Iteration 72Q (280.510000 sec): 3 clusters Score: Raw -2275864.058879 + Penalty 3218.145589 = -2272645.913291 nChanged 6 SP:Iteration 73Q (280.780000 sec): 3 clusters Score: Raw -2275864.328603 + Penalty 3218.145589 = -2272646.183014 nChanged 6 SP:Iteration 74Q (281.060000 sec): 3 clusters Score: Raw -2275864.774168 + Penalty 3218.145589 = -2272646.628580 nChanged 7 SP:Iteration 75Q (281.330000 sec): 3 clusters Score: Raw -2275865.162127 + Penalty 3218.145589 = -2272647.016539 nChanged 3 SP:Iteration 76Q (281.610000 sec): 3 clusters Score: Raw -2275865.246739 + Penalty 3218.145589 = -2272647.101151 nChanged 2 SP:Iteration 77Q (281.840000 sec): 3 clusters Score: Raw -2275865.319440 + Penalty 3218.145589 = -2272647.173852 nChanged 0 SP:Iteration 78F (282.140000 sec): 3 clusters Score: Raw -2275865.319440 + Penalty 3218.145589 = -2272647.173852 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 2.79 GB. Trying to split cluster 9 (4324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.300000 sec): 2 clusters Score: Raw -479123.726145 + Penalty 1360.439629 = -477763.286516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.530000 sec): 3 clusters Score: Raw -476943.912100 + Penalty 2720.879258 = -474223.032842 nChanged 1709 SP:Iteration 1F (282.770000 sec): 3 clusters Score: Raw -477895.893812 + Penalty 2720.879258 = -475175.014554 nChanged 324 SP:Iteration 2F (282.940000 sec): 3 clusters Score: Raw -478083.987803 + Penalty 2720.879258 = -475363.108544 nChanged 217 SP:Iteration 3F (283.150000 sec): 3 clusters Score: Raw -478245.919554 + Penalty 2720.879258 = -475525.040296 nChanged 223 SP:Iteration 4F (283.360000 sec): 3 clusters Score: Raw -478421.913702 + Penalty 2720.879258 = -475701.034444 nChanged 226 SP:Iteration 5F (283.570000 sec): 3 clusters Score: Raw -478632.056100 + Penalty 2720.879258 = -475911.176842 nChanged 253 SP:Iteration 6F (283.730000 sec): 3 clusters Score: Raw -478951.157533 + Penalty 2720.879258 = -476230.278275 nChanged 296 SP:Iteration 7F (283.900000 sec): 3 clusters Score: Raw -479358.639354 + Penalty 2720.879258 = -476637.760096 nChanged 345 SP:Iteration 8F (284.040000 sec): 3 clusters Score: Raw -479885.100516 + Penalty 2720.879258 = -477164.221258 nChanged 318 SP:Iteration 9F (284.250000 sec): 3 clusters Score: Raw -480413.664604 + Penalty 2720.879258 = -477692.785346 nChanged 227 SP:Iteration 10F (284.460000 sec): 3 clusters Score: Raw -480776.835144 + Penalty 2720.879258 = -478055.955886 nChanged 138 SP:Iteration 11Q (284.680000 sec): 3 clusters Score: Raw -480939.575449 + Penalty 2720.879258 = -478218.696191 nChanged 80 SP:Iteration 12Q (284.820000 sec): 3 clusters Score: Raw -481007.539241 + Penalty 2720.879258 = -478286.659983 nChanged 44 SP:Iteration 13Q (285.050000 sec): 3 clusters Score: Raw -481036.202804 + Penalty 2720.879258 = -478315.323545 nChanged 37 SP:Iteration 14Q (285.260000 sec): 3 clusters Score: Raw -481056.309964 + Penalty 2720.879258 = -478335.430706 nChanged 25 SP:Iteration 15Q (285.520000 sec): 3 clusters Score: Raw -481066.251995 + Penalty 2720.879258 = -478345.372737 nChanged 17 SP:Iteration 16Q (285.700000 sec): 3 clusters Score: Raw -481073.478946 + Penalty 2720.879258 = -478352.599688 nChanged 12 SP:Iteration 17Q (285.900000 sec): 3 clusters Score: Raw -481077.255969 + Penalty 2720.879258 = -478356.376710 nChanged 5 SP:Iteration 18Q (286.130000 sec): 3 clusters Score: Raw -481079.024822 + Penalty 2720.879258 = -478358.145564 nChanged 4 SP:Iteration 19Q (286.340000 sec): 3 clusters Score: Raw -481079.803781 + Penalty 2720.879258 = -478358.924523 nChanged 3 SP:Iteration 20F (286.530000 sec): 3 clusters Score: Raw -481080.379796 + Penalty 2720.879258 = -478359.500537 nChanged 1 SP:Iteration 21Q (286.750000 sec): 3 clusters Score: Raw -481080.773482 + Penalty 2720.879258 = -478359.894224 nChanged 1 SP:Iteration 22Q (286.950000 sec): 3 clusters Score: Raw -481080.876124 + Penalty 2720.879258 = -478359.996866 nChanged 0 SP:Iteration 23F (287.170000 sec): 3 clusters Score: Raw -481080.876124 + Penalty 2720.879258 = -478359.996866 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 2.79 GB. Trying to split cluster 11 (253069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.610000 sec): 2 clusters Score: Raw -28391577.973001 + Penalty 2021.730337 = -28389556.242664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.750000 sec): 3 clusters Score: Raw -28222788.062791 + Penalty 4043.460674 = -28218744.602117 nChanged 123089 SP:Iteration 1F (290.960000 sec): 3 clusters Score: Raw -28296899.797214 + Penalty 4043.460674 = -28292856.336540 nChanged 8432 SP:Iteration 2Q (292.240000 sec): 3 clusters Score: Raw -28299408.719198 + Penalty 4043.460674 = -28295365.258524 nChanged 11306 SP:Iteration 3Q (293.530000 sec): 3 clusters Score: Raw -28304175.865625 + Penalty 4043.460674 = -28300132.404951 nChanged 15616 SP:Iteration 4F (294.690000 sec): 3 clusters Score: Raw -28313296.798285 + Penalty 4043.460674 = -28309253.337611 nChanged 20781 SP:Iteration 5F (295.960000 sec): 3 clusters Score: Raw -28329536.655986 + Penalty 4043.460674 = -28325493.195312 nChanged 23895 SP:Iteration 6F (297.070000 sec): 3 clusters Score: Raw -28351999.854918 + Penalty 4043.460674 = -28347956.394244 nChanged 20694 SP:Iteration 7F (298.190000 sec): 3 clusters Score: Raw -28373130.696556 + Penalty 4043.460674 = -28369087.235882 nChanged 12202 SP:Iteration 8Q (299.400000 sec): 3 clusters Score: Raw -28385313.082673 + Penalty 4043.460674 = -28381269.621999 nChanged 4909 SP:Iteration 9Q (300.680000 sec): 3 clusters Score: Raw -28389810.683289 + Penalty 4043.460674 = -28385767.222615 nChanged 1729 SP:Iteration 10Q (301.890000 sec): 3 clusters Score: Raw -28391439.513751 + Penalty 4043.460674 = -28387396.053077 nChanged 656 SP:Iteration 11Q (303.100000 sec): 3 clusters Score: Raw -28392188.882421 + Penalty 4043.460674 = -28388145.421747 nChanged 363 SP:Iteration 12Q (304.300000 sec): 3 clusters Score: Raw -28392591.727590 + Penalty 4043.460674 = -28388548.266917 nChanged 250 SP:Iteration 13Q (305.640000 sec): 3 clusters Score: Raw -28392776.644318 + Penalty 4043.460674 = -28388733.183644 nChanged 207 SP:Iteration 14Q (306.790000 sec): 3 clusters Score: Raw -28392879.156793 + Penalty 4043.460674 = -28388835.696119 nChanged 134 SP:Iteration 15Q (307.990000 sec): 3 clusters Score: Raw -28392926.165278 + Penalty 4043.460674 = -28388882.704604 nChanged 78 SP:Iteration 16Q (309.120000 sec): 3 clusters Score: Raw -28392948.659937 + Penalty 4043.460674 = -28388905.199263 nChanged 68 SP:Iteration 17Q (310.170000 sec): 3 clusters Score: Raw -28392969.508993 + Penalty 4043.460674 = -28388926.048319 nChanged 64 SP:Iteration 18Q (311.350000 sec): 3 clusters Score: Raw -28392987.220496 + Penalty 4043.460674 = -28388943.759822 nChanged 65 SP:Iteration 19Q (312.610000 sec): 3 clusters Score: Raw -28393004.958062 + Penalty 4043.460674 = -28388961.497389 nChanged 59 SP:Iteration 20F (313.800000 sec): 3 clusters Score: Raw -28393019.988557 + Penalty 4043.460674 = -28388976.527883 nChanged 67 SP:Iteration 21Q (315.220000 sec): 3 clusters Score: Raw -28393035.768301 + Penalty 4043.460674 = -28388992.307627 nChanged 55 SP:Iteration 22Q (316.420000 sec): 3 clusters Score: Raw -28393048.971112 + Penalty 4043.460674 = -28389005.510438 nChanged 50 SP:Iteration 23Q (317.880000 sec): 3 clusters Score: Raw -28393059.451274 + Penalty 4043.460674 = -28389015.990600 nChanged 36 SP:Iteration 24Q (319.100000 sec): 3 clusters Score: Raw -28393065.549154 + Penalty 4043.460674 = -28389022.088480 nChanged 34 SP:Iteration 25Q (320.310000 sec): 3 clusters Score: Raw -28393071.238371 + Penalty 4043.460674 = -28389027.777697 nChanged 32 SP:Iteration 26Q (321.700000 sec): 3 clusters Score: Raw -28393077.192645 + Penalty 4043.460674 = -28389033.731971 nChanged 33 SP:Iteration 27Q (323.000000 sec): 3 clusters Score: Raw -28393082.105062 + Penalty 4043.460674 = -28389038.644388 nChanged 28 SP:Iteration 28Q (324.130000 sec): 3 clusters Score: Raw -28393086.754406 + Penalty 4043.460674 = -28389043.293732 nChanged 22 SP:Iteration 29Q (325.140000 sec): 3 clusters Score: Raw -28393090.100775 + Penalty 4043.460674 = -28389046.640101 nChanged 15 SP:Iteration 30Q (326.320000 sec): 3 clusters Score: Raw -28393092.249825 + Penalty 4043.460674 = -28389048.789152 nChanged 16 SP:Iteration 31Q (327.760000 sec): 3 clusters Score: Raw -28393094.551760 + Penalty 4043.460674 = -28389051.091086 nChanged 8 SP:Iteration 32Q (328.980000 sec): 3 clusters Score: Raw -28393096.202993 + Penalty 4043.460674 = -28389052.742319 nChanged 11 SP:Iteration 33Q (330.070000 sec): 3 clusters Score: Raw -28393098.398078 + Penalty 4043.460674 = -28389054.937404 nChanged 10 SP:Iteration 34Q (331.370000 sec): 3 clusters Score: Raw -28393099.870323 + Penalty 4043.460674 = -28389056.409649 nChanged 9 SP:Iteration 35Q (332.720000 sec): 3 clusters Score: Raw -28393101.018517 + Penalty 4043.460674 = -28389057.557843 nChanged 7 SP:Iteration 36Q (334.150000 sec): 3 clusters Score: Raw -28393101.830922 + Penalty 4043.460674 = -28389058.370248 nChanged 11 SP:Iteration 37Q (335.340000 sec): 3 clusters Score: Raw -28393103.836298 + Penalty 4043.460674 = -28389060.375624 nChanged 12 SP:Iteration 38Q (336.650000 sec): 3 clusters Score: Raw -28393105.421156 + Penalty 4043.460674 = -28389061.960482 nChanged 9 SP:Iteration 39Q (338.160000 sec): 3 clusters Score: Raw -28393106.634835 + Penalty 4043.460674 = -28389063.174161 nChanged 6 SP:Iteration 40F (339.820000 sec): 3 clusters Score: Raw -28393107.535784 + Penalty 4043.460674 = -28389064.075111 nChanged 4 SP:Iteration 41Q (340.980000 sec): 3 clusters Score: Raw -28393108.070435 + Penalty 4043.460674 = -28389064.609762 nChanged 4 SP:Iteration 42Q (342.520000 sec): 3 clusters Score: Raw -28393108.498048 + Penalty 4043.460674 = -28389065.037374 nChanged 1 SP:Iteration 43Q (343.710000 sec): 3 clusters Score: Raw -28393108.544346 + Penalty 4043.460674 = -28389065.083672 nChanged 0 SP:Iteration 44F (344.940000 sec): 3 clusters Score: Raw -28393108.544346 + Penalty 4043.460674 = -28389065.083672 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (29584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.240000 sec): 2 clusters Score: Raw -3354288.401568 + Penalty 1672.935705 = -3352615.465863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.620000 sec): 3 clusters Score: Raw -3335887.725692 + Penalty 3345.871410 = -3332541.854282 nChanged 13684 SP:Iteration 1F (346.030000 sec): 3 clusters Score: Raw -3343788.445798 + Penalty 3345.871410 = -3340442.574388 nChanged 1528 SP:Iteration 2F (346.340000 sec): 3 clusters Score: Raw -3344575.604400 + Penalty 3345.871410 = -3341229.732990 nChanged 1758 SP:Iteration 3F (346.690000 sec): 3 clusters Score: Raw -3345840.853853 + Penalty 3345.871410 = -3342494.982443 nChanged 2160 SP:Iteration 4F (346.980000 sec): 3 clusters Score: Raw -3348075.396453 + Penalty 3345.871410 = -3344729.525043 nChanged 2767 SP:Iteration 5F (347.340000 sec): 3 clusters Score: Raw -3352057.019600 + Penalty 3345.871410 = -3348711.148190 nChanged 3055 SP:Iteration 6F (347.640000 sec): 3 clusters Score: Raw -3357178.130472 + Penalty 3345.871410 = -3353832.259062 nChanged 2495 SP:Iteration 7F (347.970000 sec): 3 clusters Score: Raw -3361648.121685 + Penalty 3345.871410 = -3358302.250275 nChanged 1337 SP:Iteration 8Q (348.340000 sec): 3 clusters Score: Raw -3364183.745431 + Penalty 3345.871410 = -3360837.874021 nChanged 534 SP:Iteration 9Q (348.650000 sec): 3 clusters Score: Raw -3364662.957630 + Penalty 3345.871410 = -3361317.086221 nChanged 187 SP:Iteration 10Q (348.990000 sec): 3 clusters Score: Raw -3364721.091500 + Penalty 3345.871410 = -3361375.220090 nChanged 84 SP:Iteration 11Q (349.320000 sec): 3 clusters Score: Raw -3364734.727844 + Penalty 3345.871410 = -3361388.856434 nChanged 41 SP:Iteration 12Q (349.650000 sec): 3 clusters Score: Raw -3364739.114082 + Penalty 3345.871410 = -3361393.242673 nChanged 26 SP:Iteration 13Q (349.950000 sec): 3 clusters Score: Raw -3364741.030952 + Penalty 3345.871410 = -3361395.159542 nChanged 14 SP:Iteration 14Q (350.320000 sec): 3 clusters Score: Raw -3364741.928860 + Penalty 3345.871410 = -3361396.057450 nChanged 7 SP:Iteration 15Q (350.650000 sec): 3 clusters Score: Raw -3364742.262291 + Penalty 3345.871410 = -3361396.390881 nChanged 4 SP:Iteration 16Q (350.960000 sec): 3 clusters Score: Raw -3364742.415167 + Penalty 3345.871410 = -3361396.543757 nChanged 2 SP:Iteration 17Q (351.320000 sec): 3 clusters Score: Raw -3364742.544899 + Penalty 3345.871410 = -3361396.673490 nChanged 1 SP:Iteration 18Q (351.690000 sec): 3 clusters Score: Raw -3364742.589035 + Penalty 3345.871410 = -3361396.717625 nChanged 0 SP:Iteration 19F (352.010000 sec): 3 clusters Score: Raw -3364742.589035 + Penalty 3345.871410 = -3361396.717625 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 2.79 GB. Trying to split cluster 13 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.140000 sec): 2 clusters Score: Raw -71903.634871 + Penalty 1083.380479 = -70820.254392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.310000 sec): 3 clusters Score: Raw -72041.260170 + Penalty 2166.760958 = -69874.499212 nChanged 264 SP:Iteration 1F (352.520000 sec): 3 clusters Score: Raw -72920.110870 + Penalty 2166.760958 = -70753.349912 nChanged 127 SP:Iteration 2F (352.700000 sec): 3 clusters Score: Raw -73582.167042 + Penalty 2166.760958 = -71415.406084 nChanged 50 SP:Iteration 3F (352.890000 sec): 3 clusters Score: Raw -73793.655654 + Penalty 2166.760958 = -71626.894696 nChanged 20 SP:Iteration 4Q (353.060000 sec): 3 clusters Score: Raw -73834.455672 + Penalty 2166.760958 = -71667.694714 nChanged 3 SP:Iteration 5Q (353.250000 sec): 3 clusters Score: Raw -73842.095662 + Penalty 2166.760958 = -71675.334704 nChanged 2 SP:Iteration 6Q (353.410000 sec): 3 clusters Score: Raw -73862.224089 + Penalty 2166.760958 = -71695.463131 nChanged 6 SP:Iteration 7Q (353.580000 sec): 3 clusters Score: Raw -73881.776526 + Penalty 2166.760958 = -71715.015568 nChanged 5 SP:Iteration 8Q (353.790000 sec): 3 clusters Score: Raw -73902.380028 + Penalty 2166.760958 = -71735.619071 nChanged 7 SP:Iteration 9Q (353.920000 sec): 3 clusters Score: Raw -73927.135086 + Penalty 2166.760958 = -71760.374128 nChanged 5 SP:Iteration 10Q (354.150000 sec): 3 clusters Score: Raw -73936.271670 + Penalty 2166.760958 = -71769.510713 nChanged 3 SP:Iteration 11Q (354.360000 sec): 3 clusters Score: Raw -73944.450707 + Penalty 2166.760958 = -71777.689750 nChanged 3 SP:Iteration 12Q (354.580000 sec): 3 clusters Score: Raw -73951.104721 + Penalty 2166.760958 = -71784.343764 nChanged 4 SP:Iteration 13Q (354.790000 sec): 3 clusters Score: Raw -73956.744999 + Penalty 2166.760958 = -71789.984042 nChanged 2 SP:Iteration 14Q (355.040000 sec): 3 clusters Score: Raw -73959.554341 + Penalty 2166.760958 = -71792.793383 nChanged 1 SP:Iteration 15Q (355.260000 sec): 3 clusters Score: Raw -73961.074132 + Penalty 2166.760958 = -71794.313174 nChanged 0 SP:Iteration 16F (355.480000 sec): 3 clusters Score: Raw -73961.074132 + Penalty 2166.760958 = -71794.313174 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 2.79 GB. Trying to split cluster 14 (11517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.630000 sec): 2 clusters Score: Raw -1312814.392585 + Penalty 1519.631666 = -1311294.760919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.880000 sec): 3 clusters Score: Raw -1306067.572431 + Penalty 3039.263332 = -1303028.309099 nChanged 5071 SP:Iteration 1F (356.170000 sec): 3 clusters Score: Raw -1308872.726628 + Penalty 3039.263332 = -1305833.463296 nChanged 736 SP:Iteration 2F (356.420000 sec): 3 clusters Score: Raw -1309508.453311 + Penalty 3039.263332 = -1306469.189979 nChanged 760 SP:Iteration 3F (356.680000 sec): 3 clusters Score: Raw -1310770.861773 + Penalty 3039.263332 = -1307731.598440 nChanged 907 SP:Iteration 4F (356.930000 sec): 3 clusters Score: Raw -1311776.152997 + Penalty 3039.263332 = -1308736.889664 nChanged 1066 SP:Iteration 5F (357.100000 sec): 3 clusters Score: Raw -1312573.463910 + Penalty 3039.263332 = -1309534.200578 nChanged 989 SP:Iteration 6F (357.350000 sec): 3 clusters Score: Raw -1313455.677740 + Penalty 3039.263332 = -1310416.414408 nChanged 1040 SP:Iteration 7F (357.570000 sec): 3 clusters Score: Raw -1314524.387234 + Penalty 3039.263332 = -1311485.123902 nChanged 961 SP:Iteration 8F (357.830000 sec): 3 clusters Score: Raw -1315597.623726 + Penalty 3039.263332 = -1312558.360394 nChanged 697 SP:Iteration 9F (358.040000 sec): 3 clusters Score: Raw -1316453.388512 + Penalty 3039.263332 = -1313414.125180 nChanged 359 SP:Iteration 10Q (358.310000 sec): 3 clusters Score: Raw -1316978.593653 + Penalty 3039.263332 = -1313939.330321 nChanged 177 SP:Iteration 11Q (358.490000 sec): 3 clusters Score: Raw -1317270.472264 + Penalty 3039.263332 = -1314231.208932 nChanged 93 SP:Iteration 12Q (358.770000 sec): 3 clusters Score: Raw -1317423.163017 + Penalty 3039.263332 = -1314383.899684 nChanged 47 SP:Iteration 13Q (359.020000 sec): 3 clusters Score: Raw -1317465.748916 + Penalty 3039.263332 = -1314426.485584 nChanged 27 SP:Iteration 14Q (359.240000 sec): 3 clusters Score: Raw -1317476.592483 + Penalty 3039.263332 = -1314437.329151 nChanged 11 SP:Iteration 15Q (359.460000 sec): 3 clusters Score: Raw -1317479.201127 + Penalty 3039.263332 = -1314439.937795 nChanged 2 SP:Iteration 16Q (359.660000 sec): 3 clusters Score: Raw -1317479.544015 + Penalty 3039.263332 = -1314440.280683 nChanged 0 SP:Iteration 17F (359.850000 sec): 3 clusters Score: Raw -1317479.544015 + Penalty 3039.263332 = -1314440.280683 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 2.79 GB. Trying to split cluster 15 (28217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.090000 sec): 2 clusters Score: Raw -3125622.695836 + Penalty 1665.247986 = -3123957.447850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.380000 sec): 3 clusters Score: Raw -3108274.019662 + Penalty 3330.495971 = -3104943.523690 nChanged 12932 SP:Iteration 1F (360.670000 sec): 3 clusters Score: Raw -3115311.068544 + Penalty 3330.495971 = -3111980.572573 nChanged 1144 SP:Iteration 2Q (360.990000 sec): 3 clusters Score: Raw -3115613.799749 + Penalty 3330.495971 = -3112283.303777 nChanged 1004 SP:Iteration 3Q (361.290000 sec): 3 clusters Score: Raw -3115879.267020 + Penalty 3330.495971 = -3112548.771048 nChanged 916 SP:Iteration 4Q (361.670000 sec): 3 clusters Score: Raw -3116126.808589 + Penalty 3330.495971 = -3112796.312617 nChanged 888 SP:Iteration 5Q (362.030000 sec): 3 clusters Score: Raw -3116396.014720 + Penalty 3330.495971 = -3113065.518749 nChanged 956 SP:Iteration 6Q (362.340000 sec): 3 clusters Score: Raw -3116700.456506 + Penalty 3330.495971 = -3113369.960535 nChanged 1020 SP:Iteration 7Q (362.740000 sec): 3 clusters Score: Raw -3117085.556761 + Penalty 3330.495971 = -3113755.060790 nChanged 1151 SP:Iteration 8Q (363.020000 sec): 3 clusters Score: Raw -3117626.847627 + Penalty 3330.495971 = -3114296.351656 nChanged 1391 SP:Iteration 9Q (363.440000 sec): 3 clusters Score: Raw -3118445.947227 + Penalty 3330.495971 = -3115115.451256 nChanged 1639 SP:Iteration 10F (363.740000 sec): 3 clusters Score: Raw -3119576.141452 + Penalty 3330.495971 = -3116245.645481 nChanged 1790 SP:Iteration 11F (364.100000 sec): 3 clusters Score: Raw -3120968.723320 + Penalty 3330.495971 = -3117638.227348 nChanged 1726 SP:Iteration 12F (364.420000 sec): 3 clusters Score: Raw -3122448.436237 + Penalty 3330.495971 = -3119117.940266 nChanged 1448 SP:Iteration 13F (364.750000 sec): 3 clusters Score: Raw -3123768.650531 + Penalty 3330.495971 = -3120438.154560 nChanged 1003 SP:Iteration 14Q (365.060000 sec): 3 clusters Score: Raw -3124667.560943 + Penalty 3330.495971 = -3121337.064972 nChanged 587 SP:Iteration 15Q (365.370000 sec): 3 clusters Score: Raw -3125183.347593 + Penalty 3330.495971 = -3121852.851622 nChanged 303 SP:Iteration 16Q (365.680000 sec): 3 clusters Score: Raw -3125489.651913 + Penalty 3330.495971 = -3122159.155942 nChanged 194 SP:Iteration 17Q (366.020000 sec): 3 clusters Score: Raw -3125678.341331 + Penalty 3330.495971 = -3122347.845359 nChanged 107 SP:Iteration 18Q (366.330000 sec): 3 clusters Score: Raw -3125776.810963 + Penalty 3330.495971 = -3122446.314992 nChanged 57 SP:Iteration 19Q (366.620000 sec): 3 clusters Score: Raw -3125831.118391 + Penalty 3330.495971 = -3122500.622420 nChanged 33 SP:Iteration 20F (366.950000 sec): 3 clusters Score: Raw -3125859.904148 + Penalty 3330.495971 = -3122529.408176 nChanged 20 SP:Iteration 21Q (367.250000 sec): 3 clusters Score: Raw -3125877.051792 + Penalty 3330.495971 = -3122546.555821 nChanged 18 SP:Iteration 22Q (367.490000 sec): 3 clusters Score: Raw -3125894.497661 + Penalty 3330.495971 = -3122564.001689 nChanged 13 SP:Iteration 23Q (367.790000 sec): 3 clusters Score: Raw -3125910.782977 + Penalty 3330.495971 = -3122580.287006 nChanged 12 SP:Iteration 24Q (368.100000 sec): 3 clusters Score: Raw -3125921.907769 + Penalty 3330.495971 = -3122591.411797 nChanged 7 SP:Iteration 25Q (368.390000 sec): 3 clusters Score: Raw -3125927.201535 + Penalty 3330.495971 = -3122596.705564 nChanged 3 SP:Iteration 26Q (368.740000 sec): 3 clusters Score: Raw -3125929.113676 + Penalty 3330.495971 = -3122598.617705 nChanged 3 SP:Iteration 27Q (369.050000 sec): 3 clusters Score: Raw -3125930.891493 + Penalty 3330.495971 = -3122600.395521 nChanged 2 SP:Iteration 28Q (369.350000 sec): 3 clusters Score: Raw -3125933.327734 + Penalty 3330.495971 = -3122602.831763 nChanged 2 SP:Iteration 29Q (369.670000 sec): 3 clusters Score: Raw -3125934.326870 + Penalty 3330.495971 = -3122603.830898 nChanged 0 SP:Iteration 30F (369.940000 sec): 3 clusters Score: Raw -3125934.326870 + Penalty 3330.495971 = -3122603.830898 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (3201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.080000 sec): 2 clusters Score: Raw -345084.139574 + Penalty 1311.573013 = -343772.566561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.300000 sec): 3 clusters Score: Raw -343599.313487 + Penalty 2623.146025 = -340976.167461 nChanged 1197 SP:Iteration 1F (370.500000 sec): 3 clusters Score: Raw -344272.320942 + Penalty 2623.146025 = -341649.174917 nChanged 240 SP:Iteration 2F (370.730000 sec): 3 clusters Score: Raw -344467.771665 + Penalty 2623.146025 = -341844.625639 nChanged 195 SP:Iteration 3F (370.930000 sec): 3 clusters Score: Raw -344642.929392 + Penalty 2623.146025 = -342019.783366 nChanged 158 SP:Iteration 4Q (371.150000 sec): 3 clusters Score: Raw -344827.298076 + Penalty 2623.146025 = -342204.152051 nChanged 159 SP:Iteration 5Q (371.320000 sec): 3 clusters Score: Raw -344988.285097 + Penalty 2623.146025 = -342365.139072 nChanged 145 SP:Iteration 6Q (371.500000 sec): 3 clusters Score: Raw -345098.431931 + Penalty 2623.146025 = -342475.285905 nChanged 104 SP:Iteration 7Q (371.710000 sec): 3 clusters Score: Raw -345192.079639 + Penalty 2623.146025 = -342568.933614 nChanged 94 SP:Iteration 8Q (371.880000 sec): 3 clusters Score: Raw -345244.769231 + Penalty 2623.146025 = -342621.623206 nChanged 71 SP:Iteration 9Q (372.020000 sec): 3 clusters Score: Raw -345278.593536 + Penalty 2623.146025 = -342655.447511 nChanged 51 SP:Iteration 10Q (372.210000 sec): 3 clusters Score: Raw -345306.638710 + Penalty 2623.146025 = -342683.492684 nChanged 49 SP:Iteration 11Q (372.390000 sec): 3 clusters Score: Raw -345334.471430 + Penalty 2623.146025 = -342711.325404 nChanged 37 SP:Iteration 12Q (372.620000 sec): 3 clusters Score: Raw -345353.564747 + Penalty 2623.146025 = -342730.418721 nChanged 37 SP:Iteration 13Q (372.810000 sec): 3 clusters Score: Raw -345369.213876 + Penalty 2623.146025 = -342746.067851 nChanged 33 SP:Iteration 14Q (373.010000 sec): 3 clusters Score: Raw -345382.776975 + Penalty 2623.146025 = -342759.630950 nChanged 30 SP:Iteration 15Q (373.200000 sec): 3 clusters Score: Raw -345396.981174 + Penalty 2623.146025 = -342773.835148 nChanged 31 SP:Iteration 16Q (373.400000 sec): 3 clusters Score: Raw -345411.124064 + Penalty 2623.146025 = -342787.978039 nChanged 31 SP:Iteration 17Q (373.560000 sec): 3 clusters Score: Raw -345426.972815 + Penalty 2623.146025 = -342803.826790 nChanged 38 SP:Iteration 18Q (373.730000 sec): 3 clusters Score: Raw -345446.743894 + Penalty 2623.146025 = -342823.597869 nChanged 36 SP:Iteration 19Q (373.880000 sec): 3 clusters Score: Raw -345467.700448 + Penalty 2623.146025 = -342844.554422 nChanged 41 SP:Iteration 20F (374.090000 sec): 3 clusters Score: Raw -345492.959519 + Penalty 2623.146025 = -342869.813494 nChanged 37 SP:Iteration 21Q (374.280000 sec): 3 clusters Score: Raw -345515.174768 + Penalty 2623.146025 = -342892.028742 nChanged 42 SP:Iteration 22Q (374.460000 sec): 3 clusters Score: Raw -345544.383861 + Penalty 2623.146025 = -342921.237836 nChanged 47 SP:Iteration 23Q (374.670000 sec): 3 clusters Score: Raw -345575.799999 + Penalty 2623.146025 = -342952.653974 nChanged 47 SP:Iteration 24Q (374.870000 sec): 3 clusters Score: Raw -345623.204685 + Penalty 2623.146025 = -343000.058660 nChanged 46 SP:Iteration 25Q (375.090000 sec): 3 clusters Score: Raw -345670.417563 + Penalty 2623.146025 = -343047.271537 nChanged 40 SP:Iteration 26Q (375.310000 sec): 3 clusters Score: Raw -345727.633507 + Penalty 2623.146025 = -343104.487481 nChanged 45 SP:Iteration 27Q (375.480000 sec): 3 clusters Score: Raw -345797.737543 + Penalty 2623.146025 = -343174.591517 nChanged 40 SP:Iteration 28Q (375.700000 sec): 3 clusters Score: Raw -345838.200507 + Penalty 2623.146025 = -343215.054482 nChanged 37 SP:Iteration 29Q (375.880000 sec): 3 clusters Score: Raw -345871.965709 + Penalty 2623.146025 = -343248.819683 nChanged 31 SP:Iteration 30Q (376.060000 sec): 3 clusters Score: Raw -345897.866584 + Penalty 2623.146025 = -343274.720558 nChanged 38 SP:Iteration 31Q (376.210000 sec): 3 clusters Score: Raw -345936.966811 + Penalty 2623.146025 = -343313.820786 nChanged 34 SP:Iteration 32Q (376.450000 sec): 3 clusters Score: Raw -345967.912816 + Penalty 2623.146025 = -343344.766790 nChanged 29 SP:Iteration 33Q (376.630000 sec): 3 clusters Score: Raw -345985.717833 + Penalty 2623.146025 = -343362.571808 nChanged 18 SP:Iteration 34Q (376.780000 sec): 3 clusters Score: Raw -345995.355085 + Penalty 2623.146025 = -343372.209059 nChanged 16 SP:Iteration 35Q (376.990000 sec): 3 clusters Score: Raw -346001.762281 + Penalty 2623.146025 = -343378.616256 nChanged 11 SP:Iteration 36Q (377.170000 sec): 3 clusters Score: Raw -346007.132898 + Penalty 2623.146025 = -343383.986873 nChanged 11 SP:Iteration 37Q (377.350000 sec): 3 clusters Score: Raw -346013.339972 + Penalty 2623.146025 = -343390.193947 nChanged 8 SP:Iteration 38Q (377.540000 sec): 3 clusters Score: Raw -346017.824671 + Penalty 2623.146025 = -343394.678645 nChanged 8 SP:Iteration 39Q (377.740000 sec): 3 clusters Score: Raw -346025.846309 + Penalty 2623.146025 = -343402.700284 nChanged 12 SP:Iteration 40F (377.920000 sec): 3 clusters Score: Raw -346035.786101 + Penalty 2623.146025 = -343412.640076 nChanged 12 SP:Iteration 41Q (378.110000 sec): 3 clusters Score: Raw -346041.249951 + Penalty 2623.146025 = -343418.103925 nChanged 9 SP:Iteration 42Q (378.270000 sec): 3 clusters Score: Raw -346045.535237 + Penalty 2623.146025 = -343422.389211 nChanged 13 SP:Iteration 43Q (378.490000 sec): 3 clusters Score: Raw -346052.822207 + Penalty 2623.146025 = -343429.676181 nChanged 12 SP:Iteration 44Q (378.650000 sec): 3 clusters Score: Raw -346059.022873 + Penalty 2623.146025 = -343435.876847 nChanged 12 SP:Iteration 45Q (378.820000 sec): 3 clusters Score: Raw -346068.209709 + Penalty 2623.146025 = -343445.063684 nChanged 18 SP:Iteration 46Q (378.990000 sec): 3 clusters Score: Raw -346080.212945 + Penalty 2623.146025 = -343457.066920 nChanged 19 SP:Iteration 47Q (379.190000 sec): 3 clusters Score: Raw -346091.160518 + Penalty 2623.146025 = -343468.014493 nChanged 20 SP:Iteration 48Q (379.350000 sec): 3 clusters Score: Raw -346102.357847 + Penalty 2623.146025 = -343479.211822 nChanged 22 SP:Iteration 49Q (379.510000 sec): 3 clusters Score: Raw -346116.522401 + Penalty 2623.146025 = -343493.376376 nChanged 23 SP:Iteration 50Q (379.710000 sec): 3 clusters Score: Raw -346135.531973 + Penalty 2623.146025 = -343512.385947 nChanged 27 SP:Iteration 51Q (379.870000 sec): 3 clusters Score: Raw -346161.315484 + Penalty 2623.146025 = -343538.169458 nChanged 30 SP:Iteration 52Q (380.030000 sec): 3 clusters Score: Raw -346186.101284 + Penalty 2623.146025 = -343562.955259 nChanged 33 SP:Iteration 53Q (380.210000 sec): 3 clusters Score: Raw -346216.225946 + Penalty 2623.146025 = -343593.079921 nChanged 33 SP:Iteration 54Q (380.410000 sec): 3 clusters Score: Raw -346247.114030 + Penalty 2623.146025 = -343623.968005 nChanged 31 SP:Iteration 55Q (380.600000 sec): 3 clusters Score: Raw -346273.017405 + Penalty 2623.146025 = -343649.871380 nChanged 24 SP:Iteration 56Q (380.780000 sec): 3 clusters Score: Raw -346291.311706 + Penalty 2623.146025 = -343668.165680 nChanged 22 SP:Iteration 57Q (380.990000 sec): 3 clusters Score: Raw -346307.927860 + Penalty 2623.146025 = -343684.781834 nChanged 20 SP:Iteration 58Q (381.170000 sec): 3 clusters Score: Raw -346320.279310 + Penalty 2623.146025 = -343697.133284 nChanged 13 SP:Iteration 59Q (381.430000 sec): 3 clusters Score: Raw -346329.336071 + Penalty 2623.146025 = -343706.190046 nChanged 8 SP:Iteration 60F (381.600000 sec): 3 clusters Score: Raw -346335.989187 + Penalty 2623.146025 = -343712.843162 nChanged 7 SP:Iteration 61Q (381.760000 sec): 3 clusters Score: Raw -346341.185354 + Penalty 2623.146025 = -343718.039329 nChanged 4 SP:Iteration 62Q (381.980000 sec): 3 clusters Score: Raw -346342.776278 + Penalty 2623.146025 = -343719.630252 nChanged 2 SP:Iteration 63Q (382.150000 sec): 3 clusters Score: Raw -346343.458162 + Penalty 2623.146025 = -343720.312136 nChanged 2 SP:Iteration 64Q (382.330000 sec): 3 clusters Score: Raw -346344.462227 + Penalty 2623.146025 = -343721.316201 nChanged 2 SP:Iteration 65Q (382.530000 sec): 3 clusters Score: Raw -346344.803843 + Penalty 2623.146025 = -343721.657817 nChanged 0 SP:Iteration 66F (382.730000 sec): 3 clusters Score: Raw -346344.803843 + Penalty 2623.146025 = -343721.657817 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.840000 sec): 2 clusters Score: Raw -224453.371592 + Penalty 1230.865754 = -223222.505838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.060000 sec): 3 clusters Score: Raw -223612.920897 + Penalty 2461.731507 = -221151.189390 nChanged 682 SP:Iteration 1F (383.270000 sec): 3 clusters Score: Raw -224009.270297 + Penalty 2461.731507 = -221547.538790 nChanged 163 SP:Iteration 2F (383.460000 sec): 3 clusters Score: Raw -224119.993229 + Penalty 2461.731507 = -221658.261722 nChanged 78 SP:Iteration 3Q (383.620000 sec): 3 clusters Score: Raw -224164.362615 + Penalty 2461.731507 = -221702.631107 nChanged 58 SP:Iteration 4Q (383.830000 sec): 3 clusters Score: Raw -224197.159971 + Penalty 2461.731507 = -221735.428463 nChanged 45 SP:Iteration 5Q (384.040000 sec): 3 clusters Score: Raw -224219.857714 + Penalty 2461.731507 = -221758.126207 nChanged 28 SP:Iteration 6Q (384.220000 sec): 3 clusters Score: Raw -224233.901495 + Penalty 2461.731507 = -221772.169987 nChanged 19 SP:Iteration 7Q (384.360000 sec): 3 clusters Score: Raw -224244.836336 + Penalty 2461.731507 = -221783.104828 nChanged 24 SP:Iteration 8Q (384.540000 sec): 3 clusters Score: Raw -224260.021094 + Penalty 2461.731507 = -221798.289587 nChanged 26 SP:Iteration 9Q (384.740000 sec): 3 clusters Score: Raw -224273.166937 + Penalty 2461.731507 = -221811.435430 nChanged 24 SP:Iteration 10Q (384.970000 sec): 3 clusters Score: Raw -224283.978246 + Penalty 2461.731507 = -221822.246738 nChanged 17 SP:Iteration 11Q (385.210000 sec): 3 clusters Score: Raw -224293.558454 + Penalty 2461.731507 = -221831.826946 nChanged 23 SP:Iteration 12Q (385.380000 sec): 3 clusters Score: Raw -224306.273852 + Penalty 2461.731507 = -221844.542344 nChanged 22 SP:Iteration 13Q (385.560000 sec): 3 clusters Score: Raw -224317.868695 + Penalty 2461.731507 = -221856.137187 nChanged 19 SP:Iteration 14Q (385.830000 sec): 3 clusters Score: Raw -224325.623883 + Penalty 2461.731507 = -221863.892375 nChanged 16 SP:Iteration 15Q (386.030000 sec): 3 clusters Score: Raw -224333.543137 + Penalty 2461.731507 = -221871.811630 nChanged 16 SP:Iteration 16Q (386.200000 sec): 3 clusters Score: Raw -224340.364805 + Penalty 2461.731507 = -221878.633297 nChanged 17 SP:Iteration 17Q (386.360000 sec): 3 clusters Score: Raw -224347.447906 + Penalty 2461.731507 = -221885.716399 nChanged 17 SP:Iteration 18Q (386.530000 sec): 3 clusters Score: Raw -224354.295704 + Penalty 2461.731507 = -221892.564196 nChanged 14 SP:Iteration 19Q (386.780000 sec): 3 clusters Score: Raw -224361.291083 + Penalty 2461.731507 = -221899.559576 nChanged 19 SP:Iteration 20F (386.970000 sec): 3 clusters Score: Raw -224375.390332 + Penalty 2461.731507 = -221913.658825 nChanged 26 SP:Iteration 21Q (387.140000 sec): 3 clusters Score: Raw -224394.864124 + Penalty 2461.731507 = -221933.132617 nChanged 25 SP:Iteration 22Q (387.360000 sec): 3 clusters Score: Raw -224411.290630 + Penalty 2461.731507 = -221949.559122 nChanged 24 SP:Iteration 23Q (387.560000 sec): 3 clusters Score: Raw -224427.637158 + Penalty 2461.731507 = -221965.905651 nChanged 23 SP:Iteration 24Q (387.740000 sec): 3 clusters Score: Raw -224440.453508 + Penalty 2461.731507 = -221978.722001 nChanged 21 SP:Iteration 25Q (387.940000 sec): 3 clusters Score: Raw -224457.419382 + Penalty 2461.731507 = -221995.687875 nChanged 30 SP:Iteration 26Q (388.140000 sec): 3 clusters Score: Raw -224479.536603 + Penalty 2461.731507 = -222017.805096 nChanged 29 SP:Iteration 27Q (388.320000 sec): 3 clusters Score: Raw -224499.834098 + Penalty 2461.731507 = -222038.102591 nChanged 20 SP:Iteration 28Q (388.530000 sec): 3 clusters Score: Raw -224516.152538 + Penalty 2461.731507 = -222054.421031 nChanged 20 SP:Iteration 29Q (388.680000 sec): 3 clusters Score: Raw -224530.705426 + Penalty 2461.731507 = -222068.973919 nChanged 17 SP:Iteration 30Q (388.900000 sec): 3 clusters Score: Raw -224543.806640 + Penalty 2461.731507 = -222082.075132 nChanged 19 SP:Iteration 31Q (389.100000 sec): 3 clusters Score: Raw -224555.564665 + Penalty 2461.731507 = -222093.833158 nChanged 14 SP:Iteration 32Q (389.300000 sec): 3 clusters Score: Raw -224565.952731 + Penalty 2461.731507 = -222104.221224 nChanged 14 SP:Iteration 33Q (389.460000 sec): 3 clusters Score: Raw -224575.836791 + Penalty 2461.731507 = -222114.105284 nChanged 7 SP:Iteration 34Q (389.640000 sec): 3 clusters Score: Raw -224581.160649 + Penalty 2461.731507 = -222119.429142 nChanged 10 SP:Iteration 35Q (389.830000 sec): 3 clusters Score: Raw -224589.532271 + Penalty 2461.731507 = -222127.800764 nChanged 8 SP:Iteration 36Q (390.000000 sec): 3 clusters Score: Raw -224596.704735 + Penalty 2461.731507 = -222134.973228 nChanged 8 SP:Iteration 37Q (390.210000 sec): 3 clusters Score: Raw -224602.604198 + Penalty 2461.731507 = -222140.872690 nChanged 8 SP:Iteration 38Q (390.410000 sec): 3 clusters Score: Raw -224608.492417 + Penalty 2461.731507 = -222146.760910 nChanged 10 SP:Iteration 39Q (390.630000 sec): 3 clusters Score: Raw -224616.944971 + Penalty 2461.731507 = -222155.213464 nChanged 7 SP:Iteration 40F (390.870000 sec): 3 clusters Score: Raw -224621.725865 + Penalty 2461.731507 = -222159.994358 nChanged 2 SP:Iteration 41Q (391.020000 sec): 3 clusters Score: Raw -224622.998880 + Penalty 2461.731507 = -222161.267373 nChanged 3 SP:Iteration 42Q (391.290000 sec): 3 clusters Score: Raw -224627.692877 + Penalty 2461.731507 = -222165.961369 nChanged 3 SP:Iteration 43Q (391.420000 sec): 3 clusters Score: Raw -224628.886493 + Penalty 2461.731507 = -222167.154986 nChanged 2 SP:Iteration 44Q (391.640000 sec): 3 clusters Score: Raw -224630.302178 + Penalty 2461.731507 = -222168.570670 nChanged 5 SP:Iteration 45Q (391.890000 sec): 3 clusters Score: Raw -224632.915116 + Penalty 2461.731507 = -222171.183609 nChanged 5 SP:Iteration 46Q (392.090000 sec): 3 clusters Score: Raw -224636.044148 + Penalty 2461.731507 = -222174.312641 nChanged 5 SP:Iteration 47Q (392.300000 sec): 3 clusters Score: Raw -224638.424669 + Penalty 2461.731507 = -222176.693161 nChanged 6 SP:Iteration 48Q (392.450000 sec): 3 clusters Score: Raw -224642.294259 + Penalty 2461.731507 = -222180.562752 nChanged 4 SP:Iteration 49Q (392.670000 sec): 3 clusters Score: Raw -224645.488777 + Penalty 2461.731507 = -222183.757270 nChanged 8 SP:Iteration 50Q (392.810000 sec): 3 clusters Score: Raw -224652.605932 + Penalty 2461.731507 = -222190.874424 nChanged 11 SP:Iteration 51Q (393.050000 sec): 3 clusters Score: Raw -224661.701766 + Penalty 2461.731507 = -222199.970259 nChanged 9 SP:Iteration 52Q (393.210000 sec): 3 clusters Score: Raw -224670.993676 + Penalty 2461.731507 = -222209.262169 nChanged 5 SP:Iteration 53Q (393.440000 sec): 3 clusters Score: Raw -224674.977945 + Penalty 2461.731507 = -222213.246438 nChanged 4 SP:Iteration 54Q (393.620000 sec): 3 clusters Score: Raw -224676.882625 + Penalty 2461.731507 = -222215.151117 nChanged 3 SP:Iteration 55Q (393.800000 sec): 3 clusters Score: Raw -224678.340035 + Penalty 2461.731507 = -222216.608528 nChanged 2 SP:Iteration 56Q (393.980000 sec): 3 clusters Score: Raw -224679.610712 + Penalty 2461.731507 = -222217.879204 nChanged 3 SP:Iteration 57Q (394.150000 sec): 3 clusters Score: Raw -224681.238264 + Penalty 2461.731507 = -222219.506757 nChanged 1 SP:Iteration 58Q (394.400000 sec): 3 clusters Score: Raw -224682.056812 + Penalty 2461.731507 = -222220.325305 nChanged 1 SP:Iteration 59Q (394.620000 sec): 3 clusters Score: Raw -224682.958807 + Penalty 2461.731507 = -222221.227299 nChanged 0 SP:Iteration 60F (394.850000 sec): 3 clusters Score: Raw -224682.958807 + Penalty 2461.731507 = -222221.227299 nChanged 0 Iteration 20F (412.170000 sec): 24 clusters Score: Raw -42906109.082311 + Penalty 48088.100864 = -42858020.981447 nChanged 8092 Iteration 21Q (423.690000 sec): 24 clusters Score: Raw -42909540.863481 + Penalty 48088.100864 = -42861452.762617 nChanged 3510 Iteration 22Q (435.050000 sec): 24 clusters Score: Raw -42910683.465368 + Penalty 48088.100864 = -42862595.364504 nChanged 2352 Iteration 23Q (450.210000 sec): 24 clusters Score: Raw -42911501.315764 + Penalty 48088.100864 = -42863413.214900 nChanged 1905 Iteration 24Q (462.200000 sec): 24 clusters Score: Raw -42912148.510089 + Penalty 48088.100864 = -42864060.409225 nChanged 1657 Iteration 25Q (474.620000 sec): 24 clusters Score: Raw -42912672.066029 + Penalty 48088.100864 = -42864583.965165 nChanged 1416 Iteration 26Q (486.880000 sec): 24 clusters Score: Raw -42913031.137715 + Penalty 48088.100864 = -42864943.036851 nChanged 1165 Iteration 27Q (498.770000 sec): 24 clusters Score: Raw -42913308.871155 + Penalty 48088.100864 = -42865220.770291 nChanged 1046 Iteration 28Q (509.850000 sec): 24 clusters Score: Raw -42913523.934693 + Penalty 48088.100864 = -42865435.833829 nChanged 949 Iteration 29Q (521.280000 sec): 24 clusters Score: Raw -42913711.745516 + Penalty 48088.100864 = -42865623.644652 nChanged 815 Iteration 30Q (531.670000 sec): 24 clusters Score: Raw -42913840.912099 + Penalty 48088.100864 = -42865752.811235 nChanged 749 Iteration 31Q (543.950000 sec): 24 clusters Score: Raw -42913968.460494 + Penalty 48088.100864 = -42865880.359630 nChanged 669 Iteration 32Q (555.650000 sec): 24 clusters Score: Raw -42914059.548566 + Penalty 48088.100864 = -42865971.447702 nChanged 594 Iteration 33Q (567.950000 sec): 24 clusters Score: Raw -42914146.565432 + Penalty 48088.100864 = -42866058.464568 nChanged 534 Iteration 34Q (580.990000 sec): 24 clusters Score: Raw -42914228.730145 + Penalty 48088.100864 = -42866140.629281 nChanged 531 Iteration 35Q (594.850000 sec): 24 clusters Score: Raw -42914300.663601 + Penalty 48088.100864 = -42866212.562737 nChanged 485 Iteration 36Q (606.910000 sec): 24 clusters Score: Raw -42914360.958312 + Penalty 48088.100864 = -42866272.857448 nChanged 451 Iteration 37Q (618.120000 sec): 24 clusters Score: Raw -42914420.914383 + Penalty 48088.100864 = -42866332.813519 nChanged 395 Iteration 38Q (630.120000 sec): 24 clusters Score: Raw -42914471.021449 + Penalty 48088.100864 = -42866382.920585 nChanged 350 Iteration 39Q (642.600000 sec): 24 clusters Score: Raw -42914514.778274 + Penalty 48088.100864 = -42866426.677410 nChanged 335 Iteration 40F (659.850000 sec): 24 clusters Score: Raw -42914599.993929 + Penalty 48088.100864 = -42866511.893065 nChanged 328 Iteration 41Q (669.750000 sec): 24 clusters Score: Raw -42914659.866206 + Penalty 48088.100864 = -42866571.765342 nChanged 341 Iteration 42Q (681.190000 sec): 24 clusters Score: Raw -42914702.100343 + Penalty 48088.100864 = -42866613.999479 nChanged 298 Iteration 43Q (693.340000 sec): 24 clusters Score: Raw -42914732.780816 + Penalty 48088.100864 = -42866644.679952 nChanged 269 Iteration 44Q (704.580000 sec): 24 clusters Score: Raw -42914762.298030 + Penalty 48088.100864 = -42866674.197166 nChanged 237 Iteration 45Q (721.800000 sec): 24 clusters Score: Raw -42914784.044498 + Penalty 48088.100864 = -42866695.943634 nChanged 226 Iteration 46Q (733.470000 sec): 24 clusters Score: Raw -42914804.487306 + Penalty 48088.100864 = -42866716.386442 nChanged 200 Iteration 47Q (745.720000 sec): 24 clusters Score: Raw -42914823.757239 + Penalty 48088.100864 = -42866735.656375 nChanged 176 Iteration 48Q (757.610000 sec): 24 clusters Score: Raw -42914839.677171 + Penalty 48088.100864 = -42866751.576307 nChanged 150 Iteration 49Q (769.510000 sec): 24 clusters Score: Raw -42914850.817087 + Penalty 48088.100864 = -42866762.716223 nChanged 137 Iteration 50Q (781.240000 sec): 24 clusters Score: Raw -42914861.205775 + Penalty 48088.100864 = -42866773.104911 nChanged 110 Iteration 51Q (793.280000 sec): 24 clusters Score: Raw -42914869.161422 + Penalty 48088.100864 = -42866781.060557 nChanged 118 Iteration 52Q (805.320000 sec): 24 clusters Score: Raw -42914877.710457 + Penalty 48088.100864 = -42866789.609593 nChanged 91 Iteration 53Q (817.900000 sec): 24 clusters Score: Raw -42914884.176932 + Penalty 48088.100864 = -42866796.076068 nChanged 88 Iteration 54Q (830.530000 sec): 24 clusters Score: Raw -42914888.881362 + Penalty 48088.100864 = -42866800.780498 nChanged 82 Iteration 55Q (845.250000 sec): 24 clusters Score: Raw -42914892.078321 + Penalty 48088.100864 = -42866803.977457 nChanged 67 Iteration 56Q (856.360000 sec): 24 clusters Score: Raw -42914894.741114 + Penalty 48088.100864 = -42866806.640250 nChanged 63 Iteration 57Q (866.820000 sec): 24 clusters Score: Raw -42914897.844302 + Penalty 48088.100864 = -42866809.743438 nChanged 57 Iteration 58Q (878.230000 sec): 24 clusters Score: Raw -42914899.585767 + Penalty 48088.100864 = -42866811.484903 nChanged 33 Writing temp clu file Because OldScore, -42866809.743438, is greater than current (better) Score,-42866811.484903 Compute initial score before splitting: Score: Raw -42914899.585767 + Penalty 48088.100864 = -42866811.484903 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.410000 sec): 2 clusters Score: Raw -114243.648482 + Penalty 1137.109347 = -113106.539135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.590000 sec): 3 clusters Score: Raw -113953.068918 + Penalty 2274.218694 = -111678.850224 nChanged 373 SP:Iteration 1F (878.800000 sec): 3 clusters Score: Raw -114465.284006 + Penalty 2274.218694 = -112191.065312 nChanged 131 SP:Iteration 2F (879.060000 sec): 3 clusters Score: Raw -114787.119885 + Penalty 2274.218694 = -112512.901191 nChanged 82 SP:Iteration 3F (879.300000 sec): 3 clusters Score: Raw -115000.047735 + Penalty 2274.218694 = -112725.829041 nChanged 45 SP:Iteration 4Q (879.520000 sec): 3 clusters Score: Raw -115060.666788 + Penalty 2274.218694 = -112786.448093 nChanged 26 SP:Iteration 5Q (879.680000 sec): 3 clusters Score: Raw -115117.185213 + Penalty 2274.218694 = -112842.966519 nChanged 34 SP:Iteration 6Q (879.920000 sec): 3 clusters Score: Raw -115182.353376 + Penalty 2274.218694 = -112908.134682 nChanged 26 SP:Iteration 7Q (880.080000 sec): 3 clusters Score: Raw -115248.882487 + Penalty 2274.218694 = -112974.663792 nChanged 32 SP:Iteration 8Q (880.290000 sec): 3 clusters Score: Raw -115319.092214 + Penalty 2274.218694 = -113044.873520 nChanged 24 SP:Iteration 9Q (880.510000 sec): 3 clusters Score: Raw -115368.014567 + Penalty 2274.218694 = -113093.795873 nChanged 26 SP:Iteration 10Q (880.730000 sec): 3 clusters Score: Raw -115421.283419 + Penalty 2274.218694 = -113147.064725 nChanged 22 SP:Iteration 11Q (880.900000 sec): 3 clusters Score: Raw -115452.597211 + Penalty 2274.218694 = -113178.378517 nChanged 14 SP:Iteration 12Q (881.110000 sec): 3 clusters Score: Raw -115470.385329 + Penalty 2274.218694 = -113196.166635 nChanged 9 SP:Iteration 13Q (881.320000 sec): 3 clusters Score: Raw -115480.665894 + Penalty 2274.218694 = -113206.447199 nChanged 5 SP:Iteration 14Q (881.520000 sec): 3 clusters Score: Raw -115488.189549 + Penalty 2274.218694 = -113213.970854 nChanged 6 SP:Iteration 15Q (881.700000 sec): 3 clusters Score: Raw -115494.790174 + Penalty 2274.218694 = -113220.571480 nChanged 1 SP:Iteration 16Q (881.890000 sec): 3 clusters Score: Raw -115495.366358 + Penalty 2274.218694 = -113221.147664 nChanged 0 SP:Iteration 17F (882.090000 sec): 3 clusters Score: Raw -115495.366358 + Penalty 2274.218694 = -113221.147664 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 2.79 GB. Trying to split cluster 2 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.170000 sec): 2 clusters Score: Raw -159802.140266 + Penalty 1184.117417 = -158618.022849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.420000 sec): 3 clusters Score: Raw -159236.947468 + Penalty 2368.234834 = -156868.712634 nChanged 465 SP:Iteration 1F (882.640000 sec): 3 clusters Score: Raw -159581.900799 + Penalty 2368.234834 = -157213.665965 nChanged 121 SP:Iteration 2F (882.820000 sec): 3 clusters Score: Raw -159675.179004 + Penalty 2368.234834 = -157306.944171 nChanged 62 SP:Iteration 3Q (882.980000 sec): 3 clusters Score: Raw -159739.084620 + Penalty 2368.234834 = -157370.849786 nChanged 62 SP:Iteration 4Q (883.200000 sec): 3 clusters Score: Raw -159808.335347 + Penalty 2368.234834 = -157440.100513 nChanged 49 SP:Iteration 5Q (883.380000 sec): 3 clusters Score: Raw -159856.584216 + Penalty 2368.234834 = -157488.349383 nChanged 33 SP:Iteration 6Q (883.570000 sec): 3 clusters Score: Raw -159889.927077 + Penalty 2368.234834 = -157521.692243 nChanged 35 SP:Iteration 7Q (883.780000 sec): 3 clusters Score: Raw -159925.651302 + Penalty 2368.234834 = -157557.416468 nChanged 30 SP:Iteration 8Q (883.940000 sec): 3 clusters Score: Raw -159955.108549 + Penalty 2368.234834 = -157586.873715 nChanged 38 SP:Iteration 9Q (884.150000 sec): 3 clusters Score: Raw -159998.612819 + Penalty 2368.234834 = -157630.377985 nChanged 44 SP:Iteration 10Q (884.350000 sec): 3 clusters Score: Raw -160064.569876 + Penalty 2368.234834 = -157696.335042 nChanged 50 SP:Iteration 11Q (884.540000 sec): 3 clusters Score: Raw -160167.408038 + Penalty 2368.234834 = -157799.173204 nChanged 69 SP:Iteration 12Q (884.700000 sec): 3 clusters Score: Raw -160316.183761 + Penalty 2368.234834 = -157947.948927 nChanged 87 SP:Iteration 13F (884.890000 sec): 3 clusters Score: Raw -160485.822968 + Penalty 2368.234834 = -158117.588134 nChanged 93 SP:Iteration 14F (885.070000 sec): 3 clusters Score: Raw -160700.556111 + Penalty 2368.234834 = -158332.321277 nChanged 85 SP:Iteration 15F (885.250000 sec): 3 clusters Score: Raw -161010.988181 + Penalty 2368.234834 = -158642.753347 nChanged 81 SP:Iteration 16F (885.430000 sec): 3 clusters Score: Raw -161517.131605 + Penalty 2368.234834 = -159148.896771 nChanged 27 SP:Iteration 17Q (885.630000 sec): 3 clusters Score: Raw -161665.614780 + Penalty 2368.234834 = -159297.379946 nChanged 15 SP:Iteration 18Q (885.820000 sec): 3 clusters Score: Raw -161679.968114 + Penalty 2368.234834 = -159311.733280 nChanged 7 SP:Iteration 19Q (886.060000 sec): 3 clusters Score: Raw -161688.764435 + Penalty 2368.234834 = -159320.529602 nChanged 2 SP:Iteration 20F (886.280000 sec): 3 clusters Score: Raw -161689.601908 + Penalty 2368.234834 = -159321.367074 nChanged 1 SP:Iteration 21Q (886.460000 sec): 3 clusters Score: Raw -161689.977325 + Penalty 2368.234834 = -159321.742491 nChanged 0 SP:Iteration 22F (886.650000 sec): 3 clusters Score: Raw -161689.977325 + Penalty 2368.234834 = -159321.742491 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 2.79 GB. Trying to split cluster 3 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.780000 sec): 2 clusters Score: Raw -87858.542013 + Penalty 1080.670345 = -86777.871667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.920000 sec): 3 clusters Score: Raw -87676.064125 + Penalty 2161.340691 = -85514.723434 nChanged 203 SP:Iteration 1F (887.090000 sec): 3 clusters Score: Raw -87889.739863 + Penalty 2161.340691 = -85728.399172 nChanged 48 SP:Iteration 2F (887.310000 sec): 3 clusters Score: Raw -87960.448609 + Penalty 2161.340691 = -85799.107918 nChanged 34 SP:Iteration 3Q (887.490000 sec): 3 clusters Score: Raw -88006.565085 + Penalty 2161.340691 = -85845.224394 nChanged 29 SP:Iteration 4Q (887.680000 sec): 3 clusters Score: Raw -88047.978390 + Penalty 2161.340691 = -85886.637700 nChanged 22 SP:Iteration 5Q (887.880000 sec): 3 clusters Score: Raw -88109.966901 + Penalty 2161.340691 = -85948.626210 nChanged 24 SP:Iteration 6Q (888.140000 sec): 3 clusters Score: Raw -88208.143163 + Penalty 2161.340691 = -86046.802472 nChanged 27 SP:Iteration 7Q (888.320000 sec): 3 clusters Score: Raw -88289.974871 + Penalty 2161.340691 = -86128.634180 nChanged 34 SP:Iteration 8Q (888.520000 sec): 3 clusters Score: Raw -88347.129064 + Penalty 2161.340691 = -86185.788373 nChanged 18 SP:Iteration 9Q (888.680000 sec): 3 clusters Score: Raw -88382.997683 + Penalty 2161.340691 = -86221.656992 nChanged 20 SP:Iteration 10Q (888.860000 sec): 3 clusters Score: Raw -88412.609610 + Penalty 2161.340691 = -86251.268920 nChanged 17 SP:Iteration 11Q (889.060000 sec): 3 clusters Score: Raw -88441.188498 + Penalty 2161.340691 = -86279.847807 nChanged 12 SP:Iteration 12Q (889.270000 sec): 3 clusters Score: Raw -88464.051053 + Penalty 2161.340691 = -86302.710362 nChanged 12 SP:Iteration 13Q (889.420000 sec): 3 clusters Score: Raw -88485.814555 + Penalty 2161.340691 = -86324.473864 nChanged 9 SP:Iteration 14Q (889.630000 sec): 3 clusters Score: Raw -88498.504179 + Penalty 2161.340691 = -86337.163489 nChanged 6 SP:Iteration 15Q (889.780000 sec): 3 clusters Score: Raw -88509.056434 + Penalty 2161.340691 = -86347.715743 nChanged 2 SP:Iteration 16Q (889.940000 sec): 3 clusters Score: Raw -88510.605396 + Penalty 2161.340691 = -86349.264705 nChanged 1 SP:Iteration 17Q (890.140000 sec): 3 clusters Score: Raw -88511.583628 + Penalty 2161.340691 = -86350.242937 nChanged 0 SP:Iteration 18F (890.290000 sec): 3 clusters Score: Raw -88511.583628 + Penalty 2161.340691 = -86350.242937 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.400000 sec): 2 clusters Score: Raw -78443.936700 + Penalty 1079.192103 = -77364.744598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.540000 sec): 3 clusters Score: Raw -78333.690625 + Penalty 2158.384205 = -76175.306419 nChanged 215 SP:Iteration 1F (890.720000 sec): 3 clusters Score: Raw -78945.229956 + Penalty 2158.384205 = -76786.845751 nChanged 92 SP:Iteration 2F (890.920000 sec): 3 clusters Score: Raw -79205.332434 + Penalty 2158.384205 = -77046.948229 nChanged 62 SP:Iteration 3F (891.130000 sec): 3 clusters Score: Raw -79394.930814 + Penalty 2158.384205 = -77236.546609 nChanged 52 SP:Iteration 4F (891.320000 sec): 3 clusters Score: Raw -79615.996661 + Penalty 2158.384205 = -77457.612456 nChanged 46 SP:Iteration 5F (891.510000 sec): 3 clusters Score: Raw -79963.644348 + Penalty 2158.384205 = -77805.260142 nChanged 26 SP:Iteration 6Q (891.660000 sec): 3 clusters Score: Raw -80244.356136 + Penalty 2158.384205 = -78085.971931 nChanged 7 SP:Iteration 7Q (891.850000 sec): 3 clusters Score: Raw -80289.166504 + Penalty 2158.384205 = -78130.782299 nChanged 2 SP:Iteration 8Q (892.050000 sec): 3 clusters Score: Raw -80295.397398 + Penalty 2158.384205 = -78137.013193 nChanged 2 SP:Iteration 9Q (892.230000 sec): 3 clusters Score: Raw -80301.240578 + Penalty 2158.384205 = -78142.856373 nChanged 1 SP:Iteration 10Q (892.480000 sec): 3 clusters Score: Raw -80303.816400 + Penalty 2158.384205 = -78145.432195 nChanged 0 SP:Iteration 11F (892.620000 sec): 3 clusters Score: Raw -80303.816400 + Penalty 2158.384205 = -78145.432195 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 2.79 GB. Trying to split cluster 5 (10379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.790000 sec): 2 clusters Score: Raw -1196996.408152 + Penalty 1502.725220 = -1195493.682932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.000000 sec): 3 clusters Score: Raw -1191134.012085 + Penalty 3005.450439 = -1188128.561646 nChanged 4511 SP:Iteration 1F (893.290000 sec): 3 clusters Score: Raw -1193488.635960 + Penalty 3005.450439 = -1190483.185521 nChanged 605 SP:Iteration 2F (893.540000 sec): 3 clusters Score: Raw -1193758.014550 + Penalty 3005.450439 = -1190752.564111 nChanged 559 SP:Iteration 3F (893.780000 sec): 3 clusters Score: Raw -1194011.219822 + Penalty 3005.450439 = -1191005.769383 nChanged 504 SP:Iteration 4Q (894.050000 sec): 3 clusters Score: Raw -1194270.604468 + Penalty 3005.450439 = -1191265.154029 nChanged 486 SP:Iteration 5Q (894.330000 sec): 3 clusters Score: Raw -1194526.063522 + Penalty 3005.450439 = -1191520.613083 nChanged 477 SP:Iteration 6Q (894.570000 sec): 3 clusters Score: Raw -1194784.257602 + Penalty 3005.450439 = -1191778.807163 nChanged 496 SP:Iteration 7Q (894.830000 sec): 3 clusters Score: Raw -1195037.579392 + Penalty 3005.450439 = -1192032.128953 nChanged 465 SP:Iteration 8Q (895.030000 sec): 3 clusters Score: Raw -1195269.753321 + Penalty 3005.450439 = -1192264.302882 nChanged 429 SP:Iteration 9Q (895.310000 sec): 3 clusters Score: Raw -1195493.680819 + Penalty 3005.450439 = -1192488.230380 nChanged 438 SP:Iteration 10Q (895.570000 sec): 3 clusters Score: Raw -1195710.264984 + Penalty 3005.450439 = -1192704.814545 nChanged 397 SP:Iteration 11Q (895.800000 sec): 3 clusters Score: Raw -1195886.103133 + Penalty 3005.450439 = -1192880.652693 nChanged 334 SP:Iteration 12Q (896.050000 sec): 3 clusters Score: Raw -1196015.062415 + Penalty 3005.450439 = -1193009.611976 nChanged 266 SP:Iteration 13Q (896.270000 sec): 3 clusters Score: Raw -1196108.191671 + Penalty 3005.450439 = -1193102.741232 nChanged 223 SP:Iteration 14Q (896.480000 sec): 3 clusters Score: Raw -1196191.611777 + Penalty 3005.450439 = -1193186.161338 nChanged 204 SP:Iteration 15Q (896.750000 sec): 3 clusters Score: Raw -1196264.075250 + Penalty 3005.450439 = -1193258.624810 nChanged 177 SP:Iteration 16Q (897.010000 sec): 3 clusters Score: Raw -1196325.012244 + Penalty 3005.450439 = -1193319.561805 nChanged 147 SP:Iteration 17Q (897.280000 sec): 3 clusters Score: Raw -1196374.833451 + Penalty 3005.450439 = -1193369.383011 nChanged 135 SP:Iteration 18Q (897.550000 sec): 3 clusters Score: Raw -1196417.447660 + Penalty 3005.450439 = -1193411.997221 nChanged 112 SP:Iteration 19Q (897.790000 sec): 3 clusters Score: Raw -1196449.511815 + Penalty 3005.450439 = -1193444.061376 nChanged 113 SP:Iteration 20F (898.010000 sec): 3 clusters Score: Raw -1196483.827714 + Penalty 3005.450439 = -1193478.377275 nChanged 119 SP:Iteration 21Q (898.280000 sec): 3 clusters Score: Raw -1196519.191385 + Penalty 3005.450439 = -1193513.740946 nChanged 104 SP:Iteration 22Q (898.510000 sec): 3 clusters Score: Raw -1196552.173455 + Penalty 3005.450439 = -1193546.723015 nChanged 109 SP:Iteration 23Q (898.770000 sec): 3 clusters Score: Raw -1196583.016671 + Penalty 3005.450439 = -1193577.566232 nChanged 107 SP:Iteration 24Q (898.990000 sec): 3 clusters Score: Raw -1196610.625191 + Penalty 3005.450439 = -1193605.174751 nChanged 102 SP:Iteration 25Q (899.250000 sec): 3 clusters Score: Raw -1196637.938240 + Penalty 3005.450439 = -1193632.487801 nChanged 98 SP:Iteration 26Q (899.530000 sec): 3 clusters Score: Raw -1196665.311235 + Penalty 3005.450439 = -1193659.860796 nChanged 94 SP:Iteration 27Q (899.750000 sec): 3 clusters Score: Raw -1196687.847100 + Penalty 3005.450439 = -1193682.396661 nChanged 100 SP:Iteration 28Q (899.960000 sec): 3 clusters Score: Raw -1196715.418913 + Penalty 3005.450439 = -1193709.968473 nChanged 95 SP:Iteration 29Q (900.250000 sec): 3 clusters Score: Raw -1196739.951890 + Penalty 3005.450439 = -1193734.501451 nChanged 89 SP:Iteration 30Q (900.480000 sec): 3 clusters Score: Raw -1196763.205865 + Penalty 3005.450439 = -1193757.755426 nChanged 87 SP:Iteration 31Q (900.670000 sec): 3 clusters Score: Raw -1196787.257539 + Penalty 3005.450439 = -1193781.807100 nChanged 87 SP:Iteration 32Q (900.910000 sec): 3 clusters Score: Raw -1196810.642544 + Penalty 3005.450439 = -1193805.192105 nChanged 93 SP:Iteration 33Q (901.160000 sec): 3 clusters Score: Raw -1196834.185781 + Penalty 3005.450439 = -1193828.735342 nChanged 73 SP:Iteration 34Q (901.420000 sec): 3 clusters Score: Raw -1196853.828327 + Penalty 3005.450439 = -1193848.377888 nChanged 58 SP:Iteration 35Q (901.730000 sec): 3 clusters Score: Raw -1196869.743411 + Penalty 3005.450439 = -1193864.292972 nChanged 63 SP:Iteration 36Q (901.940000 sec): 3 clusters Score: Raw -1196886.502052 + Penalty 3005.450439 = -1193881.051613 nChanged 58 SP:Iteration 37Q (902.120000 sec): 3 clusters Score: Raw -1196901.984449 + Penalty 3005.450439 = -1193896.534010 nChanged 55 SP:Iteration 38Q (902.370000 sec): 3 clusters Score: Raw -1196919.467665 + Penalty 3005.450439 = -1193914.017226 nChanged 62 SP:Iteration 39Q (902.600000 sec): 3 clusters Score: Raw -1196938.083048 + Penalty 3005.450439 = -1193932.632609 nChanged 63 SP:Iteration 40F (902.830000 sec): 3 clusters Score: Raw -1196957.844081 + Penalty 3005.450439 = -1193952.393642 nChanged 68 SP:Iteration 41Q (903.080000 sec): 3 clusters Score: Raw -1196982.709131 + Penalty 3005.450439 = -1193977.258692 nChanged 85 SP:Iteration 42Q (903.300000 sec): 3 clusters Score: Raw -1197011.473976 + Penalty 3005.450439 = -1194006.023537 nChanged 79 SP:Iteration 43Q (903.540000 sec): 3 clusters Score: Raw -1197040.923496 + Penalty 3005.450439 = -1194035.473057 nChanged 85 SP:Iteration 44Q (903.820000 sec): 3 clusters Score: Raw -1197077.330505 + Penalty 3005.450439 = -1194071.880065 nChanged 93 SP:Iteration 45Q (904.080000 sec): 3 clusters Score: Raw -1197115.218740 + Penalty 3005.450439 = -1194109.768301 nChanged 70 SP:Iteration 46Q (904.310000 sec): 3 clusters Score: Raw -1197142.471773 + Penalty 3005.450439 = -1194137.021334 nChanged 69 SP:Iteration 47Q (904.550000 sec): 3 clusters Score: Raw -1197167.950915 + Penalty 3005.450439 = -1194162.500476 nChanged 43 SP:Iteration 48Q (904.800000 sec): 3 clusters Score: Raw -1197184.560593 + Penalty 3005.450439 = -1194179.110154 nChanged 45 SP:Iteration 49Q (905.020000 sec): 3 clusters Score: Raw -1197200.367598 + Penalty 3005.450439 = -1194194.917159 nChanged 36 SP:Iteration 50Q (905.300000 sec): 3 clusters Score: Raw -1197212.182739 + Penalty 3005.450439 = -1194206.732300 nChanged 30 SP:Iteration 51Q (905.540000 sec): 3 clusters Score: Raw -1197222.780101 + Penalty 3005.450439 = -1194217.329662 nChanged 25 SP:Iteration 52Q (905.770000 sec): 3 clusters Score: Raw -1197233.098002 + Penalty 3005.450439 = -1194227.647562 nChanged 24 SP:Iteration 53Q (905.980000 sec): 3 clusters Score: Raw -1197243.213421 + Penalty 3005.450439 = -1194237.762982 nChanged 21 SP:Iteration 54Q (906.240000 sec): 3 clusters Score: Raw -1197249.796904 + Penalty 3005.450439 = -1194244.346465 nChanged 13 SP:Iteration 55Q (906.460000 sec): 3 clusters Score: Raw -1197253.410526 + Penalty 3005.450439 = -1194247.960087 nChanged 13 SP:Iteration 56Q (906.720000 sec): 3 clusters Score: Raw -1197256.487139 + Penalty 3005.450439 = -1194251.036700 nChanged 8 SP:Iteration 57Q (906.910000 sec): 3 clusters Score: Raw -1197259.029535 + Penalty 3005.450439 = -1194253.579096 nChanged 15 SP:Iteration 58Q (907.110000 sec): 3 clusters Score: Raw -1197265.112045 + Penalty 3005.450439 = -1194259.661606 nChanged 20 SP:Iteration 59Q (907.330000 sec): 3 clusters Score: Raw -1197273.382092 + Penalty 3005.450439 = -1194267.931653 nChanged 17 SP:Iteration 60F (907.580000 sec): 3 clusters Score: Raw -1197279.579174 + Penalty 3005.450439 = -1194274.128735 nChanged 13 SP:Iteration 61Q (907.770000 sec): 3 clusters Score: Raw -1197283.389815 + Penalty 3005.450439 = -1194277.939376 nChanged 10 SP:Iteration 62Q (908.010000 sec): 3 clusters Score: Raw -1197286.537763 + Penalty 3005.450439 = -1194281.087324 nChanged 9 SP:Iteration 63Q (908.260000 sec): 3 clusters Score: Raw -1197290.200213 + Penalty 3005.450439 = -1194284.749773 nChanged 13 SP:Iteration 64Q (908.510000 sec): 3 clusters Score: Raw -1197296.231602 + Penalty 3005.450439 = -1194290.781163 nChanged 14 SP:Iteration 65Q (908.720000 sec): 3 clusters Score: Raw -1197300.876292 + Penalty 3005.450439 = -1194295.425852 nChanged 13 SP:Iteration 66Q (908.960000 sec): 3 clusters Score: Raw -1197304.992901 + Penalty 3005.450439 = -1194299.542462 nChanged 8 SP:Iteration 67Q (909.230000 sec): 3 clusters Score: Raw -1197307.725880 + Penalty 3005.450439 = -1194302.275441 nChanged 6 SP:Iteration 68Q (909.480000 sec): 3 clusters Score: Raw -1197309.844485 + Penalty 3005.450439 = -1194304.394046 nChanged 8 SP:Iteration 69Q (909.700000 sec): 3 clusters Score: Raw -1197312.272872 + Penalty 3005.450439 = -1194306.822433 nChanged 7 SP:Iteration 70Q (909.950000 sec): 3 clusters Score: Raw -1197314.117324 + Penalty 3005.450439 = -1194308.666885 nChanged 4 SP:Iteration 71Q (910.150000 sec): 3 clusters Score: Raw -1197315.812902 + Penalty 3005.450439 = -1194310.362463 nChanged 6 SP:Iteration 72Q (910.390000 sec): 3 clusters Score: Raw -1197318.101878 + Penalty 3005.450439 = -1194312.651439 nChanged 4 SP:Iteration 73Q (910.630000 sec): 3 clusters Score: Raw -1197319.358524 + Penalty 3005.450439 = -1194313.908085 nChanged 4 SP:Iteration 74Q (910.890000 sec): 3 clusters Score: Raw -1197320.374251 + Penalty 3005.450439 = -1194314.923811 nChanged 4 SP:Iteration 75Q (911.070000 sec): 3 clusters Score: Raw -1197321.130775 + Penalty 3005.450439 = -1194315.680335 nChanged 3 SP:Iteration 76Q (911.350000 sec): 3 clusters Score: Raw -1197321.935756 + Penalty 3005.450439 = -1194316.485316 nChanged 2 SP:Iteration 77Q (911.560000 sec): 3 clusters Score: Raw -1197322.883774 + Penalty 3005.450439 = -1194317.433335 nChanged 1 SP:Iteration 78Q (911.790000 sec): 3 clusters Score: Raw -1197323.116330 + Penalty 3005.450439 = -1194317.665891 nChanged 1 SP:Iteration 79Q (911.990000 sec): 3 clusters Score: Raw -1197323.181076 + Penalty 3005.450439 = -1194317.730637 nChanged 0 SP:Iteration 80F (912.250000 sec): 3 clusters Score: Raw -1197323.181076 + Penalty 3005.450439 = -1194317.730637 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (4118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.340000 sec): 2 clusters Score: Raw -437453.180915 + Penalty 1352.507469 = -436100.673446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.540000 sec): 3 clusters Score: Raw -435416.847036 + Penalty 2705.014938 = -432711.832097 nChanged 1641 SP:Iteration 1F (912.750000 sec): 3 clusters Score: Raw -436482.411107 + Penalty 2705.014938 = -433777.396169 nChanged 341 SP:Iteration 2F (912.980000 sec): 3 clusters Score: Raw -436703.993472 + Penalty 2705.014938 = -433998.978534 nChanged 232 SP:Iteration 3F (913.170000 sec): 3 clusters Score: Raw -436841.395069 + Penalty 2705.014938 = -434136.380130 nChanged 173 SP:Iteration 4Q (913.350000 sec): 3 clusters Score: Raw -436936.464081 + Penalty 2705.014938 = -434231.449142 nChanged 141 SP:Iteration 5Q (913.610000 sec): 3 clusters Score: Raw -437014.126340 + Penalty 2705.014938 = -434309.111401 nChanged 124 SP:Iteration 6Q (913.850000 sec): 3 clusters Score: Raw -437078.016471 + Penalty 2705.014938 = -434373.001532 nChanged 105 SP:Iteration 7Q (914.050000 sec): 3 clusters Score: Raw -437127.495866 + Penalty 2705.014938 = -434422.480927 nChanged 87 SP:Iteration 8Q (914.230000 sec): 3 clusters Score: Raw -437168.389626 + Penalty 2705.014938 = -434463.374688 nChanged 84 SP:Iteration 9Q (914.470000 sec): 3 clusters Score: Raw -437210.634549 + Penalty 2705.014938 = -434505.619610 nChanged 80 SP:Iteration 10Q (914.730000 sec): 3 clusters Score: Raw -437249.272977 + Penalty 2705.014938 = -434544.258039 nChanged 83 SP:Iteration 11Q (914.930000 sec): 3 clusters Score: Raw -437293.596766 + Penalty 2705.014938 = -434588.581828 nChanged 90 SP:Iteration 12Q (915.170000 sec): 3 clusters Score: Raw -437340.672482 + Penalty 2705.014938 = -434635.657543 nChanged 94 SP:Iteration 13Q (915.390000 sec): 3 clusters Score: Raw -437395.016222 + Penalty 2705.014938 = -434690.001283 nChanged 97 SP:Iteration 14Q (915.590000 sec): 3 clusters Score: Raw -437454.790629 + Penalty 2705.014938 = -434749.775690 nChanged 92 SP:Iteration 15Q (915.760000 sec): 3 clusters Score: Raw -437517.989681 + Penalty 2705.014938 = -434812.974743 nChanged 102 SP:Iteration 16Q (915.950000 sec): 3 clusters Score: Raw -437597.248149 + Penalty 2705.014938 = -434892.233211 nChanged 107 SP:Iteration 17Q (916.130000 sec): 3 clusters Score: Raw -437671.580815 + Penalty 2705.014938 = -434966.565877 nChanged 79 SP:Iteration 18Q (916.310000 sec): 3 clusters Score: Raw -437731.696605 + Penalty 2705.014938 = -435026.681667 nChanged 63 SP:Iteration 19Q (916.480000 sec): 3 clusters Score: Raw -437779.355730 + Penalty 2705.014938 = -435074.340791 nChanged 62 SP:Iteration 20F (916.660000 sec): 3 clusters Score: Raw -437843.121597 + Penalty 2705.014938 = -435138.106658 nChanged 47 SP:Iteration 21Q (916.870000 sec): 3 clusters Score: Raw -437890.206979 + Penalty 2705.014938 = -435185.192041 nChanged 40 SP:Iteration 22Q (917.040000 sec): 3 clusters Score: Raw -437926.629771 + Penalty 2705.014938 = -435221.614832 nChanged 30 SP:Iteration 23Q (917.220000 sec): 3 clusters Score: Raw -437947.198981 + Penalty 2705.014938 = -435242.184042 nChanged 22 SP:Iteration 24Q (917.450000 sec): 3 clusters Score: Raw -437963.261951 + Penalty 2705.014938 = -435258.247013 nChanged 11 SP:Iteration 25Q (917.680000 sec): 3 clusters Score: Raw -437973.151343 + Penalty 2705.014938 = -435268.136404 nChanged 12 SP:Iteration 26Q (917.870000 sec): 3 clusters Score: Raw -437981.926799 + Penalty 2705.014938 = -435276.911861 nChanged 12 SP:Iteration 27Q (918.080000 sec): 3 clusters Score: Raw -437990.175099 + Penalty 2705.014938 = -435285.160161 nChanged 11 SP:Iteration 28Q (918.240000 sec): 3 clusters Score: Raw -437996.427886 + Penalty 2705.014938 = -435291.412947 nChanged 13 SP:Iteration 29Q (918.450000 sec): 3 clusters Score: Raw -438004.030364 + Penalty 2705.014938 = -435299.015426 nChanged 8 SP:Iteration 30Q (918.670000 sec): 3 clusters Score: Raw -438009.267428 + Penalty 2705.014938 = -435304.252490 nChanged 11 SP:Iteration 31Q (918.850000 sec): 3 clusters Score: Raw -438016.740139 + Penalty 2705.014938 = -435311.725200 nChanged 5 SP:Iteration 32Q (919.070000 sec): 3 clusters Score: Raw -438020.283145 + Penalty 2705.014938 = -435315.268207 nChanged 7 SP:Iteration 33Q (919.250000 sec): 3 clusters Score: Raw -438024.017059 + Penalty 2705.014938 = -435319.002120 nChanged 5 SP:Iteration 34Q (919.460000 sec): 3 clusters Score: Raw -438027.394864 + Penalty 2705.014938 = -435322.379925 nChanged 2 SP:Iteration 35Q (919.650000 sec): 3 clusters Score: Raw -438028.667883 + Penalty 2705.014938 = -435323.652945 nChanged 1 SP:Iteration 36Q (919.830000 sec): 3 clusters Score: Raw -438028.942561 + Penalty 2705.014938 = -435323.927622 nChanged 0 SP:Iteration 37F (920.060000 sec): 3 clusters Score: Raw -438028.942561 + Penalty 2705.014938 = -435323.927622 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.160000 sec): 2 clusters Score: Raw -88455.290139 + Penalty 1085.026062 = -87370.264076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.370000 sec): 3 clusters Score: Raw -88260.079367 + Penalty 2170.052125 = -86090.027242 nChanged 223 SP:Iteration 1F (920.520000 sec): 3 clusters Score: Raw -88457.988670 + Penalty 2170.052125 = -86287.936545 nChanged 63 SP:Iteration 2F (920.720000 sec): 3 clusters Score: Raw -88549.308117 + Penalty 2170.052125 = -86379.255992 nChanged 35 SP:Iteration 3Q (920.910000 sec): 3 clusters Score: Raw -88609.215138 + Penalty 2170.052125 = -86439.163014 nChanged 34 SP:Iteration 4Q (921.060000 sec): 3 clusters Score: Raw -88675.238481 + Penalty 2170.052125 = -86505.186356 nChanged 34 SP:Iteration 5Q (921.250000 sec): 3 clusters Score: Raw -88726.522519 + Penalty 2170.052125 = -86556.470394 nChanged 26 SP:Iteration 6Q (921.380000 sec): 3 clusters Score: Raw -88777.054409 + Penalty 2170.052125 = -86607.002284 nChanged 23 SP:Iteration 7Q (921.570000 sec): 3 clusters Score: Raw -88808.456900 + Penalty 2170.052125 = -86638.404775 nChanged 15 SP:Iteration 8Q (921.780000 sec): 3 clusters Score: Raw -88830.600907 + Penalty 2170.052125 = -86660.548782 nChanged 18 SP:Iteration 9Q (921.950000 sec): 3 clusters Score: Raw -88859.405503 + Penalty 2170.052125 = -86689.353378 nChanged 21 SP:Iteration 10Q (922.100000 sec): 3 clusters Score: Raw -88894.526719 + Penalty 2170.052125 = -86724.474594 nChanged 20 SP:Iteration 11Q (922.270000 sec): 3 clusters Score: Raw -88939.648184 + Penalty 2170.052125 = -86769.596059 nChanged 20 SP:Iteration 12Q (922.430000 sec): 3 clusters Score: Raw -88977.105043 + Penalty 2170.052125 = -86807.052918 nChanged 18 SP:Iteration 13Q (922.590000 sec): 3 clusters Score: Raw -89042.282657 + Penalty 2170.052125 = -86872.230532 nChanged 21 SP:Iteration 14Q (922.790000 sec): 3 clusters Score: Raw -89183.113523 + Penalty 2170.052125 = -87013.061398 nChanged 28 SP:Iteration 15Q (922.970000 sec): 3 clusters Score: Raw -89477.234273 + Penalty 2170.052125 = -87307.182148 nChanged 27 SP:Iteration 16Q (923.110000 sec): 3 clusters Score: Raw -89950.426971 + Penalty 2170.052125 = -87780.374846 nChanged 10 SP:Iteration 17Q (923.350000 sec): 3 clusters Score: Raw -90454.351566 + Penalty 2170.052125 = -88284.299441 nChanged 1 SP:Iteration 18Q (923.560000 sec): 3 clusters Score: Raw -90411.794915 + Penalty 2170.052125 = -88241.742790 nChanged 1 SP:Iteration 19F (923.730000 sec): 3 clusters Score: Raw -90452.046221 + Penalty 2170.052125 = -88281.994096 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 2.79 GB. Trying to split cluster 8 (12660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.910000 sec): 2 clusters Score: Raw -1451121.569895 + Penalty 1535.007938 = -1449586.561957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.170000 sec): 3 clusters Score: Raw -1443771.570741 + Penalty 3070.015876 = -1440701.554864 nChanged 5524 SP:Iteration 1F (924.390000 sec): 3 clusters Score: Raw -1446899.358442 + Penalty 3070.015876 = -1443829.342566 nChanged 670 SP:Iteration 2F (924.620000 sec): 3 clusters Score: Raw -1447163.816490 + Penalty 3070.015876 = -1444093.800613 nChanged 580 SP:Iteration 3Q (924.860000 sec): 3 clusters Score: Raw -1447410.412091 + Penalty 3070.015876 = -1444340.396215 nChanged 559 SP:Iteration 4Q (925.140000 sec): 3 clusters Score: Raw -1447668.205551 + Penalty 3070.015876 = -1444598.189675 nChanged 546 SP:Iteration 5Q (925.380000 sec): 3 clusters Score: Raw -1447958.047170 + Penalty 3070.015876 = -1444888.031294 nChanged 579 SP:Iteration 6Q (925.630000 sec): 3 clusters Score: Raw -1448298.816385 + Penalty 3070.015876 = -1445228.800509 nChanged 591 SP:Iteration 7Q (925.880000 sec): 3 clusters Score: Raw -1448665.877617 + Penalty 3070.015876 = -1445595.861741 nChanged 660 SP:Iteration 8F (926.100000 sec): 3 clusters Score: Raw -1449093.876856 + Penalty 3070.015876 = -1446023.860980 nChanged 673 SP:Iteration 9F (926.390000 sec): 3 clusters Score: Raw -1449530.165663 + Penalty 3070.015876 = -1446460.149787 nChanged 608 SP:Iteration 10Q (926.580000 sec): 3 clusters Score: Raw -1449867.341442 + Penalty 3070.015876 = -1446797.325566 nChanged 471 SP:Iteration 11Q (926.900000 sec): 3 clusters Score: Raw -1450096.150281 + Penalty 3070.015876 = -1447026.134405 nChanged 392 SP:Iteration 12Q (927.170000 sec): 3 clusters Score: Raw -1450258.366265 + Penalty 3070.015876 = -1447188.350388 nChanged 291 SP:Iteration 13Q (927.420000 sec): 3 clusters Score: Raw -1450365.058748 + Penalty 3070.015876 = -1447295.042872 nChanged 237 SP:Iteration 14Q (927.680000 sec): 3 clusters Score: Raw -1450435.412276 + Penalty 3070.015876 = -1447365.396400 nChanged 168 SP:Iteration 15Q (927.940000 sec): 3 clusters Score: Raw -1450481.212167 + Penalty 3070.015876 = -1447411.196291 nChanged 147 SP:Iteration 16Q (928.170000 sec): 3 clusters Score: Raw -1450518.179910 + Penalty 3070.015876 = -1447448.164034 nChanged 131 SP:Iteration 17Q (928.430000 sec): 3 clusters Score: Raw -1450547.152131 + Penalty 3070.015876 = -1447477.136255 nChanged 121 SP:Iteration 18Q (928.720000 sec): 3 clusters Score: Raw -1450570.772973 + Penalty 3070.015876 = -1447500.757097 nChanged 77 SP:Iteration 19Q (928.920000 sec): 3 clusters Score: Raw -1450584.874933 + Penalty 3070.015876 = -1447514.859057 nChanged 55 SP:Iteration 20F (929.220000 sec): 3 clusters Score: Raw -1450592.556129 + Penalty 3070.015876 = -1447522.540253 nChanged 53 SP:Iteration 21Q (929.420000 sec): 3 clusters Score: Raw -1450599.232194 + Penalty 3070.015876 = -1447529.216318 nChanged 49 SP:Iteration 22Q (929.680000 sec): 3 clusters Score: Raw -1450604.761672 + Penalty 3070.015876 = -1447534.745796 nChanged 32 SP:Iteration 23Q (929.880000 sec): 3 clusters Score: Raw -1450608.259915 + Penalty 3070.015876 = -1447538.244039 nChanged 26 SP:Iteration 24Q (930.100000 sec): 3 clusters Score: Raw -1450611.215010 + Penalty 3070.015876 = -1447541.199133 nChanged 31 SP:Iteration 25Q (930.320000 sec): 3 clusters Score: Raw -1450614.756298 + Penalty 3070.015876 = -1447544.740422 nChanged 33 SP:Iteration 26Q (930.580000 sec): 3 clusters Score: Raw -1450618.434578 + Penalty 3070.015876 = -1447548.418701 nChanged 27 SP:Iteration 27Q (930.760000 sec): 3 clusters Score: Raw -1450621.875343 + Penalty 3070.015876 = -1447551.859467 nChanged 39 SP:Iteration 28Q (931.000000 sec): 3 clusters Score: Raw -1450625.912328 + Penalty 3070.015876 = -1447555.896452 nChanged 29 SP:Iteration 29Q (931.250000 sec): 3 clusters Score: Raw -1450629.947553 + Penalty 3070.015876 = -1447559.931677 nChanged 41 SP:Iteration 30Q (931.460000 sec): 3 clusters Score: Raw -1450634.513749 + Penalty 3070.015876 = -1447564.497873 nChanged 34 SP:Iteration 31Q (931.690000 sec): 3 clusters Score: Raw -1450638.557601 + Penalty 3070.015876 = -1447568.541725 nChanged 31 SP:Iteration 32Q (931.960000 sec): 3 clusters Score: Raw -1450642.764385 + Penalty 3070.015876 = -1447572.748509 nChanged 34 SP:Iteration 33Q (932.170000 sec): 3 clusters Score: Raw -1450647.571290 + Penalty 3070.015876 = -1447577.555414 nChanged 44 SP:Iteration 34Q (932.390000 sec): 3 clusters Score: Raw -1450652.516906 + Penalty 3070.015876 = -1447582.501030 nChanged 35 SP:Iteration 35Q (932.640000 sec): 3 clusters Score: Raw -1450656.556098 + Penalty 3070.015876 = -1447586.540222 nChanged 34 SP:Iteration 36Q (932.850000 sec): 3 clusters Score: Raw -1450661.064872 + Penalty 3070.015876 = -1447591.048996 nChanged 39 SP:Iteration 37Q (933.090000 sec): 3 clusters Score: Raw -1450667.064823 + Penalty 3070.015876 = -1447597.048947 nChanged 43 SP:Iteration 38Q (933.370000 sec): 3 clusters Score: Raw -1450673.535924 + Penalty 3070.015876 = -1447603.520048 nChanged 45 SP:Iteration 39Q (933.620000 sec): 3 clusters Score: Raw -1450680.416245 + Penalty 3070.015876 = -1447610.400369 nChanged 47 SP:Iteration 40F (933.890000 sec): 3 clusters Score: Raw -1450687.721068 + Penalty 3070.015876 = -1447617.705192 nChanged 52 SP:Iteration 41Q (934.150000 sec): 3 clusters Score: Raw -1450695.437048 + Penalty 3070.015876 = -1447625.421172 nChanged 50 SP:Iteration 42Q (934.380000 sec): 3 clusters Score: Raw -1450701.438351 + Penalty 3070.015876 = -1447631.422475 nChanged 41 SP:Iteration 43Q (934.620000 sec): 3 clusters Score: Raw -1450706.758509 + Penalty 3070.015876 = -1447636.742633 nChanged 41 SP:Iteration 44Q (934.850000 sec): 3 clusters Score: Raw -1450712.284558 + Penalty 3070.015876 = -1447642.268682 nChanged 47 SP:Iteration 45Q (935.050000 sec): 3 clusters Score: Raw -1450717.606209 + Penalty 3070.015876 = -1447647.590333 nChanged 42 SP:Iteration 46Q (935.290000 sec): 3 clusters Score: Raw -1450724.433853 + Penalty 3070.015876 = -1447654.417977 nChanged 54 SP:Iteration 47Q (935.520000 sec): 3 clusters Score: Raw -1450735.451269 + Penalty 3070.015876 = -1447665.435393 nChanged 63 SP:Iteration 48Q (935.770000 sec): 3 clusters Score: Raw -1450745.266537 + Penalty 3070.015876 = -1447675.250661 nChanged 61 SP:Iteration 49Q (936.060000 sec): 3 clusters Score: Raw -1450756.110740 + Penalty 3070.015876 = -1447686.094864 nChanged 63 SP:Iteration 50Q (936.260000 sec): 3 clusters Score: Raw -1450768.135188 + Penalty 3070.015876 = -1447698.119312 nChanged 76 SP:Iteration 51Q (936.530000 sec): 3 clusters Score: Raw -1450786.294421 + Penalty 3070.015876 = -1447716.278545 nChanged 82 SP:Iteration 52Q (936.770000 sec): 3 clusters Score: Raw -1450805.145144 + Penalty 3070.015876 = -1447735.129268 nChanged 90 SP:Iteration 53Q (937.040000 sec): 3 clusters Score: Raw -1450825.652121 + Penalty 3070.015876 = -1447755.636245 nChanged 95 SP:Iteration 54Q (937.270000 sec): 3 clusters Score: Raw -1450847.439783 + Penalty 3070.015876 = -1447777.423906 nChanged 93 SP:Iteration 55Q (937.490000 sec): 3 clusters Score: Raw -1450869.256161 + Penalty 3070.015876 = -1447799.240285 nChanged 84 SP:Iteration 56Q (937.770000 sec): 3 clusters Score: Raw -1450891.825312 + Penalty 3070.015876 = -1447821.809436 nChanged 97 SP:Iteration 57Q (937.990000 sec): 3 clusters Score: Raw -1450917.469644 + Penalty 3070.015876 = -1447847.453768 nChanged 95 SP:Iteration 58Q (938.190000 sec): 3 clusters Score: Raw -1450939.627225 + Penalty 3070.015876 = -1447869.611349 nChanged 95 SP:Iteration 59Q (938.430000 sec): 3 clusters Score: Raw -1450962.814387 + Penalty 3070.015876 = -1447892.798511 nChanged 92 SP:Iteration 60F (938.710000 sec): 3 clusters Score: Raw -1450984.769006 + Penalty 3070.015876 = -1447914.753130 nChanged 91 SP:Iteration 61Q (938.970000 sec): 3 clusters Score: Raw -1451008.445982 + Penalty 3070.015876 = -1447938.430106 nChanged 86 SP:Iteration 62Q (939.270000 sec): 3 clusters Score: Raw -1451029.035617 + Penalty 3070.015876 = -1447959.019741 nChanged 80 SP:Iteration 63Q (939.500000 sec): 3 clusters Score: Raw -1451046.426061 + Penalty 3070.015876 = -1447976.410184 nChanged 70 SP:Iteration 64Q (939.790000 sec): 3 clusters Score: Raw -1451061.788676 + Penalty 3070.015876 = -1447991.772800 nChanged 72 SP:Iteration 65Q (940.070000 sec): 3 clusters Score: Raw -1451077.746919 + Penalty 3070.015876 = -1448007.731043 nChanged 64 SP:Iteration 66Q (940.310000 sec): 3 clusters Score: Raw -1451090.231850 + Penalty 3070.015876 = -1448020.215973 nChanged 68 SP:Iteration 67Q (940.550000 sec): 3 clusters Score: Raw -1451103.155871 + Penalty 3070.015876 = -1448033.139995 nChanged 52 SP:Iteration 68Q (940.800000 sec): 3 clusters Score: Raw -1451114.394407 + Penalty 3070.015876 = -1448044.378531 nChanged 57 SP:Iteration 69Q (941.060000 sec): 3 clusters Score: Raw -1451125.909706 + Penalty 3070.015876 = -1448055.893830 nChanged 63 SP:Iteration 70Q (941.260000 sec): 3 clusters Score: Raw -1451139.641984 + Penalty 3070.015876 = -1448069.626108 nChanged 63 SP:Iteration 71Q (941.540000 sec): 3 clusters Score: Raw -1451149.687734 + Penalty 3070.015876 = -1448079.671858 nChanged 43 SP:Iteration 72Q (941.750000 sec): 3 clusters Score: Raw -1451155.687990 + Penalty 3070.015876 = -1448085.672114 nChanged 41 SP:Iteration 73Q (942.010000 sec): 3 clusters Score: Raw -1451161.431554 + Penalty 3070.015876 = -1448091.415678 nChanged 37 SP:Iteration 74Q (942.250000 sec): 3 clusters Score: Raw -1451166.778980 + Penalty 3070.015876 = -1448096.763104 nChanged 40 SP:Iteration 75Q (942.520000 sec): 3 clusters Score: Raw -1451172.342413 + Penalty 3070.015876 = -1448102.326537 nChanged 51 SP:Iteration 76Q (942.750000 sec): 3 clusters Score: Raw -1451181.220659 + Penalty 3070.015876 = -1448111.204783 nChanged 48 SP:Iteration 77Q (942.980000 sec): 3 clusters Score: Raw -1451189.415231 + Penalty 3070.015876 = -1448119.399355 nChanged 52 SP:Iteration 78Q (943.250000 sec): 3 clusters Score: Raw -1451199.301981 + Penalty 3070.015876 = -1448129.286105 nChanged 55 SP:Iteration 79Q (943.500000 sec): 3 clusters Score: Raw -1451209.040145 + Penalty 3070.015876 = -1448139.024269 nChanged 59 SP:Iteration 80F (943.790000 sec): 3 clusters Score: Raw -1451220.616810 + Penalty 3070.015876 = -1448150.600934 nChanged 54 SP:Iteration 81Q (944.030000 sec): 3 clusters Score: Raw -1451230.059321 + Penalty 3070.015876 = -1448160.043445 nChanged 47 SP:Iteration 82Q (944.260000 sec): 3 clusters Score: Raw -1451239.225745 + Penalty 3070.015876 = -1448169.209869 nChanged 39 SP:Iteration 83Q (944.510000 sec): 3 clusters Score: Raw -1451247.824928 + Penalty 3070.015876 = -1448177.809052 nChanged 47 SP:Iteration 84Q (944.750000 sec): 3 clusters Score: Raw -1451257.501167 + Penalty 3070.015876 = -1448187.485291 nChanged 49 SP:Iteration 85Q (945.010000 sec): 3 clusters Score: Raw -1451267.974589 + Penalty 3070.015876 = -1448197.958712 nChanged 40 SP:Iteration 86Q (945.240000 sec): 3 clusters Score: Raw -1451275.308572 + Penalty 3070.015876 = -1448205.292696 nChanged 47 SP:Iteration 87Q (945.520000 sec): 3 clusters Score: Raw -1451283.335962 + Penalty 3070.015876 = -1448213.320086 nChanged 35 SP:Iteration 88Q (945.710000 sec): 3 clusters Score: Raw -1451288.753949 + Penalty 3070.015876 = -1448218.738073 nChanged 34 SP:Iteration 89Q (945.920000 sec): 3 clusters Score: Raw -1451295.621758 + Penalty 3070.015876 = -1448225.605882 nChanged 39 SP:Iteration 90Q (946.200000 sec): 3 clusters Score: Raw -1451302.119741 + Penalty 3070.015876 = -1448232.103865 nChanged 36 SP:Iteration 91Q (946.410000 sec): 3 clusters Score: Raw -1451308.050033 + Penalty 3070.015876 = -1448238.034157 nChanged 26 SP:Iteration 92Q (946.640000 sec): 3 clusters Score: Raw -1451311.357534 + Penalty 3070.015876 = -1448241.341657 nChanged 25 SP:Iteration 93Q (946.820000 sec): 3 clusters Score: Raw -1451315.148500 + Penalty 3070.015876 = -1448245.132624 nChanged 26 SP:Iteration 94Q (947.040000 sec): 3 clusters Score: Raw -1451319.302053 + Penalty 3070.015876 = -1448249.286177 nChanged 27 SP:Iteration 95Q (947.320000 sec): 3 clusters Score: Raw -1451323.704365 + Penalty 3070.015876 = -1448253.688489 nChanged 28 SP:Iteration 96Q (947.540000 sec): 3 clusters Score: Raw -1451328.633767 + Penalty 3070.015876 = -1448258.617891 nChanged 31 SP:Iteration 97Q (947.720000 sec): 3 clusters Score: Raw -1451333.954236 + Penalty 3070.015876 = -1448263.938360 nChanged 35 SP:Iteration 98Q (947.950000 sec): 3 clusters Score: Raw -1451338.308622 + Penalty 3070.015876 = -1448268.292746 nChanged 23 SP:Iteration 99Q (948.170000 sec): 3 clusters Score: Raw -1451341.711637 + Penalty 3070.015876 = -1448271.695761 nChanged 27 SP:Iteration 100F (948.410000 sec): 3 clusters Score: Raw -1451345.669233 + Penalty 3070.015876 = -1448275.653357 nChanged 25 SP:Iteration 101Q (948.610000 sec): 3 clusters Score: Raw -1451349.574523 + Penalty 3070.015876 = -1448279.558647 nChanged 18 SP:Iteration 102Q (948.790000 sec): 3 clusters Score: Raw -1451351.789706 + Penalty 3070.015876 = -1448281.773830 nChanged 24 SP:Iteration 103Q (948.990000 sec): 3 clusters Score: Raw -1451355.177002 + Penalty 3070.015876 = -1448285.161126 nChanged 21 SP:Iteration 104Q (949.190000 sec): 3 clusters Score: Raw -1451358.685189 + Penalty 3070.015876 = -1448288.669313 nChanged 19 SP:Iteration 105Q (949.500000 sec): 3 clusters Score: Raw -1451361.210280 + Penalty 3070.015876 = -1448291.194404 nChanged 22 SP:Iteration 106Q (949.710000 sec): 3 clusters Score: Raw -1451364.713253 + Penalty 3070.015876 = -1448294.697377 nChanged 21 SP:Iteration 107Q (949.910000 sec): 3 clusters Score: Raw -1451366.906178 + Penalty 3070.015876 = -1448296.890302 nChanged 15 SP:Iteration 108Q (950.140000 sec): 3 clusters Score: Raw -1451369.167258 + Penalty 3070.015876 = -1448299.151382 nChanged 24 SP:Iteration 109Q (950.370000 sec): 3 clusters Score: Raw -1451373.277169 + Penalty 3070.015876 = -1448303.261293 nChanged 22 SP:Iteration 110Q (950.570000 sec): 3 clusters Score: Raw -1451376.062110 + Penalty 3070.015876 = -1448306.046234 nChanged 17 SP:Iteration 111Q (950.770000 sec): 3 clusters Score: Raw -1451377.948070 + Penalty 3070.015876 = -1448307.932194 nChanged 11 SP:Iteration 112Q (950.970000 sec): 3 clusters Score: Raw -1451379.363115 + Penalty 3070.015876 = -1448309.347239 nChanged 14 SP:Iteration 113Q (951.180000 sec): 3 clusters Score: Raw -1451381.145104 + Penalty 3070.015876 = -1448311.129228 nChanged 17 SP:Iteration 114Q (951.370000 sec): 3 clusters Score: Raw -1451383.146398 + Penalty 3070.015876 = -1448313.130522 nChanged 10 SP:Iteration 115Q (951.570000 sec): 3 clusters Score: Raw -1451384.113364 + Penalty 3070.015876 = -1448314.097488 nChanged 7 SP:Iteration 116Q (951.770000 sec): 3 clusters Score: Raw -1451385.162989 + Penalty 3070.015876 = -1448315.147113 nChanged 6 SP:Iteration 117Q (951.970000 sec): 3 clusters Score: Raw -1451385.561419 + Penalty 3070.015876 = -1448315.545543 nChanged 5 SP:Iteration 118Q (952.200000 sec): 3 clusters Score: Raw -1451386.016776 + Penalty 3070.015876 = -1448316.000900 nChanged 7 SP:Iteration 119Q (952.400000 sec): 3 clusters Score: Raw -1451386.922816 + Penalty 3070.015876 = -1448316.906940 nChanged 5 SP:Iteration 120F (952.600000 sec): 3 clusters Score: Raw -1451387.551021 + Penalty 3070.015876 = -1448317.535145 nChanged 10 SP:Iteration 121Q (952.820000 sec): 3 clusters Score: Raw -1451388.603266 + Penalty 3070.015876 = -1448318.587390 nChanged 8 SP:Iteration 122Q (952.990000 sec): 3 clusters Score: Raw -1451389.487451 + Penalty 3070.015876 = -1448319.471575 nChanged 9 SP:Iteration 123Q (953.200000 sec): 3 clusters Score: Raw -1451390.230575 + Penalty 3070.015876 = -1448320.214699 nChanged 4 SP:Iteration 124Q (953.450000 sec): 3 clusters Score: Raw -1451390.535674 + Penalty 3070.015876 = -1448320.519798 nChanged 6 SP:Iteration 125Q (953.650000 sec): 3 clusters Score: Raw -1451391.107015 + Penalty 3070.015876 = -1448321.091139 nChanged 9 SP:Iteration 126Q (953.870000 sec): 3 clusters Score: Raw -1451391.937387 + Penalty 3070.015876 = -1448321.921511 nChanged 10 SP:Iteration 127Q (954.100000 sec): 3 clusters Score: Raw -1451392.720623 + Penalty 3070.015876 = -1448322.704747 nChanged 3 SP:Iteration 128Q (954.340000 sec): 3 clusters Score: Raw -1451393.064782 + Penalty 3070.015876 = -1448323.048906 nChanged 1 SP:Iteration 129Q (954.550000 sec): 3 clusters Score: Raw -1451393.103910 + Penalty 3070.015876 = -1448323.088033 nChanged 1 SP:Iteration 130Q (954.770000 sec): 3 clusters Score: Raw -1451393.231480 + Penalty 3070.015876 = -1448323.215604 nChanged 1 SP:Iteration 131Q (954.970000 sec): 3 clusters Score: Raw -1451393.262816 + Penalty 3070.015876 = -1448323.246939 nChanged 0 SP:Iteration 132F (955.160000 sec): 3 clusters Score: Raw -1451393.262816 + Penalty 3070.015876 = -1448323.246939 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.260000 sec): 2 clusters Score: Raw -258736.365115 + Penalty 1261.629084 = -257474.736031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.440000 sec): 3 clusters Score: Raw -257691.332490 + Penalty 2523.258169 = -255168.074322 nChanged 887 SP:Iteration 1F (955.630000 sec): 3 clusters Score: Raw -258253.830433 + Penalty 2523.258169 = -255730.572265 nChanged 183 SP:Iteration 2F (955.830000 sec): 3 clusters Score: Raw -258408.401896 + Penalty 2523.258169 = -255885.143728 nChanged 148 SP:Iteration 3F (956.010000 sec): 3 clusters Score: Raw -258524.327632 + Penalty 2523.258169 = -256001.069463 nChanged 111 SP:Iteration 4Q (956.200000 sec): 3 clusters Score: Raw -258617.046490 + Penalty 2523.258169 = -256093.788321 nChanged 100 SP:Iteration 5Q (956.390000 sec): 3 clusters Score: Raw -258695.804526 + Penalty 2523.258169 = -256172.546357 nChanged 75 SP:Iteration 6Q (956.560000 sec): 3 clusters Score: Raw -258751.815455 + Penalty 2523.258169 = -256228.557286 nChanged 64 SP:Iteration 7Q (956.760000 sec): 3 clusters Score: Raw -258805.675049 + Penalty 2523.258169 = -256282.416880 nChanged 62 SP:Iteration 8Q (956.940000 sec): 3 clusters Score: Raw -258853.471451 + Penalty 2523.258169 = -256330.213283 nChanged 64 SP:Iteration 9Q (957.080000 sec): 3 clusters Score: Raw -258908.078926 + Penalty 2523.258169 = -256384.820757 nChanged 59 SP:Iteration 10Q (957.250000 sec): 3 clusters Score: Raw -258962.486568 + Penalty 2523.258169 = -256439.228400 nChanged 53 SP:Iteration 11Q (957.480000 sec): 3 clusters Score: Raw -259008.803415 + Penalty 2523.258169 = -256485.545246 nChanged 54 SP:Iteration 12Q (957.670000 sec): 3 clusters Score: Raw -259060.961902 + Penalty 2523.258169 = -256537.703734 nChanged 40 SP:Iteration 13Q (957.840000 sec): 3 clusters Score: Raw -259089.657500 + Penalty 2523.258169 = -256566.399331 nChanged 33 SP:Iteration 14Q (958.020000 sec): 3 clusters Score: Raw -259114.861412 + Penalty 2523.258169 = -256591.603244 nChanged 29 SP:Iteration 15Q (958.220000 sec): 3 clusters Score: Raw -259133.141011 + Penalty 2523.258169 = -256609.882842 nChanged 22 SP:Iteration 16Q (958.380000 sec): 3 clusters Score: Raw -259148.587586 + Penalty 2523.258169 = -256625.329417 nChanged 21 SP:Iteration 17Q (958.560000 sec): 3 clusters Score: Raw -259160.121058 + Penalty 2523.258169 = -256636.862890 nChanged 22 SP:Iteration 18Q (958.710000 sec): 3 clusters Score: Raw -259172.036750 + Penalty 2523.258169 = -256648.778582 nChanged 12 SP:Iteration 19Q (958.910000 sec): 3 clusters Score: Raw -259176.984649 + Penalty 2523.258169 = -256653.726481 nChanged 10 SP:Iteration 20F (959.090000 sec): 3 clusters Score: Raw -259181.645140 + Penalty 2523.258169 = -256658.386972 nChanged 11 SP:Iteration 21Q (959.260000 sec): 3 clusters Score: Raw -259187.723853 + Penalty 2523.258169 = -256664.465684 nChanged 10 SP:Iteration 22Q (959.460000 sec): 3 clusters Score: Raw -259192.005224 + Penalty 2523.258169 = -256668.747056 nChanged 5 SP:Iteration 23Q (959.660000 sec): 3 clusters Score: Raw -259194.425293 + Penalty 2523.258169 = -256671.167124 nChanged 4 SP:Iteration 24Q (959.810000 sec): 3 clusters Score: Raw -259196.618171 + Penalty 2523.258169 = -256673.360003 nChanged 4 SP:Iteration 25Q (960.000000 sec): 3 clusters Score: Raw -259198.364251 + Penalty 2523.258169 = -256675.106083 nChanged 6 SP:Iteration 26Q (960.200000 sec): 3 clusters Score: Raw -259201.251285 + Penalty 2523.258169 = -256677.993117 nChanged 8 SP:Iteration 27Q (960.340000 sec): 3 clusters Score: Raw -259204.313393 + Penalty 2523.258169 = -256681.055225 nChanged 5 SP:Iteration 28Q (960.520000 sec): 3 clusters Score: Raw -259205.949747 + Penalty 2523.258169 = -256682.691579 nChanged 7 SP:Iteration 29Q (960.740000 sec): 3 clusters Score: Raw -259211.019296 + Penalty 2523.258169 = -256687.761127 nChanged 15 SP:Iteration 30Q (960.920000 sec): 3 clusters Score: Raw -259222.983526 + Penalty 2523.258169 = -256699.725357 nChanged 21 SP:Iteration 31Q (961.100000 sec): 3 clusters Score: Raw -259235.158111 + Penalty 2523.258169 = -256711.899943 nChanged 18 SP:Iteration 32Q (961.240000 sec): 3 clusters Score: Raw -259247.447796 + Penalty 2523.258169 = -256724.189628 nChanged 22 SP:Iteration 33Q (961.460000 sec): 3 clusters Score: Raw -259266.487660 + Penalty 2523.258169 = -256743.229491 nChanged 26 SP:Iteration 34Q (961.610000 sec): 3 clusters Score: Raw -259287.748404 + Penalty 2523.258169 = -256764.490235 nChanged 28 SP:Iteration 35Q (961.820000 sec): 3 clusters Score: Raw -259312.540027 + Penalty 2523.258169 = -256789.281858 nChanged 21 SP:Iteration 36Q (961.990000 sec): 3 clusters Score: Raw -259334.125317 + Penalty 2523.258169 = -256810.867149 nChanged 21 SP:Iteration 37Q (962.180000 sec): 3 clusters Score: Raw -259358.432004 + Penalty 2523.258169 = -256835.173835 nChanged 21 SP:Iteration 38Q (962.380000 sec): 3 clusters Score: Raw -259378.946718 + Penalty 2523.258169 = -256855.688549 nChanged 18 SP:Iteration 39Q (962.550000 sec): 3 clusters Score: Raw -259394.348599 + Penalty 2523.258169 = -256871.090431 nChanged 15 SP:Iteration 40F (962.720000 sec): 3 clusters Score: Raw -259408.112631 + Penalty 2523.258169 = -256884.854463 nChanged 14 SP:Iteration 41Q (962.930000 sec): 3 clusters Score: Raw -259417.107066 + Penalty 2523.258169 = -256893.848897 nChanged 12 SP:Iteration 42Q (963.120000 sec): 3 clusters Score: Raw -259422.681201 + Penalty 2523.258169 = -256899.423032 nChanged 2 SP:Iteration 43Q (963.310000 sec): 3 clusters Score: Raw -259424.468781 + Penalty 2523.258169 = -256901.210612 nChanged 2 SP:Iteration 44Q (963.450000 sec): 3 clusters Score: Raw -259425.254473 + Penalty 2523.258169 = -256901.996304 nChanged 2 SP:Iteration 45Q (963.630000 sec): 3 clusters Score: Raw -259426.777032 + Penalty 2523.258169 = -256903.518863 nChanged 0 SP:Iteration 46F (963.820000 sec): 3 clusters Score: Raw -259426.777032 + Penalty 2523.258169 = -256903.518863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (9674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (963.950000 sec): 2 clusters Score: Raw -1104041.106365 + Penalty 1491.294537 = -1102549.811827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (964.170000 sec): 3 clusters Score: Raw -1098603.887827 + Penalty 2982.589075 = -1095621.298752 nChanged 4136 SP:Iteration 1F (964.400000 sec): 3 clusters Score: Raw -1101175.034912 + Penalty 2982.589075 = -1098192.445837 nChanged 782 SP:Iteration 2F (964.580000 sec): 3 clusters Score: Raw -1101680.419227 + Penalty 2982.589075 = -1098697.830152 nChanged 720 SP:Iteration 3F (964.770000 sec): 3 clusters Score: Raw -1102145.220433 + Penalty 2982.589075 = -1099162.631358 nChanged 659 SP:Iteration 4F (964.970000 sec): 3 clusters Score: Raw -1102588.020719 + Penalty 2982.589075 = -1099605.431645 nChanged 622 SP:Iteration 5F (965.160000 sec): 3 clusters Score: Raw -1103049.976631 + Penalty 2982.589075 = -1100067.387556 nChanged 596 SP:Iteration 6F (965.380000 sec): 3 clusters Score: Raw -1103514.159936 + Penalty 2982.589075 = -1100531.570861 nChanged 478 SP:Iteration 7Q (965.590000 sec): 3 clusters Score: Raw -1103913.672929 + Penalty 2982.589075 = -1100931.083855 nChanged 354 SP:Iteration 8Q (965.810000 sec): 3 clusters Score: Raw -1104228.727441 + Penalty 2982.589075 = -1101246.138367 nChanged 233 SP:Iteration 9Q (966.020000 sec): 3 clusters Score: Raw -1104450.054476 + Penalty 2982.589075 = -1101467.465401 nChanged 159 SP:Iteration 10Q (966.220000 sec): 3 clusters Score: Raw -1104607.804189 + Penalty 2982.589075 = -1101625.215114 nChanged 116 SP:Iteration 11Q (966.440000 sec): 3 clusters Score: Raw -1104724.994201 + Penalty 2982.589075 = -1101742.405126 nChanged 79 SP:Iteration 12Q (966.620000 sec): 3 clusters Score: Raw -1104768.766473 + Penalty 2982.589075 = -1101786.177398 nChanged 47 SP:Iteration 13Q (966.850000 sec): 3 clusters Score: Raw -1104792.255292 + Penalty 2982.589075 = -1101809.666217 nChanged 35 SP:Iteration 14Q (967.030000 sec): 3 clusters Score: Raw -1104807.971004 + Penalty 2982.589075 = -1101825.381929 nChanged 29 SP:Iteration 15Q (967.240000 sec): 3 clusters Score: Raw -1104818.204437 + Penalty 2982.589075 = -1101835.615362 nChanged 17 SP:Iteration 16Q (967.420000 sec): 3 clusters Score: Raw -1104826.122725 + Penalty 2982.589075 = -1101843.533650 nChanged 11 SP:Iteration 17Q (967.620000 sec): 3 clusters Score: Raw -1104829.268903 + Penalty 2982.589075 = -1101846.679828 nChanged 3 SP:Iteration 18Q (967.810000 sec): 3 clusters Score: Raw -1104830.495859 + Penalty 2982.589075 = -1101847.906784 nChanged 3 SP:Iteration 19Q (968.020000 sec): 3 clusters Score: Raw -1104831.740918 + Penalty 2982.589075 = -1101849.151843 nChanged 5 SP:Iteration 20F (968.210000 sec): 3 clusters Score: Raw -1104832.836479 + Penalty 2982.589075 = -1101850.247404 nChanged 2 SP:Iteration 21Q (968.420000 sec): 3 clusters Score: Raw -1104833.285094 + Penalty 2982.589075 = -1101850.696019 nChanged 1 SP:Iteration 22Q (968.650000 sec): 3 clusters Score: Raw -1104833.614720 + Penalty 2982.589075 = -1101851.025645 nChanged 0 SP:Iteration 23F (968.850000 sec): 3 clusters Score: Raw -1104833.614720 + Penalty 2982.589075 = -1101851.025645 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (253451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (970.230000 sec): 2 clusters Score: Raw -28435956.683549 + Penalty 2021.975441 = -28433934.708108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (971.510000 sec): 3 clusters Score: Raw -28267312.626920 + Penalty 4043.950882 = -28263268.676038 nChanged 123082 SP:Iteration 1F (972.900000 sec): 3 clusters Score: Raw -28340304.813766 + Penalty 4043.950882 = -28336260.862884 nChanged 6682 SP:Iteration 2Q (974.390000 sec): 3 clusters Score: Raw -28341742.380166 + Penalty 4043.950882 = -28337698.429285 nChanged 7623 SP:Iteration 3Q (975.710000 sec): 3 clusters Score: Raw -28343697.098785 + Penalty 4043.950882 = -28339653.147904 nChanged 8747 SP:Iteration 4Q (977.010000 sec): 3 clusters Score: Raw -28346351.542404 + Penalty 4043.950882 = -28342307.591522 nChanged 10010 SP:Iteration 5Q (978.430000 sec): 3 clusters Score: Raw -28349923.051157 + Penalty 4043.950882 = -28345879.100276 nChanged 11108 SP:Iteration 6Q (979.750000 sec): 3 clusters Score: Raw -28354324.094757 + Penalty 4043.950882 = -28350280.143875 nChanged 11724 SP:Iteration 7Q (981.050000 sec): 3 clusters Score: Raw -28359356.981951 + Penalty 4043.950882 = -28355313.031070 nChanged 12024 SP:Iteration 8Q (982.370000 sec): 3 clusters Score: Raw -28364785.147057 + Penalty 4043.950882 = -28360741.196175 nChanged 12116 SP:Iteration 9Q (983.570000 sec): 3 clusters Score: Raw -28370511.456173 + Penalty 4043.950882 = -28366467.505291 nChanged 12204 SP:Iteration 10Q (984.790000 sec): 3 clusters Score: Raw -28376736.076519 + Penalty 4043.950882 = -28372692.125637 nChanged 12251 SP:Iteration 11Q (986.000000 sec): 3 clusters Score: Raw -28383098.477227 + Penalty 4043.950882 = -28379054.526345 nChanged 11632 SP:Iteration 12Q (987.170000 sec): 3 clusters Score: Raw -28389027.160639 + Penalty 4043.950882 = -28384983.209758 nChanged 10855 SP:Iteration 13Q (988.270000 sec): 3 clusters Score: Raw -28394407.832742 + Penalty 4043.950882 = -28390363.881860 nChanged 9675 SP:Iteration 14Q (989.410000 sec): 3 clusters Score: Raw -28399168.505911 + Penalty 4043.950882 = -28395124.555030 nChanged 8724 SP:Iteration 15Q (990.460000 sec): 3 clusters Score: Raw -28403389.537894 + Penalty 4043.950882 = -28399345.587013 nChanged 8019 SP:Iteration 16Q (991.540000 sec): 3 clusters Score: Raw -28407333.567000 + Penalty 4043.950882 = -28403289.616118 nChanged 7766 SP:Iteration 17Q (992.590000 sec): 3 clusters Score: Raw -28411208.805819 + Penalty 4043.950882 = -28407164.854937 nChanged 7469 SP:Iteration 18Q (993.890000 sec): 3 clusters Score: Raw -28415193.280843 + Penalty 4043.950882 = -28411149.329962 nChanged 7344 SP:Iteration 19Q (995.090000 sec): 3 clusters Score: Raw -28419454.424358 + Penalty 4043.950882 = -28415410.473476 nChanged 7004 SP:Iteration 20F (996.350000 sec): 3 clusters Score: Raw -28423821.575700 + Penalty 4043.950882 = -28419777.624818 nChanged 6193 SP:Iteration 21Q (997.520000 sec): 3 clusters Score: Raw -28427739.045706 + Penalty 4043.950882 = -28423695.094825 nChanged 5126 SP:Iteration 22Q (998.730000 sec): 3 clusters Score: Raw -28430948.928986 + Penalty 4043.950882 = -28426904.978105 nChanged 3966 SP:Iteration 23Q (999.800000 sec): 3 clusters Score: Raw -28433315.522237 + Penalty 4043.950882 = -28429271.571355 nChanged 3027 SP:Iteration 24Q (1001.030000 sec): 3 clusters Score: Raw -28435003.556209 + Penalty 4043.950882 = -28430959.605327 nChanged 2211 SP:Iteration 25Q (1002.250000 sec): 3 clusters Score: Raw -28436074.510157 + Penalty 4043.950882 = -28432030.559276 nChanged 1617 SP:Iteration 26Q (1003.590000 sec): 3 clusters Score: Raw -28436744.315336 + Penalty 4043.950882 = -28432700.364454 nChanged 1216 SP:Iteration 27Q (1004.830000 sec): 3 clusters Score: Raw -28437178.689718 + Penalty 4043.950882 = -28433134.738837 nChanged 906 SP:Iteration 28Q (1006.050000 sec): 3 clusters Score: Raw -28437438.314957 + Penalty 4043.950882 = -28433394.364075 nChanged 684 SP:Iteration 29Q (1007.320000 sec): 3 clusters Score: Raw -28437603.160995 + Penalty 4043.950882 = -28433559.210113 nChanged 510 SP:Iteration 30Q (1008.520000 sec): 3 clusters Score: Raw -28437709.700126 + Penalty 4043.950882 = -28433665.749245 nChanged 414 SP:Iteration 31Q (1009.670000 sec): 3 clusters Score: Raw -28437785.504469 + Penalty 4043.950882 = -28433741.553588 nChanged 298 SP:Iteration 32Q (1010.910000 sec): 3 clusters Score: Raw -28437834.075448 + Penalty 4043.950882 = -28433790.124567 nChanged 238 SP:Iteration 33Q (1012.070000 sec): 3 clusters Score: Raw -28437867.356928 + Penalty 4043.950882 = -28433823.406047 nChanged 181 SP:Iteration 34Q (1013.240000 sec): 3 clusters Score: Raw -28437890.151901 + Penalty 4043.950882 = -28433846.201020 nChanged 145 SP:Iteration 35Q (1014.370000 sec): 3 clusters Score: Raw -28437909.937299 + Penalty 4043.950882 = -28433865.986417 nChanged 125 SP:Iteration 36Q (1015.500000 sec): 3 clusters Score: Raw -28437926.098133 + Penalty 4043.950882 = -28433882.147251 nChanged 130 SP:Iteration 37Q (1016.660000 sec): 3 clusters Score: Raw -28437941.125854 + Penalty 4043.950882 = -28433897.174972 nChanged 104 SP:Iteration 38Q (1017.790000 sec): 3 clusters Score: Raw -28437952.282179 + Penalty 4043.950882 = -28433908.331297 nChanged 96 SP:Iteration 39Q (1019.020000 sec): 3 clusters Score: Raw -28437961.951466 + Penalty 4043.950882 = -28433918.000585 nChanged 71 SP:Iteration 40F (1020.170000 sec): 3 clusters Score: Raw -28437968.789458 + Penalty 4043.950882 = -28433924.838576 nChanged 52 SP:Iteration 41Q (1021.210000 sec): 3 clusters Score: Raw -28437973.453052 + Penalty 4043.950882 = -28433929.502170 nChanged 49 SP:Iteration 42Q (1022.200000 sec): 3 clusters Score: Raw -28437978.589109 + Penalty 4043.950882 = -28433934.638227 nChanged 49 SP:Iteration 43Q (1023.270000 sec): 3 clusters Score: Raw -28437982.600163 + Penalty 4043.950882 = -28433938.649281 nChanged 41 SP:Iteration 44Q (1024.400000 sec): 3 clusters Score: Raw -28437986.011358 + Penalty 4043.950882 = -28433942.060477 nChanged 36 SP:Iteration 45Q (1025.430000 sec): 3 clusters Score: Raw -28437988.728949 + Penalty 4043.950882 = -28433944.778067 nChanged 40 SP:Iteration 46Q (1026.530000 sec): 3 clusters Score: Raw -28437991.989299 + Penalty 4043.950882 = -28433948.038417 nChanged 32 SP:Iteration 47Q (1027.470000 sec): 3 clusters Score: Raw -28437994.641997 + Penalty 4043.950882 = -28433950.691115 nChanged 33 SP:Iteration 48Q (1028.510000 sec): 3 clusters Score: Raw -28437997.324179 + Penalty 4043.950882 = -28433953.373298 nChanged 34 SP:Iteration 49Q (1029.570000 sec): 3 clusters Score: Raw -28438000.056131 + Penalty 4043.950882 = -28433956.105249 nChanged 28 SP:Iteration 50Q (1030.520000 sec): 3 clusters Score: Raw -28438002.427005 + Penalty 4043.950882 = -28433958.476123 nChanged 28 SP:Iteration 51Q (1031.570000 sec): 3 clusters Score: Raw -28438004.867493 + Penalty 4043.950882 = -28433960.916612 nChanged 34 SP:Iteration 52Q (1032.650000 sec): 3 clusters Score: Raw -28438007.581140 + Penalty 4043.950882 = -28433963.630259 nChanged 24 SP:Iteration 53Q (1033.640000 sec): 3 clusters Score: Raw -28438009.856558 + Penalty 4043.950882 = -28433965.905677 nChanged 26 SP:Iteration 54Q (1034.690000 sec): 3 clusters Score: Raw -28438011.679912 + Penalty 4043.950882 = -28433967.729030 nChanged 15 SP:Iteration 55Q (1035.640000 sec): 3 clusters Score: Raw -28438012.483372 + Penalty 4043.950882 = -28433968.532490 nChanged 15 SP:Iteration 56Q (1036.700000 sec): 3 clusters Score: Raw -28438013.299798 + Penalty 4043.950882 = -28433969.348916 nChanged 14 SP:Iteration 57Q (1037.720000 sec): 3 clusters Score: Raw -28438014.085482 + Penalty 4043.950882 = -28433970.134600 nChanged 6 SP:Iteration 58Q (1038.910000 sec): 3 clusters Score: Raw -28438014.450814 + Penalty 4043.950882 = -28433970.499933 nChanged 7 SP:Iteration 59Q (1039.950000 sec): 3 clusters Score: Raw -28438014.843295 + Penalty 4043.950882 = -28433970.892413 nChanged 3 SP:Iteration 60F (1041.080000 sec): 3 clusters Score: Raw -28438014.982122 + Penalty 4043.950882 = -28433971.031240 nChanged 1 SP:Iteration 61Q (1042.140000 sec): 3 clusters Score: Raw -28438015.046447 + Penalty 4043.950882 = -28433971.095566 nChanged 4 SP:Iteration 62Q (1043.180000 sec): 3 clusters Score: Raw -28438015.299517 + Penalty 4043.950882 = -28433971.348635 nChanged 5 SP:Iteration 63Q (1044.170000 sec): 3 clusters Score: Raw -28438015.534142 + Penalty 4043.950882 = -28433971.583260 nChanged 5 SP:Iteration 64Q (1045.200000 sec): 3 clusters Score: Raw -28438015.814374 + Penalty 4043.950882 = -28433971.863492 nChanged 9 SP:Iteration 65Q (1046.150000 sec): 3 clusters Score: Raw -28438016.354860 + Penalty 4043.950882 = -28433972.403978 nChanged 4 SP:Iteration 66Q (1047.180000 sec): 3 clusters Score: Raw -28438016.526034 + Penalty 4043.950882 = -28433972.575152 nChanged 4 SP:Iteration 67Q (1048.180000 sec): 3 clusters Score: Raw -28438016.702386 + Penalty 4043.950882 = -28433972.751505 nChanged 2 SP:Iteration 68Q (1049.200000 sec): 3 clusters Score: Raw -28438016.778941 + Penalty 4043.950882 = -28433972.828060 nChanged 0 SP:Iteration 69F (1050.400000 sec): 3 clusters Score: Raw -28438016.778941 + Penalty 4043.950882 = -28433972.828060 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (8634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.650000 sec): 2 clusters Score: Raw -994103.233486 + Penalty 1472.812766 = -992630.420719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.840000 sec): 3 clusters Score: Raw -989221.074430 + Penalty 2945.625532 = -986275.448898 nChanged 3739 SP:Iteration 1F (1051.080000 sec): 3 clusters Score: Raw -991172.753680 + Penalty 2945.625532 = -988227.128147 nChanged 526 SP:Iteration 2F (1051.300000 sec): 3 clusters Score: Raw -991383.116136 + Penalty 2945.625532 = -988437.490604 nChanged 443 SP:Iteration 3F (1051.500000 sec): 3 clusters Score: Raw -991579.497187 + Penalty 2945.625532 = -988633.871655 nChanged 389 SP:Iteration 4Q (1051.710000 sec): 3 clusters Score: Raw -991758.763658 + Penalty 2945.625532 = -988813.138126 nChanged 392 SP:Iteration 5Q (1051.940000 sec): 3 clusters Score: Raw -991968.894072 + Penalty 2945.625532 = -989023.268540 nChanged 443 SP:Iteration 6F (1052.130000 sec): 3 clusters Score: Raw -992256.740959 + Penalty 2945.625532 = -989311.115427 nChanged 509 SP:Iteration 7F (1052.360000 sec): 3 clusters Score: Raw -992622.777468 + Penalty 2945.625532 = -989677.151936 nChanged 534 SP:Iteration 8F (1052.580000 sec): 3 clusters Score: Raw -993051.647298 + Penalty 2945.625532 = -990106.021766 nChanged 513 SP:Iteration 9F (1052.820000 sec): 3 clusters Score: Raw -993449.993214 + Penalty 2945.625532 = -990504.367682 nChanged 452 SP:Iteration 10F (1053.000000 sec): 3 clusters Score: Raw -993771.996626 + Penalty 2945.625532 = -990826.371093 nChanged 366 SP:Iteration 11Q (1053.270000 sec): 3 clusters Score: Raw -994002.887930 + Penalty 2945.625532 = -991057.262397 nChanged 234 SP:Iteration 12Q (1053.480000 sec): 3 clusters Score: Raw -994134.423719 + Penalty 2945.625532 = -991188.798186 nChanged 167 SP:Iteration 13Q (1053.710000 sec): 3 clusters Score: Raw -994217.609598 + Penalty 2945.625532 = -991271.984066 nChanged 106 SP:Iteration 14Q (1053.940000 sec): 3 clusters Score: Raw -994264.857010 + Penalty 2945.625532 = -991319.231478 nChanged 91 SP:Iteration 15Q (1054.140000 sec): 3 clusters Score: Raw -994310.137755 + Penalty 2945.625532 = -991364.512223 nChanged 75 SP:Iteration 16Q (1054.340000 sec): 3 clusters Score: Raw -994345.721083 + Penalty 2945.625532 = -991400.095551 nChanged 60 SP:Iteration 17Q (1054.590000 sec): 3 clusters Score: Raw -994372.063833 + Penalty 2945.625532 = -991426.438301 nChanged 61 SP:Iteration 18Q (1054.760000 sec): 3 clusters Score: Raw -994394.267430 + Penalty 2945.625532 = -991448.641898 nChanged 53 SP:Iteration 19Q (1054.990000 sec): 3 clusters Score: Raw -994411.855792 + Penalty 2945.625532 = -991466.230259 nChanged 42 SP:Iteration 20F (1055.180000 sec): 3 clusters Score: Raw -994424.375028 + Penalty 2945.625532 = -991478.749496 nChanged 29 SP:Iteration 21Q (1055.400000 sec): 3 clusters Score: Raw -994433.738020 + Penalty 2945.625532 = -991488.112488 nChanged 29 SP:Iteration 22Q (1055.660000 sec): 3 clusters Score: Raw -994441.893205 + Penalty 2945.625532 = -991496.267673 nChanged 28 SP:Iteration 23Q (1055.880000 sec): 3 clusters Score: Raw -994452.041668 + Penalty 2945.625532 = -991506.416135 nChanged 24 SP:Iteration 24Q (1056.090000 sec): 3 clusters Score: Raw -994461.027971 + Penalty 2945.625532 = -991515.402439 nChanged 18 SP:Iteration 25Q (1056.350000 sec): 3 clusters Score: Raw -994468.611970 + Penalty 2945.625532 = -991522.986438 nChanged 18 SP:Iteration 26Q (1056.520000 sec): 3 clusters Score: Raw -994476.309356 + Penalty 2945.625532 = -991530.683824 nChanged 17 SP:Iteration 27Q (1056.740000 sec): 3 clusters Score: Raw -994484.545276 + Penalty 2945.625532 = -991538.919744 nChanged 17 SP:Iteration 28Q (1056.940000 sec): 3 clusters Score: Raw -994490.502439 + Penalty 2945.625532 = -991544.876907 nChanged 15 SP:Iteration 29Q (1057.230000 sec): 3 clusters Score: Raw -994495.417643 + Penalty 2945.625532 = -991549.792111 nChanged 13 SP:Iteration 30Q (1057.410000 sec): 3 clusters Score: Raw -994499.613737 + Penalty 2945.625532 = -991553.988205 nChanged 14 SP:Iteration 31Q (1057.640000 sec): 3 clusters Score: Raw -994503.151828 + Penalty 2945.625532 = -991557.526296 nChanged 5 SP:Iteration 32Q (1057.820000 sec): 3 clusters Score: Raw -994504.578032 + Penalty 2945.625532 = -991558.952500 nChanged 8 SP:Iteration 33Q (1058.030000 sec): 3 clusters Score: Raw -994506.918091 + Penalty 2945.625532 = -991561.292559 nChanged 5 SP:Iteration 34Q (1058.220000 sec): 3 clusters Score: Raw -994508.351692 + Penalty 2945.625532 = -991562.726159 nChanged 5 SP:Iteration 35Q (1058.410000 sec): 3 clusters Score: Raw -994510.270688 + Penalty 2945.625532 = -991564.645156 nChanged 6 SP:Iteration 36Q (1058.650000 sec): 3 clusters Score: Raw -994512.130506 + Penalty 2945.625532 = -991566.504974 nChanged 3 SP:Iteration 37Q (1058.880000 sec): 3 clusters Score: Raw -994513.073699 + Penalty 2945.625532 = -991567.448166 nChanged 1 SP:Iteration 38Q (1059.080000 sec): 3 clusters Score: Raw -994513.184283 + Penalty 2945.625532 = -991567.558751 nChanged 0 SP:Iteration 39F (1059.270000 sec): 3 clusters Score: Raw -994513.184283 + Penalty 2945.625532 = -991567.558751 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.330000 sec): 2 clusters Score: Raw -23889.874901 + Penalty 911.539167 = -22978.335734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.540000 sec): 3 clusters Score: Raw -24041.830512 + Penalty 1823.078333 = -22218.752179 nChanged 66 SP:Iteration 1F (1059.660000 sec): 3 clusters Score: Raw -24290.744412 + Penalty 1823.078333 = -22467.666079 nChanged 22 SP:Iteration 2F (1059.860000 sec): 3 clusters Score: Raw -24363.397586 + Penalty 1823.078333 = -22540.319253 nChanged 19 SP:Iteration 3F (1060.060000 sec): 3 clusters Score: Raw -24408.672465 + Penalty 1823.078333 = -22585.594132 nChanged 10 SP:Iteration 4Q (1060.200000 sec): 3 clusters Score: Raw -24453.226273 + Penalty 1823.078333 = -22630.147939 nChanged 9 SP:Iteration 5Q (1060.410000 sec): 3 clusters Score: Raw -24468.593143 + Penalty 1823.078333 = -22645.514809 nChanged 3 SP:Iteration 6Q (1060.610000 sec): 3 clusters Score: Raw -24474.806110 + Penalty 1823.078333 = -22651.727776 nChanged 0 SP:Iteration 7F (1060.790000 sec): 3 clusters Score: Raw -24474.806110 + Penalty 1823.078333 = -22651.727776 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.910000 sec): 2 clusters Score: Raw -108073.892286 + Penalty 1112.455480 = -106961.436806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1061.050000 sec): 3 clusters Score: Raw -107761.960857 + Penalty 2224.910959 = -105537.049898 nChanged 258 SP:Iteration 1F (1061.260000 sec): 3 clusters Score: Raw -107975.086633 + Penalty 2224.910959 = -105750.175674 nChanged 65 SP:Iteration 2F (1061.400000 sec): 3 clusters Score: Raw -108028.620896 + Penalty 2224.910959 = -105803.709937 nChanged 31 SP:Iteration 3Q (1061.570000 sec): 3 clusters Score: Raw -108061.016752 + Penalty 2224.910959 = -105836.105793 nChanged 25 SP:Iteration 4Q (1061.770000 sec): 3 clusters Score: Raw -108093.808577 + Penalty 2224.910959 = -105868.897617 nChanged 23 SP:Iteration 5Q (1061.960000 sec): 3 clusters Score: Raw -108119.070262 + Penalty 2224.910959 = -105894.159303 nChanged 17 SP:Iteration 6Q (1062.150000 sec): 3 clusters Score: Raw -108139.080126 + Penalty 2224.910959 = -105914.169167 nChanged 13 SP:Iteration 7Q (1062.350000 sec): 3 clusters Score: Raw -108153.673701 + Penalty 2224.910959 = -105928.762741 nChanged 7 SP:Iteration 8Q (1062.550000 sec): 3 clusters Score: Raw -108160.291200 + Penalty 2224.910959 = -105935.380240 nChanged 8 SP:Iteration 9Q (1062.710000 sec): 3 clusters Score: Raw -108170.875193 + Penalty 2224.910959 = -105945.964234 nChanged 12 SP:Iteration 10Q (1062.930000 sec): 3 clusters Score: Raw -108178.657361 + Penalty 2224.910959 = -105953.746401 nChanged 7 SP:Iteration 11Q (1063.130000 sec): 3 clusters Score: Raw -108185.387972 + Penalty 2224.910959 = -105960.477012 nChanged 7 SP:Iteration 12Q (1063.300000 sec): 3 clusters Score: Raw -108191.736274 + Penalty 2224.910959 = -105966.825315 nChanged 3 SP:Iteration 13Q (1063.500000 sec): 3 clusters Score: Raw -108195.386210 + Penalty 2224.910959 = -105970.475251 nChanged 6 SP:Iteration 14Q (1063.610000 sec): 3 clusters Score: Raw -108201.237281 + Penalty 2224.910959 = -105976.326322 nChanged 2 SP:Iteration 15Q (1063.800000 sec): 3 clusters Score: Raw -108204.250152 + Penalty 2224.910959 = -105979.339192 nChanged 3 SP:Iteration 16Q (1064.010000 sec): 3 clusters Score: Raw -108207.898736 + Penalty 2224.910959 = -105982.987776 nChanged 4 SP:Iteration 17Q (1064.250000 sec): 3 clusters Score: Raw -108212.484662 + Penalty 2224.910959 = -105987.573703 nChanged 4 SP:Iteration 18Q (1064.450000 sec): 3 clusters Score: Raw -108214.661572 + Penalty 2224.910959 = -105989.750612 nChanged 6 SP:Iteration 19Q (1064.610000 sec): 3 clusters Score: Raw -108220.497659 + Penalty 2224.910959 = -105995.586699 nChanged 4 SP:Iteration 20F (1064.800000 sec): 3 clusters Score: Raw -108222.909063 + Penalty 2224.910959 = -105997.998103 nChanged 2 SP:Iteration 21Q (1065.000000 sec): 3 clusters Score: Raw -108224.133591 + Penalty 2224.910959 = -105999.222631 nChanged 3 SP:Iteration 22Q (1065.190000 sec): 3 clusters Score: Raw -108228.075384 + Penalty 2224.910959 = -106003.164425 nChanged 2 SP:Iteration 23Q (1065.360000 sec): 3 clusters Score: Raw -108228.834481 + Penalty 2224.910959 = -106003.923521 nChanged 2 SP:Iteration 24Q (1065.510000 sec): 3 clusters Score: Raw -108230.444208 + Penalty 2224.910959 = -106005.533249 nChanged 2 SP:Iteration 25Q (1065.700000 sec): 3 clusters Score: Raw -108231.557308 + Penalty 2224.910959 = -106006.646348 nChanged 1 SP:Iteration 26Q (1065.880000 sec): 3 clusters Score: Raw -108232.573059 + Penalty 2224.910959 = -106007.662100 nChanged 0 SP:Iteration 27F (1066.060000 sec): 3 clusters Score: Raw -108232.573059 + Penalty 2224.910959 = -106007.662100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (31874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1066.340000 sec): 2 clusters Score: Raw -3505523.203299 + Penalty 1685.051210 = -3503838.152088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1066.670000 sec): 3 clusters Score: Raw -3485881.068268 + Penalty 3370.102421 = -3482510.965847 nChanged 14590 SP:Iteration 1F (1066.980000 sec): 3 clusters Score: Raw -3493819.466104 + Penalty 3370.102421 = -3490449.363684 nChanged 1282 SP:Iteration 2Q (1067.370000 sec): 3 clusters Score: Raw -3494166.214493 + Penalty 3370.102421 = -3490796.112073 nChanged 1123 SP:Iteration 3Q (1067.700000 sec): 3 clusters Score: Raw -3494452.061869 + Penalty 3370.102421 = -3491081.959449 nChanged 1062 SP:Iteration 4Q (1068.010000 sec): 3 clusters Score: Raw -3494722.189823 + Penalty 3370.102421 = -3491352.087403 nChanged 999 SP:Iteration 5Q (1068.350000 sec): 3 clusters Score: Raw -3495015.637368 + Penalty 3370.102421 = -3491645.534948 nChanged 1076 SP:Iteration 6Q (1068.640000 sec): 3 clusters Score: Raw -3495385.236719 + Penalty 3370.102421 = -3492015.134298 nChanged 1213 SP:Iteration 7Q (1068.970000 sec): 3 clusters Score: Raw -3495868.451175 + Penalty 3370.102421 = -3492498.348754 nChanged 1356 SP:Iteration 8Q (1069.310000 sec): 3 clusters Score: Raw -3496504.616904 + Penalty 3370.102421 = -3493134.514484 nChanged 1513 SP:Iteration 9Q (1069.640000 sec): 3 clusters Score: Raw -3497301.513816 + Penalty 3370.102421 = -3493931.411395 nChanged 1635 SP:Iteration 10F (1069.940000 sec): 3 clusters Score: Raw -3498284.372339 + Penalty 3370.102421 = -3494914.269918 nChanged 1709 SP:Iteration 11F (1070.240000 sec): 3 clusters Score: Raw -3499469.490075 + Penalty 3370.102421 = -3496099.387655 nChanged 1643 SP:Iteration 12F (1070.600000 sec): 3 clusters Score: Raw -3500710.911044 + Penalty 3370.102421 = -3497340.808624 nChanged 1388 SP:Iteration 13Q (1070.850000 sec): 3 clusters Score: Raw -3501718.815270 + Penalty 3370.102421 = -3498348.712850 nChanged 1129 SP:Iteration 14Q (1071.170000 sec): 3 clusters Score: Raw -3502438.894157 + Penalty 3370.102421 = -3499068.791736 nChanged 913 SP:Iteration 15Q (1071.530000 sec): 3 clusters Score: Raw -3502963.155271 + Penalty 3370.102421 = -3499593.052851 nChanged 744 SP:Iteration 16Q (1071.850000 sec): 3 clusters Score: Raw -3503377.125307 + Penalty 3370.102421 = -3500007.022886 nChanged 640 SP:Iteration 17Q (1072.140000 sec): 3 clusters Score: Raw -3503743.318925 + Penalty 3370.102421 = -3500373.216504 nChanged 575 SP:Iteration 18Q (1072.420000 sec): 3 clusters Score: Raw -3504075.250944 + Penalty 3370.102421 = -3500705.148523 nChanged 532 SP:Iteration 19Q (1072.750000 sec): 3 clusters Score: Raw -3504392.020001 + Penalty 3370.102421 = -3501021.917581 nChanged 453 SP:Iteration 20F (1073.100000 sec): 3 clusters Score: Raw -3504665.838056 + Penalty 3370.102421 = -3501295.735635 nChanged 366 SP:Iteration 21Q (1073.380000 sec): 3 clusters Score: Raw -3504897.662172 + Penalty 3370.102421 = -3501527.559751 nChanged 303 SP:Iteration 22Q (1073.680000 sec): 3 clusters Score: Raw -3505107.014669 + Penalty 3370.102421 = -3501736.912248 nChanged 239 SP:Iteration 23Q (1074.000000 sec): 3 clusters Score: Raw -3505276.844787 + Penalty 3370.102421 = -3501906.742366 nChanged 155 SP:Iteration 24Q (1074.270000 sec): 3 clusters Score: Raw -3505385.535833 + Penalty 3370.102421 = -3502015.433412 nChanged 109 SP:Iteration 25Q (1074.580000 sec): 3 clusters Score: Raw -3505464.544983 + Penalty 3370.102421 = -3502094.442562 nChanged 90 SP:Iteration 26Q (1074.880000 sec): 3 clusters Score: Raw -3505530.529780 + Penalty 3370.102421 = -3502160.427359 nChanged 62 SP:Iteration 27Q (1075.170000 sec): 3 clusters Score: Raw -3505576.176663 + Penalty 3370.102421 = -3502206.074242 nChanged 53 SP:Iteration 28Q (1075.510000 sec): 3 clusters Score: Raw -3505619.657832 + Penalty 3370.102421 = -3502249.555412 nChanged 32 SP:Iteration 29Q (1075.780000 sec): 3 clusters Score: Raw -3505646.499997 + Penalty 3370.102421 = -3502276.397576 nChanged 18 SP:Iteration 30Q (1076.090000 sec): 3 clusters Score: Raw -3505661.661176 + Penalty 3370.102421 = -3502291.558756 nChanged 17 SP:Iteration 31Q (1076.400000 sec): 3 clusters Score: Raw -3505673.499668 + Penalty 3370.102421 = -3502303.397247 nChanged 9 SP:Iteration 32Q (1076.740000 sec): 3 clusters Score: Raw -3505680.185105 + Penalty 3370.102421 = -3502310.082684 nChanged 11 SP:Iteration 33Q (1077.080000 sec): 3 clusters Score: Raw -3505689.706041 + Penalty 3370.102421 = -3502319.603620 nChanged 7 SP:Iteration 34Q (1077.370000 sec): 3 clusters Score: Raw -3505698.802905 + Penalty 3370.102421 = -3502328.700485 nChanged 8 SP:Iteration 35Q (1077.650000 sec): 3 clusters Score: Raw -3505711.977539 + Penalty 3370.102421 = -3502341.875119 nChanged 9 SP:Iteration 36Q (1077.930000 sec): 3 clusters Score: Raw -3505721.314411 + Penalty 3370.102421 = -3502351.211990 nChanged 5 SP:Iteration 37Q (1078.250000 sec): 3 clusters Score: Raw -3505724.319899 + Penalty 3370.102421 = -3502354.217478 nChanged 3 SP:Iteration 38Q (1078.580000 sec): 3 clusters Score: Raw -3505726.943261 + Penalty 3370.102421 = -3502356.840840 nChanged 1 SP:Iteration 39Q (1078.820000 sec): 3 clusters Score: Raw -3505727.997556 + Penalty 3370.102421 = -3502357.895135 nChanged 1 SP:Iteration 40F (1079.180000 sec): 3 clusters Score: Raw -3505729.035138 + Penalty 3370.102421 = -3502358.932717 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1079.310000 sec): 2 clusters Score: Raw -48714.793302 + Penalty 995.616242 = -47719.177059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1079.440000 sec): 3 clusters Score: Raw -48680.218724 + Penalty 1991.232485 = -46688.986239 nChanged 96 SP:Iteration 1F (1079.610000 sec): 3 clusters Score: Raw -48838.221593 + Penalty 1991.232485 = -46846.989108 nChanged 25 SP:Iteration 2F (1079.790000 sec): 3 clusters Score: Raw -48905.926115 + Penalty 1991.232485 = -46914.693630 nChanged 19 SP:Iteration 3Q (1079.970000 sec): 3 clusters Score: Raw -48941.154352 + Penalty 1991.232485 = -46949.921868 nChanged 13 SP:Iteration 4Q (1080.130000 sec): 3 clusters Score: Raw -48965.933971 + Penalty 1991.232485 = -46974.701486 nChanged 5 SP:Iteration 5Q (1080.300000 sec): 3 clusters Score: Raw -48975.625543 + Penalty 1991.232485 = -46984.393058 nChanged 5 SP:Iteration 6Q (1080.470000 sec): 3 clusters Score: Raw -48987.461018 + Penalty 1991.232485 = -46996.228533 nChanged 1 SP:Iteration 7Q (1080.640000 sec): 3 clusters Score: Raw -48990.360809 + Penalty 1991.232485 = -46999.128324 nChanged 6 SP:Iteration 8Q (1080.830000 sec): 3 clusters Score: Raw -49008.793289 + Penalty 1991.232485 = -47017.560804 nChanged 6 SP:Iteration 9Q (1080.980000 sec): 3 clusters Score: Raw -49028.984425 + Penalty 1991.232485 = -47037.751940 nChanged 5 SP:Iteration 10Q (1081.150000 sec): 3 clusters Score: Raw -49050.216140 + Penalty 1991.232485 = -47058.983656 nChanged 11 SP:Iteration 11Q (1081.290000 sec): 3 clusters Score: Raw -49111.192809 + Penalty 1991.232485 = -47119.960324 nChanged 13 SP:Iteration 12Q (1081.450000 sec): 3 clusters Score: Raw -49218.528974 + Penalty 1991.232485 = -47227.296489 nChanged 16 SP:Iteration 13Q (1081.630000 sec): 3 clusters Score: Raw -49271.116041 + Penalty 1991.232485 = -47279.883557 nChanged 8 SP:Iteration 14Q (1081.810000 sec): 3 clusters Score: Raw -49288.839337 + Penalty 1991.232485 = -47297.606853 nChanged 5 SP:Iteration 15Q (1081.970000 sec): 3 clusters Score: Raw -49297.277739 + Penalty 1991.232485 = -47306.045254 nChanged 6 SP:Iteration 16Q (1082.130000 sec): 3 clusters Score: Raw -49310.894691 + Penalty 1991.232485 = -47319.662206 nChanged 5 SP:Iteration 17Q (1082.280000 sec): 3 clusters Score: Raw -49323.182636 + Penalty 1991.232485 = -47331.950151 nChanged 3 SP:Iteration 18Q (1082.430000 sec): 3 clusters Score: Raw -49330.264457 + Penalty 1991.232485 = -47339.031972 nChanged 2 SP:Iteration 19Q (1082.580000 sec): 3 clusters Score: Raw -49335.553964 + Penalty 1991.232485 = -47344.321479 nChanged 1 SP:Iteration 20F (1082.720000 sec): 3 clusters Score: Raw -49338.728877 + Penalty 1991.232485 = -47347.496392 nChanged 2 SP:Iteration 21Q (1082.900000 sec): 3 clusters Score: Raw -49341.622657 + Penalty 1991.232485 = -47350.390172 nChanged 0 SP:Iteration 22F (1083.060000 sec): 3 clusters Score: Raw -49341.622657 + Penalty 1991.232485 = -47350.390172 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (9911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.160000 sec): 2 clusters Score: Raw -1141090.646120 + Penalty 1495.227586 = -1139595.418534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.390000 sec): 3 clusters Score: Raw -1135481.236408 + Penalty 2990.455172 = -1132490.781236 nChanged 4313 SP:Iteration 1F (1083.620000 sec): 3 clusters Score: Raw -1137885.388557 + Penalty 2990.455172 = -1134894.933384 nChanged 629 SP:Iteration 2F (1083.870000 sec): 3 clusters Score: Raw -1138170.178069 + Penalty 2990.455172 = -1135179.722897 nChanged 480 SP:Iteration 3Q (1084.100000 sec): 3 clusters Score: Raw -1138388.776095 + Penalty 2990.455172 = -1135398.320923 nChanged 436 SP:Iteration 4Q (1084.350000 sec): 3 clusters Score: Raw -1138603.058237 + Penalty 2990.455172 = -1135612.603065 nChanged 407 SP:Iteration 5Q (1084.560000 sec): 3 clusters Score: Raw -1138817.300845 + Penalty 2990.455172 = -1135826.845672 nChanged 435 SP:Iteration 6Q (1084.840000 sec): 3 clusters Score: Raw -1139086.011020 + Penalty 2990.455172 = -1136095.555848 nChanged 453 SP:Iteration 7Q (1085.000000 sec): 3 clusters Score: Raw -1139394.386574 + Penalty 2990.455172 = -1136403.931401 nChanged 474 SP:Iteration 8Q (1085.240000 sec): 3 clusters Score: Raw -1139756.308563 + Penalty 2990.455172 = -1136765.853391 nChanged 436 SP:Iteration 9Q (1085.510000 sec): 3 clusters Score: Raw -1140103.502292 + Penalty 2990.455172 = -1137113.047120 nChanged 384 SP:Iteration 10Q (1085.720000 sec): 3 clusters Score: Raw -1140420.428587 + Penalty 2990.455172 = -1137429.973414 nChanged 303 SP:Iteration 11Q (1085.920000 sec): 3 clusters Score: Raw -1140662.587766 + Penalty 2990.455172 = -1137672.132593 nChanged 225 SP:Iteration 12Q (1086.140000 sec): 3 clusters Score: Raw -1140845.238053 + Penalty 2990.455172 = -1137854.782880 nChanged 150 SP:Iteration 13Q (1086.390000 sec): 3 clusters Score: Raw -1140965.368674 + Penalty 2990.455172 = -1137974.913502 nChanged 107 SP:Iteration 14Q (1086.560000 sec): 3 clusters Score: Raw -1141051.852109 + Penalty 2990.455172 = -1138061.396937 nChanged 77 SP:Iteration 15Q (1086.800000 sec): 3 clusters Score: Raw -1141115.661354 + Penalty 2990.455172 = -1138125.206182 nChanged 64 SP:Iteration 16Q (1087.020000 sec): 3 clusters Score: Raw -1141171.621105 + Penalty 2990.455172 = -1138181.165933 nChanged 52 SP:Iteration 17Q (1087.260000 sec): 3 clusters Score: Raw -1141215.972196 + Penalty 2990.455172 = -1138225.517023 nChanged 40 SP:Iteration 18Q (1087.480000 sec): 3 clusters Score: Raw -1141249.350866 + Penalty 2990.455172 = -1138258.895694 nChanged 21 SP:Iteration 19Q (1087.710000 sec): 3 clusters Score: Raw -1141261.844164 + Penalty 2990.455172 = -1138271.388991 nChanged 9 SP:Iteration 20F (1087.920000 sec): 3 clusters Score: Raw -1141268.469170 + Penalty 2990.455172 = -1138278.013997 nChanged 8 SP:Iteration 21Q (1088.130000 sec): 3 clusters Score: Raw -1141273.254490 + Penalty 2990.455172 = -1138282.799317 nChanged 5 SP:Iteration 22Q (1088.320000 sec): 3 clusters Score: Raw -1141277.841363 + Penalty 2990.455172 = -1138287.386191 nChanged 6 SP:Iteration 23Q (1088.560000 sec): 3 clusters Score: Raw -1141281.946719 + Penalty 2990.455172 = -1138291.491546 nChanged 6 SP:Iteration 24Q (1088.760000 sec): 3 clusters Score: Raw -1141285.929392 + Penalty 2990.455172 = -1138295.474219 nChanged 4 SP:Iteration 25Q (1088.970000 sec): 3 clusters Score: Raw -1141288.557750 + Penalty 2990.455172 = -1138298.102577 nChanged 2 SP:Iteration 26Q (1089.200000 sec): 3 clusters Score: Raw -1141289.687267 + Penalty 2990.455172 = -1138299.232094 nChanged 4 SP:Iteration 27Q (1089.420000 sec): 3 clusters Score: Raw -1141291.851231 + Penalty 2990.455172 = -1138301.396059 nChanged 7 SP:Iteration 28Q (1089.640000 sec): 3 clusters Score: Raw -1141296.543872 + Penalty 2990.455172 = -1138306.088700 nChanged 7 SP:Iteration 29Q (1089.850000 sec): 3 clusters Score: Raw -1141300.933703 + Penalty 2990.455172 = -1138310.478530 nChanged 6 SP:Iteration 30Q (1090.070000 sec): 3 clusters Score: Raw -1141304.732934 + Penalty 2990.455172 = -1138314.277762 nChanged 5 SP:Iteration 31Q (1090.260000 sec): 3 clusters Score: Raw -1141307.827727 + Penalty 2990.455172 = -1138317.372555 nChanged 3 SP:Iteration 32Q (1090.480000 sec): 3 clusters Score: Raw -1141309.055935 + Penalty 2990.455172 = -1138318.600763 nChanged 4 SP:Iteration 33Q (1090.680000 sec): 3 clusters Score: Raw -1141311.107700 + Penalty 2990.455172 = -1138320.652528 nChanged 1 SP:Iteration 34Q (1090.900000 sec): 3 clusters Score: Raw -1141311.691136 + Penalty 2990.455172 = -1138321.235964 nChanged 0 SP:Iteration 35F (1091.110000 sec): 3 clusters Score: Raw -1141311.691136 + Penalty 2990.455172 = -1138321.235964 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (2619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1091.230000 sec): 2 clusters Score: Raw -284486.944707 + Penalty 1278.964025 = -283207.980682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.430000 sec): 3 clusters Score: Raw -283287.990726 + Penalty 2557.928049 = -280730.062676 nChanged 968 SP:Iteration 1F (1091.620000 sec): 3 clusters Score: Raw -283876.018989 + Penalty 2557.928049 = -281318.090940 nChanged 208 SP:Iteration 2F (1091.780000 sec): 3 clusters Score: Raw -284011.491440 + Penalty 2557.928049 = -281453.563390 nChanged 120 SP:Iteration 3Q (1091.910000 sec): 3 clusters Score: Raw -284090.109912 + Penalty 2557.928049 = -281532.181862 nChanged 99 SP:Iteration 4Q (1092.080000 sec): 3 clusters Score: Raw -284148.947690 + Penalty 2557.928049 = -281591.019641 nChanged 87 SP:Iteration 5Q (1092.260000 sec): 3 clusters Score: Raw -284198.059173 + Penalty 2557.928049 = -281640.131123 nChanged 66 SP:Iteration 6Q (1092.460000 sec): 3 clusters Score: Raw -284232.116880 + Penalty 2557.928049 = -281674.188830 nChanged 46 SP:Iteration 7Q (1092.640000 sec): 3 clusters Score: Raw -284258.107681 + Penalty 2557.928049 = -281700.179632 nChanged 51 SP:Iteration 8Q (1092.820000 sec): 3 clusters Score: Raw -284290.498965 + Penalty 2557.928049 = -281732.570915 nChanged 56 SP:Iteration 9Q (1093.030000 sec): 3 clusters Score: Raw -284320.449327 + Penalty 2557.928049 = -281762.521278 nChanged 42 SP:Iteration 10Q (1093.180000 sec): 3 clusters Score: Raw -284341.466076 + Penalty 2557.928049 = -281783.538027 nChanged 41 SP:Iteration 11Q (1093.360000 sec): 3 clusters Score: Raw -284357.684787 + Penalty 2557.928049 = -281799.756737 nChanged 23 SP:Iteration 12Q (1093.540000 sec): 3 clusters Score: Raw -284364.172001 + Penalty 2557.928049 = -281806.243952 nChanged 13 SP:Iteration 13Q (1093.720000 sec): 3 clusters Score: Raw -284369.943243 + Penalty 2557.928049 = -281812.015194 nChanged 14 SP:Iteration 14Q (1093.880000 sec): 3 clusters Score: Raw -284374.236798 + Penalty 2557.928049 = -281816.308748 nChanged 7 SP:Iteration 15Q (1094.100000 sec): 3 clusters Score: Raw -284377.314763 + Penalty 2557.928049 = -281819.386714 nChanged 12 SP:Iteration 16Q (1094.350000 sec): 3 clusters Score: Raw -284380.904549 + Penalty 2557.928049 = -281822.976499 nChanged 11 SP:Iteration 17Q (1094.520000 sec): 3 clusters Score: Raw -284385.028377 + Penalty 2557.928049 = -281827.100327 nChanged 10 SP:Iteration 18Q (1094.710000 sec): 3 clusters Score: Raw -284388.335203 + Penalty 2557.928049 = -281830.407153 nChanged 6 SP:Iteration 19Q (1094.910000 sec): 3 clusters Score: Raw -284389.942455 + Penalty 2557.928049 = -281832.014405 nChanged 7 SP:Iteration 20F (1095.070000 sec): 3 clusters Score: Raw -284393.631765 + Penalty 2557.928049 = -281835.703716 nChanged 6 SP:Iteration 21Q (1095.240000 sec): 3 clusters Score: Raw -284395.708909 + Penalty 2557.928049 = -281837.780859 nChanged 4 SP:Iteration 22Q (1095.420000 sec): 3 clusters Score: Raw -284396.513927 + Penalty 2557.928049 = -281838.585878 nChanged 4 SP:Iteration 23Q (1095.570000 sec): 3 clusters Score: Raw -284398.351120 + Penalty 2557.928049 = -281840.423071 nChanged 5 SP:Iteration 24Q (1095.750000 sec): 3 clusters Score: Raw -284400.130841 + Penalty 2557.928049 = -281842.202791 nChanged 5 SP:Iteration 25Q (1095.910000 sec): 3 clusters Score: Raw -284402.326270 + Penalty 2557.928049 = -281844.398221 nChanged 5 SP:Iteration 26Q (1096.120000 sec): 3 clusters Score: Raw -284405.909022 + Penalty 2557.928049 = -281847.980972 nChanged 6 SP:Iteration 27Q (1096.300000 sec): 3 clusters Score: Raw -284408.481617 + Penalty 2557.928049 = -281850.553568 nChanged 8 SP:Iteration 28Q (1096.430000 sec): 3 clusters Score: Raw -284412.541027 + Penalty 2557.928049 = -281854.612978 nChanged 15 SP:Iteration 29Q (1096.610000 sec): 3 clusters Score: Raw -284420.220066 + Penalty 2557.928049 = -281862.292016 nChanged 12 SP:Iteration 30Q (1096.850000 sec): 3 clusters Score: Raw -284425.500912 + Penalty 2557.928049 = -281867.572863 nChanged 9 SP:Iteration 31Q (1097.030000 sec): 3 clusters Score: Raw -284429.095040 + Penalty 2557.928049 = -281871.166991 nChanged 12 SP:Iteration 32Q (1097.190000 sec): 3 clusters Score: Raw -284433.820013 + Penalty 2557.928049 = -281875.891963 nChanged 10 SP:Iteration 33Q (1097.390000 sec): 3 clusters Score: Raw -284439.237847 + Penalty 2557.928049 = -281881.309797 nChanged 14 SP:Iteration 34Q (1097.600000 sec): 3 clusters Score: Raw -284446.502402 + Penalty 2557.928049 = -281888.574352 nChanged 23 SP:Iteration 35Q (1097.770000 sec): 3 clusters Score: Raw -284464.675535 + Penalty 2557.928049 = -281906.747485 nChanged 32 SP:Iteration 36Q (1097.890000 sec): 3 clusters Score: Raw -284486.336126 + Penalty 2557.928049 = -281928.408076 nChanged 30 SP:Iteration 37Q (1098.130000 sec): 3 clusters Score: Raw -284506.626393 + Penalty 2557.928049 = -281948.698344 nChanged 33 SP:Iteration 38Q (1098.320000 sec): 3 clusters Score: Raw -284534.188880 + Penalty 2557.928049 = -281976.260830 nChanged 33 SP:Iteration 39Q (1098.560000 sec): 3 clusters Score: Raw -284557.752891 + Penalty 2557.928049 = -281999.824841 nChanged 46 SP:Iteration 40F (1098.770000 sec): 3 clusters Score: Raw -284593.861604 + Penalty 2557.928049 = -282035.933554 nChanged 51 SP:Iteration 41Q (1098.930000 sec): 3 clusters Score: Raw -284637.708103 + Penalty 2557.928049 = -282079.780053 nChanged 50 SP:Iteration 42Q (1099.120000 sec): 3 clusters Score: Raw -284685.391966 + Penalty 2557.928049 = -282127.463916 nChanged 59 SP:Iteration 43Q (1099.330000 sec): 3 clusters Score: Raw -284734.492434 + Penalty 2557.928049 = -282176.564384 nChanged 49 SP:Iteration 44Q (1099.510000 sec): 3 clusters Score: Raw -284778.863206 + Penalty 2557.928049 = -282220.935157 nChanged 51 SP:Iteration 45Q (1099.750000 sec): 3 clusters Score: Raw -284816.425024 + Penalty 2557.928049 = -282258.496974 nChanged 47 SP:Iteration 46Q (1099.940000 sec): 3 clusters Score: Raw -284849.775447 + Penalty 2557.928049 = -282291.847398 nChanged 32 SP:Iteration 47Q (1100.180000 sec): 3 clusters Score: Raw -284872.464338 + Penalty 2557.928049 = -282314.536288 nChanged 23 SP:Iteration 48Q (1100.390000 sec): 3 clusters Score: Raw -284880.707933 + Penalty 2557.928049 = -282322.779883 nChanged 15 SP:Iteration 49Q (1100.590000 sec): 3 clusters Score: Raw -284885.587292 + Penalty 2557.928049 = -282327.659243 nChanged 10 SP:Iteration 50Q (1100.750000 sec): 3 clusters Score: Raw -284889.391554 + Penalty 2557.928049 = -282331.463504 nChanged 10 SP:Iteration 51Q (1100.960000 sec): 3 clusters Score: Raw -284892.330813 + Penalty 2557.928049 = -282334.402764 nChanged 10 SP:Iteration 52Q (1101.130000 sec): 3 clusters Score: Raw -284897.019545 + Penalty 2557.928049 = -282339.091495 nChanged 7 SP:Iteration 53Q (1101.310000 sec): 3 clusters Score: Raw -284899.981022 + Penalty 2557.928049 = -282342.052972 nChanged 9 SP:Iteration 54Q (1101.450000 sec): 3 clusters Score: Raw -284903.309812 + Penalty 2557.928049 = -282345.381762 nChanged 8 SP:Iteration 55Q (1101.610000 sec): 3 clusters Score: Raw -284907.764684 + Penalty 2557.928049 = -282349.836635 nChanged 11 SP:Iteration 56Q (1101.790000 sec): 3 clusters Score: Raw -284911.205132 + Penalty 2557.928049 = -282353.277082 nChanged 6 SP:Iteration 57Q (1101.960000 sec): 3 clusters Score: Raw -284913.881506 + Penalty 2557.928049 = -282355.953457 nChanged 6 SP:Iteration 58Q (1102.170000 sec): 3 clusters Score: Raw -284916.323513 + Penalty 2557.928049 = -282358.395463 nChanged 7 SP:Iteration 59Q (1102.340000 sec): 3 clusters Score: Raw -284918.289197 + Penalty 2557.928049 = -282360.361148 nChanged 8 SP:Iteration 60F (1102.530000 sec): 3 clusters Score: Raw -284921.107916 + Penalty 2557.928049 = -282363.179866 nChanged 8 SP:Iteration 61Q (1102.670000 sec): 3 clusters Score: Raw -284922.673001 + Penalty 2557.928049 = -282364.744951 nChanged 5 SP:Iteration 62Q (1102.850000 sec): 3 clusters Score: Raw -284923.766993 + Penalty 2557.928049 = -282365.838944 nChanged 6 SP:Iteration 63Q (1103.080000 sec): 3 clusters Score: Raw -284926.114175 + Penalty 2557.928049 = -282368.186125 nChanged 7 SP:Iteration 64Q (1103.250000 sec): 3 clusters Score: Raw -284928.611755 + Penalty 2557.928049 = -282370.683706 nChanged 10 SP:Iteration 65Q (1103.500000 sec): 3 clusters Score: Raw -284931.954244 + Penalty 2557.928049 = -282374.026194 nChanged 12 SP:Iteration 66Q (1103.660000 sec): 3 clusters Score: Raw -284935.763696 + Penalty 2557.928049 = -282377.835646 nChanged 10 SP:Iteration 67Q (1103.840000 sec): 3 clusters Score: Raw -284941.777527 + Penalty 2557.928049 = -282383.849478 nChanged 15 SP:Iteration 68Q (1104.060000 sec): 3 clusters Score: Raw -284949.029427 + Penalty 2557.928049 = -282391.101377 nChanged 12 SP:Iteration 69Q (1104.310000 sec): 3 clusters Score: Raw -284953.608920 + Penalty 2557.928049 = -282395.680871 nChanged 9 SP:Iteration 70Q (1104.450000 sec): 3 clusters Score: Raw -284956.626575 + Penalty 2557.928049 = -282398.698526 nChanged 9 SP:Iteration 71Q (1104.640000 sec): 3 clusters Score: Raw -284958.763784 + Penalty 2557.928049 = -282400.835734 nChanged 7 SP:Iteration 72Q (1104.880000 sec): 3 clusters Score: Raw -284962.027145 + Penalty 2557.928049 = -282404.099096 nChanged 11 SP:Iteration 73Q (1105.070000 sec): 3 clusters Score: Raw -284966.484848 + Penalty 2557.928049 = -282408.556798 nChanged 6 SP:Iteration 74Q (1105.200000 sec): 3 clusters Score: Raw -284967.781548 + Penalty 2557.928049 = -282409.853498 nChanged 6 SP:Iteration 75Q (1105.390000 sec): 3 clusters Score: Raw -284969.916942 + Penalty 2557.928049 = -282411.988892 nChanged 5 SP:Iteration 76Q (1105.590000 sec): 3 clusters Score: Raw -284971.471855 + Penalty 2557.928049 = -282413.543805 nChanged 7 SP:Iteration 77Q (1105.810000 sec): 3 clusters Score: Raw -284972.810766 + Penalty 2557.928049 = -282414.882717 nChanged 3 SP:Iteration 78Q (1106.050000 sec): 3 clusters Score: Raw -284973.964339 + Penalty 2557.928049 = -282416.036289 nChanged 1 SP:Iteration 79Q (1106.250000 sec): 3 clusters Score: Raw -284974.144629 + Penalty 2557.928049 = -282416.216579 nChanged 0 SP:Iteration 80F (1106.470000 sec): 3 clusters Score: Raw -284974.144629 + Penalty 2557.928049 = -282416.216579 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.550000 sec): 2 clusters Score: Raw -223836.426378 + Penalty 1230.448123 = -222605.978255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.780000 sec): 3 clusters Score: Raw -223004.123902 + Penalty 2460.896246 = -220543.227656 nChanged 696 SP:Iteration 1F (1106.930000 sec): 3 clusters Score: Raw -223449.248676 + Penalty 2460.896246 = -220988.352429 nChanged 141 SP:Iteration 2F (1107.130000 sec): 3 clusters Score: Raw -223555.860910 + Penalty 2460.896246 = -221094.964664 nChanged 87 SP:Iteration 3Q (1107.330000 sec): 3 clusters Score: Raw -223608.914117 + Penalty 2460.896246 = -221148.017871 nChanged 50 SP:Iteration 4Q (1107.510000 sec): 3 clusters Score: Raw -223636.461619 + Penalty 2460.896246 = -221175.565373 nChanged 33 SP:Iteration 5Q (1107.690000 sec): 3 clusters Score: Raw -223650.180456 + Penalty 2460.896246 = -221189.284210 nChanged 20 SP:Iteration 6Q (1107.870000 sec): 3 clusters Score: Raw -223658.457540 + Penalty 2460.896246 = -221197.561294 nChanged 18 SP:Iteration 7Q (1108.070000 sec): 3 clusters Score: Raw -223667.124296 + Penalty 2460.896246 = -221206.228050 nChanged 16 SP:Iteration 8Q (1108.260000 sec): 3 clusters Score: Raw -223677.396270 + Penalty 2460.896246 = -221216.500024 nChanged 19 SP:Iteration 9Q (1108.400000 sec): 3 clusters Score: Raw -223686.986417 + Penalty 2460.896246 = -221226.090171 nChanged 15 SP:Iteration 10Q (1108.590000 sec): 3 clusters Score: Raw -223693.122251 + Penalty 2460.896246 = -221232.226005 nChanged 14 SP:Iteration 11Q (1108.800000 sec): 3 clusters Score: Raw -223698.755414 + Penalty 2460.896246 = -221237.859168 nChanged 12 SP:Iteration 12Q (1109.030000 sec): 3 clusters Score: Raw -223704.229517 + Penalty 2460.896246 = -221243.333271 nChanged 9 SP:Iteration 13Q (1109.170000 sec): 3 clusters Score: Raw -223709.498311 + Penalty 2460.896246 = -221248.602065 nChanged 9 SP:Iteration 14Q (1109.420000 sec): 3 clusters Score: Raw -223713.766432 + Penalty 2460.896246 = -221252.870186 nChanged 8 SP:Iteration 15Q (1109.600000 sec): 3 clusters Score: Raw -223718.062117 + Penalty 2460.896246 = -221257.165871 nChanged 6 SP:Iteration 16Q (1109.750000 sec): 3 clusters Score: Raw -223722.007032 + Penalty 2460.896246 = -221261.110786 nChanged 10 SP:Iteration 17Q (1109.910000 sec): 3 clusters Score: Raw -223726.948946 + Penalty 2460.896246 = -221266.052700 nChanged 5 SP:Iteration 18Q (1110.110000 sec): 3 clusters Score: Raw -223729.032889 + Penalty 2460.896246 = -221268.136643 nChanged 7 SP:Iteration 19Q (1110.300000 sec): 3 clusters Score: Raw -223732.540831 + Penalty 2460.896246 = -221271.644585 nChanged 5 SP:Iteration 20F (1110.480000 sec): 3 clusters Score: Raw -223734.883663 + Penalty 2460.896246 = -221273.987417 nChanged 2 SP:Iteration 21Q (1110.690000 sec): 3 clusters Score: Raw -223735.618044 + Penalty 2460.896246 = -221274.721798 nChanged 3 SP:Iteration 22Q (1110.860000 sec): 3 clusters Score: Raw -223736.647395 + Penalty 2460.896246 = -221275.751149 nChanged 2 SP:Iteration 23Q (1111.060000 sec): 3 clusters Score: Raw -223737.934034 + Penalty 2460.896246 = -221277.037788 nChanged 4 SP:Iteration 24Q (1111.270000 sec): 3 clusters Score: Raw -223738.932421 + Penalty 2460.896246 = -221278.036175 nChanged 3 SP:Iteration 25Q (1111.430000 sec): 3 clusters Score: Raw -223739.797626 + Penalty 2460.896246 = -221278.901380 nChanged 1 SP:Iteration 26Q (1111.600000 sec): 3 clusters Score: Raw -223740.012677 + Penalty 2460.896246 = -221279.116431 nChanged 1 SP:Iteration 27Q (1111.770000 sec): 3 clusters Score: Raw -223740.302999 + Penalty 2460.896246 = -221279.406753 nChanged 0 SP:Iteration 28F (1112.050000 sec): 3 clusters Score: Raw -223740.302999 + Penalty 2460.896246 = -221279.406753 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (2309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.170000 sec): 2 clusters Score: Raw -263694.364047 + Penalty 1258.492594 = -262435.871453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.420000 sec): 3 clusters Score: Raw -262688.312636 + Penalty 2516.985188 = -260171.327448 nChanged 831 SP:Iteration 1F (1112.610000 sec): 3 clusters Score: Raw -263244.742238 + Penalty 2516.985188 = -260727.757050 nChanged 203 SP:Iteration 2F (1112.790000 sec): 3 clusters Score: Raw -263409.932982 + Penalty 2516.985188 = -260892.947794 nChanged 129 SP:Iteration 3F (1113.000000 sec): 3 clusters Score: Raw -263507.326976 + Penalty 2516.985188 = -260990.341788 nChanged 92 SP:Iteration 4Q (1113.190000 sec): 3 clusters Score: Raw -263576.903564 + Penalty 2516.985188 = -261059.918376 nChanged 71 SP:Iteration 5Q (1113.380000 sec): 3 clusters Score: Raw -263628.207698 + Penalty 2516.985188 = -261111.222510 nChanged 62 SP:Iteration 6Q (1113.530000 sec): 3 clusters Score: Raw -263667.816482 + Penalty 2516.985188 = -261150.831294 nChanged 52 SP:Iteration 7Q (1113.710000 sec): 3 clusters Score: Raw -263707.525495 + Penalty 2516.985188 = -261190.540307 nChanged 36 SP:Iteration 8Q (1113.920000 sec): 3 clusters Score: Raw -263731.498387 + Penalty 2516.985188 = -261214.513199 nChanged 35 SP:Iteration 9Q (1114.150000 sec): 3 clusters Score: Raw -263754.672247 + Penalty 2516.985188 = -261237.687059 nChanged 28 SP:Iteration 10Q (1114.350000 sec): 3 clusters Score: Raw -263768.604268 + Penalty 2516.985188 = -261251.619080 nChanged 19 SP:Iteration 11Q (1114.560000 sec): 3 clusters Score: Raw -263777.442777 + Penalty 2516.985188 = -261260.457589 nChanged 11 SP:Iteration 12Q (1114.730000 sec): 3 clusters Score: Raw -263782.870763 + Penalty 2516.985188 = -261265.885575 nChanged 11 SP:Iteration 13Q (1114.960000 sec): 3 clusters Score: Raw -263789.922183 + Penalty 2516.985188 = -261272.936995 nChanged 13 SP:Iteration 14Q (1115.130000 sec): 3 clusters Score: Raw -263798.535331 + Penalty 2516.985188 = -261281.550143 nChanged 17 SP:Iteration 15Q (1115.310000 sec): 3 clusters Score: Raw -263806.700658 + Penalty 2516.985188 = -261289.715470 nChanged 14 SP:Iteration 16Q (1115.480000 sec): 3 clusters Score: Raw -263813.334614 + Penalty 2516.985188 = -261296.349425 nChanged 10 SP:Iteration 17Q (1115.690000 sec): 3 clusters Score: Raw -263818.682377 + Penalty 2516.985188 = -261301.697189 nChanged 14 SP:Iteration 18Q (1115.890000 sec): 3 clusters Score: Raw -263825.592708 + Penalty 2516.985188 = -261308.607520 nChanged 6 SP:Iteration 19Q (1116.070000 sec): 3 clusters Score: Raw -263828.636964 + Penalty 2516.985188 = -261311.651776 nChanged 7 SP:Iteration 20F (1116.200000 sec): 3 clusters Score: Raw -263833.164231 + Penalty 2516.985188 = -261316.179043 nChanged 5 SP:Iteration 21Q (1116.400000 sec): 3 clusters Score: Raw -263836.872929 + Penalty 2516.985188 = -261319.887741 nChanged 3 SP:Iteration 22Q (1116.600000 sec): 3 clusters Score: Raw -263839.024451 + Penalty 2516.985188 = -261322.039263 nChanged 4 SP:Iteration 23Q (1116.790000 sec): 3 clusters Score: Raw -263840.645620 + Penalty 2516.985188 = -261323.660432 nChanged 4 SP:Iteration 24Q (1117.010000 sec): 3 clusters Score: Raw -263841.955101 + Penalty 2516.985188 = -261324.969913 nChanged 2 SP:Iteration 25Q (1117.210000 sec): 3 clusters Score: Raw -263842.546205 + Penalty 2516.985188 = -261325.561017 nChanged 0 SP:Iteration 26F (1117.360000 sec): 3 clusters Score: Raw -263842.546205 + Penalty 2516.985188 = -261325.561017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (20005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.580000 sec): 2 clusters Score: Raw -2279528.848103 + Penalty 1609.357347 = -2277919.490756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.880000 sec): 3 clusters Score: Raw -2267522.120445 + Penalty 3218.714694 = -2264303.405750 nChanged 9037 SP:Iteration 1F (1118.170000 sec): 3 clusters Score: Raw -2272611.185122 + Penalty 3218.714694 = -2269392.470427 nChanged 1030 SP:Iteration 2F (1118.490000 sec): 3 clusters Score: Raw -2273029.699723 + Penalty 3218.714694 = -2269810.985029 nChanged 967 SP:Iteration 3Q (1118.870000 sec): 3 clusters Score: Raw -2273462.118252 + Penalty 3218.714694 = -2270243.403558 nChanged 1033 SP:Iteration 4F (1119.170000 sec): 3 clusters Score: Raw -2273996.074386 + Penalty 3218.714694 = -2270777.359692 nChanged 1100 SP:Iteration 5F (1119.490000 sec): 3 clusters Score: Raw -2274652.815339 + Penalty 3218.714694 = -2271434.100644 nChanged 1244 SP:Iteration 6F (1119.750000 sec): 3 clusters Score: Raw -2275507.973507 + Penalty 3218.714694 = -2272289.258813 nChanged 1225 SP:Iteration 7F (1119.980000 sec): 3 clusters Score: Raw -2276494.726794 + Penalty 3218.714694 = -2273276.012099 nChanged 1135 SP:Iteration 8F (1120.290000 sec): 3 clusters Score: Raw -2277446.406736 + Penalty 3218.714694 = -2274227.692041 nChanged 869 SP:Iteration 9Q (1120.540000 sec): 3 clusters Score: Raw -2278129.389898 + Penalty 3218.714694 = -2274910.675204 nChanged 641 SP:Iteration 10Q (1120.830000 sec): 3 clusters Score: Raw -2278612.281009 + Penalty 3218.714694 = -2275393.566315 nChanged 475 SP:Iteration 11Q (1121.090000 sec): 3 clusters Score: Raw -2278979.369636 + Penalty 3218.714694 = -2275760.654942 nChanged 380 SP:Iteration 12Q (1121.350000 sec): 3 clusters Score: Raw -2279327.897028 + Penalty 3218.714694 = -2276109.182334 nChanged 302 SP:Iteration 13Q (1121.580000 sec): 3 clusters Score: Raw -2279715.081436 + Penalty 3218.714694 = -2276496.366741 nChanged 237 SP:Iteration 14Q (1121.870000 sec): 3 clusters Score: Raw -2279984.262489 + Penalty 3218.714694 = -2276765.547794 nChanged 167 SP:Iteration 15Q (1122.130000 sec): 3 clusters Score: Raw -2280077.759046 + Penalty 3218.714694 = -2276859.044352 nChanged 136 SP:Iteration 16Q (1122.400000 sec): 3 clusters Score: Raw -2280135.280030 + Penalty 3218.714694 = -2276916.565336 nChanged 99 SP:Iteration 17Q (1122.690000 sec): 3 clusters Score: Raw -2280164.749328 + Penalty 3218.714694 = -2276946.034633 nChanged 64 SP:Iteration 18Q (1122.930000 sec): 3 clusters Score: Raw -2280180.253075 + Penalty 3218.714694 = -2276961.538381 nChanged 46 SP:Iteration 19Q (1123.240000 sec): 3 clusters Score: Raw -2280190.347512 + Penalty 3218.714694 = -2276971.632818 nChanged 38 SP:Iteration 20F (1123.480000 sec): 3 clusters Score: Raw -2280196.776882 + Penalty 3218.714694 = -2276978.062188 nChanged 30 SP:Iteration 21Q (1123.790000 sec): 3 clusters Score: Raw -2280202.018152 + Penalty 3218.714694 = -2276983.303457 nChanged 22 SP:Iteration 22Q (1124.110000 sec): 3 clusters Score: Raw -2280205.324487 + Penalty 3218.714694 = -2276986.609793 nChanged 15 SP:Iteration 23Q (1124.350000 sec): 3 clusters Score: Raw -2280207.675911 + Penalty 3218.714694 = -2276988.961217 nChanged 7 SP:Iteration 24Q (1124.610000 sec): 3 clusters Score: Raw -2280208.268454 + Penalty 3218.714694 = -2276989.553759 nChanged 4 SP:Iteration 25Q (1124.870000 sec): 3 clusters Score: Raw -2280208.523650 + Penalty 3218.714694 = -2276989.808956 nChanged 6 SP:Iteration 26Q (1125.130000 sec): 3 clusters Score: Raw -2280209.074921 + Penalty 3218.714694 = -2276990.360227 nChanged 3 SP:Iteration 27Q (1125.440000 sec): 3 clusters Score: Raw -2280209.499733 + Penalty 3218.714694 = -2276990.785039 nChanged 4 SP:Iteration 28Q (1125.670000 sec): 3 clusters Score: Raw -2280209.982089 + Penalty 3218.714694 = -2276991.267395 nChanged 4 SP:Iteration 29Q (1125.950000 sec): 3 clusters Score: Raw -2280210.279769 + Penalty 3218.714694 = -2276991.565075 nChanged 1 SP:Iteration 30Q (1126.190000 sec): 3 clusters Score: Raw -2280210.311046 + Penalty 3218.714694 = -2276991.596351 nChanged 0 SP:Iteration 31F (1126.470000 sec): 3 clusters Score: Raw -2280210.311046 + Penalty 3218.714694 = -2276991.596351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.540000 sec): 2 clusters Score: Raw -45423.052900 + Penalty 994.905082 = -44428.147819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.730000 sec): 3 clusters Score: Raw -45390.193004 + Penalty 1989.810163 = -43400.382841 nChanged 107 SP:Iteration 1F (1126.940000 sec): 3 clusters Score: Raw -45682.263408 + Penalty 1989.810163 = -43692.453244 nChanged 56 SP:Iteration 2F (1127.130000 sec): 3 clusters Score: Raw -45851.314379 + Penalty 1989.810163 = -43861.504216 nChanged 29 SP:Iteration 3F (1127.310000 sec): 3 clusters Score: Raw -45932.586144 + Penalty 1989.810163 = -43942.775981 nChanged 25 SP:Iteration 4F (1127.470000 sec): 3 clusters Score: Raw -46050.231900 + Penalty 1989.810163 = -44060.421737 nChanged 14 SP:Iteration 5Q (1127.650000 sec): 3 clusters Score: Raw -46148.433517 + Penalty 1989.810163 = -44158.623354 nChanged 8 SP:Iteration 6Q (1127.830000 sec): 3 clusters Score: Raw -46182.308113 + Penalty 1989.810163 = -44192.497950 nChanged 5 SP:Iteration 7Q (1128.030000 sec): 3 clusters Score: Raw -46214.253646 + Penalty 1989.810163 = -44224.443482 nChanged 6 SP:Iteration 8Q (1128.200000 sec): 3 clusters Score: Raw -46240.673415 + Penalty 1989.810163 = -44250.863252 nChanged 3 SP:Iteration 9Q (1128.420000 sec): 3 clusters Score: Raw -46252.149859 + Penalty 1989.810163 = -44262.339696 nChanged 3 SP:Iteration 10Q (1128.590000 sec): 3 clusters Score: Raw -46271.169127 + Penalty 1989.810163 = -44281.358964 nChanged 6 SP:Iteration 11Q (1128.810000 sec): 3 clusters Score: Raw -46299.249459 + Penalty 1989.810163 = -44309.439296 nChanged 3 SP:Iteration 12Q (1128.980000 sec): 3 clusters Score: Raw -46352.293871 + Penalty 1989.810163 = -44362.483708 nChanged 7 SP:Iteration 13Q (1129.150000 sec): 3 clusters Score: Raw -46473.793163 + Penalty 1989.810163 = -44483.983000 nChanged 6 SP:Iteration 14Q (1129.350000 sec): 3 clusters Score: Raw -46577.883207 + Penalty 1989.810163 = -44588.073044 nChanged 5 SP:Iteration 15Q (1129.520000 sec): 3 clusters Score: Raw -46628.435052 + Penalty 1989.810163 = -44638.624889 nChanged 2 SP:Iteration 16Q (1129.730000 sec): 3 clusters Score: Raw -46644.026450 + Penalty 1989.810163 = -44654.216287 nChanged 0 SP:Iteration 17F (1129.930000 sec): 3 clusters Score: Raw -46645.987951 + Penalty 1989.810163 = -44656.177788 nChanged 1 SP:Iteration 18Q (1130.070000 sec): 3 clusters Score: Raw -46648.920735 + Penalty 1989.810163 = -44659.110572 nChanged 0 SP:Iteration 19F (1130.270000 sec): 3 clusters Score: Raw -46648.920735 + Penalty 1989.810163 = -44659.110572 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (10126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.380000 sec): 2 clusters Score: Raw -1161027.717046 + Penalty 1498.715019 = -1159529.002027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.620000 sec): 3 clusters Score: Raw -1155368.818315 + Penalty 2997.430037 = -1152371.388277 nChanged 4258 SP:Iteration 1F (1130.840000 sec): 3 clusters Score: Raw -1157564.318046 + Penalty 2997.430037 = -1154566.888009 nChanged 604 SP:Iteration 2F (1131.130000 sec): 3 clusters Score: Raw -1157781.008829 + Penalty 2997.430037 = -1154783.578792 nChanged 465 SP:Iteration 3Q (1131.360000 sec): 3 clusters Score: Raw -1157940.705897 + Penalty 2997.430037 = -1154943.275860 nChanged 368 SP:Iteration 4Q (1131.560000 sec): 3 clusters Score: Raw -1158056.663841 + Penalty 2997.430037 = -1155059.233804 nChanged 303 SP:Iteration 5Q (1131.810000 sec): 3 clusters Score: Raw -1158162.756987 + Penalty 2997.430037 = -1155165.326950 nChanged 316 SP:Iteration 6Q (1132.040000 sec): 3 clusters Score: Raw -1158269.879265 + Penalty 2997.430037 = -1155272.449228 nChanged 272 SP:Iteration 7Q (1132.370000 sec): 3 clusters Score: Raw -1158354.724180 + Penalty 2997.430037 = -1155357.294143 nChanged 272 SP:Iteration 8Q (1132.610000 sec): 3 clusters Score: Raw -1158442.628310 + Penalty 2997.430037 = -1155445.198273 nChanged 284 SP:Iteration 9Q (1132.920000 sec): 3 clusters Score: Raw -1158531.311269 + Penalty 2997.430037 = -1155533.881232 nChanged 286 SP:Iteration 10Q (1133.130000 sec): 3 clusters Score: Raw -1158630.757475 + Penalty 2997.430037 = -1155633.327438 nChanged 316 SP:Iteration 11Q (1133.370000 sec): 3 clusters Score: Raw -1158763.937565 + Penalty 2997.430037 = -1155766.507528 nChanged 346 SP:Iteration 12Q (1133.580000 sec): 3 clusters Score: Raw -1158923.039885 + Penalty 2997.430037 = -1155925.609848 nChanged 356 SP:Iteration 13Q (1133.830000 sec): 3 clusters Score: Raw -1159105.340795 + Penalty 2997.430037 = -1156107.910758 nChanged 392 SP:Iteration 14Q (1134.050000 sec): 3 clusters Score: Raw -1159321.157034 + Penalty 2997.430037 = -1156323.726997 nChanged 408 SP:Iteration 15Q (1134.280000 sec): 3 clusters Score: Raw -1159553.425997 + Penalty 2997.430037 = -1156555.995960 nChanged 349 SP:Iteration 16Q (1134.490000 sec): 3 clusters Score: Raw -1159751.546064 + Penalty 2997.430037 = -1156754.116027 nChanged 327 SP:Iteration 17Q (1134.760000 sec): 3 clusters Score: Raw -1159942.917374 + Penalty 2997.430037 = -1156945.487336 nChanged 266 SP:Iteration 18Q (1134.980000 sec): 3 clusters Score: Raw -1160077.064178 + Penalty 2997.430037 = -1157079.634141 nChanged 221 SP:Iteration 19Q (1135.170000 sec): 3 clusters Score: Raw -1160187.316851 + Penalty 2997.430037 = -1157189.886813 nChanged 205 SP:Iteration 20F (1135.400000 sec): 3 clusters Score: Raw -1160288.684442 + Penalty 2997.430037 = -1157291.254405 nChanged 156 SP:Iteration 21Q (1135.600000 sec): 3 clusters Score: Raw -1160342.812921 + Penalty 2997.430037 = -1157345.382884 nChanged 115 SP:Iteration 22Q (1135.850000 sec): 3 clusters Score: Raw -1160378.589233 + Penalty 2997.430037 = -1157381.159196 nChanged 98 SP:Iteration 23Q (1136.060000 sec): 3 clusters Score: Raw -1160414.612117 + Penalty 2997.430037 = -1157417.182080 nChanged 82 SP:Iteration 24Q (1136.250000 sec): 3 clusters Score: Raw -1160436.645317 + Penalty 2997.430037 = -1157439.215280 nChanged 67 SP:Iteration 25Q (1136.510000 sec): 3 clusters Score: Raw -1160451.173201 + Penalty 2997.430037 = -1157453.743164 nChanged 45 SP:Iteration 26Q (1136.730000 sec): 3 clusters Score: Raw -1160457.871978 + Penalty 2997.430037 = -1157460.441941 nChanged 31 SP:Iteration 27Q (1136.950000 sec): 3 clusters Score: Raw -1160462.795016 + Penalty 2997.430037 = -1157465.364979 nChanged 25 SP:Iteration 28Q (1137.210000 sec): 3 clusters Score: Raw -1160466.691241 + Penalty 2997.430037 = -1157469.261204 nChanged 22 SP:Iteration 29Q (1137.450000 sec): 3 clusters Score: Raw -1160470.577802 + Penalty 2997.430037 = -1157473.147765 nChanged 20 SP:Iteration 30Q (1137.670000 sec): 3 clusters Score: Raw -1160473.541851 + Penalty 2997.430037 = -1157476.111814 nChanged 14 SP:Iteration 31Q (1137.930000 sec): 3 clusters Score: Raw -1160476.379654 + Penalty 2997.430037 = -1157478.949617 nChanged 19 SP:Iteration 32Q (1138.170000 sec): 3 clusters Score: Raw -1160480.041362 + Penalty 2997.430037 = -1157482.611325 nChanged 25 SP:Iteration 33Q (1138.390000 sec): 3 clusters Score: Raw -1160483.605291 + Penalty 2997.430037 = -1157486.175254 nChanged 18 SP:Iteration 34Q (1138.630000 sec): 3 clusters Score: Raw -1160486.499411 + Penalty 2997.430037 = -1157489.069374 nChanged 10 SP:Iteration 35Q (1138.860000 sec): 3 clusters Score: Raw -1160487.824650 + Penalty 2997.430037 = -1157490.394613 nChanged 13 SP:Iteration 36Q (1139.090000 sec): 3 clusters Score: Raw -1160489.886996 + Penalty 2997.430037 = -1157492.456959 nChanged 10 SP:Iteration 37Q (1139.340000 sec): 3 clusters Score: Raw -1160491.687880 + Penalty 2997.430037 = -1157494.257843 nChanged 11 SP:Iteration 38Q (1139.570000 sec): 3 clusters Score: Raw -1160493.261981 + Penalty 2997.430037 = -1157495.831944 nChanged 10 SP:Iteration 39Q (1139.780000 sec): 3 clusters Score: Raw -1160495.006983 + Penalty 2997.430037 = -1157497.576946 nChanged 9 SP:Iteration 40F (1140.000000 sec): 3 clusters Score: Raw -1160496.106065 + Penalty 2997.430037 = -1157498.676028 nChanged 10 SP:Iteration 41Q (1140.310000 sec): 3 clusters Score: Raw -1160497.729038 + Penalty 2997.430037 = -1157500.299001 nChanged 8 SP:Iteration 42Q (1140.550000 sec): 3 clusters Score: Raw -1160499.067398 + Penalty 2997.430037 = -1157501.637361 nChanged 8 SP:Iteration 43Q (1140.770000 sec): 3 clusters Score: Raw -1160500.904575 + Penalty 2997.430037 = -1157503.474538 nChanged 13 SP:Iteration 44Q (1141.020000 sec): 3 clusters Score: Raw -1160502.768694 + Penalty 2997.430037 = -1157505.338657 nChanged 16 SP:Iteration 45Q (1141.290000 sec): 3 clusters Score: Raw -1160505.408960 + Penalty 2997.430037 = -1157507.978923 nChanged 18 SP:Iteration 46Q (1141.520000 sec): 3 clusters Score: Raw -1160508.332162 + Penalty 2997.430037 = -1157510.902125 nChanged 19 SP:Iteration 47Q (1141.760000 sec): 3 clusters Score: Raw -1160511.038547 + Penalty 2997.430037 = -1157513.608510 nChanged 21 SP:Iteration 48Q (1141.970000 sec): 3 clusters Score: Raw -1160514.182257 + Penalty 2997.430037 = -1157516.752220 nChanged 17 SP:Iteration 49Q (1142.200000 sec): 3 clusters Score: Raw -1160517.242313 + Penalty 2997.430037 = -1157519.812276 nChanged 25 SP:Iteration 50Q (1142.450000 sec): 3 clusters Score: Raw -1160522.017499 + Penalty 2997.430037 = -1157524.587462 nChanged 29 SP:Iteration 51Q (1142.730000 sec): 3 clusters Score: Raw -1160527.455543 + Penalty 2997.430037 = -1157530.025506 nChanged 26 SP:Iteration 52Q (1142.980000 sec): 3 clusters Score: Raw -1160533.323676 + Penalty 2997.430037 = -1157535.893639 nChanged 32 SP:Iteration 53Q (1143.160000 sec): 3 clusters Score: Raw -1160540.076422 + Penalty 2997.430037 = -1157542.646385 nChanged 42 SP:Iteration 54Q (1143.380000 sec): 3 clusters Score: Raw -1160548.246342 + Penalty 2997.430037 = -1157550.816305 nChanged 52 SP:Iteration 55Q (1143.630000 sec): 3 clusters Score: Raw -1160560.464710 + Penalty 2997.430037 = -1157563.034673 nChanged 49 SP:Iteration 56Q (1143.830000 sec): 3 clusters Score: Raw -1160573.258854 + Penalty 2997.430037 = -1157575.828817 nChanged 49 SP:Iteration 57Q (1144.050000 sec): 3 clusters Score: Raw -1160587.875161 + Penalty 2997.430037 = -1157590.445124 nChanged 56 SP:Iteration 58Q (1144.190000 sec): 3 clusters Score: Raw -1160601.534420 + Penalty 2997.430037 = -1157604.104383 nChanged 47 SP:Iteration 59Q (1144.470000 sec): 3 clusters Score: Raw -1160610.800922 + Penalty 2997.430037 = -1157613.370885 nChanged 36 SP:Iteration 60F (1144.680000 sec): 3 clusters Score: Raw -1160617.914966 + Penalty 2997.430037 = -1157620.484929 nChanged 39 SP:Iteration 61Q (1144.890000 sec): 3 clusters Score: Raw -1160626.485662 + Penalty 2997.430037 = -1157629.055625 nChanged 36 SP:Iteration 62Q (1145.080000 sec): 3 clusters Score: Raw -1160635.580402 + Penalty 2997.430037 = -1157638.150365 nChanged 40 SP:Iteration 63Q (1145.340000 sec): 3 clusters Score: Raw -1160646.331492 + Penalty 2997.430037 = -1157648.901455 nChanged 41 SP:Iteration 64Q (1145.560000 sec): 3 clusters Score: Raw -1160659.355282 + Penalty 2997.430037 = -1157661.925245 nChanged 48 SP:Iteration 65Q (1145.780000 sec): 3 clusters Score: Raw -1160676.881799 + Penalty 2997.430037 = -1157679.451762 nChanged 52 SP:Iteration 66Q (1146.070000 sec): 3 clusters Score: Raw -1160693.954622 + Penalty 2997.430037 = -1157696.524585 nChanged 54 SP:Iteration 67Q (1146.270000 sec): 3 clusters Score: Raw -1160714.058468 + Penalty 2997.430037 = -1157716.628430 nChanged 69 SP:Iteration 68Q (1146.540000 sec): 3 clusters Score: Raw -1160742.259678 + Penalty 2997.430037 = -1157744.829641 nChanged 62 SP:Iteration 69Q (1146.760000 sec): 3 clusters Score: Raw -1160770.201939 + Penalty 2997.430037 = -1157772.771902 nChanged 72 SP:Iteration 70Q (1146.980000 sec): 3 clusters Score: Raw -1160803.013467 + Penalty 2997.430037 = -1157805.583429 nChanged 68 SP:Iteration 71Q (1147.220000 sec): 3 clusters Score: Raw -1160829.560510 + Penalty 2997.430037 = -1157832.130473 nChanged 62 SP:Iteration 72Q (1147.430000 sec): 3 clusters Score: Raw -1160850.748756 + Penalty 2997.430037 = -1157853.318719 nChanged 47 SP:Iteration 73Q (1147.640000 sec): 3 clusters Score: Raw -1160868.386166 + Penalty 2997.430037 = -1157870.956129 nChanged 37 SP:Iteration 74Q (1147.850000 sec): 3 clusters Score: Raw -1160878.734508 + Penalty 2997.430037 = -1157881.304470 nChanged 31 SP:Iteration 75Q (1148.110000 sec): 3 clusters Score: Raw -1160888.687469 + Penalty 2997.430037 = -1157891.257432 nChanged 38 SP:Iteration 76Q (1148.350000 sec): 3 clusters Score: Raw -1160901.923380 + Penalty 2997.430037 = -1157904.493343 nChanged 24 SP:Iteration 77Q (1148.600000 sec): 3 clusters Score: Raw -1160909.387126 + Penalty 2997.430037 = -1157911.957089 nChanged 27 SP:Iteration 78Q (1148.810000 sec): 3 clusters Score: Raw -1160919.533997 + Penalty 2997.430037 = -1157922.103960 nChanged 33 SP:Iteration 79Q (1149.070000 sec): 3 clusters Score: Raw -1160931.593207 + Penalty 2997.430037 = -1157934.163170 nChanged 36 SP:Iteration 80F (1149.280000 sec): 3 clusters Score: Raw -1160946.421053 + Penalty 2997.430037 = -1157948.991016 nChanged 35 SP:Iteration 81Q (1149.510000 sec): 3 clusters Score: Raw -1160959.496850 + Penalty 2997.430037 = -1157962.066813 nChanged 34 SP:Iteration 82Q (1149.730000 sec): 3 clusters Score: Raw -1160973.450533 + Penalty 2997.430037 = -1157976.020496 nChanged 33 SP:Iteration 83Q (1150.030000 sec): 3 clusters Score: Raw -1160988.087822 + Penalty 2997.430037 = -1157990.657785 nChanged 36 SP:Iteration 84Q (1150.250000 sec): 3 clusters Score: Raw -1161003.899318 + Penalty 2997.430037 = -1158006.469281 nChanged 38 SP:Iteration 85Q (1150.490000 sec): 3 clusters Score: Raw -1161021.678335 + Penalty 2997.430037 = -1158024.248298 nChanged 40 SP:Iteration 86Q (1150.700000 sec): 3 clusters Score: Raw -1161038.007201 + Penalty 2997.430037 = -1158040.577164 nChanged 34 SP:Iteration 87Q (1150.950000 sec): 3 clusters Score: Raw -1161047.396565 + Penalty 2997.430037 = -1158049.966528 nChanged 22 SP:Iteration 88Q (1151.120000 sec): 3 clusters Score: Raw -1161054.412170 + Penalty 2997.430037 = -1158056.982133 nChanged 18 SP:Iteration 89Q (1151.350000 sec): 3 clusters Score: Raw -1161059.760420 + Penalty 2997.430037 = -1158062.330383 nChanged 20 SP:Iteration 90Q (1151.580000 sec): 3 clusters Score: Raw -1161065.242386 + Penalty 2997.430037 = -1158067.812349 nChanged 17 SP:Iteration 91Q (1151.820000 sec): 3 clusters Score: Raw -1161070.128093 + Penalty 2997.430037 = -1158072.698055 nChanged 17 SP:Iteration 92Q (1152.040000 sec): 3 clusters Score: Raw -1161075.535292 + Penalty 2997.430037 = -1158078.105255 nChanged 21 SP:Iteration 93Q (1152.270000 sec): 3 clusters Score: Raw -1161082.957127 + Penalty 2997.430037 = -1158085.527089 nChanged 14 SP:Iteration 94Q (1152.490000 sec): 3 clusters Score: Raw -1161087.610146 + Penalty 2997.430037 = -1158090.180109 nChanged 13 SP:Iteration 95Q (1152.730000 sec): 3 clusters Score: Raw -1161092.162382 + Penalty 2997.430037 = -1158094.732345 nChanged 11 SP:Iteration 96Q (1152.970000 sec): 3 clusters Score: Raw -1161097.140780 + Penalty 2997.430037 = -1158099.710743 nChanged 15 SP:Iteration 97Q (1153.200000 sec): 3 clusters Score: Raw -1161102.973899 + Penalty 2997.430037 = -1158105.543862 nChanged 16 SP:Iteration 98Q (1153.410000 sec): 3 clusters Score: Raw -1161108.631366 + Penalty 2997.430037 = -1158111.201329 nChanged 10 SP:Iteration 99Q (1153.580000 sec): 3 clusters Score: Raw -1161112.285352 + Penalty 2997.430037 = -1158114.855315 nChanged 11 SP:Iteration 100F (1153.820000 sec): 3 clusters Score: Raw -1161115.990293 + Penalty 2997.430037 = -1158118.560256 nChanged 10 SP:Iteration 101Q (1153.990000 sec): 3 clusters Score: Raw -1161119.476226 + Penalty 2997.430037 = -1158122.046189 nChanged 9 SP:Iteration 102Q (1154.200000 sec): 3 clusters Score: Raw -1161122.203795 + Penalty 2997.430037 = -1158124.773758 nChanged 9 SP:Iteration 103Q (1154.420000 sec): 3 clusters Score: Raw -1161124.289388 + Penalty 2997.430037 = -1158126.859351 nChanged 6 SP:Iteration 104Q (1154.640000 sec): 3 clusters Score: Raw -1161126.247194 + Penalty 2997.430037 = -1158128.817157 nChanged 7 SP:Iteration 105Q (1154.880000 sec): 3 clusters Score: Raw -1161128.275683 + Penalty 2997.430037 = -1158130.845646 nChanged 6 SP:Iteration 106Q (1155.100000 sec): 3 clusters Score: Raw -1161130.209802 + Penalty 2997.430037 = -1158132.779765 nChanged 6 SP:Iteration 107Q (1155.320000 sec): 3 clusters Score: Raw -1161132.017428 + Penalty 2997.430037 = -1158134.587391 nChanged 2 SP:Iteration 108Q (1155.510000 sec): 3 clusters Score: Raw -1161132.875580 + Penalty 2997.430037 = -1158135.445543 nChanged 4 SP:Iteration 109Q (1155.730000 sec): 3 clusters Score: Raw -1161133.935405 + Penalty 2997.430037 = -1158136.505367 nChanged 3 SP:Iteration 110Q (1155.910000 sec): 3 clusters Score: Raw -1161134.815293 + Penalty 2997.430037 = -1158137.385256 nChanged 4 SP:Iteration 111Q (1156.130000 sec): 3 clusters Score: Raw -1161135.412804 + Penalty 2997.430037 = -1158137.982767 nChanged 2 SP:Iteration 112Q (1156.430000 sec): 3 clusters Score: Raw -1161135.641984 + Penalty 2997.430037 = -1158138.211947 nChanged 1 SP:Iteration 113Q (1156.630000 sec): 3 clusters Score: Raw -1161135.984935 + Penalty 2997.430037 = -1158138.554898 nChanged 1 SP:Iteration 114Q (1156.800000 sec): 3 clusters Score: Raw -1161136.313260 + Penalty 2997.430037 = -1158138.883223 nChanged 2 SP:Iteration 115Q (1157.040000 sec): 3 clusters Score: Raw -1161137.062049 + Penalty 2997.430037 = -1158139.632012 nChanged 1 SP:Iteration 116Q (1157.300000 sec): 3 clusters Score: Raw -1161137.275623 + Penalty 2997.430037 = -1158139.845586 nChanged 0 SP:Iteration 117F (1157.500000 sec): 3 clusters Score: Raw -1161137.275623 + Penalty 2997.430037 = -1158139.845586 nChanged 0 Deleting Class 22 (120 points): Lose 1781.386580 but Gain 2090.786994 Iteration 59Q (1176.440000 sec): 29 clusters Score: Raw -42924119.590574 + Penalty 58542.035835 = -42865577.554740 nChanged 1315 Iteration 60F (1196.050000 sec): 29 clusters Score: Raw -42924914.861247 + Penalty 58542.035835 = -42866372.825412 nChanged 1024 Iteration 61Q (1208.780000 sec): 29 clusters Score: Raw -42925850.552730 + Penalty 58542.035835 = -42867308.516896 nChanged 640 Iteration 62Q (1221.820000 sec): 29 clusters Score: Raw -42926100.289901 + Penalty 58542.035835 = -42867558.254067 nChanged 443 Iteration 63Q (1235.660000 sec): 29 clusters Score: Raw -42926268.772661 + Penalty 58542.035835 = -42867726.736826 nChanged 352 Iteration 64Q (1248.240000 sec): 29 clusters Score: Raw -42926373.454180 + Penalty 58542.035835 = -42867831.418346 nChanged 292 Iteration 65Q (1261.430000 sec): 29 clusters Score: Raw -42926436.796657 + Penalty 58542.035835 = -42867894.760822 nChanged 272 Iteration 66Q (1275.520000 sec): 29 clusters Score: Raw -42926486.540718 + Penalty 58542.035835 = -42867944.504883 nChanged 253 Iteration 67Q (1288.170000 sec): 29 clusters Score: Raw -42926525.983194 + Penalty 58542.035835 = -42867983.947360 nChanged 203 Iteration 68Q (1301.900000 sec): 29 clusters Score: Raw -42926550.800680 + Penalty 58542.035835 = -42868008.764845 nChanged 190 Iteration 69Q (1315.160000 sec): 29 clusters Score: Raw -42926568.958396 + Penalty 58542.035835 = -42868026.922561 nChanged 156 Iteration 70Q (1328.230000 sec): 29 clusters Score: Raw -42926582.191583 + Penalty 58542.035835 = -42868040.155748 nChanged 118 Iteration 71Q (1341.060000 sec): 29 clusters Score: Raw -42926592.515405 + Penalty 58542.035835 = -42868050.479571 nChanged 110 Iteration 72Q (1356.990000 sec): 29 clusters Score: Raw -42926600.260745 + Penalty 58542.035835 = -42868058.224911 nChanged 77 Iteration 73Q (1371.290000 sec): 29 clusters Score: Raw -42926604.804891 + Penalty 58542.035835 = -42868062.769056 nChanged 63 Iteration 74Q (1383.190000 sec): 29 clusters Score: Raw -42926608.525249 + Penalty 58542.035835 = -42868066.489415 nChanged 69 Iteration 75Q (1396.440000 sec): 29 clusters Score: Raw -42926612.417105 + Penalty 58542.035835 = -42868070.381270 nChanged 61 Iteration 76Q (1410.340000 sec): 29 clusters Score: Raw -42926616.794415 + Penalty 58542.035835 = -42868074.758581 nChanged 50 Iteration 77Q (1425.770000 sec): 29 clusters Score: Raw -42926619.906566 + Penalty 58542.035835 = -42868077.870731 nChanged 45 Iteration 78Q (1439.150000 sec): 29 clusters Score: Raw -42926622.471373 + Penalty 58542.035835 = -42868080.435538 nChanged 48 Iteration 79Q (1451.770000 sec): 29 clusters Score: Raw -42926624.914815 + Penalty 58542.035835 = -42868082.878980 nChanged 50 Iteration 80F (1471.000000 sec): 29 clusters Score: Raw -42926627.455276 + Penalty 58542.035835 = -42868085.419441 nChanged 51 Iteration 81Q (1484.910000 sec): 29 clusters Score: Raw -42926630.352221 + Penalty 58542.035835 = -42868088.316387 nChanged 40 Iteration 82Q (1499.880000 sec): 29 clusters Score: Raw -42926633.545402 + Penalty 58542.035835 = -42868091.509567 nChanged 38 Iteration 83Q (1514.450000 sec): 29 clusters Score: Raw -42926635.916292 + Penalty 58542.035835 = -42868093.880457 nChanged 29 Iteration 84Q (1527.240000 sec): 29 clusters Score: Raw -42926637.267231 + Penalty 58542.035835 = -42868095.231397 nChanged 36 Iteration 85Q (1540.760000 sec): 29 clusters Score: Raw -42926638.979709 + Penalty 58542.035835 = -42868096.943874 nChanged 32 Iteration 86Q (1556.560000 sec): 29 clusters Score: Raw -42926640.516286 + Penalty 58542.035835 = -42868098.480452 nChanged 40 Iteration 87Q (1568.320000 sec): 29 clusters Score: Raw -42926642.545555 + Penalty 58542.035835 = -42868100.509721 nChanged 34 Iteration 88Q (1580.800000 sec): 29 clusters Score: Raw -42926644.641320 + Penalty 58542.035835 = -42868102.605486 nChanged 28 Iteration 89Q (1590.820000 sec): 29 clusters Score: Raw -42926645.885053 + Penalty 58542.035835 = -42868103.849218 nChanged 21 Iteration 90Q (1604.560000 sec): 29 clusters Score: Raw -42926646.905667 + Penalty 58542.035835 = -42868104.869832 nChanged 28 Iteration 91Q (1617.670000 sec): 29 clusters Score: Raw -42926648.123020 + Penalty 58542.035835 = -42868106.087185 nChanged 24 Iteration 92Q (1629.830000 sec): 29 clusters Score: Raw -42926649.070495 + Penalty 58542.035835 = -42868107.034661 nChanged 13 Iteration 93Q (1641.430000 sec): 29 clusters Score: Raw -42926649.517229 + Penalty 58542.035835 = -42868107.481394 nChanged 13 Iteration 94Q (1653.140000 sec): 29 clusters Score: Raw -42926650.060003 + Penalty 58542.035835 = -42868108.024169 nChanged 9 Iteration 95Q (1664.720000 sec): 29 clusters Score: Raw -42926650.585379 + Penalty 58542.035835 = -42868108.549545 nChanged 12 Iteration 96Q (1678.200000 sec): 29 clusters Score: Raw -42926651.370577 + Penalty 58542.035835 = -42868109.334743 nChanged 16 Iteration 97Q (1691.260000 sec): 29 clusters Score: Raw -42926652.180922 + Penalty 58542.035835 = -42868110.145087 nChanged 22 Iteration 98Q (1703.530000 sec): 29 clusters Score: Raw -42926653.153596 + Penalty 58542.035835 = -42868111.117762 nChanged 18 Writing temp clu file Because OldScore, -42868110.145087, is greater than current (better) Score,-42868111.117762 Compute initial score before splitting: Score: Raw -42926653.153596 + Penalty 58542.035835 = -42868111.117762 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.710000 sec): 2 clusters Score: Raw -89411.630510 + Penalty 1088.468559 = -88323.161951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.920000 sec): 3 clusters Score: Raw -89208.429851 + Penalty 2176.937118 = -87031.492734 nChanged 233 SP:Iteration 1F (1704.110000 sec): 3 clusters Score: Raw -89437.528553 + Penalty 2176.937118 = -87260.591436 nChanged 48 SP:Iteration 2F (1704.300000 sec): 3 clusters Score: Raw -89499.369207 + Penalty 2176.937118 = -87322.432089 nChanged 32 SP:Iteration 3Q (1704.500000 sec): 3 clusters Score: Raw -89535.603513 + Penalty 2176.937118 = -87358.666396 nChanged 21 SP:Iteration 4Q (1704.670000 sec): 3 clusters Score: Raw -89552.529930 + Penalty 2176.937118 = -87375.592812 nChanged 10 SP:Iteration 5Q (1704.860000 sec): 3 clusters Score: Raw -89560.167272 + Penalty 2176.937118 = -87383.230154 nChanged 7 SP:Iteration 6Q (1705.080000 sec): 3 clusters Score: Raw -89569.900266 + Penalty 2176.937118 = -87392.963148 nChanged 7 SP:Iteration 7Q (1705.260000 sec): 3 clusters Score: Raw -89586.563915 + Penalty 2176.937118 = -87409.626798 nChanged 10 SP:Iteration 8Q (1705.440000 sec): 3 clusters Score: Raw -89604.404098 + Penalty 2176.937118 = -87427.466980 nChanged 12 SP:Iteration 9Q (1705.650000 sec): 3 clusters Score: Raw -89621.743834 + Penalty 2176.937118 = -87444.806716 nChanged 14 SP:Iteration 10Q (1705.830000 sec): 3 clusters Score: Raw -89645.058037 + Penalty 2176.937118 = -87468.120920 nChanged 12 SP:Iteration 11Q (1705.990000 sec): 3 clusters Score: Raw -89661.541529 + Penalty 2176.937118 = -87484.604411 nChanged 10 SP:Iteration 12Q (1706.170000 sec): 3 clusters Score: Raw -89673.167651 + Penalty 2176.937118 = -87496.230533 nChanged 10 SP:Iteration 13Q (1706.340000 sec): 3 clusters Score: Raw -89692.711368 + Penalty 2176.937118 = -87515.774251 nChanged 16 SP:Iteration 14Q (1706.470000 sec): 3 clusters Score: Raw -89733.221003 + Penalty 2176.937118 = -87556.283885 nChanged 22 SP:Iteration 15Q (1706.660000 sec): 3 clusters Score: Raw -89810.241015 + Penalty 2176.937118 = -87633.303897 nChanged 37 SP:Iteration 16Q (1706.820000 sec): 3 clusters Score: Raw -89946.277991 + Penalty 2176.937118 = -87769.340873 nChanged 35 SP:Iteration 17Q (1706.990000 sec): 3 clusters Score: Raw -90040.875484 + Penalty 2176.937118 = -87863.938366 nChanged 24 SP:Iteration 18Q (1707.200000 sec): 3 clusters Score: Raw -90099.025584 + Penalty 2176.937118 = -87922.088466 nChanged 19 SP:Iteration 19Q (1707.360000 sec): 3 clusters Score: Raw -90143.542137 + Penalty 2176.937118 = -87966.605019 nChanged 19 SP:Iteration 20F (1707.530000 sec): 3 clusters Score: Raw -90192.615816 + Penalty 2176.937118 = -88015.678698 nChanged 11 SP:Iteration 21Q (1707.720000 sec): 3 clusters Score: Raw -90218.958071 + Penalty 2176.937118 = -88042.020953 nChanged 9 SP:Iteration 22Q (1707.880000 sec): 3 clusters Score: Raw -90234.410849 + Penalty 2176.937118 = -88057.473732 nChanged 6 SP:Iteration 23Q (1708.040000 sec): 3 clusters Score: Raw -90244.680667 + Penalty 2176.937118 = -88067.743549 nChanged 5 SP:Iteration 24Q (1708.250000 sec): 3 clusters Score: Raw -90249.908200 + Penalty 2176.937118 = -88072.971083 nChanged 5 SP:Iteration 25Q (1708.430000 sec): 3 clusters Score: Raw -90256.845199 + Penalty 2176.937118 = -88079.908082 nChanged 5 SP:Iteration 26Q (1708.610000 sec): 3 clusters Score: Raw -90263.069672 + Penalty 2176.937118 = -88086.132555 nChanged 3 SP:Iteration 27Q (1708.810000 sec): 3 clusters Score: Raw -90267.869473 + Penalty 2176.937118 = -88090.932355 nChanged 4 SP:Iteration 28Q (1708.970000 sec): 3 clusters Score: Raw -90272.469625 + Penalty 2176.937118 = -88095.532507 nChanged 6 SP:Iteration 29Q (1709.140000 sec): 3 clusters Score: Raw -90280.583355 + Penalty 2176.937118 = -88103.646237 nChanged 8 SP:Iteration 30Q (1709.310000 sec): 3 clusters Score: Raw -90293.630695 + Penalty 2176.937118 = -88116.693578 nChanged 6 SP:Iteration 31Q (1709.490000 sec): 3 clusters Score: Raw -90302.381374 + Penalty 2176.937118 = -88125.444256 nChanged 4 SP:Iteration 32Q (1709.750000 sec): 3 clusters Score: Raw -90306.043243 + Penalty 2176.937118 = -88129.106126 nChanged 2 SP:Iteration 33Q (1709.890000 sec): 3 clusters Score: Raw -90310.336285 + Penalty 2176.937118 = -88133.399168 nChanged 1 SP:Iteration 34Q (1710.090000 sec): 3 clusters Score: Raw -90311.782682 + Penalty 2176.937118 = -88134.845565 nChanged 0 SP:Iteration 35F (1710.270000 sec): 3 clusters Score: Raw -90311.782682 + Penalty 2176.937118 = -88134.845565 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.320000 sec): 2 clusters Score: Raw -99571.364390 + Penalty 1102.474273 = -98468.890117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.510000 sec): 3 clusters Score: Raw -99310.249351 + Penalty 2204.948545 = -97105.300806 nChanged 242 SP:Iteration 1F (1710.670000 sec): 3 clusters Score: Raw -99565.380339 + Penalty 2204.948545 = -97360.431793 nChanged 67 SP:Iteration 2F (1710.860000 sec): 3 clusters Score: Raw -99643.922602 + Penalty 2204.948545 = -97438.974057 nChanged 29 SP:Iteration 3Q (1711.100000 sec): 3 clusters Score: Raw -99684.125239 + Penalty 2204.948545 = -97479.176694 nChanged 19 SP:Iteration 4Q (1711.290000 sec): 3 clusters Score: Raw -99704.591036 + Penalty 2204.948545 = -97499.642490 nChanged 12 SP:Iteration 5Q (1711.450000 sec): 3 clusters Score: Raw -99719.735544 + Penalty 2204.948545 = -97514.786998 nChanged 11 SP:Iteration 6Q (1711.630000 sec): 3 clusters Score: Raw -99735.949731 + Penalty 2204.948545 = -97531.001186 nChanged 14 SP:Iteration 7Q (1711.870000 sec): 3 clusters Score: Raw -99757.432466 + Penalty 2204.948545 = -97552.483920 nChanged 13 SP:Iteration 8Q (1712.060000 sec): 3 clusters Score: Raw -99771.301237 + Penalty 2204.948545 = -97566.352692 nChanged 8 SP:Iteration 9Q (1712.250000 sec): 3 clusters Score: Raw -99779.967355 + Penalty 2204.948545 = -97575.018810 nChanged 8 SP:Iteration 10Q (1712.430000 sec): 3 clusters Score: Raw -99786.731892 + Penalty 2204.948545 = -97581.783347 nChanged 8 SP:Iteration 11Q (1712.700000 sec): 3 clusters Score: Raw -99792.772864 + Penalty 2204.948545 = -97587.824318 nChanged 2 SP:Iteration 12Q (1712.870000 sec): 3 clusters Score: Raw -99795.734502 + Penalty 2204.948545 = -97590.785956 nChanged 2 SP:Iteration 13Q (1713.070000 sec): 3 clusters Score: Raw -99800.589786 + Penalty 2204.948545 = -97595.641240 nChanged 3 SP:Iteration 14Q (1713.250000 sec): 3 clusters Score: Raw -99805.543746 + Penalty 2204.948545 = -97600.595201 nChanged 1 SP:Iteration 15Q (1713.420000 sec): 3 clusters Score: Raw -99806.999852 + Penalty 2204.948545 = -97602.051306 nChanged 1 SP:Iteration 16Q (1713.610000 sec): 3 clusters Score: Raw -99807.699712 + Penalty 2204.948545 = -97602.751167 nChanged 0 SP:Iteration 17F (1713.800000 sec): 3 clusters Score: Raw -99807.699712 + Penalty 2204.948545 = -97602.751167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.920000 sec): 2 clusters Score: Raw -86435.655404 + Penalty 1077.700289 = -85357.955115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1714.100000 sec): 3 clusters Score: Raw -86212.252210 + Penalty 2155.400578 = -84056.851632 nChanged 229 SP:Iteration 1F (1714.290000 sec): 3 clusters Score: Raw -86429.543295 + Penalty 2155.400578 = -84274.142718 nChanged 46 SP:Iteration 2F (1714.470000 sec): 3 clusters Score: Raw -86488.192107 + Penalty 2155.400578 = -84332.791529 nChanged 23 SP:Iteration 3Q (1714.690000 sec): 3 clusters Score: Raw -86520.766808 + Penalty 2155.400578 = -84365.366230 nChanged 13 SP:Iteration 4Q (1714.890000 sec): 3 clusters Score: Raw -86536.996220 + Penalty 2155.400578 = -84381.595642 nChanged 14 SP:Iteration 5Q (1715.060000 sec): 3 clusters Score: Raw -86559.278271 + Penalty 2155.400578 = -84403.877694 nChanged 16 SP:Iteration 6Q (1715.220000 sec): 3 clusters Score: Raw -86594.595693 + Penalty 2155.400578 = -84439.195115 nChanged 18 SP:Iteration 7Q (1715.450000 sec): 3 clusters Score: Raw -86661.083243 + Penalty 2155.400578 = -84505.682665 nChanged 20 SP:Iteration 8Q (1715.620000 sec): 3 clusters Score: Raw -86728.865428 + Penalty 2155.400578 = -84573.464850 nChanged 23 SP:Iteration 9Q (1715.790000 sec): 3 clusters Score: Raw -86783.169901 + Penalty 2155.400578 = -84627.769324 nChanged 21 SP:Iteration 10Q (1715.940000 sec): 3 clusters Score: Raw -86814.143376 + Penalty 2155.400578 = -84658.742798 nChanged 17 SP:Iteration 11Q (1716.130000 sec): 3 clusters Score: Raw -86841.986290 + Penalty 2155.400578 = -84686.585712 nChanged 14 SP:Iteration 12Q (1716.310000 sec): 3 clusters Score: Raw -86858.976614 + Penalty 2155.400578 = -84703.576036 nChanged 13 SP:Iteration 13Q (1716.450000 sec): 3 clusters Score: Raw -86875.200078 + Penalty 2155.400578 = -84719.799500 nChanged 11 SP:Iteration 14Q (1716.590000 sec): 3 clusters Score: Raw -86891.326146 + Penalty 2155.400578 = -84735.925568 nChanged 8 SP:Iteration 15Q (1716.780000 sec): 3 clusters Score: Raw -86903.654851 + Penalty 2155.400578 = -84748.254273 nChanged 9 SP:Iteration 16Q (1716.920000 sec): 3 clusters Score: Raw -86914.363416 + Penalty 2155.400578 = -84758.962839 nChanged 0 SP:Iteration 17F (1717.060000 sec): 3 clusters Score: Raw -86914.363416 + Penalty 2155.400578 = -84758.962839 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1717.150000 sec): 2 clusters Score: Raw -53710.949260 + Penalty 1012.772803 = -52698.176458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1717.300000 sec): 3 clusters Score: Raw -53656.005354 + Penalty 2025.545605 = -51630.459749 nChanged 114 SP:Iteration 1F (1717.440000 sec): 3 clusters Score: Raw -53809.988307 + Penalty 2025.545605 = -51784.442701 nChanged 29 SP:Iteration 2F (1717.590000 sec): 3 clusters Score: Raw -53874.773446 + Penalty 2025.545605 = -51849.227840 nChanged 20 SP:Iteration 3Q (1717.820000 sec): 3 clusters Score: Raw -53935.645142 + Penalty 2025.545605 = -51910.099537 nChanged 19 SP:Iteration 4Q (1717.930000 sec): 3 clusters Score: Raw -54009.104361 + Penalty 2025.545605 = -51983.558756 nChanged 16 SP:Iteration 5Q (1718.080000 sec): 3 clusters Score: Raw -54125.557737 + Penalty 2025.545605 = -52100.012131 nChanged 16 SP:Iteration 6Q (1718.230000 sec): 3 clusters Score: Raw -54164.203308 + Penalty 2025.545605 = -52138.657702 nChanged 19 SP:Iteration 7Q (1718.390000 sec): 3 clusters Score: Raw -54208.393438 + Penalty 2025.545605 = -52182.847832 nChanged 11 SP:Iteration 8Q (1718.600000 sec): 3 clusters Score: Raw -54235.050094 + Penalty 2025.545605 = -52209.504489 nChanged 5 SP:Iteration 9Q (1718.760000 sec): 3 clusters Score: Raw -54244.858016 + Penalty 2025.545605 = -52219.312411 nChanged 8 SP:Iteration 10Q (1719.010000 sec): 3 clusters Score: Raw -54261.973103 + Penalty 2025.545605 = -52236.427498 nChanged 10 SP:Iteration 11Q (1719.230000 sec): 3 clusters Score: Raw -54282.521698 + Penalty 2025.545605 = -52256.976093 nChanged 7 SP:Iteration 12Q (1719.390000 sec): 3 clusters Score: Raw -54303.971775 + Penalty 2025.545605 = -52278.426169 nChanged 8 SP:Iteration 13Q (1719.580000 sec): 3 clusters Score: Raw -54324.871455 + Penalty 2025.545605 = -52299.325850 nChanged 2 SP:Iteration 14Q (1719.780000 sec): 3 clusters Score: Raw -54340.902078 + Penalty 2025.545605 = -52315.356473 nChanged 4 SP:Iteration 15Q (1719.970000 sec): 3 clusters Score: Raw -54354.793454 + Penalty 2025.545605 = -52329.247849 nChanged 2 SP:Iteration 16Q (1720.130000 sec): 3 clusters Score: Raw -54356.781776 + Penalty 2025.545605 = -52331.236171 nChanged 1 SP:Iteration 17Q (1720.340000 sec): 3 clusters Score: Raw -54357.708310 + Penalty 2025.545605 = -52332.162705 nChanged 0 SP:Iteration 18F (1720.530000 sec): 3 clusters Score: Raw -54357.708310 + Penalty 2025.545605 = -52332.162705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (10419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.690000 sec): 2 clusters Score: Raw -1201471.865013 + Penalty 1503.350280 = -1199968.514732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.980000 sec): 3 clusters Score: Raw -1195530.948091 + Penalty 3006.700561 = -1192524.247530 nChanged 4469 SP:Iteration 1F (1721.260000 sec): 3 clusters Score: Raw -1197929.503259 + Penalty 3006.700561 = -1194922.802698 nChanged 629 SP:Iteration 2F (1721.470000 sec): 3 clusters Score: Raw -1198174.187345 + Penalty 3006.700561 = -1195167.486784 nChanged 477 SP:Iteration 3Q (1721.690000 sec): 3 clusters Score: Raw -1198347.546571 + Penalty 3006.700561 = -1195340.846010 nChanged 379 SP:Iteration 4Q (1721.920000 sec): 3 clusters Score: Raw -1198482.612933 + Penalty 3006.700561 = -1195475.912372 nChanged 354 SP:Iteration 5Q (1722.150000 sec): 3 clusters Score: Raw -1198609.981622 + Penalty 3006.700561 = -1195603.281061 nChanged 343 SP:Iteration 6Q (1722.430000 sec): 3 clusters Score: Raw -1198754.213361 + Penalty 3006.700561 = -1195747.512801 nChanged 399 SP:Iteration 7Q (1722.670000 sec): 3 clusters Score: Raw -1198950.755786 + Penalty 3006.700561 = -1195944.055225 nChanged 453 SP:Iteration 8Q (1722.920000 sec): 3 clusters Score: Raw -1199184.887637 + Penalty 3006.700561 = -1196178.187076 nChanged 497 SP:Iteration 9Q (1723.120000 sec): 3 clusters Score: Raw -1199481.388713 + Penalty 3006.700561 = -1196474.688152 nChanged 568 SP:Iteration 10F (1723.380000 sec): 3 clusters Score: Raw -1199900.621552 + Penalty 3006.700561 = -1196893.920991 nChanged 594 SP:Iteration 11F (1723.610000 sec): 3 clusters Score: Raw -1200360.063814 + Penalty 3006.700561 = -1197353.363253 nChanged 539 SP:Iteration 12F (1723.840000 sec): 3 clusters Score: Raw -1200778.625643 + Penalty 3006.700561 = -1197771.925082 nChanged 418 SP:Iteration 13Q (1724.060000 sec): 3 clusters Score: Raw -1201108.220509 + Penalty 3006.700561 = -1198101.519948 nChanged 305 SP:Iteration 14Q (1724.290000 sec): 3 clusters Score: Raw -1201341.255891 + Penalty 3006.700561 = -1198334.555330 nChanged 227 SP:Iteration 15Q (1724.510000 sec): 3 clusters Score: Raw -1201508.501775 + Penalty 3006.700561 = -1198501.801214 nChanged 133 SP:Iteration 16Q (1724.820000 sec): 3 clusters Score: Raw -1201594.980762 + Penalty 3006.700561 = -1198588.280201 nChanged 98 SP:Iteration 17Q (1725.060000 sec): 3 clusters Score: Raw -1201657.926265 + Penalty 3006.700561 = -1198651.225704 nChanged 73 SP:Iteration 18Q (1725.400000 sec): 3 clusters Score: Raw -1201703.733136 + Penalty 3006.700561 = -1198697.032575 nChanged 42 SP:Iteration 19Q (1725.600000 sec): 3 clusters Score: Raw -1201732.085985 + Penalty 3006.700561 = -1198725.385424 nChanged 30 SP:Iteration 20F (1725.900000 sec): 3 clusters Score: Raw -1201751.768686 + Penalty 3006.700561 = -1198745.068125 nChanged 26 SP:Iteration 21Q (1726.110000 sec): 3 clusters Score: Raw -1201770.060968 + Penalty 3006.700561 = -1198763.360407 nChanged 22 SP:Iteration 22Q (1726.340000 sec): 3 clusters Score: Raw -1201780.800239 + Penalty 3006.700561 = -1198774.099678 nChanged 12 SP:Iteration 23Q (1726.540000 sec): 3 clusters Score: Raw -1201786.562745 + Penalty 3006.700561 = -1198779.862184 nChanged 5 SP:Iteration 24Q (1726.760000 sec): 3 clusters Score: Raw -1201789.071749 + Penalty 3006.700561 = -1198782.371188 nChanged 4 SP:Iteration 25Q (1726.960000 sec): 3 clusters Score: Raw -1201791.360273 + Penalty 3006.700561 = -1198784.659712 nChanged 4 SP:Iteration 26Q (1727.170000 sec): 3 clusters Score: Raw -1201793.973509 + Penalty 3006.700561 = -1198787.272948 nChanged 4 SP:Iteration 27Q (1727.420000 sec): 3 clusters Score: Raw -1201795.257553 + Penalty 3006.700561 = -1198788.556992 nChanged 3 SP:Iteration 28Q (1727.640000 sec): 3 clusters Score: Raw -1201797.171245 + Penalty 3006.700561 = -1198790.470684 nChanged 5 SP:Iteration 29Q (1727.840000 sec): 3 clusters Score: Raw -1201799.222227 + Penalty 3006.700561 = -1198792.521666 nChanged 3 SP:Iteration 30Q (1728.020000 sec): 3 clusters Score: Raw -1201802.279662 + Penalty 3006.700561 = -1198795.579101 nChanged 4 SP:Iteration 31Q (1728.190000 sec): 3 clusters Score: Raw -1201804.005770 + Penalty 3006.700561 = -1198797.305209 nChanged 2 SP:Iteration 32Q (1728.420000 sec): 3 clusters Score: Raw -1201804.810034 + Penalty 3006.700561 = -1198798.109473 nChanged 1 SP:Iteration 33Q (1728.630000 sec): 3 clusters Score: Raw -1201805.080293 + Penalty 3006.700561 = -1198798.379732 nChanged 1 SP:Iteration 34Q (1728.860000 sec): 3 clusters Score: Raw -1201805.357559 + Penalty 3006.700561 = -1198798.656999 nChanged 1 SP:Iteration 35Q (1729.110000 sec): 3 clusters Score: Raw -1201805.971658 + Penalty 3006.700561 = -1198799.271097 nChanged 1 SP:Iteration 36Q (1729.380000 sec): 3 clusters Score: Raw -1201806.352629 + Penalty 3006.700561 = -1198799.652068 nChanged 1 SP:Iteration 37Q (1729.620000 sec): 3 clusters Score: Raw -1201807.045812 + Penalty 3006.700561 = -1198800.345251 nChanged 0 SP:Iteration 38F (1729.850000 sec): 3 clusters Score: Raw -1201807.045812 + Penalty 3006.700561 = -1198800.345251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1730.000000 sec): 2 clusters Score: Raw -432747.634493 + Penalty 1351.000993 = -431396.633500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1730.240000 sec): 3 clusters Score: Raw -430681.297037 + Penalty 2702.001987 = -427979.295050 nChanged 1679 SP:Iteration 1F (1730.430000 sec): 3 clusters Score: Raw -431760.749947 + Penalty 2702.001987 = -429058.747961 nChanged 368 SP:Iteration 2F (1730.610000 sec): 3 clusters Score: Raw -432043.457836 + Penalty 2702.001987 = -429341.455849 nChanged 266 SP:Iteration 3F (1730.780000 sec): 3 clusters Score: Raw -432207.350624 + Penalty 2702.001987 = -429505.348637 nChanged 191 SP:Iteration 4Q (1730.960000 sec): 3 clusters Score: Raw -432310.524858 + Penalty 2702.001987 = -429608.522872 nChanged 145 SP:Iteration 5Q (1731.170000 sec): 3 clusters Score: Raw -432387.854476 + Penalty 2702.001987 = -429685.852489 nChanged 114 SP:Iteration 6Q (1731.410000 sec): 3 clusters Score: Raw -432452.230166 + Penalty 2702.001987 = -429750.228179 nChanged 97 SP:Iteration 7Q (1731.580000 sec): 3 clusters Score: Raw -432499.308984 + Penalty 2702.001987 = -429797.306997 nChanged 95 SP:Iteration 8Q (1731.760000 sec): 3 clusters Score: Raw -432543.499225 + Penalty 2702.001987 = -429841.497238 nChanged 83 SP:Iteration 9Q (1731.950000 sec): 3 clusters Score: Raw -432580.727202 + Penalty 2702.001987 = -429878.725215 nChanged 74 SP:Iteration 10Q (1732.090000 sec): 3 clusters Score: Raw -432614.882540 + Penalty 2702.001987 = -429912.880553 nChanged 84 SP:Iteration 11Q (1732.230000 sec): 3 clusters Score: Raw -432655.400868 + Penalty 2702.001987 = -429953.398881 nChanged 73 SP:Iteration 12Q (1732.460000 sec): 3 clusters Score: Raw -432686.458592 + Penalty 2702.001987 = -429984.456605 nChanged 70 SP:Iteration 13Q (1732.650000 sec): 3 clusters Score: Raw -432716.707384 + Penalty 2702.001987 = -430014.705397 nChanged 72 SP:Iteration 14Q (1732.800000 sec): 3 clusters Score: Raw -432750.430081 + Penalty 2702.001987 = -430048.428094 nChanged 77 SP:Iteration 15Q (1732.960000 sec): 3 clusters Score: Raw -432790.563555 + Penalty 2702.001987 = -430088.561568 nChanged 81 SP:Iteration 16Q (1733.190000 sec): 3 clusters Score: Raw -432838.119658 + Penalty 2702.001987 = -430136.117671 nChanged 86 SP:Iteration 17Q (1733.370000 sec): 3 clusters Score: Raw -432884.139086 + Penalty 2702.001987 = -430182.137099 nChanged 87 SP:Iteration 18Q (1733.590000 sec): 3 clusters Score: Raw -432930.333945 + Penalty 2702.001987 = -430228.331959 nChanged 67 SP:Iteration 19Q (1733.790000 sec): 3 clusters Score: Raw -432963.158671 + Penalty 2702.001987 = -430261.156684 nChanged 75 SP:Iteration 20F (1733.960000 sec): 3 clusters Score: Raw -433000.812922 + Penalty 2702.001987 = -430298.810936 nChanged 80 SP:Iteration 21Q (1734.160000 sec): 3 clusters Score: Raw -433048.214070 + Penalty 2702.001987 = -430346.212083 nChanged 78 SP:Iteration 22Q (1734.370000 sec): 3 clusters Score: Raw -433097.676597 + Penalty 2702.001987 = -430395.674610 nChanged 67 SP:Iteration 23Q (1734.520000 sec): 3 clusters Score: Raw -433141.377527 + Penalty 2702.001987 = -430439.375540 nChanged 62 SP:Iteration 24Q (1734.820000 sec): 3 clusters Score: Raw -433184.471036 + Penalty 2702.001987 = -430482.469049 nChanged 50 SP:Iteration 25Q (1735.110000 sec): 3 clusters Score: Raw -433217.707580 + Penalty 2702.001987 = -430515.705593 nChanged 33 SP:Iteration 26Q (1735.280000 sec): 3 clusters Score: Raw -433237.362004 + Penalty 2702.001987 = -430535.360017 nChanged 20 SP:Iteration 27Q (1735.550000 sec): 3 clusters Score: Raw -433246.210762 + Penalty 2702.001987 = -430544.208775 nChanged 10 SP:Iteration 28Q (1735.770000 sec): 3 clusters Score: Raw -433250.335984 + Penalty 2702.001987 = -430548.333997 nChanged 9 SP:Iteration 29Q (1735.950000 sec): 3 clusters Score: Raw -433257.361436 + Penalty 2702.001987 = -430555.359449 nChanged 8 SP:Iteration 30Q (1736.160000 sec): 3 clusters Score: Raw -433261.192230 + Penalty 2702.001987 = -430559.190243 nChanged 2 SP:Iteration 31Q (1736.360000 sec): 3 clusters Score: Raw -433261.953368 + Penalty 2702.001987 = -430559.951381 nChanged 4 SP:Iteration 32Q (1736.570000 sec): 3 clusters Score: Raw -433263.490948 + Penalty 2702.001987 = -430561.488961 nChanged 5 SP:Iteration 33Q (1736.820000 sec): 3 clusters Score: Raw -433267.601122 + Penalty 2702.001987 = -430565.599135 nChanged 5 SP:Iteration 34Q (1737.030000 sec): 3 clusters Score: Raw -433271.042274 + Penalty 2702.001987 = -430569.040287 nChanged 7 SP:Iteration 35Q (1737.190000 sec): 3 clusters Score: Raw -433274.418733 + Penalty 2702.001987 = -430572.416746 nChanged 8 SP:Iteration 36Q (1737.420000 sec): 3 clusters Score: Raw -433277.667894 + Penalty 2702.001987 = -430575.665907 nChanged 6 SP:Iteration 37Q (1737.660000 sec): 3 clusters Score: Raw -433279.814495 + Penalty 2702.001987 = -430577.812508 nChanged 3 SP:Iteration 38Q (1737.870000 sec): 3 clusters Score: Raw -433281.505997 + Penalty 2702.001987 = -430579.504010 nChanged 1 SP:Iteration 39Q (1738.040000 sec): 3 clusters Score: Raw -433281.813054 + Penalty 2702.001987 = -430579.811067 nChanged 0 SP:Iteration 40F (1738.230000 sec): 3 clusters Score: Raw -433281.813054 + Penalty 2702.001987 = -430579.811067 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1738.310000 sec): 2 clusters Score: Raw -41844.463417 + Penalty 962.256493 = -40882.206923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1738.530000 sec): 3 clusters Score: Raw -41829.282331 + Penalty 1924.512986 = -39904.769345 nChanged 69 SP:Iteration 1F (1738.750000 sec): 3 clusters Score: Raw -41948.861096 + Penalty 1924.512986 = -40024.348109 nChanged 15 SP:Iteration 2Q (1738.910000 sec): 3 clusters Score: Raw -41982.000334 + Penalty 1924.512986 = -40057.487348 nChanged 7 SP:Iteration 3Q (1739.100000 sec): 3 clusters Score: Raw -41993.890189 + Penalty 1924.512986 = -40069.377202 nChanged 0 SP:Iteration 4F (1739.310000 sec): 3 clusters Score: Raw -41993.890189 + Penalty 1924.512986 = -40069.377202 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (12699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.530000 sec): 2 clusters Score: Raw -1455510.182955 + Penalty 1535.507761 = -1453974.675194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.770000 sec): 3 clusters Score: Raw -1448213.457432 + Penalty 3071.015522 = -1445142.441910 nChanged 5519 SP:Iteration 1F (1740.090000 sec): 3 clusters Score: Raw -1451026.096667 + Penalty 3071.015522 = -1447955.081145 nChanged 741 SP:Iteration 2F (1740.320000 sec): 3 clusters Score: Raw -1451363.302708 + Penalty 3071.015522 = -1448292.287186 nChanged 672 SP:Iteration 3F (1740.590000 sec): 3 clusters Score: Raw -1451628.531797 + Penalty 3071.015522 = -1448557.516275 nChanged 605 SP:Iteration 4Q (1740.870000 sec): 3 clusters Score: Raw -1451889.297447 + Penalty 3071.015522 = -1448818.281925 nChanged 590 SP:Iteration 5Q (1741.120000 sec): 3 clusters Score: Raw -1452194.475579 + Penalty 3071.015522 = -1449123.460057 nChanged 604 SP:Iteration 6Q (1741.370000 sec): 3 clusters Score: Raw -1452564.345215 + Penalty 3071.015522 = -1449493.329693 nChanged 656 SP:Iteration 7F (1741.590000 sec): 3 clusters Score: Raw -1453028.222881 + Penalty 3071.015522 = -1449957.207359 nChanged 722 SP:Iteration 8F (1741.830000 sec): 3 clusters Score: Raw -1453529.100532 + Penalty 3071.015522 = -1450458.085010 nChanged 694 SP:Iteration 9F (1742.110000 sec): 3 clusters Score: Raw -1453950.215332 + Penalty 3071.015522 = -1450879.199810 nChanged 587 SP:Iteration 10Q (1742.350000 sec): 3 clusters Score: Raw -1454275.561208 + Penalty 3071.015522 = -1451204.545686 nChanged 515 SP:Iteration 11Q (1742.590000 sec): 3 clusters Score: Raw -1454514.234228 + Penalty 3071.015522 = -1451443.218706 nChanged 418 SP:Iteration 12Q (1742.830000 sec): 3 clusters Score: Raw -1454673.317739 + Penalty 3071.015522 = -1451602.302217 nChanged 298 SP:Iteration 13Q (1743.130000 sec): 3 clusters Score: Raw -1454759.964934 + Penalty 3071.015522 = -1451688.949412 nChanged 222 SP:Iteration 14Q (1743.380000 sec): 3 clusters Score: Raw -1454821.769358 + Penalty 3071.015522 = -1451750.753836 nChanged 180 SP:Iteration 15Q (1743.630000 sec): 3 clusters Score: Raw -1454859.060038 + Penalty 3071.015522 = -1451788.044516 nChanged 122 SP:Iteration 16Q (1743.870000 sec): 3 clusters Score: Raw -1454880.618280 + Penalty 3071.015522 = -1451809.602758 nChanged 95 SP:Iteration 17Q (1744.110000 sec): 3 clusters Score: Raw -1454894.614437 + Penalty 3071.015522 = -1451823.598915 nChanged 78 SP:Iteration 18Q (1744.360000 sec): 3 clusters Score: Raw -1454906.826883 + Penalty 3071.015522 = -1451835.811361 nChanged 72 SP:Iteration 19Q (1744.660000 sec): 3 clusters Score: Raw -1454918.098547 + Penalty 3071.015522 = -1451847.083025 nChanged 63 SP:Iteration 20F (1744.910000 sec): 3 clusters Score: Raw -1454927.041577 + Penalty 3071.015522 = -1451856.026055 nChanged 57 SP:Iteration 21Q (1745.150000 sec): 3 clusters Score: Raw -1454934.010114 + Penalty 3071.015522 = -1451862.994592 nChanged 50 SP:Iteration 22Q (1745.470000 sec): 3 clusters Score: Raw -1454940.090198 + Penalty 3071.015522 = -1451869.074676 nChanged 38 SP:Iteration 23Q (1745.700000 sec): 3 clusters Score: Raw -1454945.143000 + Penalty 3071.015522 = -1451874.127478 nChanged 39 SP:Iteration 24Q (1745.980000 sec): 3 clusters Score: Raw -1454950.249834 + Penalty 3071.015522 = -1451879.234312 nChanged 43 SP:Iteration 25Q (1746.230000 sec): 3 clusters Score: Raw -1454955.620750 + Penalty 3071.015522 = -1451884.605228 nChanged 34 SP:Iteration 26Q (1746.510000 sec): 3 clusters Score: Raw -1454960.182505 + Penalty 3071.015522 = -1451889.166983 nChanged 33 SP:Iteration 27Q (1746.780000 sec): 3 clusters Score: Raw -1454964.527529 + Penalty 3071.015522 = -1451893.512007 nChanged 42 SP:Iteration 28Q (1747.070000 sec): 3 clusters Score: Raw -1454969.170721 + Penalty 3071.015522 = -1451898.155199 nChanged 36 SP:Iteration 29Q (1747.310000 sec): 3 clusters Score: Raw -1454972.238524 + Penalty 3071.015522 = -1451901.223002 nChanged 30 SP:Iteration 30Q (1747.550000 sec): 3 clusters Score: Raw -1454975.074027 + Penalty 3071.015522 = -1451904.058505 nChanged 29 SP:Iteration 31Q (1747.830000 sec): 3 clusters Score: Raw -1454978.150280 + Penalty 3071.015522 = -1451907.134758 nChanged 28 SP:Iteration 32Q (1748.090000 sec): 3 clusters Score: Raw -1454981.613542 + Penalty 3071.015522 = -1451910.598020 nChanged 40 SP:Iteration 33Q (1748.380000 sec): 3 clusters Score: Raw -1454986.399095 + Penalty 3071.015522 = -1451915.383573 nChanged 39 SP:Iteration 34Q (1748.630000 sec): 3 clusters Score: Raw -1454990.999961 + Penalty 3071.015522 = -1451919.984439 nChanged 36 SP:Iteration 35Q (1748.870000 sec): 3 clusters Score: Raw -1454995.919569 + Penalty 3071.015522 = -1451924.904047 nChanged 29 SP:Iteration 36Q (1749.080000 sec): 3 clusters Score: Raw -1454999.335157 + Penalty 3071.015522 = -1451928.319635 nChanged 33 SP:Iteration 37Q (1749.340000 sec): 3 clusters Score: Raw -1455002.772971 + Penalty 3071.015522 = -1451931.757449 nChanged 30 SP:Iteration 38Q (1749.630000 sec): 3 clusters Score: Raw -1455005.686217 + Penalty 3071.015522 = -1451934.670695 nChanged 23 SP:Iteration 39Q (1749.870000 sec): 3 clusters Score: Raw -1455008.242862 + Penalty 3071.015522 = -1451937.227340 nChanged 26 SP:Iteration 40F (1750.080000 sec): 3 clusters Score: Raw -1455011.595895 + Penalty 3071.015522 = -1451940.580373 nChanged 26 SP:Iteration 41Q (1750.390000 sec): 3 clusters Score: Raw -1455014.683747 + Penalty 3071.015522 = -1451943.668225 nChanged 26 SP:Iteration 42Q (1750.620000 sec): 3 clusters Score: Raw -1455017.302445 + Penalty 3071.015522 = -1451946.286923 nChanged 24 SP:Iteration 43Q (1750.870000 sec): 3 clusters Score: Raw -1455020.213116 + Penalty 3071.015522 = -1451949.197594 nChanged 30 SP:Iteration 44Q (1751.150000 sec): 3 clusters Score: Raw -1455023.848340 + Penalty 3071.015522 = -1451952.832818 nChanged 26 SP:Iteration 45Q (1751.350000 sec): 3 clusters Score: Raw -1455027.087701 + Penalty 3071.015522 = -1451956.072179 nChanged 23 SP:Iteration 46Q (1751.630000 sec): 3 clusters Score: Raw -1455030.456757 + Penalty 3071.015522 = -1451959.441235 nChanged 27 SP:Iteration 47Q (1751.930000 sec): 3 clusters Score: Raw -1455033.918534 + Penalty 3071.015522 = -1451962.903012 nChanged 25 SP:Iteration 48Q (1752.150000 sec): 3 clusters Score: Raw -1455036.932654 + Penalty 3071.015522 = -1451965.917132 nChanged 23 SP:Iteration 49Q (1752.380000 sec): 3 clusters Score: Raw -1455039.777017 + Penalty 3071.015522 = -1451968.761495 nChanged 26 SP:Iteration 50Q (1752.640000 sec): 3 clusters Score: Raw -1455043.159571 + Penalty 3071.015522 = -1451972.144049 nChanged 31 SP:Iteration 51Q (1752.870000 sec): 3 clusters Score: Raw -1455047.048466 + Penalty 3071.015522 = -1451976.032944 nChanged 31 SP:Iteration 52Q (1753.120000 sec): 3 clusters Score: Raw -1455051.230098 + Penalty 3071.015522 = -1451980.214576 nChanged 35 SP:Iteration 53Q (1753.360000 sec): 3 clusters Score: Raw -1455056.380134 + Penalty 3071.015522 = -1451985.364612 nChanged 38 SP:Iteration 54Q (1753.590000 sec): 3 clusters Score: Raw -1455060.877939 + Penalty 3071.015522 = -1451989.862417 nChanged 29 SP:Iteration 55Q (1753.860000 sec): 3 clusters Score: Raw -1455063.875499 + Penalty 3071.015522 = -1451992.859977 nChanged 29 SP:Iteration 56Q (1754.100000 sec): 3 clusters Score: Raw -1455067.079893 + Penalty 3071.015522 = -1451996.064371 nChanged 28 SP:Iteration 57Q (1754.350000 sec): 3 clusters Score: Raw -1455069.504495 + Penalty 3071.015522 = -1451998.488973 nChanged 17 SP:Iteration 58Q (1754.610000 sec): 3 clusters Score: Raw -1455071.334605 + Penalty 3071.015522 = -1452000.319083 nChanged 15 SP:Iteration 59Q (1754.840000 sec): 3 clusters Score: Raw -1455072.525429 + Penalty 3071.015522 = -1452001.509907 nChanged 19 SP:Iteration 60F (1755.110000 sec): 3 clusters Score: Raw -1455074.478440 + Penalty 3071.015522 = -1452003.462918 nChanged 22 SP:Iteration 61Q (1755.420000 sec): 3 clusters Score: Raw -1455076.675477 + Penalty 3071.015522 = -1452005.659955 nChanged 19 SP:Iteration 62Q (1755.660000 sec): 3 clusters Score: Raw -1455078.667206 + Penalty 3071.015522 = -1452007.651684 nChanged 15 SP:Iteration 63Q (1755.950000 sec): 3 clusters Score: Raw -1455079.997428 + Penalty 3071.015522 = -1452008.981906 nChanged 8 SP:Iteration 64Q (1756.170000 sec): 3 clusters Score: Raw -1455080.969522 + Penalty 3071.015522 = -1452009.954000 nChanged 11 SP:Iteration 65Q (1756.370000 sec): 3 clusters Score: Raw -1455082.102716 + Penalty 3071.015522 = -1452011.087194 nChanged 7 SP:Iteration 66Q (1756.580000 sec): 3 clusters Score: Raw -1455082.687222 + Penalty 3071.015522 = -1452011.671700 nChanged 10 SP:Iteration 67Q (1756.880000 sec): 3 clusters Score: Raw -1455083.324955 + Penalty 3071.015522 = -1452012.309433 nChanged 10 SP:Iteration 68Q (1757.110000 sec): 3 clusters Score: Raw -1455084.798344 + Penalty 3071.015522 = -1452013.782823 nChanged 13 SP:Iteration 69Q (1757.370000 sec): 3 clusters Score: Raw -1455086.158698 + Penalty 3071.015522 = -1452015.143176 nChanged 9 SP:Iteration 70Q (1757.600000 sec): 3 clusters Score: Raw -1455087.173629 + Penalty 3071.015522 = -1452016.158107 nChanged 12 SP:Iteration 71Q (1757.820000 sec): 3 clusters Score: Raw -1455088.874100 + Penalty 3071.015522 = -1452017.858578 nChanged 12 SP:Iteration 72Q (1758.050000 sec): 3 clusters Score: Raw -1455090.188069 + Penalty 3071.015522 = -1452019.172547 nChanged 12 SP:Iteration 73Q (1758.320000 sec): 3 clusters Score: Raw -1455091.291576 + Penalty 3071.015522 = -1452020.276054 nChanged 9 SP:Iteration 74Q (1758.580000 sec): 3 clusters Score: Raw -1455092.163025 + Penalty 3071.015522 = -1452021.147503 nChanged 9 SP:Iteration 75Q (1758.890000 sec): 3 clusters Score: Raw -1455092.999255 + Penalty 3071.015522 = -1452021.983733 nChanged 14 SP:Iteration 76Q (1759.200000 sec): 3 clusters Score: Raw -1455094.634293 + Penalty 3071.015522 = -1452023.618771 nChanged 17 SP:Iteration 77Q (1759.490000 sec): 3 clusters Score: Raw -1455096.947590 + Penalty 3071.015522 = -1452025.932068 nChanged 22 SP:Iteration 78Q (1759.750000 sec): 3 clusters Score: Raw -1455099.685447 + Penalty 3071.015522 = -1452028.669925 nChanged 25 SP:Iteration 79Q (1760.010000 sec): 3 clusters Score: Raw -1455103.062576 + Penalty 3071.015522 = -1452032.047054 nChanged 27 SP:Iteration 80F (1760.270000 sec): 3 clusters Score: Raw -1455107.199906 + Penalty 3071.015522 = -1452036.184384 nChanged 35 SP:Iteration 81Q (1760.560000 sec): 3 clusters Score: Raw -1455112.545199 + Penalty 3071.015522 = -1452041.529677 nChanged 27 SP:Iteration 82Q (1760.830000 sec): 3 clusters Score: Raw -1455115.607562 + Penalty 3071.015522 = -1452044.592040 nChanged 22 SP:Iteration 83Q (1761.090000 sec): 3 clusters Score: Raw -1455118.237623 + Penalty 3071.015522 = -1452047.222101 nChanged 25 SP:Iteration 84Q (1761.330000 sec): 3 clusters Score: Raw -1455120.992455 + Penalty 3071.015522 = -1452049.976933 nChanged 29 SP:Iteration 85Q (1761.650000 sec): 3 clusters Score: Raw -1455124.345600 + Penalty 3071.015522 = -1452053.330078 nChanged 24 SP:Iteration 86Q (1761.900000 sec): 3 clusters Score: Raw -1455127.135579 + Penalty 3071.015522 = -1452056.120057 nChanged 32 SP:Iteration 87Q (1762.180000 sec): 3 clusters Score: Raw -1455131.919419 + Penalty 3071.015522 = -1452060.903897 nChanged 29 SP:Iteration 88Q (1762.440000 sec): 3 clusters Score: Raw -1455135.534465 + Penalty 3071.015522 = -1452064.518943 nChanged 29 SP:Iteration 89Q (1762.710000 sec): 3 clusters Score: Raw -1455139.590381 + Penalty 3071.015522 = -1452068.574859 nChanged 31 SP:Iteration 90Q (1763.040000 sec): 3 clusters Score: Raw -1455144.556468 + Penalty 3071.015522 = -1452073.540946 nChanged 38 SP:Iteration 91Q (1763.300000 sec): 3 clusters Score: Raw -1455151.324520 + Penalty 3071.015522 = -1452080.308998 nChanged 37 SP:Iteration 92Q (1763.580000 sec): 3 clusters Score: Raw -1455156.508545 + Penalty 3071.015522 = -1452085.493023 nChanged 40 SP:Iteration 93Q (1763.820000 sec): 3 clusters Score: Raw -1455162.723311 + Penalty 3071.015522 = -1452091.707789 nChanged 44 SP:Iteration 94Q (1764.140000 sec): 3 clusters Score: Raw -1455170.492451 + Penalty 3071.015522 = -1452099.476929 nChanged 47 SP:Iteration 95Q (1764.450000 sec): 3 clusters Score: Raw -1455178.377312 + Penalty 3071.015522 = -1452107.361790 nChanged 41 SP:Iteration 96Q (1764.720000 sec): 3 clusters Score: Raw -1455184.255825 + Penalty 3071.015522 = -1452113.240304 nChanged 41 SP:Iteration 97Q (1764.970000 sec): 3 clusters Score: Raw -1455191.404795 + Penalty 3071.015522 = -1452120.389273 nChanged 40 SP:Iteration 98Q (1765.230000 sec): 3 clusters Score: Raw -1455198.488579 + Penalty 3071.015522 = -1452127.473058 nChanged 55 SP:Iteration 99Q (1765.470000 sec): 3 clusters Score: Raw -1455209.369932 + Penalty 3071.015522 = -1452138.354410 nChanged 56 SP:Iteration 100F (1765.750000 sec): 3 clusters Score: Raw -1455220.915656 + Penalty 3071.015522 = -1452149.900134 nChanged 59 SP:Iteration 101Q (1766.000000 sec): 3 clusters Score: Raw -1455232.557830 + Penalty 3071.015522 = -1452161.542308 nChanged 53 SP:Iteration 102Q (1766.240000 sec): 3 clusters Score: Raw -1455242.085587 + Penalty 3071.015522 = -1452171.070065 nChanged 46 SP:Iteration 103Q (1766.430000 sec): 3 clusters Score: Raw -1455249.765615 + Penalty 3071.015522 = -1452178.750093 nChanged 48 SP:Iteration 104Q (1766.670000 sec): 3 clusters Score: Raw -1455258.630810 + Penalty 3071.015522 = -1452187.615288 nChanged 50 SP:Iteration 105Q (1766.960000 sec): 3 clusters Score: Raw -1455267.834927 + Penalty 3071.015522 = -1452196.819405 nChanged 48 SP:Iteration 106Q (1767.230000 sec): 3 clusters Score: Raw -1455277.182914 + Penalty 3071.015522 = -1452206.167392 nChanged 46 SP:Iteration 107Q (1767.530000 sec): 3 clusters Score: Raw -1455285.606966 + Penalty 3071.015522 = -1452214.591444 nChanged 54 SP:Iteration 108Q (1767.790000 sec): 3 clusters Score: Raw -1455296.539734 + Penalty 3071.015522 = -1452225.524212 nChanged 50 SP:Iteration 109Q (1768.040000 sec): 3 clusters Score: Raw -1455305.180956 + Penalty 3071.015522 = -1452234.165434 nChanged 48 SP:Iteration 110Q (1768.350000 sec): 3 clusters Score: Raw -1455315.351070 + Penalty 3071.015522 = -1452244.335548 nChanged 54 SP:Iteration 111Q (1768.590000 sec): 3 clusters Score: Raw -1455330.541971 + Penalty 3071.015522 = -1452259.526449 nChanged 52 SP:Iteration 112Q (1768.790000 sec): 3 clusters Score: Raw -1455343.757572 + Penalty 3071.015522 = -1452272.742050 nChanged 53 SP:Iteration 113Q (1769.030000 sec): 3 clusters Score: Raw -1455357.283681 + Penalty 3071.015522 = -1452286.268159 nChanged 67 SP:Iteration 114Q (1769.290000 sec): 3 clusters Score: Raw -1455373.143324 + Penalty 3071.015522 = -1452302.127802 nChanged 50 SP:Iteration 115Q (1769.510000 sec): 3 clusters Score: Raw -1455383.271004 + Penalty 3071.015522 = -1452312.255482 nChanged 45 SP:Iteration 116Q (1769.710000 sec): 3 clusters Score: Raw -1455391.926381 + Penalty 3071.015522 = -1452320.910859 nChanged 43 SP:Iteration 117Q (1769.990000 sec): 3 clusters Score: Raw -1455400.610182 + Penalty 3071.015522 = -1452329.594660 nChanged 47 SP:Iteration 118Q (1770.230000 sec): 3 clusters Score: Raw -1455411.137585 + Penalty 3071.015522 = -1452340.122063 nChanged 47 SP:Iteration 119Q (1770.480000 sec): 3 clusters Score: Raw -1455422.985644 + Penalty 3071.015522 = -1452351.970122 nChanged 51 SP:Iteration 120F (1770.720000 sec): 3 clusters Score: Raw -1455434.990345 + Penalty 3071.015522 = -1452363.974823 nChanged 44 SP:Iteration 121Q (1770.970000 sec): 3 clusters Score: Raw -1455447.093511 + Penalty 3071.015522 = -1452376.077989 nChanged 44 SP:Iteration 122Q (1771.210000 sec): 3 clusters Score: Raw -1455458.857085 + Penalty 3071.015522 = -1452387.841563 nChanged 48 SP:Iteration 123Q (1771.480000 sec): 3 clusters Score: Raw -1455472.982359 + Penalty 3071.015522 = -1452401.966837 nChanged 46 SP:Iteration 124Q (1771.740000 sec): 3 clusters Score: Raw -1455486.008938 + Penalty 3071.015522 = -1452414.993416 nChanged 51 SP:Iteration 125Q (1772.050000 sec): 3 clusters Score: Raw -1455502.328109 + Penalty 3071.015522 = -1452431.312587 nChanged 45 SP:Iteration 126Q (1772.270000 sec): 3 clusters Score: Raw -1455515.475854 + Penalty 3071.015522 = -1452444.460332 nChanged 43 SP:Iteration 127Q (1772.520000 sec): 3 clusters Score: Raw -1455526.517780 + Penalty 3071.015522 = -1452455.502258 nChanged 34 SP:Iteration 128Q (1772.820000 sec): 3 clusters Score: Raw -1455535.748245 + Penalty 3071.015522 = -1452464.732723 nChanged 37 SP:Iteration 129Q (1773.060000 sec): 3 clusters Score: Raw -1455546.518894 + Penalty 3071.015522 = -1452475.503372 nChanged 38 SP:Iteration 130Q (1773.270000 sec): 3 clusters Score: Raw -1455559.108450 + Penalty 3071.015522 = -1452488.092928 nChanged 52 SP:Iteration 131Q (1773.520000 sec): 3 clusters Score: Raw -1455579.746230 + Penalty 3071.015522 = -1452508.730708 nChanged 56 SP:Iteration 132Q (1773.750000 sec): 3 clusters Score: Raw -1455604.724237 + Penalty 3071.015522 = -1452533.708715 nChanged 62 SP:Iteration 133Q (1774.010000 sec): 3 clusters Score: Raw -1455636.442432 + Penalty 3071.015522 = -1452565.426910 nChanged 77 SP:Iteration 134Q (1774.290000 sec): 3 clusters Score: Raw -1455676.760392 + Penalty 3071.015522 = -1452605.744870 nChanged 79 SP:Iteration 135Q (1774.500000 sec): 3 clusters Score: Raw -1455719.313061 + Penalty 3071.015522 = -1452648.297539 nChanged 88 SP:Iteration 136Q (1774.740000 sec): 3 clusters Score: Raw -1455773.408258 + Penalty 3071.015522 = -1452702.392736 nChanged 70 SP:Iteration 137Q (1774.990000 sec): 3 clusters Score: Raw -1455812.115254 + Penalty 3071.015522 = -1452741.099732 nChanged 66 SP:Iteration 138Q (1775.240000 sec): 3 clusters Score: Raw -1455841.210068 + Penalty 3071.015522 = -1452770.194546 nChanged 41 SP:Iteration 139Q (1775.480000 sec): 3 clusters Score: Raw -1455859.297563 + Penalty 3071.015522 = -1452788.282041 nChanged 41 SP:Iteration 140F (1775.760000 sec): 3 clusters Score: Raw -1455878.032537 + Penalty 3071.015522 = -1452807.017015 nChanged 39 SP:Iteration 141Q (1776.000000 sec): 3 clusters Score: Raw -1455892.909464 + Penalty 3071.015522 = -1452821.893942 nChanged 33 SP:Iteration 142Q (1776.260000 sec): 3 clusters Score: Raw -1455904.842975 + Penalty 3071.015522 = -1452833.827453 nChanged 37 SP:Iteration 143Q (1776.580000 sec): 3 clusters Score: Raw -1455919.833322 + Penalty 3071.015522 = -1452848.817800 nChanged 29 SP:Iteration 144Q (1776.800000 sec): 3 clusters Score: Raw -1455928.681623 + Penalty 3071.015522 = -1452857.666101 nChanged 23 SP:Iteration 145Q (1777.160000 sec): 3 clusters Score: Raw -1455937.065912 + Penalty 3071.015522 = -1452866.050390 nChanged 19 SP:Iteration 146Q (1777.420000 sec): 3 clusters Score: Raw -1455943.591837 + Penalty 3071.015522 = -1452872.576315 nChanged 11 SP:Iteration 147Q (1777.680000 sec): 3 clusters Score: Raw -1455946.379928 + Penalty 3071.015522 = -1452875.364406 nChanged 9 SP:Iteration 148Q (1777.980000 sec): 3 clusters Score: Raw -1455948.370896 + Penalty 3071.015522 = -1452877.355374 nChanged 9 SP:Iteration 149Q (1778.220000 sec): 3 clusters Score: Raw -1455953.661650 + Penalty 3071.015522 = -1452882.646128 nChanged 17 SP:Iteration 150Q (1778.450000 sec): 3 clusters Score: Raw -1455959.968692 + Penalty 3071.015522 = -1452888.953170 nChanged 8 SP:Iteration 151Q (1778.740000 sec): 3 clusters Score: Raw -1455962.645211 + Penalty 3071.015522 = -1452891.629689 nChanged 9 SP:Iteration 152Q (1778.940000 sec): 3 clusters Score: Raw -1455965.809134 + Penalty 3071.015522 = -1452894.793612 nChanged 10 SP:Iteration 153Q (1779.190000 sec): 3 clusters Score: Raw -1455969.249804 + Penalty 3071.015522 = -1452898.234282 nChanged 8 SP:Iteration 154Q (1779.440000 sec): 3 clusters Score: Raw -1455971.604641 + Penalty 3071.015522 = -1452900.589119 nChanged 8 SP:Iteration 155Q (1779.730000 sec): 3 clusters Score: Raw -1455974.087810 + Penalty 3071.015522 = -1452903.072288 nChanged 10 SP:Iteration 156Q (1780.000000 sec): 3 clusters Score: Raw -1455977.588665 + Penalty 3071.015522 = -1452906.573143 nChanged 9 SP:Iteration 157Q (1780.280000 sec): 3 clusters Score: Raw -1455981.720191 + Penalty 3071.015522 = -1452910.704669 nChanged 17 SP:Iteration 158Q (1780.530000 sec): 3 clusters Score: Raw -1455987.558486 + Penalty 3071.015522 = -1452916.542964 nChanged 13 SP:Iteration 159Q (1780.800000 sec): 3 clusters Score: Raw -1455992.571456 + Penalty 3071.015522 = -1452921.555934 nChanged 12 SP:Iteration 160F (1781.030000 sec): 3 clusters Score: Raw -1455995.892778 + Penalty 3071.015522 = -1452924.877256 nChanged 7 SP:Iteration 161Q (1781.300000 sec): 3 clusters Score: Raw -1455998.328434 + Penalty 3071.015522 = -1452927.312912 nChanged 10 SP:Iteration 162Q (1781.540000 sec): 3 clusters Score: Raw -1456002.746507 + Penalty 3071.015522 = -1452931.730985 nChanged 10 SP:Iteration 163Q (1781.790000 sec): 3 clusters Score: Raw -1456007.775086 + Penalty 3071.015522 = -1452936.759564 nChanged 13 SP:Iteration 164Q (1782.030000 sec): 3 clusters Score: Raw -1456012.990008 + Penalty 3071.015522 = -1452941.974486 nChanged 10 SP:Iteration 165Q (1782.260000 sec): 3 clusters Score: Raw -1456015.472981 + Penalty 3071.015522 = -1452944.457460 nChanged 7 SP:Iteration 166Q (1782.570000 sec): 3 clusters Score: Raw -1456017.437980 + Penalty 3071.015522 = -1452946.422458 nChanged 6 SP:Iteration 167Q (1782.800000 sec): 3 clusters Score: Raw -1456018.859586 + Penalty 3071.015522 = -1452947.844064 nChanged 6 SP:Iteration 168Q (1783.050000 sec): 3 clusters Score: Raw -1456020.293883 + Penalty 3071.015522 = -1452949.278362 nChanged 7 SP:Iteration 169Q (1783.320000 sec): 3 clusters Score: Raw -1456022.693756 + Penalty 3071.015522 = -1452951.678234 nChanged 8 SP:Iteration 170Q (1783.600000 sec): 3 clusters Score: Raw -1456024.756506 + Penalty 3071.015522 = -1452953.740984 nChanged 5 SP:Iteration 171Q (1783.850000 sec): 3 clusters Score: Raw -1456026.136034 + Penalty 3071.015522 = -1452955.120512 nChanged 5 SP:Iteration 172Q (1784.170000 sec): 3 clusters Score: Raw -1456027.357936 + Penalty 3071.015522 = -1452956.342414 nChanged 2 SP:Iteration 173Q (1784.410000 sec): 3 clusters Score: Raw -1456027.963902 + Penalty 3071.015522 = -1452956.948380 nChanged 2 SP:Iteration 174Q (1784.700000 sec): 3 clusters Score: Raw -1456028.279270 + Penalty 3071.015522 = -1452957.263748 nChanged 0 SP:Iteration 175F (1784.970000 sec): 3 clusters Score: Raw -1456028.279270 + Penalty 3071.015522 = -1452957.263748 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.080000 sec): 2 clusters Score: Raw -256529.160386 + Penalty 1260.312165 = -255268.848221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.240000 sec): 3 clusters Score: Raw -255523.968574 + Penalty 2520.624330 = -253003.344244 nChanged 840 SP:Iteration 1F (1785.440000 sec): 3 clusters Score: Raw -256073.057547 + Penalty 2520.624330 = -253552.433217 nChanged 162 SP:Iteration 2F (1785.600000 sec): 3 clusters Score: Raw -256184.210703 + Penalty 2520.624330 = -253663.586372 nChanged 107 SP:Iteration 3Q (1785.820000 sec): 3 clusters Score: Raw -256256.822348 + Penalty 2520.624330 = -253736.198017 nChanged 88 SP:Iteration 4Q (1785.990000 sec): 3 clusters Score: Raw -256311.272466 + Penalty 2520.624330 = -253790.648135 nChanged 61 SP:Iteration 5Q (1786.160000 sec): 3 clusters Score: Raw -256346.697418 + Penalty 2520.624330 = -253826.073087 nChanged 48 SP:Iteration 6Q (1786.380000 sec): 3 clusters Score: Raw -256373.338397 + Penalty 2520.624330 = -253852.714066 nChanged 32 SP:Iteration 7Q (1786.550000 sec): 3 clusters Score: Raw -256388.721965 + Penalty 2520.624330 = -253868.097635 nChanged 30 SP:Iteration 8Q (1786.740000 sec): 3 clusters Score: Raw -256408.399110 + Penalty 2520.624330 = -253887.774779 nChanged 32 SP:Iteration 9Q (1786.920000 sec): 3 clusters Score: Raw -256424.484220 + Penalty 2520.624330 = -253903.859890 nChanged 30 SP:Iteration 10Q (1787.100000 sec): 3 clusters Score: Raw -256444.761245 + Penalty 2520.624330 = -253924.136915 nChanged 33 SP:Iteration 11Q (1787.320000 sec): 3 clusters Score: Raw -256466.862699 + Penalty 2520.624330 = -253946.238369 nChanged 30 SP:Iteration 12Q (1787.520000 sec): 3 clusters Score: Raw -256492.016720 + Penalty 2520.624330 = -253971.392390 nChanged 37 SP:Iteration 13Q (1787.700000 sec): 3 clusters Score: Raw -256532.155440 + Penalty 2520.624330 = -254011.531109 nChanged 44 SP:Iteration 14Q (1787.840000 sec): 3 clusters Score: Raw -256586.517441 + Penalty 2520.624330 = -254065.893111 nChanged 53 SP:Iteration 15Q (1787.990000 sec): 3 clusters Score: Raw -256637.959902 + Penalty 2520.624330 = -254117.335572 nChanged 49 SP:Iteration 16Q (1788.140000 sec): 3 clusters Score: Raw -256683.198258 + Penalty 2520.624330 = -254162.573928 nChanged 50 SP:Iteration 17Q (1788.330000 sec): 3 clusters Score: Raw -256752.325250 + Penalty 2520.624330 = -254231.700919 nChanged 63 SP:Iteration 18Q (1788.520000 sec): 3 clusters Score: Raw -256806.855811 + Penalty 2520.624330 = -254286.231481 nChanged 46 SP:Iteration 19Q (1788.720000 sec): 3 clusters Score: Raw -256845.623293 + Penalty 2520.624330 = -254324.998963 nChanged 38 SP:Iteration 20F (1788.900000 sec): 3 clusters Score: Raw -256874.154522 + Penalty 2520.624330 = -254353.530192 nChanged 26 SP:Iteration 21Q (1789.140000 sec): 3 clusters Score: Raw -256892.821929 + Penalty 2520.624330 = -254372.197599 nChanged 20 SP:Iteration 22Q (1789.340000 sec): 3 clusters Score: Raw -256908.752881 + Penalty 2520.624330 = -254388.128550 nChanged 27 SP:Iteration 23Q (1789.520000 sec): 3 clusters Score: Raw -256927.670937 + Penalty 2520.624330 = -254407.046606 nChanged 21 SP:Iteration 24Q (1789.680000 sec): 3 clusters Score: Raw -256942.047668 + Penalty 2520.624330 = -254421.423338 nChanged 18 SP:Iteration 25Q (1789.860000 sec): 3 clusters Score: Raw -256953.267768 + Penalty 2520.624330 = -254432.643438 nChanged 15 SP:Iteration 26Q (1790.020000 sec): 3 clusters Score: Raw -256963.617413 + Penalty 2520.624330 = -254442.993083 nChanged 19 SP:Iteration 27Q (1790.230000 sec): 3 clusters Score: Raw -256977.156916 + Penalty 2520.624330 = -254456.532586 nChanged 23 SP:Iteration 28Q (1790.400000 sec): 3 clusters Score: Raw -256991.706253 + Penalty 2520.624330 = -254471.081922 nChanged 22 SP:Iteration 29Q (1790.530000 sec): 3 clusters Score: Raw -257004.278362 + Penalty 2520.624330 = -254483.654032 nChanged 28 SP:Iteration 30Q (1790.690000 sec): 3 clusters Score: Raw -257024.239357 + Penalty 2520.624330 = -254503.615026 nChanged 30 SP:Iteration 31Q (1790.860000 sec): 3 clusters Score: Raw -257047.508095 + Penalty 2520.624330 = -254526.883765 nChanged 30 SP:Iteration 32Q (1791.020000 sec): 3 clusters Score: Raw -257074.925758 + Penalty 2520.624330 = -254554.301428 nChanged 33 SP:Iteration 33Q (1791.200000 sec): 3 clusters Score: Raw -257098.314304 + Penalty 2520.624330 = -254577.689974 nChanged 24 SP:Iteration 34Q (1791.400000 sec): 3 clusters Score: Raw -257111.923435 + Penalty 2520.624330 = -254591.299105 nChanged 12 SP:Iteration 35Q (1791.540000 sec): 3 clusters Score: Raw -257116.771632 + Penalty 2520.624330 = -254596.147301 nChanged 8 SP:Iteration 36Q (1791.720000 sec): 3 clusters Score: Raw -257121.231189 + Penalty 2520.624330 = -254600.606859 nChanged 10 SP:Iteration 37Q (1791.970000 sec): 3 clusters Score: Raw -257127.783321 + Penalty 2520.624330 = -254607.158991 nChanged 11 SP:Iteration 38Q (1792.150000 sec): 3 clusters Score: Raw -257134.147677 + Penalty 2520.624330 = -254613.523346 nChanged 16 SP:Iteration 39Q (1792.320000 sec): 3 clusters Score: Raw -257148.625925 + Penalty 2520.624330 = -254628.001595 nChanged 18 SP:Iteration 40F (1792.530000 sec): 3 clusters Score: Raw -257160.918639 + Penalty 2520.624330 = -254640.294309 nChanged 15 SP:Iteration 41Q (1792.720000 sec): 3 clusters Score: Raw -257169.436436 + Penalty 2520.624330 = -254648.812106 nChanged 8 SP:Iteration 42Q (1792.910000 sec): 3 clusters Score: Raw -257172.310995 + Penalty 2520.624330 = -254651.686665 nChanged 3 SP:Iteration 43Q (1793.020000 sec): 3 clusters Score: Raw -257174.941917 + Penalty 2520.624330 = -254654.317587 nChanged 10 SP:Iteration 44Q (1793.220000 sec): 3 clusters Score: Raw -257179.040264 + Penalty 2520.624330 = -254658.415934 nChanged 2 SP:Iteration 45Q (1793.420000 sec): 3 clusters Score: Raw -257179.483478 + Penalty 2520.624330 = -254658.859148 nChanged 2 SP:Iteration 46Q (1793.620000 sec): 3 clusters Score: Raw -257180.195203 + Penalty 2520.624330 = -254659.570872 nChanged 1 SP:Iteration 47Q (1793.840000 sec): 3 clusters Score: Raw -257180.789450 + Penalty 2520.624330 = -254660.165119 nChanged 0 SP:Iteration 48F (1794.020000 sec): 3 clusters Score: Raw -257180.789450 + Penalty 2520.624330 = -254660.165119 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (9711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1794.140000 sec): 2 clusters Score: Raw -1108104.662349 + Penalty 1491.914863 = -1106612.747486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.400000 sec): 3 clusters Score: Raw -1102559.561775 + Penalty 2983.829726 = -1099575.732048 nChanged 4193 SP:Iteration 1F (1794.650000 sec): 3 clusters Score: Raw -1104869.460148 + Penalty 2983.829726 = -1101885.630422 nChanged 678 SP:Iteration 2F (1794.870000 sec): 3 clusters Score: Raw -1105305.253378 + Penalty 2983.829726 = -1102321.423651 nChanged 667 SP:Iteration 3F (1795.110000 sec): 3 clusters Score: Raw -1105728.685750 + Penalty 2983.829726 = -1102744.856023 nChanged 621 SP:Iteration 4F (1795.380000 sec): 3 clusters Score: Raw -1106093.614475 + Penalty 2983.829726 = -1103109.784749 nChanged 602 SP:Iteration 5F (1795.650000 sec): 3 clusters Score: Raw -1106481.057625 + Penalty 2983.829726 = -1103497.227899 nChanged 603 SP:Iteration 6F (1795.880000 sec): 3 clusters Score: Raw -1106938.698986 + Penalty 2983.829726 = -1103954.869259 nChanged 595 SP:Iteration 7F (1796.150000 sec): 3 clusters Score: Raw -1107439.519485 + Penalty 2983.829726 = -1104455.689758 nChanged 565 SP:Iteration 8F (1796.350000 sec): 3 clusters Score: Raw -1107938.203811 + Penalty 2983.829726 = -1104954.374084 nChanged 422 SP:Iteration 9Q (1796.590000 sec): 3 clusters Score: Raw -1108303.060547 + Penalty 2983.829726 = -1105319.230821 nChanged 290 SP:Iteration 10Q (1796.820000 sec): 3 clusters Score: Raw -1108583.070216 + Penalty 2983.829726 = -1105599.240489 nChanged 178 SP:Iteration 11Q (1797.030000 sec): 3 clusters Score: Raw -1108727.164616 + Penalty 2983.829726 = -1105743.334890 nChanged 93 SP:Iteration 12Q (1797.290000 sec): 3 clusters Score: Raw -1108801.867724 + Penalty 2983.829726 = -1105818.037998 nChanged 52 SP:Iteration 13Q (1797.550000 sec): 3 clusters Score: Raw -1108842.491582 + Penalty 2983.829726 = -1105858.661856 nChanged 40 SP:Iteration 14Q (1797.830000 sec): 3 clusters Score: Raw -1108867.001463 + Penalty 2983.829726 = -1105883.171737 nChanged 35 SP:Iteration 15Q (1798.070000 sec): 3 clusters Score: Raw -1108890.859731 + Penalty 2983.829726 = -1105907.030004 nChanged 26 SP:Iteration 16Q (1798.330000 sec): 3 clusters Score: Raw -1108904.674895 + Penalty 2983.829726 = -1105920.845169 nChanged 11 SP:Iteration 17Q (1798.520000 sec): 3 clusters Score: Raw -1108910.348830 + Penalty 2983.829726 = -1105926.519103 nChanged 12 SP:Iteration 18Q (1798.790000 sec): 3 clusters Score: Raw -1108919.184930 + Penalty 2983.829726 = -1105935.355204 nChanged 7 SP:Iteration 19Q (1799.100000 sec): 3 clusters Score: Raw -1108922.597604 + Penalty 2983.829726 = -1105938.767877 nChanged 4 SP:Iteration 20F (1799.350000 sec): 3 clusters Score: Raw -1108923.931012 + Penalty 2983.829726 = -1105940.101286 nChanged 1 SP:Iteration 21Q (1799.570000 sec): 3 clusters Score: Raw -1108924.250167 + Penalty 2983.829726 = -1105940.420440 nChanged 0 SP:Iteration 22F (1799.810000 sec): 3 clusters Score: Raw -1108924.250167 + Penalty 2983.829726 = -1105940.420440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (6901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1799.930000 sec): 2 clusters Score: Raw -830405.469272 + Penalty 1436.406011 = -828969.063260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.180000 sec): 3 clusters Score: Raw -826651.116145 + Penalty 2872.812022 = -823778.304123 nChanged 2834 SP:Iteration 1F (1800.390000 sec): 3 clusters Score: Raw -828165.557312 + Penalty 2872.812022 = -825292.745289 nChanged 385 SP:Iteration 2F (1800.630000 sec): 3 clusters Score: Raw -828330.382529 + Penalty 2872.812022 = -825457.570506 nChanged 338 SP:Iteration 3Q (1800.810000 sec): 3 clusters Score: Raw -828461.104409 + Penalty 2872.812022 = -825588.292387 nChanged 256 SP:Iteration 4Q (1801.040000 sec): 3 clusters Score: Raw -828550.859316 + Penalty 2872.812022 = -825678.047294 nChanged 228 SP:Iteration 5Q (1801.240000 sec): 3 clusters Score: Raw -828646.793614 + Penalty 2872.812022 = -825773.981592 nChanged 226 SP:Iteration 6Q (1801.490000 sec): 3 clusters Score: Raw -828728.835012 + Penalty 2872.812022 = -825856.022989 nChanged 206 SP:Iteration 7Q (1801.670000 sec): 3 clusters Score: Raw -828809.630874 + Penalty 2872.812022 = -825936.818852 nChanged 214 SP:Iteration 8Q (1801.860000 sec): 3 clusters Score: Raw -828903.554475 + Penalty 2872.812022 = -826030.742453 nChanged 215 SP:Iteration 9Q (1802.070000 sec): 3 clusters Score: Raw -829003.878359 + Penalty 2872.812022 = -826131.066336 nChanged 268 SP:Iteration 10Q (1802.270000 sec): 3 clusters Score: Raw -829146.545483 + Penalty 2872.812022 = -826273.733461 nChanged 277 SP:Iteration 11Q (1802.450000 sec): 3 clusters Score: Raw -829311.547211 + Penalty 2872.812022 = -826438.735188 nChanged 284 SP:Iteration 12Q (1802.650000 sec): 3 clusters Score: Raw -829500.196324 + Penalty 2872.812022 = -826627.384301 nChanged 288 SP:Iteration 13Q (1802.830000 sec): 3 clusters Score: Raw -829696.389698 + Penalty 2872.812022 = -826823.577676 nChanged 289 SP:Iteration 14Q (1803.050000 sec): 3 clusters Score: Raw -829913.306775 + Penalty 2872.812022 = -827040.494753 nChanged 253 SP:Iteration 15Q (1803.290000 sec): 3 clusters Score: Raw -830122.944557 + Penalty 2872.812022 = -827250.132534 nChanged 182 SP:Iteration 16Q (1803.510000 sec): 3 clusters Score: Raw -830293.759321 + Penalty 2872.812022 = -827420.947298 nChanged 141 SP:Iteration 17Q (1803.740000 sec): 3 clusters Score: Raw -830452.765300 + Penalty 2872.812022 = -827579.953277 nChanged 93 SP:Iteration 18Q (1803.970000 sec): 3 clusters Score: Raw -830553.714445 + Penalty 2872.812022 = -827680.902422 nChanged 57 SP:Iteration 19Q (1804.160000 sec): 3 clusters Score: Raw -830609.587044 + Penalty 2872.812022 = -827736.775022 nChanged 52 SP:Iteration 20F (1804.370000 sec): 3 clusters Score: Raw -830651.345197 + Penalty 2872.812022 = -827778.533174 nChanged 30 SP:Iteration 21Q (1804.560000 sec): 3 clusters Score: Raw -830679.169340 + Penalty 2872.812022 = -827806.357317 nChanged 25 SP:Iteration 22Q (1804.740000 sec): 3 clusters Score: Raw -830706.955912 + Penalty 2872.812022 = -827834.143889 nChanged 29 SP:Iteration 23Q (1804.930000 sec): 3 clusters Score: Raw -830734.846702 + Penalty 2872.812022 = -827862.034679 nChanged 24 SP:Iteration 24Q (1805.130000 sec): 3 clusters Score: Raw -830758.466962 + Penalty 2872.812022 = -827885.654940 nChanged 18 SP:Iteration 25Q (1805.370000 sec): 3 clusters Score: Raw -830778.382004 + Penalty 2872.812022 = -827905.569982 nChanged 14 SP:Iteration 26Q (1805.530000 sec): 3 clusters Score: Raw -830787.979184 + Penalty 2872.812022 = -827915.167162 nChanged 5 SP:Iteration 27Q (1805.730000 sec): 3 clusters Score: Raw -830791.175296 + Penalty 2872.812022 = -827918.363274 nChanged 0 SP:Iteration 28F (1805.940000 sec): 3 clusters Score: Raw -830791.175296 + Penalty 2872.812022 = -827918.363274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (8665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1806.070000 sec): 2 clusters Score: Raw -997454.618094 + Penalty 1473.395170 = -995981.222924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1806.310000 sec): 3 clusters Score: Raw -992576.850827 + Penalty 2946.790341 = -989630.060486 nChanged 3728 SP:Iteration 1F (1806.530000 sec): 3 clusters Score: Raw -994527.720018 + Penalty 2946.790341 = -991580.929677 nChanged 526 SP:Iteration 2F (1806.730000 sec): 3 clusters Score: Raw -994724.113730 + Penalty 2946.790341 = -991777.323389 nChanged 382 SP:Iteration 3Q (1806.990000 sec): 3 clusters Score: Raw -994858.123757 + Penalty 2946.790341 = -991911.333417 nChanged 295 SP:Iteration 4Q (1807.250000 sec): 3 clusters Score: Raw -994950.784173 + Penalty 2946.790341 = -992003.993832 nChanged 259 SP:Iteration 5Q (1807.500000 sec): 3 clusters Score: Raw -995034.904021 + Penalty 2946.790341 = -992088.113680 nChanged 258 SP:Iteration 6Q (1807.670000 sec): 3 clusters Score: Raw -995111.681299 + Penalty 2946.790341 = -992164.890958 nChanged 225 SP:Iteration 7Q (1807.910000 sec): 3 clusters Score: Raw -995190.595845 + Penalty 2946.790341 = -992243.805505 nChanged 227 SP:Iteration 8Q (1808.120000 sec): 3 clusters Score: Raw -995276.276865 + Penalty 2946.790341 = -992329.486524 nChanged 278 SP:Iteration 9Q (1808.320000 sec): 3 clusters Score: Raw -995418.205067 + Penalty 2946.790341 = -992471.414727 nChanged 382 SP:Iteration 10Q (1808.560000 sec): 3 clusters Score: Raw -995640.115809 + Penalty 2946.790341 = -992693.325468 nChanged 448 SP:Iteration 11F (1808.800000 sec): 3 clusters Score: Raw -995955.262266 + Penalty 2946.790341 = -993008.471926 nChanged 526 SP:Iteration 12F (1808.990000 sec): 3 clusters Score: Raw -996336.117447 + Penalty 2946.790341 = -993389.327107 nChanged 525 SP:Iteration 13F (1809.200000 sec): 3 clusters Score: Raw -996712.537086 + Penalty 2946.790341 = -993765.746746 nChanged 443 SP:Iteration 14F (1809.410000 sec): 3 clusters Score: Raw -997010.204459 + Penalty 2946.790341 = -994063.414118 nChanged 357 SP:Iteration 15Q (1809.680000 sec): 3 clusters Score: Raw -997230.619653 + Penalty 2946.790341 = -994283.829312 nChanged 287 SP:Iteration 16Q (1809.870000 sec): 3 clusters Score: Raw -997401.017522 + Penalty 2946.790341 = -994454.227181 nChanged 223 SP:Iteration 17Q (1810.080000 sec): 3 clusters Score: Raw -997515.355397 + Penalty 2946.790341 = -994568.565056 nChanged 152 SP:Iteration 18Q (1810.330000 sec): 3 clusters Score: Raw -997582.739462 + Penalty 2946.790341 = -994635.949121 nChanged 95 SP:Iteration 19Q (1810.490000 sec): 3 clusters Score: Raw -997623.780548 + Penalty 2946.790341 = -994676.990208 nChanged 81 SP:Iteration 20F (1810.690000 sec): 3 clusters Score: Raw -997657.173862 + Penalty 2946.790341 = -994710.383522 nChanged 69 SP:Iteration 21Q (1810.940000 sec): 3 clusters Score: Raw -997686.657397 + Penalty 2946.790341 = -994739.867056 nChanged 53 SP:Iteration 22Q (1811.160000 sec): 3 clusters Score: Raw -997707.554994 + Penalty 2946.790341 = -994760.764653 nChanged 53 SP:Iteration 23Q (1811.380000 sec): 3 clusters Score: Raw -997728.299465 + Penalty 2946.790341 = -994781.509124 nChanged 34 SP:Iteration 24Q (1811.590000 sec): 3 clusters Score: Raw -997738.515986 + Penalty 2946.790341 = -994791.725645 nChanged 34 SP:Iteration 25Q (1811.880000 sec): 3 clusters Score: Raw -997748.124027 + Penalty 2946.790341 = -994801.333686 nChanged 27 SP:Iteration 26Q (1812.120000 sec): 3 clusters Score: Raw -997755.885435 + Penalty 2946.790341 = -994809.095095 nChanged 29 SP:Iteration 27Q (1812.280000 sec): 3 clusters Score: Raw -997767.628554 + Penalty 2946.790341 = -994820.838214 nChanged 25 SP:Iteration 28Q (1812.550000 sec): 3 clusters Score: Raw -997777.360657 + Penalty 2946.790341 = -994830.570316 nChanged 28 SP:Iteration 29Q (1812.780000 sec): 3 clusters Score: Raw -997788.493617 + Penalty 2946.790341 = -994841.703276 nChanged 28 SP:Iteration 30Q (1813.030000 sec): 3 clusters Score: Raw -997796.782830 + Penalty 2946.790341 = -994849.992489 nChanged 22 SP:Iteration 31Q (1813.220000 sec): 3 clusters Score: Raw -997803.560647 + Penalty 2946.790341 = -994856.770306 nChanged 18 SP:Iteration 32Q (1813.460000 sec): 3 clusters Score: Raw -997809.354901 + Penalty 2946.790341 = -994862.564560 nChanged 14 SP:Iteration 33Q (1813.670000 sec): 3 clusters Score: Raw -997813.830450 + Penalty 2946.790341 = -994867.040110 nChanged 13 SP:Iteration 34Q (1813.900000 sec): 3 clusters Score: Raw -997818.481503 + Penalty 2946.790341 = -994871.691163 nChanged 14 SP:Iteration 35Q (1814.080000 sec): 3 clusters Score: Raw -997823.043063 + Penalty 2946.790341 = -994876.252722 nChanged 8 SP:Iteration 36Q (1814.350000 sec): 3 clusters Score: Raw -997825.802442 + Penalty 2946.790341 = -994879.012102 nChanged 7 SP:Iteration 37Q (1814.520000 sec): 3 clusters Score: Raw -997827.649319 + Penalty 2946.790341 = -994880.858978 nChanged 8 SP:Iteration 38Q (1814.710000 sec): 3 clusters Score: Raw -997829.746581 + Penalty 2946.790341 = -994882.956241 nChanged 11 SP:Iteration 39Q (1814.950000 sec): 3 clusters Score: Raw -997833.519153 + Penalty 2946.790341 = -994886.728812 nChanged 10 SP:Iteration 40F (1815.170000 sec): 3 clusters Score: Raw -997836.614758 + Penalty 2946.790341 = -994889.824418 nChanged 5 SP:Iteration 41Q (1815.450000 sec): 3 clusters Score: Raw -997839.282027 + Penalty 2946.790341 = -994892.491686 nChanged 11 SP:Iteration 42Q (1815.650000 sec): 3 clusters Score: Raw -997842.515664 + Penalty 2946.790341 = -994895.725324 nChanged 10 SP:Iteration 43Q (1815.850000 sec): 3 clusters Score: Raw -997846.184884 + Penalty 2946.790341 = -994899.394544 nChanged 12 SP:Iteration 44Q (1816.100000 sec): 3 clusters Score: Raw -997850.627977 + Penalty 2946.790341 = -994903.837637 nChanged 14 SP:Iteration 45Q (1816.320000 sec): 3 clusters Score: Raw -997857.054029 + Penalty 2946.790341 = -994910.263688 nChanged 14 SP:Iteration 46Q (1816.490000 sec): 3 clusters Score: Raw -997863.595354 + Penalty 2946.790341 = -994916.805014 nChanged 7 SP:Iteration 47Q (1816.690000 sec): 3 clusters Score: Raw -997866.909845 + Penalty 2946.790341 = -994920.119504 nChanged 7 SP:Iteration 48Q (1816.900000 sec): 3 clusters Score: Raw -997869.489008 + Penalty 2946.790341 = -994922.698667 nChanged 4 SP:Iteration 49Q (1817.170000 sec): 3 clusters Score: Raw -997871.167715 + Penalty 2946.790341 = -994924.377374 nChanged 4 SP:Iteration 50Q (1817.340000 sec): 3 clusters Score: Raw -997872.627085 + Penalty 2946.790341 = -994925.836744 nChanged 4 SP:Iteration 51Q (1817.570000 sec): 3 clusters Score: Raw -997874.251014 + Penalty 2946.790341 = -994927.460674 nChanged 2 SP:Iteration 52Q (1817.790000 sec): 3 clusters Score: Raw -997874.582132 + Penalty 2946.790341 = -994927.791792 nChanged 4 SP:Iteration 53Q (1817.940000 sec): 3 clusters Score: Raw -997875.299053 + Penalty 2946.790341 = -994928.508713 nChanged 3 SP:Iteration 54Q (1818.190000 sec): 3 clusters Score: Raw -997877.009690 + Penalty 2946.790341 = -994930.219350 nChanged 4 SP:Iteration 55Q (1818.410000 sec): 3 clusters Score: Raw -997877.706158 + Penalty 2946.790341 = -994930.915818 nChanged 1 SP:Iteration 56Q (1818.630000 sec): 3 clusters Score: Raw -997877.892321 + Penalty 2946.790341 = -994931.101981 nChanged 2 SP:Iteration 57Q (1818.840000 sec): 3 clusters Score: Raw -997878.405647 + Penalty 2946.790341 = -994931.615306 nChanged 1 SP:Iteration 58Q (1819.070000 sec): 3 clusters Score: Raw -997878.655847 + Penalty 2946.790341 = -994931.865507 nChanged 0 SP:Iteration 59F (1819.280000 sec): 3 clusters Score: Raw -997878.655847 + Penalty 2946.790341 = -994931.865507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.380000 sec): 2 clusters Score: Raw -27655.083523 + Penalty 934.793054 = -26720.290470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.560000 sec): 3 clusters Score: Raw -27741.018702 + Penalty 1869.586108 = -25871.432594 nChanged 85 SP:Iteration 1F (1819.790000 sec): 3 clusters Score: Raw -28031.747323 + Penalty 1869.586108 = -26162.161216 nChanged 24 SP:Iteration 2F (1819.990000 sec): 3 clusters Score: Raw -28170.935908 + Penalty 1869.586108 = -26301.349801 nChanged 22 SP:Iteration 3F (1820.120000 sec): 3 clusters Score: Raw -28250.892361 + Penalty 1869.586108 = -26381.306253 nChanged 11 SP:Iteration 4Q (1820.290000 sec): 3 clusters Score: Raw -28319.835289 + Penalty 1869.586108 = -26450.249181 nChanged 6 SP:Iteration 5Q (1820.460000 sec): 3 clusters Score: Raw -28350.314172 + Penalty 1869.586108 = -26480.728064 nChanged 1 SP:Iteration 6Q (1820.640000 sec): 3 clusters Score: Raw -28352.649592 + Penalty 1869.586108 = -26483.063485 nChanged 0 SP:Iteration 7F (1820.840000 sec): 3 clusters Score: Raw -28352.649592 + Penalty 1869.586108 = -26483.063485 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1820.960000 sec): 2 clusters Score: Raw -104192.917479 + Penalty 1106.109771 = -103086.807708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.130000 sec): 3 clusters Score: Raw -103924.173734 + Penalty 2212.219542 = -101711.954192 nChanged 271 SP:Iteration 1F (1821.370000 sec): 3 clusters Score: Raw -104123.683808 + Penalty 2212.219542 = -101911.464266 nChanged 62 SP:Iteration 2F (1821.540000 sec): 3 clusters Score: Raw -104183.081293 + Penalty 2212.219542 = -101970.861751 nChanged 32 SP:Iteration 3Q (1821.710000 sec): 3 clusters Score: Raw -104216.474171 + Penalty 2212.219542 = -102004.254629 nChanged 18 SP:Iteration 4Q (1821.860000 sec): 3 clusters Score: Raw -104242.769240 + Penalty 2212.219542 = -102030.549698 nChanged 24 SP:Iteration 5Q (1822.080000 sec): 3 clusters Score: Raw -104264.361107 + Penalty 2212.219542 = -102052.141565 nChanged 12 SP:Iteration 6Q (1822.240000 sec): 3 clusters Score: Raw -104277.067303 + Penalty 2212.219542 = -102064.847761 nChanged 7 SP:Iteration 7Q (1822.430000 sec): 3 clusters Score: Raw -104285.426915 + Penalty 2212.219542 = -102073.207373 nChanged 12 SP:Iteration 8Q (1822.600000 sec): 3 clusters Score: Raw -104301.138072 + Penalty 2212.219542 = -102088.918530 nChanged 12 SP:Iteration 9Q (1822.770000 sec): 3 clusters Score: Raw -104314.618051 + Penalty 2212.219542 = -102102.398508 nChanged 6 SP:Iteration 10Q (1823.030000 sec): 3 clusters Score: Raw -104318.994481 + Penalty 2212.219542 = -102106.774939 nChanged 3 SP:Iteration 11Q (1823.200000 sec): 3 clusters Score: Raw -104322.018974 + Penalty 2212.219542 = -102109.799432 nChanged 2 SP:Iteration 12Q (1823.370000 sec): 3 clusters Score: Raw -104323.209709 + Penalty 2212.219542 = -102110.990167 nChanged 0 SP:Iteration 13F (1823.600000 sec): 3 clusters Score: Raw -104323.209709 + Penalty 2212.219542 = -102110.990167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (31400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1823.800000 sec): 2 clusters Score: Raw -3453914.679607 + Penalty 1682.616515 = -3452232.063091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.130000 sec): 3 clusters Score: Raw -3434421.582462 + Penalty 3365.233031 = -3431056.349432 nChanged 14590 SP:Iteration 1F (1824.470000 sec): 3 clusters Score: Raw -3442645.636661 + Penalty 3365.233031 = -3439280.403630 nChanged 1369 SP:Iteration 2Q (1824.850000 sec): 3 clusters Score: Raw -3443212.238531 + Penalty 3365.233031 = -3439847.005500 nChanged 1506 SP:Iteration 3Q (1825.220000 sec): 3 clusters Score: Raw -3443909.729985 + Penalty 3365.233031 = -3440544.496954 nChanged 1612 SP:Iteration 4F (1825.530000 sec): 3 clusters Score: Raw -3444782.490089 + Penalty 3365.233031 = -3441417.257058 nChanged 1687 SP:Iteration 5F (1825.940000 sec): 3 clusters Score: Raw -3445861.482583 + Penalty 3365.233031 = -3442496.249552 nChanged 1786 SP:Iteration 6F (1826.260000 sec): 3 clusters Score: Raw -3447078.092837 + Penalty 3365.233031 = -3443712.859806 nChanged 1742 SP:Iteration 7F (1826.580000 sec): 3 clusters Score: Raw -3448256.063953 + Penalty 3365.233031 = -3444890.830922 nChanged 1610 SP:Iteration 8F (1826.900000 sec): 3 clusters Score: Raw -3449221.332866 + Penalty 3365.233031 = -3445856.099835 nChanged 1284 SP:Iteration 9Q (1827.260000 sec): 3 clusters Score: Raw -3449911.277549 + Penalty 3365.233031 = -3446546.044518 nChanged 1081 SP:Iteration 10Q (1827.560000 sec): 3 clusters Score: Raw -3450452.648547 + Penalty 3365.233031 = -3447087.415516 nChanged 895 SP:Iteration 11Q (1827.950000 sec): 3 clusters Score: Raw -3450877.699015 + Penalty 3365.233031 = -3447512.465984 nChanged 845 SP:Iteration 12Q (1828.290000 sec): 3 clusters Score: Raw -3451285.983221 + Penalty 3365.233031 = -3447920.750190 nChanged 797 SP:Iteration 13Q (1828.600000 sec): 3 clusters Score: Raw -3451696.547405 + Penalty 3365.233031 = -3448331.314374 nChanged 740 SP:Iteration 14Q (1828.950000 sec): 3 clusters Score: Raw -3452076.912674 + Penalty 3365.233031 = -3448711.679643 nChanged 647 SP:Iteration 15Q (1829.300000 sec): 3 clusters Score: Raw -3452422.707474 + Penalty 3365.233031 = -3449057.474443 nChanged 587 SP:Iteration 16Q (1829.620000 sec): 3 clusters Score: Raw -3452736.799001 + Penalty 3365.233031 = -3449371.565970 nChanged 518 SP:Iteration 17Q (1829.980000 sec): 3 clusters Score: Raw -3453009.127421 + Penalty 3365.233031 = -3449643.894390 nChanged 455 SP:Iteration 18Q (1830.330000 sec): 3 clusters Score: Raw -3453242.119288 + Penalty 3365.233031 = -3449876.886258 nChanged 385 SP:Iteration 19Q (1830.650000 sec): 3 clusters Score: Raw -3453436.006433 + Penalty 3365.233031 = -3450070.773402 nChanged 305 SP:Iteration 20F (1831.030000 sec): 3 clusters Score: Raw -3453595.578186 + Penalty 3365.233031 = -3450230.345156 nChanged 269 SP:Iteration 21Q (1831.370000 sec): 3 clusters Score: Raw -3453739.774697 + Penalty 3365.233031 = -3450374.541666 nChanged 211 SP:Iteration 22Q (1831.680000 sec): 3 clusters Score: Raw -3453832.526041 + Penalty 3365.233031 = -3450467.293010 nChanged 175 SP:Iteration 23Q (1831.950000 sec): 3 clusters Score: Raw -3453913.427095 + Penalty 3365.233031 = -3450548.194064 nChanged 140 SP:Iteration 24Q (1832.310000 sec): 3 clusters Score: Raw -3453979.321086 + Penalty 3365.233031 = -3450614.088055 nChanged 102 SP:Iteration 25Q (1832.610000 sec): 3 clusters Score: Raw -3454021.659257 + Penalty 3365.233031 = -3450656.426226 nChanged 81 SP:Iteration 26Q (1832.940000 sec): 3 clusters Score: Raw -3454053.408383 + Penalty 3365.233031 = -3450688.175352 nChanged 64 SP:Iteration 27Q (1833.230000 sec): 3 clusters Score: Raw -3454078.317469 + Penalty 3365.233031 = -3450713.084439 nChanged 49 SP:Iteration 28Q (1833.530000 sec): 3 clusters Score: Raw -3454096.917532 + Penalty 3365.233031 = -3450731.684501 nChanged 43 SP:Iteration 29Q (1833.830000 sec): 3 clusters Score: Raw -3454112.380608 + Penalty 3365.233031 = -3450747.147577 nChanged 36 SP:Iteration 30Q (1834.150000 sec): 3 clusters Score: Raw -3454126.184588 + Penalty 3365.233031 = -3450760.951557 nChanged 29 SP:Iteration 31Q (1834.470000 sec): 3 clusters Score: Raw -3454138.285907 + Penalty 3365.233031 = -3450773.052876 nChanged 20 SP:Iteration 32Q (1834.750000 sec): 3 clusters Score: Raw -3454144.499016 + Penalty 3365.233031 = -3450779.265985 nChanged 14 SP:Iteration 33Q (1835.070000 sec): 3 clusters Score: Raw -3454148.428498 + Penalty 3365.233031 = -3450783.195467 nChanged 15 SP:Iteration 34Q (1835.390000 sec): 3 clusters Score: Raw -3454152.730672 + Penalty 3365.233031 = -3450787.497641 nChanged 13 SP:Iteration 35Q (1835.730000 sec): 3 clusters Score: Raw -3454157.721312 + Penalty 3365.233031 = -3450792.488281 nChanged 8 SP:Iteration 36Q (1836.030000 sec): 3 clusters Score: Raw -3454161.951322 + Penalty 3365.233031 = -3450796.718291 nChanged 13 SP:Iteration 37Q (1836.370000 sec): 3 clusters Score: Raw -3454166.526391 + Penalty 3365.233031 = -3450801.293360 nChanged 8 SP:Iteration 38Q (1836.670000 sec): 3 clusters Score: Raw -3454170.099151 + Penalty 3365.233031 = -3450804.866120 nChanged 5 SP:Iteration 39Q (1836.950000 sec): 3 clusters Score: Raw -3454171.548506 + Penalty 3365.233031 = -3450806.315475 nChanged 2 SP:Iteration 40F (1837.320000 sec): 3 clusters Score: Raw -3454171.960615 + Penalty 3365.233031 = -3450806.727584 nChanged 2 SP:Iteration 41Q (1837.590000 sec): 3 clusters Score: Raw -3454172.838222 + Penalty 3365.233031 = -3450807.605191 nChanged 2 SP:Iteration 42Q (1837.920000 sec): 3 clusters Score: Raw -3454173.365151 + Penalty 3365.233031 = -3450808.132120 nChanged 5 SP:Iteration 43Q (1838.170000 sec): 3 clusters Score: Raw -3454174.641278 + Penalty 3365.233031 = -3450809.408247 nChanged 4 SP:Iteration 44Q (1838.530000 sec): 3 clusters Score: Raw -3454176.975413 + Penalty 3365.233031 = -3450811.742382 nChanged 5 SP:Iteration 45Q (1838.840000 sec): 3 clusters Score: Raw -3454179.402863 + Penalty 3365.233031 = -3450814.169832 nChanged 7 SP:Iteration 46Q (1839.160000 sec): 3 clusters Score: Raw -3454182.061967 + Penalty 3365.233031 = -3450816.828936 nChanged 6 SP:Iteration 47Q (1839.450000 sec): 3 clusters Score: Raw -3454184.103862 + Penalty 3365.233031 = -3450818.870832 nChanged 6 SP:Iteration 48Q (1839.720000 sec): 3 clusters Score: Raw -3454187.768420 + Penalty 3365.233031 = -3450822.535389 nChanged 6 SP:Iteration 49Q (1840.030000 sec): 3 clusters Score: Raw -3454190.985278 + Penalty 3365.233031 = -3450825.752248 nChanged 5 SP:Iteration 50Q (1840.430000 sec): 3 clusters Score: Raw -3454192.843121 + Penalty 3365.233031 = -3450827.610090 nChanged 6 SP:Iteration 51Q (1840.750000 sec): 3 clusters Score: Raw -3454195.524636 + Penalty 3365.233031 = -3450830.291606 nChanged 8 SP:Iteration 52Q (1841.090000 sec): 3 clusters Score: Raw -3454198.837926 + Penalty 3365.233031 = -3450833.604895 nChanged 5 SP:Iteration 53Q (1841.480000 sec): 3 clusters Score: Raw -3454200.440365 + Penalty 3365.233031 = -3450835.207334 nChanged 0 SP:Iteration 54F (1841.790000 sec): 3 clusters Score: Raw -3454200.440365 + Penalty 3365.233031 = -3450835.207334 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1841.930000 sec): 2 clusters Score: Raw -38862.545470 + Penalty 958.287503 = -37904.257966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1842.150000 sec): 3 clusters Score: Raw -38867.624624 + Penalty 1916.575007 = -36951.049617 nChanged 69 SP:Iteration 1F (1842.360000 sec): 3 clusters Score: Raw -39010.499139 + Penalty 1916.575007 = -37093.924132 nChanged 17 SP:Iteration 2Q (1842.520000 sec): 3 clusters Score: Raw -39045.632111 + Penalty 1916.575007 = -37129.057104 nChanged 3 SP:Iteration 3Q (1842.700000 sec): 3 clusters Score: Raw -39065.675501 + Penalty 1916.575007 = -37149.100494 nChanged 6 SP:Iteration 4Q (1842.900000 sec): 3 clusters Score: Raw -39083.452176 + Penalty 1916.575007 = -37166.877169 nChanged 5 SP:Iteration 5Q (1843.080000 sec): 3 clusters Score: Raw -39094.947364 + Penalty 1916.575007 = -37178.372357 nChanged 2 SP:Iteration 6Q (1843.220000 sec): 3 clusters Score: Raw -39100.590229 + Penalty 1916.575007 = -37184.015222 nChanged 4 SP:Iteration 7Q (1843.400000 sec): 3 clusters Score: Raw -39114.522831 + Penalty 1916.575007 = -37197.947824 nChanged 4 SP:Iteration 8Q (1843.580000 sec): 3 clusters Score: Raw -39123.890082 + Penalty 1916.575007 = -37207.315075 nChanged 2 SP:Iteration 9Q (1843.780000 sec): 3 clusters Score: Raw -39128.185213 + Penalty 1916.575007 = -37211.610206 nChanged 2 SP:Iteration 10Q (1843.980000 sec): 3 clusters Score: Raw -39130.225274 + Penalty 1916.575007 = -37213.650267 nChanged 0 SP:Iteration 11F (1844.200000 sec): 3 clusters Score: Raw -39130.225274 + Penalty 1916.575007 = -37213.650267 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (9243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.310000 sec): 2 clusters Score: Raw -1061569.664883 + Penalty 1483.888540 = -1060085.776342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.590000 sec): 3 clusters Score: Raw -1056358.799743 + Penalty 2967.777081 = -1053391.022662 nChanged 3971 SP:Iteration 1F (1844.800000 sec): 3 clusters Score: Raw -1058529.256161 + Penalty 2967.777081 = -1055561.479080 nChanged 555 SP:Iteration 2F (1845.020000 sec): 3 clusters Score: Raw -1058803.444988 + Penalty 2967.777081 = -1055835.667907 nChanged 488 SP:Iteration 3F (1845.290000 sec): 3 clusters Score: Raw -1059045.325207 + Penalty 2967.777081 = -1056077.548126 nChanged 446 SP:Iteration 4Q (1845.540000 sec): 3 clusters Score: Raw -1059279.955319 + Penalty 2967.777081 = -1056312.178239 nChanged 438 SP:Iteration 5Q (1845.790000 sec): 3 clusters Score: Raw -1059520.498140 + Penalty 2967.777081 = -1056552.721059 nChanged 430 SP:Iteration 6Q (1846.020000 sec): 3 clusters Score: Raw -1059795.973783 + Penalty 2967.777081 = -1056828.196702 nChanged 470 SP:Iteration 7F (1846.240000 sec): 3 clusters Score: Raw -1060119.805218 + Penalty 2967.777081 = -1057152.028137 nChanged 478 SP:Iteration 8F (1846.480000 sec): 3 clusters Score: Raw -1060493.815028 + Penalty 2967.777081 = -1057526.037947 nChanged 441 SP:Iteration 9Q (1846.690000 sec): 3 clusters Score: Raw -1060843.951176 + Penalty 2967.777081 = -1057876.174095 nChanged 348 SP:Iteration 10Q (1846.920000 sec): 3 clusters Score: Raw -1061119.585924 + Penalty 2967.777081 = -1058151.808843 nChanged 280 SP:Iteration 11Q (1847.120000 sec): 3 clusters Score: Raw -1061343.520209 + Penalty 2967.777081 = -1058375.743129 nChanged 177 SP:Iteration 12Q (1847.390000 sec): 3 clusters Score: Raw -1061485.736013 + Penalty 2967.777081 = -1058517.958932 nChanged 99 SP:Iteration 13Q (1847.590000 sec): 3 clusters Score: Raw -1061587.050093 + Penalty 2967.777081 = -1058619.273013 nChanged 67 SP:Iteration 14Q (1847.860000 sec): 3 clusters Score: Raw -1061651.343213 + Penalty 2967.777081 = -1058683.566132 nChanged 35 SP:Iteration 15Q (1848.100000 sec): 3 clusters Score: Raw -1061688.079339 + Penalty 2967.777081 = -1058720.302258 nChanged 25 SP:Iteration 16Q (1848.310000 sec): 3 clusters Score: Raw -1061712.789828 + Penalty 2967.777081 = -1058745.012747 nChanged 15 SP:Iteration 17Q (1848.610000 sec): 3 clusters Score: Raw -1061726.600131 + Penalty 2967.777081 = -1058758.823051 nChanged 8 SP:Iteration 18Q (1848.800000 sec): 3 clusters Score: Raw -1061733.501864 + Penalty 2967.777081 = -1058765.724783 nChanged 4 SP:Iteration 19Q (1849.060000 sec): 3 clusters Score: Raw -1061736.973753 + Penalty 2967.777081 = -1058769.196672 nChanged 1 SP:Iteration 20F (1849.350000 sec): 3 clusters Score: Raw -1061738.849175 + Penalty 2967.777081 = -1058771.072094 nChanged 3 SP:Iteration 21Q (1849.560000 sec): 3 clusters Score: Raw -1061742.344259 + Penalty 2967.777081 = -1058774.567178 nChanged 2 SP:Iteration 22Q (1849.760000 sec): 3 clusters Score: Raw -1061744.045899 + Penalty 2967.777081 = -1058776.268819 nChanged 1 SP:Iteration 23Q (1850.030000 sec): 3 clusters Score: Raw -1061746.126941 + Penalty 2967.777081 = -1058778.349860 nChanged 5 SP:Iteration 24Q (1850.230000 sec): 3 clusters Score: Raw -1061751.232329 + Penalty 2967.777081 = -1058783.455248 nChanged 3 SP:Iteration 25Q (1850.500000 sec): 3 clusters Score: Raw -1061754.064657 + Penalty 2967.777081 = -1058786.287577 nChanged 3 SP:Iteration 26Q (1850.750000 sec): 3 clusters Score: Raw -1061756.313154 + Penalty 2967.777081 = -1058788.536073 nChanged 2 SP:Iteration 27Q (1850.980000 sec): 3 clusters Score: Raw -1061758.894459 + Penalty 2967.777081 = -1058791.117378 nChanged 1 SP:Iteration 28Q (1851.210000 sec): 3 clusters Score: Raw -1061760.655041 + Penalty 2967.777081 = -1058792.877960 nChanged 2 SP:Iteration 29Q (1851.400000 sec): 3 clusters Score: Raw -1061761.831983 + Penalty 2967.777081 = -1058794.054902 nChanged 1 SP:Iteration 30Q (1851.620000 sec): 3 clusters Score: Raw -1061762.066263 + Penalty 2967.777081 = -1058794.289182 nChanged 1 SP:Iteration 31Q (1851.870000 sec): 3 clusters Score: Raw -1061762.908010 + Penalty 2967.777081 = -1058795.130929 nChanged 2 SP:Iteration 32Q (1852.050000 sec): 3 clusters Score: Raw -1061764.334838 + Penalty 2967.777081 = -1058796.557757 nChanged 1 SP:Iteration 33Q (1852.290000 sec): 3 clusters Score: Raw -1061765.609982 + Penalty 2967.777081 = -1058797.832901 nChanged 3 SP:Iteration 34Q (1852.490000 sec): 3 clusters Score: Raw -1061769.291768 + Penalty 2967.777081 = -1058801.514687 nChanged 2 SP:Iteration 35Q (1852.690000 sec): 3 clusters Score: Raw -1061770.209287 + Penalty 2967.777081 = -1058802.432207 nChanged 0 SP:Iteration 36F (1852.910000 sec): 3 clusters Score: Raw -1061770.209287 + Penalty 2967.777081 = -1058802.432207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (2528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1852.990000 sec): 2 clusters Score: Raw -274948.805192 + Penalty 1273.217360 = -273675.587832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.240000 sec): 3 clusters Score: Raw -273828.401728 + Penalty 2546.434720 = -271281.967007 nChanged 936 SP:Iteration 1F (1853.420000 sec): 3 clusters Score: Raw -274388.932702 + Penalty 2546.434720 = -271842.497982 nChanged 173 SP:Iteration 2F (1853.630000 sec): 3 clusters Score: Raw -274486.753910 + Penalty 2546.434720 = -271940.319190 nChanged 107 SP:Iteration 3Q (1853.890000 sec): 3 clusters Score: Raw -274553.066225 + Penalty 2546.434720 = -272006.631505 nChanged 80 SP:Iteration 4Q (1854.140000 sec): 3 clusters Score: Raw -274606.477059 + Penalty 2546.434720 = -272060.042339 nChanged 73 SP:Iteration 5Q (1854.410000 sec): 3 clusters Score: Raw -274653.352437 + Penalty 2546.434720 = -272106.917717 nChanged 71 SP:Iteration 6Q (1854.590000 sec): 3 clusters Score: Raw -274700.403611 + Penalty 2546.434720 = -272153.968890 nChanged 65 SP:Iteration 7Q (1854.870000 sec): 3 clusters Score: Raw -274738.152432 + Penalty 2546.434720 = -272191.717712 nChanged 59 SP:Iteration 8Q (1855.050000 sec): 3 clusters Score: Raw -274773.541141 + Penalty 2546.434720 = -272227.106421 nChanged 63 SP:Iteration 9Q (1855.230000 sec): 3 clusters Score: Raw -274820.492875 + Penalty 2546.434720 = -272274.058154 nChanged 67 SP:Iteration 10Q (1855.480000 sec): 3 clusters Score: Raw -274870.890981 + Penalty 2546.434720 = -272324.456260 nChanged 64 SP:Iteration 11Q (1855.650000 sec): 3 clusters Score: Raw -274923.450932 + Penalty 2546.434720 = -272377.016211 nChanged 55 SP:Iteration 12Q (1855.830000 sec): 3 clusters Score: Raw -274963.354386 + Penalty 2546.434720 = -272416.919666 nChanged 51 SP:Iteration 13Q (1856.070000 sec): 3 clusters Score: Raw -274996.451439 + Penalty 2546.434720 = -272450.016719 nChanged 35 SP:Iteration 14Q (1856.250000 sec): 3 clusters Score: Raw -275014.706439 + Penalty 2546.434720 = -272468.271718 nChanged 35 SP:Iteration 15Q (1856.430000 sec): 3 clusters Score: Raw -275032.630158 + Penalty 2546.434720 = -272486.195437 nChanged 34 SP:Iteration 16Q (1856.590000 sec): 3 clusters Score: Raw -275059.631599 + Penalty 2546.434720 = -272513.196879 nChanged 38 SP:Iteration 17Q (1856.830000 sec): 3 clusters Score: Raw -275081.908093 + Penalty 2546.434720 = -272535.473373 nChanged 34 SP:Iteration 18Q (1856.980000 sec): 3 clusters Score: Raw -275099.425857 + Penalty 2546.434720 = -272552.991137 nChanged 26 SP:Iteration 19Q (1857.210000 sec): 3 clusters Score: Raw -275118.519824 + Penalty 2546.434720 = -272572.085103 nChanged 25 SP:Iteration 20F (1857.380000 sec): 3 clusters Score: Raw -275136.676663 + Penalty 2546.434720 = -272590.241942 nChanged 20 SP:Iteration 21Q (1857.610000 sec): 3 clusters Score: Raw -275147.411522 + Penalty 2546.434720 = -272600.976802 nChanged 13 SP:Iteration 22Q (1857.780000 sec): 3 clusters Score: Raw -275153.131631 + Penalty 2546.434720 = -272606.696911 nChanged 10 SP:Iteration 23Q (1857.980000 sec): 3 clusters Score: Raw -275161.889603 + Penalty 2546.434720 = -272615.454882 nChanged 14 SP:Iteration 24Q (1858.120000 sec): 3 clusters Score: Raw -275169.669092 + Penalty 2546.434720 = -272623.234372 nChanged 13 SP:Iteration 25Q (1858.310000 sec): 3 clusters Score: Raw -275175.831555 + Penalty 2546.434720 = -272629.396834 nChanged 16 SP:Iteration 26Q (1858.530000 sec): 3 clusters Score: Raw -275184.423660 + Penalty 2546.434720 = -272637.988940 nChanged 12 SP:Iteration 27Q (1858.730000 sec): 3 clusters Score: Raw -275193.674950 + Penalty 2546.434720 = -272647.240229 nChanged 10 SP:Iteration 28Q (1858.940000 sec): 3 clusters Score: Raw -275198.319945 + Penalty 2546.434720 = -272651.885224 nChanged 10 SP:Iteration 29Q (1859.120000 sec): 3 clusters Score: Raw -275203.668151 + Penalty 2546.434720 = -272657.233431 nChanged 8 SP:Iteration 30Q (1859.330000 sec): 3 clusters Score: Raw -275209.132536 + Penalty 2546.434720 = -272662.697816 nChanged 8 SP:Iteration 31Q (1859.520000 sec): 3 clusters Score: Raw -275214.450822 + Penalty 2546.434720 = -272668.016102 nChanged 10 SP:Iteration 32Q (1859.690000 sec): 3 clusters Score: Raw -275219.508144 + Penalty 2546.434720 = -272673.073424 nChanged 11 SP:Iteration 33Q (1859.910000 sec): 3 clusters Score: Raw -275228.426580 + Penalty 2546.434720 = -272681.991860 nChanged 9 SP:Iteration 34Q (1860.110000 sec): 3 clusters Score: Raw -275237.032712 + Penalty 2546.434720 = -272690.597992 nChanged 10 SP:Iteration 35Q (1860.310000 sec): 3 clusters Score: Raw -275246.240649 + Penalty 2546.434720 = -272699.805928 nChanged 5 SP:Iteration 36Q (1860.520000 sec): 3 clusters Score: Raw -275249.959116 + Penalty 2546.434720 = -272703.524396 nChanged 2 SP:Iteration 37Q (1860.700000 sec): 3 clusters Score: Raw -275251.671287 + Penalty 2546.434720 = -272705.236567 nChanged 4 SP:Iteration 38Q (1860.900000 sec): 3 clusters Score: Raw -275253.615951 + Penalty 2546.434720 = -272707.181230 nChanged 4 SP:Iteration 39Q (1861.070000 sec): 3 clusters Score: Raw -275255.211479 + Penalty 2546.434720 = -272708.776758 nChanged 1 SP:Iteration 40F (1861.220000 sec): 3 clusters Score: Raw -275255.972454 + Penalty 2546.434720 = -272709.537733 nChanged 1 SP:Iteration 41Q (1861.360000 sec): 3 clusters Score: Raw -275256.182550 + Penalty 2546.434720 = -272709.747830 nChanged 0 SP:Iteration 42F (1861.510000 sec): 3 clusters Score: Raw -275256.182550 + Penalty 2546.434720 = -272709.747830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1861.600000 sec): 2 clusters Score: Raw -222442.715955 + Penalty 1229.441408 = -221213.274547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1861.750000 sec): 3 clusters Score: Raw -221625.419196 + Penalty 2458.882817 = -219166.536380 nChanged 692 SP:Iteration 1F (1861.890000 sec): 3 clusters Score: Raw -222034.054040 + Penalty 2458.882817 = -219575.171223 nChanged 132 SP:Iteration 2F (1862.080000 sec): 3 clusters Score: Raw -222145.209799 + Penalty 2458.882817 = -219686.326982 nChanged 102 SP:Iteration 3F (1862.220000 sec): 3 clusters Score: Raw -222216.878119 + Penalty 2458.882817 = -219757.995302 nChanged 66 SP:Iteration 4Q (1862.400000 sec): 3 clusters Score: Raw -222256.582731 + Penalty 2458.882817 = -219797.699914 nChanged 36 SP:Iteration 5Q (1862.550000 sec): 3 clusters Score: Raw -222275.793663 + Penalty 2458.882817 = -219816.910847 nChanged 30 SP:Iteration 6Q (1862.680000 sec): 3 clusters Score: Raw -222291.220656 + Penalty 2458.882817 = -219832.337839 nChanged 20 SP:Iteration 7Q (1862.820000 sec): 3 clusters Score: Raw -222304.292212 + Penalty 2458.882817 = -219845.409396 nChanged 15 SP:Iteration 8Q (1862.960000 sec): 3 clusters Score: Raw -222313.781023 + Penalty 2458.882817 = -219854.898207 nChanged 17 SP:Iteration 9Q (1863.120000 sec): 3 clusters Score: Raw -222319.267898 + Penalty 2458.882817 = -219860.385082 nChanged 7 SP:Iteration 10Q (1863.300000 sec): 3 clusters Score: Raw -222321.590174 + Penalty 2458.882817 = -219862.707357 nChanged 4 SP:Iteration 11Q (1863.480000 sec): 3 clusters Score: Raw -222323.392311 + Penalty 2458.882817 = -219864.509495 nChanged 3 SP:Iteration 12Q (1863.620000 sec): 3 clusters Score: Raw -222324.614972 + Penalty 2458.882817 = -219865.732156 nChanged 3 SP:Iteration 13Q (1863.800000 sec): 3 clusters Score: Raw -222325.704700 + Penalty 2458.882817 = -219866.821883 nChanged 3 SP:Iteration 14Q (1863.940000 sec): 3 clusters Score: Raw -222327.026174 + Penalty 2458.882817 = -219868.143357 nChanged 2 SP:Iteration 15Q (1864.070000 sec): 3 clusters Score: Raw -222328.090512 + Penalty 2458.882817 = -219869.207696 nChanged 2 SP:Iteration 16Q (1864.280000 sec): 3 clusters Score: Raw -222328.521813 + Penalty 2458.882817 = -219869.638996 nChanged 0 SP:Iteration 17F (1864.440000 sec): 3 clusters Score: Raw -222328.521813 + Penalty 2458.882817 = -219869.638996 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (2349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.570000 sec): 2 clusters Score: Raw -268193.376118 + Penalty 1261.283560 = -266932.092558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.780000 sec): 3 clusters Score: Raw -267127.591701 + Penalty 2522.567120 = -264605.024581 nChanged 847 SP:Iteration 1F (1864.990000 sec): 3 clusters Score: Raw -267622.712746 + Penalty 2522.567120 = -265100.145626 nChanged 200 SP:Iteration 2F (1865.220000 sec): 3 clusters Score: Raw -267760.719754 + Penalty 2522.567120 = -265238.152634 nChanged 124 SP:Iteration 3F (1865.480000 sec): 3 clusters Score: Raw -267849.977626 + Penalty 2522.567120 = -265327.410506 nChanged 86 SP:Iteration 4Q (1865.720000 sec): 3 clusters Score: Raw -267912.786342 + Penalty 2522.567120 = -265390.219222 nChanged 68 SP:Iteration 5Q (1865.930000 sec): 3 clusters Score: Raw -267947.323445 + Penalty 2522.567120 = -265424.756325 nChanged 49 SP:Iteration 6Q (1866.150000 sec): 3 clusters Score: Raw -267978.131468 + Penalty 2522.567120 = -265455.564348 nChanged 46 SP:Iteration 7Q (1866.360000 sec): 3 clusters Score: Raw -267996.537142 + Penalty 2522.567120 = -265473.970022 nChanged 31 SP:Iteration 8Q (1866.520000 sec): 3 clusters Score: Raw -268009.027002 + Penalty 2522.567120 = -265486.459882 nChanged 25 SP:Iteration 9Q (1866.660000 sec): 3 clusters Score: Raw -268023.203921 + Penalty 2522.567120 = -265500.636801 nChanged 25 SP:Iteration 10Q (1866.870000 sec): 3 clusters Score: Raw -268036.209370 + Penalty 2522.567120 = -265513.642250 nChanged 25 SP:Iteration 11Q (1867.090000 sec): 3 clusters Score: Raw -268047.523229 + Penalty 2522.567120 = -265524.956109 nChanged 26 SP:Iteration 12Q (1867.290000 sec): 3 clusters Score: Raw -268058.024263 + Penalty 2522.567120 = -265535.457143 nChanged 21 SP:Iteration 13Q (1867.510000 sec): 3 clusters Score: Raw -268066.605608 + Penalty 2522.567120 = -265544.038488 nChanged 17 SP:Iteration 14Q (1867.680000 sec): 3 clusters Score: Raw -268074.990901 + Penalty 2522.567120 = -265552.423781 nChanged 15 SP:Iteration 15Q (1867.880000 sec): 3 clusters Score: Raw -268080.691708 + Penalty 2522.567120 = -265558.124588 nChanged 11 SP:Iteration 16Q (1868.030000 sec): 3 clusters Score: Raw -268085.305057 + Penalty 2522.567120 = -265562.737937 nChanged 12 SP:Iteration 17Q (1868.240000 sec): 3 clusters Score: Raw -268089.408806 + Penalty 2522.567120 = -265566.841686 nChanged 9 SP:Iteration 18Q (1868.390000 sec): 3 clusters Score: Raw -268093.012495 + Penalty 2522.567120 = -265570.445375 nChanged 9 SP:Iteration 19Q (1868.600000 sec): 3 clusters Score: Raw -268096.531413 + Penalty 2522.567120 = -265573.964292 nChanged 3 SP:Iteration 20F (1868.830000 sec): 3 clusters Score: Raw -268097.735766 + Penalty 2522.567120 = -265575.168646 nChanged 2 SP:Iteration 21Q (1869.020000 sec): 3 clusters Score: Raw -268098.412449 + Penalty 2522.567120 = -265575.845329 nChanged 2 SP:Iteration 22Q (1869.270000 sec): 3 clusters Score: Raw -268099.130722 + Penalty 2522.567120 = -265576.563602 nChanged 0 SP:Iteration 23F (1869.480000 sec): 3 clusters Score: Raw -268099.130722 + Penalty 2522.567120 = -265576.563602 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (20263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.740000 sec): 2 clusters Score: Raw -2307482.668943 + Penalty 1611.439674 = -2305871.229269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.090000 sec): 3 clusters Score: Raw -2295333.092471 + Penalty 3222.879349 = -2292110.213122 nChanged 9082 SP:Iteration 1F (1870.380000 sec): 3 clusters Score: Raw -2300282.156869 + Penalty 3222.879349 = -2297059.277520 nChanged 1052 SP:Iteration 2F (1870.690000 sec): 3 clusters Score: Raw -2300661.270482 + Penalty 3222.879349 = -2297438.391134 nChanged 995 SP:Iteration 3Q (1870.960000 sec): 3 clusters Score: Raw -2301035.756243 + Penalty 3222.879349 = -2297812.876894 nChanged 970 SP:Iteration 4Q (1871.270000 sec): 3 clusters Score: Raw -2301480.386635 + Penalty 3222.879349 = -2298257.507286 nChanged 1038 SP:Iteration 5F (1871.580000 sec): 3 clusters Score: Raw -2302019.908888 + Penalty 3222.879349 = -2298797.029540 nChanged 1194 SP:Iteration 6F (1871.840000 sec): 3 clusters Score: Raw -2302755.529581 + Penalty 3222.879349 = -2299532.650232 nChanged 1344 SP:Iteration 7F (1872.140000 sec): 3 clusters Score: Raw -2303686.549055 + Penalty 3222.879349 = -2300463.669707 nChanged 1341 SP:Iteration 8F (1872.400000 sec): 3 clusters Score: Raw -2304680.424414 + Penalty 3222.879349 = -2301457.545065 nChanged 1174 SP:Iteration 9F (1872.680000 sec): 3 clusters Score: Raw -2305623.571198 + Penalty 3222.879349 = -2302400.691849 nChanged 942 SP:Iteration 10Q (1873.030000 sec): 3 clusters Score: Raw -2306417.947678 + Penalty 3222.879349 = -2303195.068329 nChanged 709 SP:Iteration 11Q (1873.320000 sec): 3 clusters Score: Raw -2307007.554768 + Penalty 3222.879349 = -2303784.675419 nChanged 441 SP:Iteration 12Q (1873.660000 sec): 3 clusters Score: Raw -2307349.955829 + Penalty 3222.879349 = -2304127.076480 nChanged 267 SP:Iteration 13Q (1873.890000 sec): 3 clusters Score: Raw -2307555.175053 + Penalty 3222.879349 = -2304332.295705 nChanged 130 SP:Iteration 14Q (1874.170000 sec): 3 clusters Score: Raw -2307648.237266 + Penalty 3222.879349 = -2304425.357918 nChanged 80 SP:Iteration 15Q (1874.430000 sec): 3 clusters Score: Raw -2307711.523313 + Penalty 3222.879349 = -2304488.643964 nChanged 44 SP:Iteration 16Q (1874.730000 sec): 3 clusters Score: Raw -2307751.916748 + Penalty 3222.879349 = -2304529.037399 nChanged 22 SP:Iteration 17Q (1874.970000 sec): 3 clusters Score: Raw -2307770.080594 + Penalty 3222.879349 = -2304547.201245 nChanged 14 SP:Iteration 18Q (1875.240000 sec): 3 clusters Score: Raw -2307779.964916 + Penalty 3222.879349 = -2304557.085567 nChanged 3 SP:Iteration 19Q (1875.530000 sec): 3 clusters Score: Raw -2307782.837971 + Penalty 3222.879349 = -2304559.958623 nChanged 5 SP:Iteration 20F (1875.790000 sec): 3 clusters Score: Raw -2307787.036729 + Penalty 3222.879349 = -2304564.157380 nChanged 5 SP:Iteration 21Q (1876.030000 sec): 3 clusters Score: Raw -2307790.074820 + Penalty 3222.879349 = -2304567.195472 nChanged 3 SP:Iteration 22Q (1876.360000 sec): 3 clusters Score: Raw -2307791.932213 + Penalty 3222.879349 = -2304569.052865 nChanged 2 SP:Iteration 23Q (1876.590000 sec): 3 clusters Score: Raw -2307792.832964 + Penalty 3222.879349 = -2304569.953616 nChanged 1 SP:Iteration 24Q (1876.840000 sec): 3 clusters Score: Raw -2307793.494225 + Penalty 3222.879349 = -2304570.614876 nChanged 1 SP:Iteration 25Q (1877.100000 sec): 3 clusters Score: Raw -2307794.189278 + Penalty 3222.879349 = -2304571.309930 nChanged 1 SP:Iteration 26Q (1877.360000 sec): 3 clusters Score: Raw -2307795.244618 + Penalty 3222.879349 = -2304572.365269 nChanged 1 SP:Iteration 27Q (1877.650000 sec): 3 clusters Score: Raw -2307796.082215 + Penalty 3222.879349 = -2304573.202867 nChanged 1 SP:Iteration 28Q (1877.980000 sec): 3 clusters Score: Raw -2307796.814910 + Penalty 3222.879349 = -2304573.935561 nChanged 0 SP:Iteration 29F (1878.220000 sec): 3 clusters Score: Raw -2307796.814910 + Penalty 3222.879349 = -2304573.935561 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (10165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.360000 sec): 2 clusters Score: Raw -1165289.076598 + Penalty 1499.339680 = -1163789.736918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1878.630000 sec): 3 clusters Score: Raw -1159535.154901 + Penalty 2998.679361 = -1156536.475540 nChanged 4436 SP:Iteration 1F (1878.910000 sec): 3 clusters Score: Raw -1161835.342700 + Penalty 2998.679361 = -1158836.663339 nChanged 552 SP:Iteration 2F (1879.170000 sec): 3 clusters Score: Raw -1162068.334675 + Penalty 2998.679361 = -1159069.655314 nChanged 526 SP:Iteration 3F (1879.480000 sec): 3 clusters Score: Raw -1162286.313528 + Penalty 2998.679361 = -1159287.634167 nChanged 452 SP:Iteration 4Q (1879.680000 sec): 3 clusters Score: Raw -1162471.715030 + Penalty 2998.679361 = -1159473.035669 nChanged 395 SP:Iteration 5Q (1879.910000 sec): 3 clusters Score: Raw -1162638.685877 + Penalty 2998.679361 = -1159640.006516 nChanged 395 SP:Iteration 6Q (1880.200000 sec): 3 clusters Score: Raw -1162815.619811 + Penalty 2998.679361 = -1159816.940450 nChanged 383 SP:Iteration 7Q (1880.400000 sec): 3 clusters Score: Raw -1163011.291679 + Penalty 2998.679361 = -1160012.612318 nChanged 393 SP:Iteration 8Q (1880.680000 sec): 3 clusters Score: Raw -1163229.609702 + Penalty 2998.679361 = -1160230.930341 nChanged 416 SP:Iteration 9Q (1880.900000 sec): 3 clusters Score: Raw -1163488.982588 + Penalty 2998.679361 = -1160490.303227 nChanged 405 SP:Iteration 10Q (1881.130000 sec): 3 clusters Score: Raw -1163756.021093 + Penalty 2998.679361 = -1160757.341732 nChanged 417 SP:Iteration 11Q (1881.350000 sec): 3 clusters Score: Raw -1164045.555751 + Penalty 2998.679361 = -1161046.876390 nChanged 369 SP:Iteration 12Q (1881.610000 sec): 3 clusters Score: Raw -1164299.914635 + Penalty 2998.679361 = -1161301.235274 nChanged 330 SP:Iteration 13Q (1881.800000 sec): 3 clusters Score: Raw -1164503.279538 + Penalty 2998.679361 = -1161504.600177 nChanged 257 SP:Iteration 14Q (1881.980000 sec): 3 clusters Score: Raw -1164639.401979 + Penalty 2998.679361 = -1161640.722619 nChanged 204 SP:Iteration 15Q (1882.230000 sec): 3 clusters Score: Raw -1164745.609395 + Penalty 2998.679361 = -1161746.930034 nChanged 162 SP:Iteration 16Q (1882.500000 sec): 3 clusters Score: Raw -1164827.643604 + Penalty 2998.679361 = -1161828.964243 nChanged 130 SP:Iteration 17Q (1882.690000 sec): 3 clusters Score: Raw -1164892.744070 + Penalty 2998.679361 = -1161894.064709 nChanged 109 SP:Iteration 18Q (1882.900000 sec): 3 clusters Score: Raw -1164943.895761 + Penalty 2998.679361 = -1161945.216400 nChanged 95 SP:Iteration 19Q (1883.140000 sec): 3 clusters Score: Raw -1164989.994744 + Penalty 2998.679361 = -1161991.315383 nChanged 74 SP:Iteration 20F (1883.380000 sec): 3 clusters Score: Raw -1165028.490043 + Penalty 2998.679361 = -1162029.810682 nChanged 80 SP:Iteration 21Q (1883.620000 sec): 3 clusters Score: Raw -1165066.963960 + Penalty 2998.679361 = -1162068.284599 nChanged 79 SP:Iteration 22Q (1883.880000 sec): 3 clusters Score: Raw -1165101.707428 + Penalty 2998.679361 = -1162103.028067 nChanged 59 SP:Iteration 23Q (1884.050000 sec): 3 clusters Score: Raw -1165123.075667 + Penalty 2998.679361 = -1162124.396306 nChanged 56 SP:Iteration 24Q (1884.260000 sec): 3 clusters Score: Raw -1165149.293480 + Penalty 2998.679361 = -1162150.614119 nChanged 52 SP:Iteration 25Q (1884.470000 sec): 3 clusters Score: Raw -1165175.393568 + Penalty 2998.679361 = -1162176.714207 nChanged 40 SP:Iteration 26Q (1884.710000 sec): 3 clusters Score: Raw -1165192.819416 + Penalty 2998.679361 = -1162194.140055 nChanged 42 SP:Iteration 27Q (1884.920000 sec): 3 clusters Score: Raw -1165209.125005 + Penalty 2998.679361 = -1162210.445644 nChanged 48 SP:Iteration 28Q (1885.100000 sec): 3 clusters Score: Raw -1165233.195264 + Penalty 2998.679361 = -1162234.515903 nChanged 35 SP:Iteration 29Q (1885.360000 sec): 3 clusters Score: Raw -1165252.025189 + Penalty 2998.679361 = -1162253.345828 nChanged 37 SP:Iteration 30Q (1885.570000 sec): 3 clusters Score: Raw -1165271.117794 + Penalty 2998.679361 = -1162272.438433 nChanged 32 SP:Iteration 31Q (1885.810000 sec): 3 clusters Score: Raw -1165284.962209 + Penalty 2998.679361 = -1162286.282848 nChanged 31 SP:Iteration 32Q (1886.070000 sec): 3 clusters Score: Raw -1165296.850659 + Penalty 2998.679361 = -1162298.171298 nChanged 25 SP:Iteration 33Q (1886.260000 sec): 3 clusters Score: Raw -1165307.541827 + Penalty 2998.679361 = -1162308.862466 nChanged 25 SP:Iteration 34Q (1886.460000 sec): 3 clusters Score: Raw -1165319.104476 + Penalty 2998.679361 = -1162320.425115 nChanged 24 SP:Iteration 35Q (1886.680000 sec): 3 clusters Score: Raw -1165328.972918 + Penalty 2998.679361 = -1162330.293557 nChanged 23 SP:Iteration 36Q (1886.900000 sec): 3 clusters Score: Raw -1165338.570257 + Penalty 2998.679361 = -1162339.890896 nChanged 21 SP:Iteration 37Q (1887.130000 sec): 3 clusters Score: Raw -1165346.136946 + Penalty 2998.679361 = -1162347.457585 nChanged 15 SP:Iteration 38Q (1887.350000 sec): 3 clusters Score: Raw -1165355.263738 + Penalty 2998.679361 = -1162356.584377 nChanged 23 SP:Iteration 39Q (1887.570000 sec): 3 clusters Score: Raw -1165367.247269 + Penalty 2998.679361 = -1162368.567908 nChanged 27 SP:Iteration 40F (1887.790000 sec): 3 clusters Score: Raw -1165380.780287 + Penalty 2998.679361 = -1162382.100926 nChanged 16 SP:Iteration 41Q (1888.030000 sec): 3 clusters Score: Raw -1165386.068086 + Penalty 2998.679361 = -1162387.388725 nChanged 7 SP:Iteration 42Q (1888.240000 sec): 3 clusters Score: Raw -1165390.074418 + Penalty 2998.679361 = -1162391.395057 nChanged 16 SP:Iteration 43Q (1888.490000 sec): 3 clusters Score: Raw -1165397.085956 + Penalty 2998.679361 = -1162398.406595 nChanged 14 SP:Iteration 44Q (1888.740000 sec): 3 clusters Score: Raw -1165403.802025 + Penalty 2998.679361 = -1162405.122664 nChanged 11 SP:Iteration 45Q (1888.950000 sec): 3 clusters Score: Raw -1165408.899622 + Penalty 2998.679361 = -1162410.220262 nChanged 8 SP:Iteration 46Q (1889.180000 sec): 3 clusters Score: Raw -1165412.924137 + Penalty 2998.679361 = -1162414.244776 nChanged 12 SP:Iteration 47Q (1889.420000 sec): 3 clusters Score: Raw -1165420.572840 + Penalty 2998.679361 = -1162421.893479 nChanged 11 SP:Iteration 48Q (1889.590000 sec): 3 clusters Score: Raw -1165425.889200 + Penalty 2998.679361 = -1162427.209839 nChanged 7 SP:Iteration 49Q (1889.820000 sec): 3 clusters Score: Raw -1165428.900476 + Penalty 2998.679361 = -1162430.221115 nChanged 8 SP:Iteration 50Q (1890.050000 sec): 3 clusters Score: Raw -1165431.941942 + Penalty 2998.679361 = -1162433.262581 nChanged 7 SP:Iteration 51Q (1890.300000 sec): 3 clusters Score: Raw -1165433.590755 + Penalty 2998.679361 = -1162434.911394 nChanged 3 SP:Iteration 52Q (1890.560000 sec): 3 clusters Score: Raw -1165434.660503 + Penalty 2998.679361 = -1162435.981142 nChanged 5 SP:Iteration 53Q (1890.830000 sec): 3 clusters Score: Raw -1165436.589693 + Penalty 2998.679361 = -1162437.910332 nChanged 6 SP:Iteration 54Q (1891.030000 sec): 3 clusters Score: Raw -1165439.820385 + Penalty 2998.679361 = -1162441.141024 nChanged 6 SP:Iteration 55Q (1891.260000 sec): 3 clusters Score: Raw -1165441.765089 + Penalty 2998.679361 = -1162443.085728 nChanged 2 SP:Iteration 56Q (1891.490000 sec): 3 clusters Score: Raw -1165443.188557 + Penalty 2998.679361 = -1162444.509196 nChanged 5 SP:Iteration 57Q (1891.760000 sec): 3 clusters Score: Raw -1165445.564022 + Penalty 2998.679361 = -1162446.884661 nChanged 6 SP:Iteration 58Q (1891.990000 sec): 3 clusters Score: Raw -1165448.797055 + Penalty 2998.679361 = -1162450.117694 nChanged 5 SP:Iteration 59Q (1892.180000 sec): 3 clusters Score: Raw -1165450.507452 + Penalty 2998.679361 = -1162451.828091 nChanged 4 SP:Iteration 60F (1892.420000 sec): 3 clusters Score: Raw -1165452.468518 + Penalty 2998.679361 = -1162453.789157 nChanged 3 SP:Iteration 61Q (1892.660000 sec): 3 clusters Score: Raw -1165453.859134 + Penalty 2998.679361 = -1162455.179773 nChanged 7 SP:Iteration 62Q (1892.820000 sec): 3 clusters Score: Raw -1165456.721148 + Penalty 2998.679361 = -1162458.041787 nChanged 7 SP:Iteration 63Q (1893.060000 sec): 3 clusters Score: Raw -1165459.180109 + Penalty 2998.679361 = -1162460.500748 nChanged 6 SP:Iteration 64Q (1893.280000 sec): 3 clusters Score: Raw -1165463.101193 + Penalty 2998.679361 = -1162464.421832 nChanged 8 SP:Iteration 65Q (1893.520000 sec): 3 clusters Score: Raw -1165466.903735 + Penalty 2998.679361 = -1162468.224374 nChanged 7 SP:Iteration 66Q (1893.780000 sec): 3 clusters Score: Raw -1165470.288637 + Penalty 2998.679361 = -1162471.609276 nChanged 1 SP:Iteration 67Q (1893.950000 sec): 3 clusters Score: Raw -1165470.630235 + Penalty 2998.679361 = -1162471.950874 nChanged 2 SP:Iteration 68Q (1894.190000 sec): 3 clusters Score: Raw -1165471.624029 + Penalty 2998.679361 = -1162472.944668 nChanged 0 SP:Iteration 69F (1894.400000 sec): 3 clusters Score: Raw -1165471.624029 + Penalty 2998.679361 = -1162472.944668 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.510000 sec): 2 clusters Score: Raw -56573.295200 + Penalty 1028.579647 = -55544.715553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.690000 sec): 3 clusters Score: Raw -56542.355144 + Penalty 2057.159294 = -54485.195850 nChanged 138 SP:Iteration 1F (1894.910000 sec): 3 clusters Score: Raw -56826.899376 + Penalty 2057.159294 = -54769.740082 nChanged 54 SP:Iteration 2F (1895.090000 sec): 3 clusters Score: Raw -56921.708878 + Penalty 2057.159294 = -54864.549583 nChanged 22 SP:Iteration 3Q (1895.240000 sec): 3 clusters Score: Raw -56961.760787 + Penalty 2057.159294 = -54904.601493 nChanged 18 SP:Iteration 4Q (1895.480000 sec): 3 clusters Score: Raw -56992.908931 + Penalty 2057.159294 = -54935.749637 nChanged 17 SP:Iteration 5Q (1895.660000 sec): 3 clusters Score: Raw -57023.994899 + Penalty 2057.159294 = -54966.835604 nChanged 13 SP:Iteration 6Q (1895.810000 sec): 3 clusters Score: Raw -57048.359532 + Penalty 2057.159294 = -54991.200237 nChanged 6 SP:Iteration 7Q (1896.000000 sec): 3 clusters Score: Raw -57056.568358 + Penalty 2057.159294 = -54999.409063 nChanged 4 SP:Iteration 8Q (1896.160000 sec): 3 clusters Score: Raw -57062.456609 + Penalty 2057.159294 = -55005.297315 nChanged 1 SP:Iteration 9Q (1896.320000 sec): 3 clusters Score: Raw -57064.109844 + Penalty 2057.159294 = -55006.950549 nChanged 0 SP:Iteration 10F (1896.460000 sec): 3 clusters Score: Raw -57064.109844 + Penalty 2057.159294 = -55006.950549 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.580000 sec): 2 clusters Score: Raw -64835.417509 + Penalty 1037.319828 = -63798.097680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.750000 sec): 3 clusters Score: Raw -64691.471084 + Penalty 2074.639656 = -62616.831427 nChanged 134 SP:Iteration 1F (1896.920000 sec): 3 clusters Score: Raw -64881.050191 + Penalty 2074.639656 = -62806.410535 nChanged 43 SP:Iteration 2F (1897.080000 sec): 3 clusters Score: Raw -64956.869394 + Penalty 2074.639656 = -62882.229737 nChanged 24 SP:Iteration 3Q (1897.240000 sec): 3 clusters Score: Raw -64993.207544 + Penalty 2074.639656 = -62918.567888 nChanged 16 SP:Iteration 4Q (1897.410000 sec): 3 clusters Score: Raw -65013.547035 + Penalty 2074.639656 = -62938.907379 nChanged 9 SP:Iteration 5Q (1897.570000 sec): 3 clusters Score: Raw -65025.514546 + Penalty 2074.639656 = -62950.874890 nChanged 10 SP:Iteration 6Q (1897.740000 sec): 3 clusters Score: Raw -65043.197379 + Penalty 2074.639656 = -62968.557722 nChanged 8 SP:Iteration 7Q (1897.910000 sec): 3 clusters Score: Raw -65061.444925 + Penalty 2074.639656 = -62986.805268 nChanged 9 SP:Iteration 8Q (1898.100000 sec): 3 clusters Score: Raw -65085.199714 + Penalty 2074.639656 = -63010.560058 nChanged 9 SP:Iteration 9Q (1898.260000 sec): 3 clusters Score: Raw -65099.551508 + Penalty 2074.639656 = -63024.911851 nChanged 5 SP:Iteration 10Q (1898.460000 sec): 3 clusters Score: Raw -65107.561348 + Penalty 2074.639656 = -63032.921692 nChanged 6 SP:Iteration 11Q (1898.670000 sec): 3 clusters Score: Raw -65125.392644 + Penalty 2074.639656 = -63050.752987 nChanged 9 SP:Iteration 12Q (1898.830000 sec): 3 clusters Score: Raw -65153.504945 + Penalty 2074.639656 = -63078.865289 nChanged 9 SP:Iteration 13Q (1898.980000 sec): 3 clusters Score: Raw -65183.558940 + Penalty 2074.639656 = -63108.919283 nChanged 8 SP:Iteration 14Q (1899.120000 sec): 3 clusters Score: Raw -65201.459821 + Penalty 2074.639656 = -63126.820164 nChanged 2 SP:Iteration 15Q (1899.280000 sec): 3 clusters Score: Raw -65204.092281 + Penalty 2074.639656 = -63129.452625 nChanged 1 SP:Iteration 16Q (1899.480000 sec): 3 clusters Score: Raw -65204.773127 + Penalty 2074.639656 = -63130.133471 nChanged 0 SP:Iteration 17F (1899.630000 sec): 3 clusters Score: Raw -65204.773127 + Penalty 2074.639656 = -63130.133471 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.720000 sec): 2 clusters Score: Raw -32857.397150 + Penalty 932.192998 = -31925.204152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.860000 sec): 3 clusters Score: Raw -32899.374918 + Penalty 1864.385997 = -31034.988922 nChanged 47 SP:Iteration 1F (1900.050000 sec): 3 clusters Score: Raw -33004.927763 + Penalty 1864.385997 = -31140.541766 nChanged 19 SP:Iteration 2F (1900.200000 sec): 3 clusters Score: Raw -33077.134817 + Penalty 1864.385997 = -31212.748820 nChanged 13 SP:Iteration 3Q (1900.340000 sec): 3 clusters Score: Raw -33121.073280 + Penalty 1864.385997 = -31256.687283 nChanged 9 SP:Iteration 4Q (1900.490000 sec): 3 clusters Score: Raw -33159.272442 + Penalty 1864.385997 = -31294.886446 nChanged 2 SP:Iteration 5Q (1900.660000 sec): 3 clusters Score: Raw -33161.693833 + Penalty 1864.385997 = -31297.307836 nChanged 1 SP:Iteration 6Q (1900.800000 sec): 3 clusters Score: Raw -33168.649191 + Penalty 1864.385997 = -31304.263194 nChanged 1 SP:Iteration 7Q (1900.950000 sec): 3 clusters Score: Raw -33170.872084 + Penalty 1864.385997 = -31306.486087 nChanged 0 SP:Iteration 8F (1901.090000 sec): 3 clusters Score: Raw -33170.872084 + Penalty 1864.385997 = -31306.486087 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.140000 sec): 2 clusters Score: Raw -58191.166408 + Penalty 1011.168644 = -57179.997765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.280000 sec): 3 clusters Score: Raw -58073.806597 + Penalty 2022.337287 = -56051.469310 nChanged 114 SP:Iteration 1F (1901.430000 sec): 3 clusters Score: Raw -58236.860791 + Penalty 2022.337287 = -56214.523503 nChanged 33 SP:Iteration 2F (1901.570000 sec): 3 clusters Score: Raw -58293.391520 + Penalty 2022.337287 = -56271.054233 nChanged 16 SP:Iteration 3Q (1901.720000 sec): 3 clusters Score: Raw -58314.522029 + Penalty 2022.337287 = -56292.184742 nChanged 6 SP:Iteration 4Q (1901.910000 sec): 3 clusters Score: Raw -58325.623083 + Penalty 2022.337287 = -56303.285796 nChanged 4 SP:Iteration 5Q (1902.050000 sec): 3 clusters Score: Raw -58331.514408 + Penalty 2022.337287 = -56309.177121 nChanged 0 SP:Iteration 6F (1902.200000 sec): 3 clusters Score: Raw -58331.514408 + Penalty 2022.337287 = -56309.177121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 28 (247177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1903.270000 sec): 2 clusters Score: Raw -27713533.653681 + Penalty 2017.902243 = -27711515.751438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.450000 sec): 3 clusters Score: Raw -27549103.460814 + Penalty 4035.804486 = -27545067.656328 nChanged 120182 SP:Iteration 1F (1905.640000 sec): 3 clusters Score: Raw -27619854.233365 + Penalty 4035.804486 = -27615818.428879 nChanged 5591 SP:Iteration 2Q (1906.860000 sec): 3 clusters Score: Raw -27620814.774364 + Penalty 4035.804486 = -27616778.969878 nChanged 6013 SP:Iteration 3Q (1908.260000 sec): 3 clusters Score: Raw -27622044.158625 + Penalty 4035.804486 = -27618008.354139 nChanged 6864 SP:Iteration 4Q (1909.570000 sec): 3 clusters Score: Raw -27623734.887921 + Penalty 4035.804486 = -27619699.083434 nChanged 7884 SP:Iteration 5Q (1910.980000 sec): 3 clusters Score: Raw -27626134.104675 + Penalty 4035.804486 = -27622098.300189 nChanged 9535 SP:Iteration 6Q (1912.530000 sec): 3 clusters Score: Raw -27629780.701373 + Penalty 4035.804486 = -27625744.896887 nChanged 11495 SP:Iteration 7Q (1913.910000 sec): 3 clusters Score: Raw -27635241.650185 + Penalty 4035.804486 = -27631205.845699 nChanged 13258 SP:Iteration 8F (1915.360000 sec): 3 clusters Score: Raw -27642949.306930 + Penalty 4035.804486 = -27638913.502443 nChanged 14668 SP:Iteration 9F (1916.670000 sec): 3 clusters Score: Raw -27653333.432490 + Penalty 4035.804486 = -27649297.628003 nChanged 14734 SP:Iteration 10F (1918.020000 sec): 3 clusters Score: Raw -27664036.908979 + Penalty 4035.804486 = -27660001.104492 nChanged 12692 SP:Iteration 11F (1919.330000 sec): 3 clusters Score: Raw -27671278.260295 + Penalty 4035.804486 = -27667242.455809 nChanged 8279 SP:Iteration 12Q (1920.720000 sec): 3 clusters Score: Raw -27674297.006873 + Penalty 4035.804486 = -27670261.202387 nChanged 5189 SP:Iteration 13Q (1922.100000 sec): 3 clusters Score: Raw -27675823.355564 + Penalty 4035.804486 = -27671787.551077 nChanged 4579 SP:Iteration 14Q (1923.380000 sec): 3 clusters Score: Raw -27677190.551831 + Penalty 4035.804486 = -27673154.747345 nChanged 4720 SP:Iteration 15Q (1924.630000 sec): 3 clusters Score: Raw -27678640.077896 + Penalty 4035.804486 = -27674604.273410 nChanged 4950 SP:Iteration 16Q (1925.850000 sec): 3 clusters Score: Raw -27680303.087641 + Penalty 4035.804486 = -27676267.283155 nChanged 5223 SP:Iteration 17Q (1927.100000 sec): 3 clusters Score: Raw -27682242.558894 + Penalty 4035.804486 = -27678206.754408 nChanged 5462 SP:Iteration 18Q (1928.330000 sec): 3 clusters Score: Raw -27684452.200512 + Penalty 4035.804486 = -27680416.396026 nChanged 5615 SP:Iteration 19Q (1929.480000 sec): 3 clusters Score: Raw -27686975.378605 + Penalty 4035.804486 = -27682939.574119 nChanged 5765 SP:Iteration 20F (1930.670000 sec): 3 clusters Score: Raw -27689808.295709 + Penalty 4035.804486 = -27685772.491223 nChanged 5706 SP:Iteration 21Q (1931.940000 sec): 3 clusters Score: Raw -27692906.691607 + Penalty 4035.804486 = -27688870.887121 nChanged 5444 SP:Iteration 22Q (1933.160000 sec): 3 clusters Score: Raw -27696106.142491 + Penalty 4035.804486 = -27692070.338005 nChanged 5130 SP:Iteration 23Q (1934.350000 sec): 3 clusters Score: Raw -27699308.671697 + Penalty 4035.804486 = -27695272.867211 nChanged 4486 SP:Iteration 24Q (1935.550000 sec): 3 clusters Score: Raw -27702287.763605 + Penalty 4035.804486 = -27698251.959118 nChanged 3869 SP:Iteration 25Q (1936.730000 sec): 3 clusters Score: Raw -27704993.828681 + Penalty 4035.804486 = -27700958.024194 nChanged 3247 SP:Iteration 26Q (1937.920000 sec): 3 clusters Score: Raw -27707360.249347 + Penalty 4035.804486 = -27703324.444860 nChanged 2523 SP:Iteration 27Q (1939.090000 sec): 3 clusters Score: Raw -27709223.171987 + Penalty 4035.804486 = -27705187.367500 nChanged 1856 SP:Iteration 28Q (1940.380000 sec): 3 clusters Score: Raw -27710617.305447 + Penalty 4035.804486 = -27706581.500960 nChanged 1369 SP:Iteration 29Q (1941.490000 sec): 3 clusters Score: Raw -27711647.229867 + Penalty 4035.804486 = -27707611.425381 nChanged 1056 SP:Iteration 30Q (1942.610000 sec): 3 clusters Score: Raw -27712446.369260 + Penalty 4035.804486 = -27708410.564773 nChanged 739 SP:Iteration 31Q (1943.680000 sec): 3 clusters Score: Raw -27712983.704757 + Penalty 4035.804486 = -27708947.900270 nChanged 505 SP:Iteration 32Q (1944.740000 sec): 3 clusters Score: Raw -27713315.118378 + Penalty 4035.804486 = -27709279.313892 nChanged 332 SP:Iteration 33Q (1945.730000 sec): 3 clusters Score: Raw -27713533.551870 + Penalty 4035.804486 = -27709497.747384 nChanged 244 SP:Iteration 34Q (1946.780000 sec): 3 clusters Score: Raw -27713668.288167 + Penalty 4035.804486 = -27709632.483680 nChanged 198 SP:Iteration 35Q (1947.790000 sec): 3 clusters Score: Raw -27713774.645280 + Penalty 4035.804486 = -27709738.840794 nChanged 156 SP:Iteration 36Q (1948.840000 sec): 3 clusters Score: Raw -27713862.088813 + Penalty 4035.804486 = -27709826.284326 nChanged 127 SP:Iteration 37Q (1949.990000 sec): 3 clusters Score: Raw -27713921.642612 + Penalty 4035.804486 = -27709885.838125 nChanged 104 SP:Iteration 38Q (1951.180000 sec): 3 clusters Score: Raw -27713966.296143 + Penalty 4035.804486 = -27709930.491656 nChanged 84 SP:Iteration 39Q (1952.290000 sec): 3 clusters Score: Raw -27713994.248896 + Penalty 4035.804486 = -27709958.444409 nChanged 60 SP:Iteration 40F (1953.560000 sec): 3 clusters Score: Raw -27714011.883034 + Penalty 4035.804486 = -27709976.078548 nChanged 39 SP:Iteration 41Q (1954.810000 sec): 3 clusters Score: Raw -27714021.963263 + Penalty 4035.804486 = -27709986.158776 nChanged 38 SP:Iteration 42Q (1956.030000 sec): 3 clusters Score: Raw -27714029.945006 + Penalty 4035.804486 = -27709994.140520 nChanged 18 SP:Iteration 43Q (1957.190000 sec): 3 clusters Score: Raw -27714035.863367 + Penalty 4035.804486 = -27710000.058881 nChanged 21 SP:Iteration 44Q (1958.400000 sec): 3 clusters Score: Raw -27714041.728750 + Penalty 4035.804486 = -27710005.924264 nChanged 20 SP:Iteration 45Q (1959.480000 sec): 3 clusters Score: Raw -27714047.039903 + Penalty 4035.804486 = -27710011.235416 nChanged 22 SP:Iteration 46Q (1960.650000 sec): 3 clusters Score: Raw -27714051.884770 + Penalty 4035.804486 = -27710016.080283 nChanged 13 SP:Iteration 47Q (1961.930000 sec): 3 clusters Score: Raw -27714055.265611 + Penalty 4035.804486 = -27710019.461125 nChanged 9 SP:Iteration 48Q (1963.070000 sec): 3 clusters Score: Raw -27714057.388927 + Penalty 4035.804486 = -27710021.584441 nChanged 10 SP:Iteration 49Q (1964.250000 sec): 3 clusters Score: Raw -27714060.799183 + Penalty 4035.804486 = -27710024.994697 nChanged 12 SP:Iteration 50Q (1965.410000 sec): 3 clusters Score: Raw -27714063.579787 + Penalty 4035.804486 = -27710027.775301 nChanged 12 SP:Iteration 51Q (1966.510000 sec): 3 clusters Score: Raw -27714066.925966 + Penalty 4035.804486 = -27710031.121479 nChanged 7 SP:Iteration 52Q (1967.530000 sec): 3 clusters Score: Raw -27714069.257533 + Penalty 4035.804486 = -27710033.453047 nChanged 4 SP:Iteration 53Q (1968.660000 sec): 3 clusters Score: Raw -27714070.159409 + Penalty 4035.804486 = -27710034.354922 nChanged 3 SP:Iteration 54Q (1969.780000 sec): 3 clusters Score: Raw -27714071.241906 + Penalty 4035.804486 = -27710035.437420 nChanged 7 SP:Iteration 55Q (1970.910000 sec): 3 clusters Score: Raw -27714073.728992 + Penalty 4035.804486 = -27710037.924505 nChanged 9 SP:Iteration 56Q (1972.010000 sec): 3 clusters Score: Raw -27714076.107097 + Penalty 4035.804486 = -27710040.302610 nChanged 7 SP:Iteration 57Q (1973.020000 sec): 3 clusters Score: Raw -27714077.912095 + Penalty 4035.804486 = -27710042.107609 nChanged 3 SP:Iteration 58Q (1974.190000 sec): 3 clusters Score: Raw -27714078.862231 + Penalty 4035.804486 = -27710043.057745 nChanged 5 SP:Iteration 59Q (1975.300000 sec): 3 clusters Score: Raw -27714080.151646 + Penalty 4035.804486 = -27710044.347159 nChanged 7 SP:Iteration 60F (1976.520000 sec): 3 clusters Score: Raw -27714082.882634 + Penalty 4035.804486 = -27710047.078148 nChanged 12 SP:Iteration 61Q (1977.550000 sec): 3 clusters Score: Raw -27714085.695662 + Penalty 4035.804486 = -27710049.891176 nChanged 9 SP:Iteration 62Q (1978.730000 sec): 3 clusters Score: Raw -27714087.925642 + Penalty 4035.804486 = -27710052.121156 nChanged 6 SP:Iteration 63Q (1979.810000 sec): 3 clusters Score: Raw -27714089.146193 + Penalty 4035.804486 = -27710053.341706 nChanged 3 SP:Iteration 64Q (1980.850000 sec): 3 clusters Score: Raw -27714089.902418 + Penalty 4035.804486 = -27710054.097932 nChanged 4 SP:Iteration 65Q (1981.860000 sec): 3 clusters Score: Raw -27714090.636325 + Penalty 4035.804486 = -27710054.831839 nChanged 3 SP:Iteration 66Q (1982.930000 sec): 3 clusters Score: Raw -27714091.187628 + Penalty 4035.804486 = -27710055.383142 nChanged 2 SP:Iteration 67Q (1983.950000 sec): 3 clusters Score: Raw -27714091.787097 + Penalty 4035.804486 = -27710055.982611 nChanged 5 SP:Iteration 68Q (1985.000000 sec): 3 clusters Score: Raw -27714092.810989 + Penalty 4035.804486 = -27710057.006503 nChanged 2 SP:Iteration 69Q (1986.100000 sec): 3 clusters Score: Raw -27714093.550813 + Penalty 4035.804486 = -27710057.746326 nChanged 4 SP:Iteration 70Q (1987.130000 sec): 3 clusters Score: Raw -27714094.870000 + Penalty 4035.804486 = -27710059.065514 nChanged 4 SP:Iteration 71Q (1988.210000 sec): 3 clusters Score: Raw -27714097.072729 + Penalty 4035.804486 = -27710061.268243 nChanged 6 SP:Iteration 72Q (1989.340000 sec): 3 clusters Score: Raw -27714098.203398 + Penalty 4035.804486 = -27710062.398911 nChanged 5 SP:Iteration 73Q (1990.480000 sec): 3 clusters Score: Raw -27714099.052198 + Penalty 4035.804486 = -27710063.247712 nChanged 5 SP:Iteration 74Q (1991.560000 sec): 3 clusters Score: Raw -27714100.244244 + Penalty 4035.804486 = -27710064.439758 nChanged 4 SP:Iteration 75Q (1992.750000 sec): 3 clusters Score: Raw -27714101.361373 + Penalty 4035.804486 = -27710065.556886 nChanged 4 SP:Iteration 76Q (1993.810000 sec): 3 clusters Score: Raw -27714102.044952 + Penalty 4035.804486 = -27710066.240466 nChanged 3 SP:Iteration 77Q (1994.830000 sec): 3 clusters Score: Raw -27714102.443859 + Penalty 4035.804486 = -27710066.639373 nChanged 2 SP:Iteration 78Q (1995.920000 sec): 3 clusters Score: Raw -27714102.748829 + Penalty 4035.804486 = -27710066.944342 nChanged 0 SP:Iteration 79F (1997.190000 sec): 3 clusters Score: Raw -27714102.748829 + Penalty 4035.804486 = -27710066.944342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 29 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.420000 sec): 2 clusters Score: Raw -33648.532447 + Penalty 938.364626 = -32710.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.640000 sec): 3 clusters Score: Raw -33703.909272 + Penalty 1876.729252 = -31827.180019 nChanged 52 SP:Iteration 1F (1997.840000 sec): 3 clusters Score: Raw -33960.452599 + Penalty 1876.729252 = -32083.723347 nChanged 25 SP:Iteration 2F (1998.030000 sec): 3 clusters Score: Raw -34104.073939 + Penalty 1876.729252 = -32227.344686 nChanged 20 SP:Iteration 3F (1998.180000 sec): 3 clusters Score: Raw -34164.331549 + Penalty 1876.729252 = -32287.602297 nChanged 13 SP:Iteration 4Q (1998.450000 sec): 3 clusters Score: Raw -34205.465758 + Penalty 1876.729252 = -32328.736505 nChanged 8 SP:Iteration 5Q (1998.600000 sec): 3 clusters Score: Raw -34225.057685 + Penalty 1876.729252 = -32348.328433 nChanged 3 SP:Iteration 6Q (1998.830000 sec): 3 clusters Score: Raw -34231.229023 + Penalty 1876.729252 = -32354.499770 nChanged 2 SP:Iteration 7Q (1999.000000 sec): 3 clusters Score: Raw -34235.425827 + Penalty 1876.729252 = -32358.696574 nChanged 1 SP:Iteration 8Q (1999.240000 sec): 3 clusters Score: Raw -34237.983250 + Penalty 1876.729252 = -32361.253997 nChanged 2 SP:Iteration 9Q (1999.380000 sec): 3 clusters Score: Raw -34243.002948 + Penalty 1876.729252 = -32366.273695 nChanged 1 SP:Iteration 10Q (1999.580000 sec): 3 clusters Score: Raw -34246.385960 + Penalty 1876.729252 = -32369.656707 nChanged 2 SP:Iteration 11Q (1999.810000 sec): 3 clusters Score: Raw -34252.569501 + Penalty 1876.729252 = -32375.840249 nChanged 0 SP:Iteration 12F (2000.000000 sec): 3 clusters Score: Raw -34252.569501 + Penalty 1876.729252 = -32375.840249 nChanged 0 Iteration 99Q (2012.090000 sec): 29 clusters Score: Raw -42926653.899918 + Penalty 58542.035835 = -42868111.864084 nChanged 12 Iteration 100F (2032.120000 sec): 29 clusters Score: Raw -42926654.451295 + Penalty 58542.035835 = -42868112.415461 nChanged 10 Iteration 101Q (2046.730000 sec): 29 clusters Score: Raw -42926654.827627 + Penalty 58542.035835 = -42868112.791792 nChanged 10 Iteration 102Q (2060.040000 sec): 29 clusters Score: Raw -42926655.185080 + Penalty 58542.035835 = -42868113.149245 nChanged 8 Iteration 103Q (2073.850000 sec): 29 clusters Score: Raw -42926655.528743 + Penalty 58542.035835 = -42868113.492908 nChanged 5 Iteration 104Q (2086.560000 sec): 29 clusters Score: Raw -42926655.718210 + Penalty 58542.035835 = -42868113.682375 nChanged 6 Iteration 105Q (2100.130000 sec): 29 clusters Score: Raw -42926655.939374 + Penalty 58542.035835 = -42868113.903540 nChanged 5 Iteration 106Q (2111.830000 sec): 29 clusters Score: Raw -42926656.124532 + Penalty 58542.035835 = -42868114.088698 nChanged 5 Iteration 107Q (2124.070000 sec): 29 clusters Score: Raw -42926656.329086 + Penalty 58542.035835 = -42868114.293252 nChanged 4 Iteration 108Q (2138.320000 sec): 29 clusters Score: Raw -42926656.560679 + Penalty 58542.035835 = -42868114.524844 nChanged 8 Iteration 109Q (2152.800000 sec): 29 clusters Score: Raw -42926656.801833 + Penalty 58542.035835 = -42868114.765998 nChanged 4 Iteration 110Q (2166.060000 sec): 29 clusters Score: Raw -42926657.029804 + Penalty 58542.035835 = -42868114.993969 nChanged 1 Iteration 111Q (2178.640000 sec): 29 clusters Score: Raw -42926657.060244 + Penalty 58542.035835 = -42868115.024409 nChanged 2 Iteration 112Q (2191.760000 sec): 29 clusters Score: Raw -42926657.116751 + Penalty 58542.035835 = -42868115.080916 nChanged 3 Iteration 113Q (2206.280000 sec): 29 clusters Score: Raw -42926657.205110 + Penalty 58542.035835 = -42868115.169275 nChanged 4 Iteration 114Q (2218.430000 sec): 29 clusters Score: Raw -42926657.341118 + Penalty 58542.035835 = -42868115.305284 nChanged 3 Iteration 115Q (2229.610000 sec): 29 clusters Score: Raw -42926657.423053 + Penalty 58542.035835 = -42868115.387218 nChanged 2 Iteration 116Q (2242.610000 sec): 29 clusters Score: Raw -42926657.515824 + Penalty 58542.035835 = -42868115.479989 nChanged 6 Iteration 117Q (2255.520000 sec): 29 clusters Score: Raw -42926657.730271 + Penalty 58542.035835 = -42868115.694437 nChanged 5 Iteration 118Q (2268.590000 sec): 29 clusters Score: Raw -42926657.928656 + Penalty 58542.035835 = -42868115.892821 nChanged 3 Iteration 119Q (2280.830000 sec): 29 clusters Score: Raw -42926658.011867 + Penalty 58542.035835 = -42868115.976032 nChanged 5 Iteration 120F (2301.280000 sec): 29 clusters Score: Raw -42926658.228560 + Penalty 58542.035835 = -42868116.192726 nChanged 4 Iteration 121Q (2313.050000 sec): 29 clusters Score: Raw -42926658.336486 + Penalty 58542.035835 = -42868116.300652 nChanged 4 Iteration 122Q (2324.680000 sec): 29 clusters Score: Raw -42926658.442737 + Penalty 58542.035835 = -42868116.406902 nChanged 3 Iteration 123Q (2337.010000 sec): 29 clusters Score: Raw -42926658.547274 + Penalty 58542.035835 = -42868116.511440 nChanged 4 Iteration 124Q (2348.470000 sec): 29 clusters Score: Raw -42926658.640591 + Penalty 58542.035835 = -42868116.604757 nChanged 4 Iteration 125Q (2359.080000 sec): 29 clusters Score: Raw -42926658.811601 + Penalty 58542.035835 = -42868116.775767 nChanged 3 Iteration 126Q (2370.060000 sec): 29 clusters Score: Raw -42926658.946535 + Penalty 58542.035835 = -42868116.910701 nChanged 2 Iteration 127Q (2383.240000 sec): 29 clusters Score: Raw -42926659.001705 + Penalty 58542.035835 = -42868116.965871 nChanged 0 Iteration 128F (2405.630000 sec): 29 clusters Score: Raw -42926659.001705 + Penalty 58542.035835 = -42868116.965871 nChanged 0 Compute initial score before splitting: Score: Raw -42926659.001705 + Penalty 58542.035835 = -42868116.965871 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2405.710000 sec): 2 clusters Score: Raw -89527.221554 + Penalty 1088.668805 = -88438.552748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2405.910000 sec): 3 clusters Score: Raw -89305.383469 + Penalty 2177.337611 = -87128.045858 nChanged 206 SP:Iteration 1F (2406.080000 sec): 3 clusters Score: Raw -89556.138610 + Penalty 2177.337611 = -87378.800999 nChanged 69 SP:Iteration 2F (2406.270000 sec): 3 clusters Score: Raw -89657.817568 + Penalty 2177.337611 = -87480.479957 nChanged 34 SP:Iteration 3Q (2406.460000 sec): 3 clusters Score: Raw -89717.562218 + Penalty 2177.337611 = -87540.224608 nChanged 20 SP:Iteration 4Q (2406.620000 sec): 3 clusters Score: Raw -89747.493352 + Penalty 2177.337611 = -87570.155741 nChanged 21 SP:Iteration 5Q (2406.830000 sec): 3 clusters Score: Raw -89776.041721 + Penalty 2177.337611 = -87598.704111 nChanged 22 SP:Iteration 6Q (2407.000000 sec): 3 clusters Score: Raw -89815.892941 + Penalty 2177.337611 = -87638.555330 nChanged 29 SP:Iteration 7Q (2407.170000 sec): 3 clusters Score: Raw -89861.566644 + Penalty 2177.337611 = -87684.229033 nChanged 23 SP:Iteration 8Q (2407.330000 sec): 3 clusters Score: Raw -89916.897095 + Penalty 2177.337611 = -87739.559484 nChanged 27 SP:Iteration 9Q (2407.460000 sec): 3 clusters Score: Raw -89977.298661 + Penalty 2177.337611 = -87799.961051 nChanged 28 SP:Iteration 10Q (2407.650000 sec): 3 clusters Score: Raw -90035.033428 + Penalty 2177.337611 = -87857.695817 nChanged 28 SP:Iteration 11Q (2407.820000 sec): 3 clusters Score: Raw -90088.533951 + Penalty 2177.337611 = -87911.196341 nChanged 30 SP:Iteration 12Q (2408.010000 sec): 3 clusters Score: Raw -90172.942240 + Penalty 2177.337611 = -87995.604629 nChanged 34 SP:Iteration 13Q (2408.190000 sec): 3 clusters Score: Raw -90292.249660 + Penalty 2177.337611 = -88114.912049 nChanged 28 SP:Iteration 14Q (2408.360000 sec): 3 clusters Score: Raw -90371.823375 + Penalty 2177.337611 = -88194.485764 nChanged 15 SP:Iteration 15Q (2408.540000 sec): 3 clusters Score: Raw -90406.971541 + Penalty 2177.337611 = -88229.633931 nChanged 11 SP:Iteration 16Q (2408.690000 sec): 3 clusters Score: Raw -90424.244646 + Penalty 2177.337611 = -88246.907035 nChanged 3 SP:Iteration 17Q (2408.880000 sec): 3 clusters Score: Raw -90428.485887 + Penalty 2177.337611 = -88251.148277 nChanged 1 SP:Iteration 18Q (2409.040000 sec): 3 clusters Score: Raw -90429.626837 + Penalty 2177.337611 = -88252.289226 nChanged 0 SP:Iteration 19F (2409.270000 sec): 3 clusters Score: Raw -90429.626837 + Penalty 2177.337611 = -88252.289226 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2409.360000 sec): 2 clusters Score: Raw -99571.364390 + Penalty 1102.474273 = -98468.890117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2409.570000 sec): 3 clusters Score: Raw -99337.028615 + Penalty 2204.948545 = -97132.080070 nChanged 242 SP:Iteration 1F (2409.750000 sec): 3 clusters Score: Raw -99564.324228 + Penalty 2204.948545 = -97359.375683 nChanged 80 SP:Iteration 2F (2409.920000 sec): 3 clusters Score: Raw -99686.349455 + Penalty 2204.948545 = -97481.400910 nChanged 50 SP:Iteration 3F (2410.040000 sec): 3 clusters Score: Raw -99775.113490 + Penalty 2204.948545 = -97570.164945 nChanged 45 SP:Iteration 4F (2410.210000 sec): 3 clusters Score: Raw -99846.105727 + Penalty 2204.948545 = -97641.157182 nChanged 24 SP:Iteration 5Q (2410.390000 sec): 3 clusters Score: Raw -99883.611948 + Penalty 2204.948545 = -97678.663402 nChanged 20 SP:Iteration 6Q (2410.550000 sec): 3 clusters Score: Raw -99912.152238 + Penalty 2204.948545 = -97707.203693 nChanged 14 SP:Iteration 7Q (2410.730000 sec): 3 clusters Score: Raw -99932.689540 + Penalty 2204.948545 = -97727.740994 nChanged 15 SP:Iteration 8Q (2410.920000 sec): 3 clusters Score: Raw -99958.955810 + Penalty 2204.948545 = -97754.007265 nChanged 14 SP:Iteration 9Q (2411.100000 sec): 3 clusters Score: Raw -99986.562762 + Penalty 2204.948545 = -97781.614217 nChanged 21 SP:Iteration 10Q (2411.300000 sec): 3 clusters Score: Raw -100039.116383 + Penalty 2204.948545 = -97834.167838 nChanged 28 SP:Iteration 11Q (2411.490000 sec): 3 clusters Score: Raw -100147.875368 + Penalty 2204.948545 = -97942.926823 nChanged 35 SP:Iteration 12Q (2411.650000 sec): 3 clusters Score: Raw -100459.751848 + Penalty 2204.948545 = -98254.803303 nChanged 33 SP:Iteration 13Q (2411.860000 sec): 3 clusters Score: Raw -100863.160664 + Penalty 2204.948545 = -98658.212119 nChanged 18 SP:Iteration 14Q (2412.010000 sec): 3 clusters Score: Raw -100979.118999 + Penalty 2204.948545 = -98774.170454 nChanged 11 SP:Iteration 15Q (2412.220000 sec): 3 clusters Score: Raw -101176.521983 + Penalty 2204.948545 = -98971.573438 nChanged 2 SP:Iteration 16Q (2412.390000 sec): 3 clusters Score: Raw -101207.088283 + Penalty 2204.948545 = -99002.139737 nChanged 0 SP:Iteration 17F (2412.600000 sec): 3 clusters Score: Raw -101207.088283 + Penalty 2204.948545 = -99002.139737 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 2.79 GB. Trying to split cluster 3 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2412.710000 sec): 2 clusters Score: Raw -86435.655404 + Penalty 1077.700289 = -85357.955115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2412.930000 sec): 3 clusters Score: Raw -86233.259258 + Penalty 2155.400578 = -84077.858681 nChanged 215 SP:Iteration 1F (2413.110000 sec): 3 clusters Score: Raw -86460.715278 + Penalty 2155.400578 = -84305.314701 nChanged 43 SP:Iteration 2F (2413.300000 sec): 3 clusters Score: Raw -86514.919336 + Penalty 2155.400578 = -84359.518759 nChanged 21 SP:Iteration 3Q (2413.540000 sec): 3 clusters Score: Raw -86540.788507 + Penalty 2155.400578 = -84385.387929 nChanged 11 SP:Iteration 4Q (2413.680000 sec): 3 clusters Score: Raw -86553.958890 + Penalty 2155.400578 = -84398.558312 nChanged 6 SP:Iteration 5Q (2413.880000 sec): 3 clusters Score: Raw -86561.340104 + Penalty 2155.400578 = -84405.939526 nChanged 4 SP:Iteration 6Q (2414.050000 sec): 3 clusters Score: Raw -86564.193502 + Penalty 2155.400578 = -84408.792924 nChanged 2 SP:Iteration 7Q (2414.220000 sec): 3 clusters Score: Raw -86565.187128 + Penalty 2155.400578 = -84409.786550 nChanged 2 SP:Iteration 8Q (2414.370000 sec): 3 clusters Score: Raw -86566.681426 + Penalty 2155.400578 = -84411.280848 nChanged 1 SP:Iteration 9Q (2414.510000 sec): 3 clusters Score: Raw -86567.973369 + Penalty 2155.400578 = -84412.572791 nChanged 0 SP:Iteration 10F (2414.700000 sec): 3 clusters Score: Raw -86567.973369 + Penalty 2155.400578 = -84412.572791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2414.750000 sec): 2 clusters Score: Raw -53710.949260 + Penalty 1012.772803 = -52698.176458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2414.950000 sec): 3 clusters Score: Raw -53662.662960 + Penalty 2025.545605 = -51637.117355 nChanged 105 SP:Iteration 1F (2415.090000 sec): 3 clusters Score: Raw -53835.785357 + Penalty 2025.545605 = -51810.239752 nChanged 35 SP:Iteration 2F (2415.240000 sec): 3 clusters Score: Raw -53893.166774 + Penalty 2025.545605 = -51867.621168 nChanged 15 SP:Iteration 3Q (2415.430000 sec): 3 clusters Score: Raw -53915.743546 + Penalty 2025.545605 = -51890.197941 nChanged 7 SP:Iteration 4Q (2415.580000 sec): 3 clusters Score: Raw -53926.602800 + Penalty 2025.545605 = -51901.057194 nChanged 3 SP:Iteration 5Q (2415.820000 sec): 3 clusters Score: Raw -53931.958042 + Penalty 2025.545605 = -51906.412437 nChanged 1 SP:Iteration 6Q (2416.010000 sec): 3 clusters Score: Raw -53933.780173 + Penalty 2025.545605 = -51908.234568 nChanged 0 SP:Iteration 7F (2416.180000 sec): 3 clusters Score: Raw -53933.780173 + Penalty 2025.545605 = -51908.234568 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (10421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.320000 sec): 2 clusters Score: Raw -1201703.016892 + Penalty 1503.381470 = -1200199.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.580000 sec): 3 clusters Score: Raw -1195789.478640 + Penalty 3006.762941 = -1192782.715699 nChanged 4521 SP:Iteration 1F (2416.860000 sec): 3 clusters Score: Raw -1198191.179749 + Penalty 3006.762941 = -1195184.416808 nChanged 619 SP:Iteration 2F (2417.080000 sec): 3 clusters Score: Raw -1198503.061302 + Penalty 3006.762941 = -1195496.298361 nChanged 582 SP:Iteration 3F (2417.350000 sec): 3 clusters Score: Raw -1198851.386487 + Penalty 3006.762941 = -1195844.623546 nChanged 645 SP:Iteration 4F (2417.570000 sec): 3 clusters Score: Raw -1199270.033160 + Penalty 3006.762941 = -1196263.270219 nChanged 673 SP:Iteration 5F (2417.820000 sec): 3 clusters Score: Raw -1199727.723800 + Penalty 3006.762941 = -1196720.960859 nChanged 717 SP:Iteration 6F (2418.040000 sec): 3 clusters Score: Raw -1200234.909995 + Penalty 3006.762941 = -1197228.147054 nChanged 650 SP:Iteration 7F (2418.320000 sec): 3 clusters Score: Raw -1200669.435052 + Penalty 3006.762941 = -1197662.672111 nChanged 510 SP:Iteration 8Q (2418.520000 sec): 3 clusters Score: Raw -1200958.387790 + Penalty 3006.762941 = -1197951.624849 nChanged 351 SP:Iteration 9Q (2418.770000 sec): 3 clusters Score: Raw -1201123.174335 + Penalty 3006.762941 = -1198116.411394 nChanged 276 SP:Iteration 10Q (2418.990000 sec): 3 clusters Score: Raw -1201238.022569 + Penalty 3006.762941 = -1198231.259628 nChanged 223 SP:Iteration 11Q (2419.230000 sec): 3 clusters Score: Raw -1201327.406634 + Penalty 3006.762941 = -1198320.643693 nChanged 164 SP:Iteration 12Q (2419.500000 sec): 3 clusters Score: Raw -1201384.048134 + Penalty 3006.762941 = -1198377.285193 nChanged 131 SP:Iteration 13Q (2419.730000 sec): 3 clusters Score: Raw -1201424.031092 + Penalty 3006.762941 = -1198417.268151 nChanged 122 SP:Iteration 14Q (2419.980000 sec): 3 clusters Score: Raw -1201463.015377 + Penalty 3006.762941 = -1198456.252436 nChanged 120 SP:Iteration 15Q (2420.300000 sec): 3 clusters Score: Raw -1201500.161194 + Penalty 3006.762941 = -1198493.398253 nChanged 98 SP:Iteration 16Q (2420.520000 sec): 3 clusters Score: Raw -1201528.113617 + Penalty 3006.762941 = -1198521.350676 nChanged 108 SP:Iteration 17Q (2420.780000 sec): 3 clusters Score: Raw -1201565.139379 + Penalty 3006.762941 = -1198558.376438 nChanged 98 SP:Iteration 18Q (2420.950000 sec): 3 clusters Score: Raw -1201599.712067 + Penalty 3006.762941 = -1198592.949126 nChanged 96 SP:Iteration 19Q (2421.190000 sec): 3 clusters Score: Raw -1201632.697361 + Penalty 3006.762941 = -1198625.934420 nChanged 91 SP:Iteration 20F (2421.380000 sec): 3 clusters Score: Raw -1201660.526263 + Penalty 3006.762941 = -1198653.763322 nChanged 90 SP:Iteration 21Q (2421.630000 sec): 3 clusters Score: Raw -1201688.786414 + Penalty 3006.762941 = -1198682.023473 nChanged 84 SP:Iteration 22Q (2421.850000 sec): 3 clusters Score: Raw -1201717.254547 + Penalty 3006.762941 = -1198710.491606 nChanged 84 SP:Iteration 23Q (2422.110000 sec): 3 clusters Score: Raw -1201747.722332 + Penalty 3006.762941 = -1198740.959391 nChanged 76 SP:Iteration 24Q (2422.370000 sec): 3 clusters Score: Raw -1201778.931836 + Penalty 3006.762941 = -1198772.168895 nChanged 75 SP:Iteration 25Q (2422.620000 sec): 3 clusters Score: Raw -1201808.080912 + Penalty 3006.762941 = -1198801.317971 nChanged 71 SP:Iteration 26Q (2422.800000 sec): 3 clusters Score: Raw -1201839.489332 + Penalty 3006.762941 = -1198832.726391 nChanged 80 SP:Iteration 27Q (2423.010000 sec): 3 clusters Score: Raw -1201874.713304 + Penalty 3006.762941 = -1198867.950363 nChanged 58 SP:Iteration 28Q (2423.280000 sec): 3 clusters Score: Raw -1201899.029850 + Penalty 3006.762941 = -1198892.266909 nChanged 46 SP:Iteration 29Q (2423.570000 sec): 3 clusters Score: Raw -1201915.706997 + Penalty 3006.762941 = -1198908.944056 nChanged 34 SP:Iteration 30Q (2423.810000 sec): 3 clusters Score: Raw -1201928.392210 + Penalty 3006.762941 = -1198921.629269 nChanged 28 SP:Iteration 31Q (2424.050000 sec): 3 clusters Score: Raw -1201938.531983 + Penalty 3006.762941 = -1198931.769042 nChanged 28 SP:Iteration 32Q (2424.290000 sec): 3 clusters Score: Raw -1201948.321449 + Penalty 3006.762941 = -1198941.558508 nChanged 27 SP:Iteration 33Q (2424.510000 sec): 3 clusters Score: Raw -1201956.646548 + Penalty 3006.762941 = -1198949.883607 nChanged 20 SP:Iteration 34Q (2424.730000 sec): 3 clusters Score: Raw -1201963.968449 + Penalty 3006.762941 = -1198957.205508 nChanged 20 SP:Iteration 35Q (2424.990000 sec): 3 clusters Score: Raw -1201972.997138 + Penalty 3006.762941 = -1198966.234197 nChanged 24 SP:Iteration 36Q (2425.210000 sec): 3 clusters Score: Raw -1201982.712291 + Penalty 3006.762941 = -1198975.949350 nChanged 24 SP:Iteration 37Q (2425.430000 sec): 3 clusters Score: Raw -1201992.483562 + Penalty 3006.762941 = -1198985.720621 nChanged 17 SP:Iteration 38Q (2425.670000 sec): 3 clusters Score: Raw -1201999.272438 + Penalty 3006.762941 = -1198992.509497 nChanged 19 SP:Iteration 39Q (2425.900000 sec): 3 clusters Score: Raw -1202006.269488 + Penalty 3006.762941 = -1198999.506547 nChanged 13 SP:Iteration 40F (2426.130000 sec): 3 clusters Score: Raw -1202011.210837 + Penalty 3006.762941 = -1199004.447896 nChanged 17 SP:Iteration 41Q (2426.370000 sec): 3 clusters Score: Raw -1202017.297864 + Penalty 3006.762941 = -1199010.534923 nChanged 10 SP:Iteration 42Q (2426.550000 sec): 3 clusters Score: Raw -1202020.212995 + Penalty 3006.762941 = -1199013.450054 nChanged 5 SP:Iteration 43Q (2426.770000 sec): 3 clusters Score: Raw -1202021.095325 + Penalty 3006.762941 = -1199014.332384 nChanged 5 SP:Iteration 44Q (2427.010000 sec): 3 clusters Score: Raw -1202022.431345 + Penalty 3006.762941 = -1199015.668404 nChanged 3 SP:Iteration 45Q (2427.270000 sec): 3 clusters Score: Raw -1202023.450255 + Penalty 3006.762941 = -1199016.687314 nChanged 4 SP:Iteration 46Q (2427.480000 sec): 3 clusters Score: Raw -1202024.627077 + Penalty 3006.762941 = -1199017.864136 nChanged 2 SP:Iteration 47Q (2427.710000 sec): 3 clusters Score: Raw -1202025.167763 + Penalty 3006.762941 = -1199018.404822 nChanged 3 SP:Iteration 48Q (2428.030000 sec): 3 clusters Score: Raw -1202025.962984 + Penalty 3006.762941 = -1199019.200043 nChanged 3 SP:Iteration 49Q (2428.240000 sec): 3 clusters Score: Raw -1202027.915832 + Penalty 3006.762941 = -1199021.152891 nChanged 5 SP:Iteration 50Q (2428.500000 sec): 3 clusters Score: Raw -1202029.369963 + Penalty 3006.762941 = -1199022.607022 nChanged 3 SP:Iteration 51Q (2428.730000 sec): 3 clusters Score: Raw -1202029.774434 + Penalty 3006.762941 = -1199023.011493 nChanged 1 SP:Iteration 52Q (2429.000000 sec): 3 clusters Score: Raw -1202029.962630 + Penalty 3006.762941 = -1199023.199689 nChanged 1 SP:Iteration 53Q (2429.220000 sec): 3 clusters Score: Raw -1202030.106778 + Penalty 3006.762941 = -1199023.343837 nChanged 0 SP:Iteration 54F (2429.470000 sec): 3 clusters Score: Raw -1202030.106778 + Penalty 3006.762941 = -1199023.343837 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2429.590000 sec): 2 clusters Score: Raw -432747.634493 + Penalty 1351.000993 = -431396.633500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2429.840000 sec): 3 clusters Score: Raw -430655.363884 + Penalty 2702.001987 = -427953.361897 nChanged 1647 SP:Iteration 1F (2430.030000 sec): 3 clusters Score: Raw -431627.027771 + Penalty 2702.001987 = -428925.025784 nChanged 308 SP:Iteration 2F (2430.300000 sec): 3 clusters Score: Raw -431857.524910 + Penalty 2702.001987 = -429155.522923 nChanged 273 SP:Iteration 3F (2430.480000 sec): 3 clusters Score: Raw -432019.978492 + Penalty 2702.001987 = -429317.976505 nChanged 186 SP:Iteration 4Q (2430.680000 sec): 3 clusters Score: Raw -432141.573369 + Penalty 2702.001987 = -429439.571382 nChanged 176 SP:Iteration 5Q (2430.860000 sec): 3 clusters Score: Raw -432256.421629 + Penalty 2702.001987 = -429554.419642 nChanged 137 SP:Iteration 6Q (2431.070000 sec): 3 clusters Score: Raw -432332.443989 + Penalty 2702.001987 = -429630.442002 nChanged 127 SP:Iteration 7Q (2431.240000 sec): 3 clusters Score: Raw -432390.285004 + Penalty 2702.001987 = -429688.283017 nChanged 92 SP:Iteration 8Q (2431.440000 sec): 3 clusters Score: Raw -432435.355316 + Penalty 2702.001987 = -429733.353329 nChanged 94 SP:Iteration 9Q (2431.620000 sec): 3 clusters Score: Raw -432473.132792 + Penalty 2702.001987 = -429771.130805 nChanged 88 SP:Iteration 10Q (2431.850000 sec): 3 clusters Score: Raw -432509.766779 + Penalty 2702.001987 = -429807.764792 nChanged 89 SP:Iteration 11Q (2432.070000 sec): 3 clusters Score: Raw -432554.316787 + Penalty 2702.001987 = -429852.314800 nChanged 110 SP:Iteration 12Q (2432.310000 sec): 3 clusters Score: Raw -432608.618037 + Penalty 2702.001987 = -429906.616050 nChanged 112 SP:Iteration 13Q (2432.490000 sec): 3 clusters Score: Raw -432669.373058 + Penalty 2702.001987 = -429967.371071 nChanged 106 SP:Iteration 14Q (2432.670000 sec): 3 clusters Score: Raw -432731.582420 + Penalty 2702.001987 = -430029.580433 nChanged 120 SP:Iteration 15Q (2432.910000 sec): 3 clusters Score: Raw -432822.780381 + Penalty 2702.001987 = -430120.778394 nChanged 126 SP:Iteration 16Q (2433.070000 sec): 3 clusters Score: Raw -432912.350020 + Penalty 2702.001987 = -430210.348034 nChanged 124 SP:Iteration 17Q (2433.290000 sec): 3 clusters Score: Raw -433005.115739 + Penalty 2702.001987 = -430303.113752 nChanged 127 SP:Iteration 18Q (2433.490000 sec): 3 clusters Score: Raw -433116.501977 + Penalty 2702.001987 = -430414.499990 nChanged 120 SP:Iteration 19Q (2433.680000 sec): 3 clusters Score: Raw -433211.616097 + Penalty 2702.001987 = -430509.614110 nChanged 99 SP:Iteration 20F (2433.870000 sec): 3 clusters Score: Raw -433292.380843 + Penalty 2702.001987 = -430590.378856 nChanged 72 SP:Iteration 21Q (2434.050000 sec): 3 clusters Score: Raw -433346.756442 + Penalty 2702.001987 = -430644.754455 nChanged 58 SP:Iteration 22Q (2434.250000 sec): 3 clusters Score: Raw -433392.364067 + Penalty 2702.001987 = -430690.362080 nChanged 48 SP:Iteration 23Q (2434.430000 sec): 3 clusters Score: Raw -433422.049806 + Penalty 2702.001987 = -430720.047819 nChanged 29 SP:Iteration 24Q (2434.610000 sec): 3 clusters Score: Raw -433441.371860 + Penalty 2702.001987 = -430739.369873 nChanged 18 SP:Iteration 25Q (2434.820000 sec): 3 clusters Score: Raw -433449.125973 + Penalty 2702.001987 = -430747.123986 nChanged 11 SP:Iteration 26Q (2435.000000 sec): 3 clusters Score: Raw -433453.833777 + Penalty 2702.001987 = -430751.831790 nChanged 13 SP:Iteration 27Q (2435.230000 sec): 3 clusters Score: Raw -433457.643739 + Penalty 2702.001987 = -430755.641752 nChanged 5 SP:Iteration 28Q (2435.400000 sec): 3 clusters Score: Raw -433458.937326 + Penalty 2702.001987 = -430756.935339 nChanged 3 SP:Iteration 29Q (2435.550000 sec): 3 clusters Score: Raw -433460.361495 + Penalty 2702.001987 = -430758.359508 nChanged 4 SP:Iteration 30Q (2435.730000 sec): 3 clusters Score: Raw -433461.565535 + Penalty 2702.001987 = -430759.563548 nChanged 1 SP:Iteration 31Q (2435.900000 sec): 3 clusters Score: Raw -433461.746158 + Penalty 2702.001987 = -430759.744172 nChanged 1 SP:Iteration 32Q (2436.110000 sec): 3 clusters Score: Raw -433461.962985 + Penalty 2702.001987 = -430759.960998 nChanged 1 SP:Iteration 33Q (2436.310000 sec): 3 clusters Score: Raw -433462.387923 + Penalty 2702.001987 = -430760.385936 nChanged 2 SP:Iteration 34Q (2436.520000 sec): 3 clusters Score: Raw -433463.087486 + Penalty 2702.001987 = -430761.085499 nChanged 5 SP:Iteration 35Q (2436.700000 sec): 3 clusters Score: Raw -433465.245855 + Penalty 2702.001987 = -430763.243868 nChanged 5 SP:Iteration 36Q (2436.890000 sec): 3 clusters Score: Raw -433466.802953 + Penalty 2702.001987 = -430764.800966 nChanged 4 SP:Iteration 37Q (2437.120000 sec): 3 clusters Score: Raw -433468.178387 + Penalty 2702.001987 = -430766.176400 nChanged 3 SP:Iteration 38Q (2437.390000 sec): 3 clusters Score: Raw -433469.754186 + Penalty 2702.001987 = -430767.752199 nChanged 3 SP:Iteration 39Q (2437.590000 sec): 3 clusters Score: Raw -433471.268639 + Penalty 2702.001987 = -430769.266652 nChanged 3 SP:Iteration 40F (2437.740000 sec): 3 clusters Score: Raw -433472.151350 + Penalty 2702.001987 = -430770.149363 nChanged 2 SP:Iteration 41Q (2437.930000 sec): 3 clusters Score: Raw -433472.520782 + Penalty 2702.001987 = -430770.518795 nChanged 1 SP:Iteration 42Q (2438.100000 sec): 3 clusters Score: Raw -433472.666039 + Penalty 2702.001987 = -430770.664053 nChanged 1 SP:Iteration 43Q (2438.290000 sec): 3 clusters Score: Raw -433472.930559 + Penalty 2702.001987 = -430770.928572 nChanged 1 SP:Iteration 44Q (2438.430000 sec): 3 clusters Score: Raw -433473.339718 + Penalty 2702.001987 = -430771.337731 nChanged 0 SP:Iteration 45F (2438.610000 sec): 3 clusters Score: Raw -433473.339718 + Penalty 2702.001987 = -430771.337731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.710000 sec): 2 clusters Score: Raw -41844.463417 + Penalty 962.256493 = -40882.206923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.850000 sec): 3 clusters Score: Raw -41821.822491 + Penalty 1924.512986 = -39897.309504 nChanged 62 SP:Iteration 1F (2439.000000 sec): 3 clusters Score: Raw -41942.446065 + Penalty 1924.512986 = -40017.933079 nChanged 9 SP:Iteration 2Q (2439.100000 sec): 3 clusters Score: Raw -41956.110551 + Penalty 1924.512986 = -40031.597564 nChanged 5 SP:Iteration 3Q (2439.240000 sec): 3 clusters Score: Raw -41964.435781 + Penalty 1924.512986 = -40039.922795 nChanged 3 SP:Iteration 4Q (2439.380000 sec): 3 clusters Score: Raw -41973.246887 + Penalty 1924.512986 = -40048.733900 nChanged 2 SP:Iteration 5Q (2439.540000 sec): 3 clusters Score: Raw -41976.028151 + Penalty 1924.512986 = -40051.515165 nChanged 1 SP:Iteration 6Q (2439.720000 sec): 3 clusters Score: Raw -41976.991948 + Penalty 1924.512986 = -40052.478961 nChanged 1 SP:Iteration 7Q (2439.860000 sec): 3 clusters Score: Raw -41977.721608 + Penalty 1924.512986 = -40053.208622 nChanged 1 SP:Iteration 8Q (2440.040000 sec): 3 clusters Score: Raw -41979.986238 + Penalty 1924.512986 = -40055.473252 nChanged 1 SP:Iteration 9Q (2440.270000 sec): 3 clusters Score: Raw -41983.860841 + Penalty 1924.512986 = -40059.347855 nChanged 3 SP:Iteration 10Q (2440.440000 sec): 3 clusters Score: Raw -41988.342540 + Penalty 1924.512986 = -40063.829554 nChanged 0 SP:Iteration 11F (2440.630000 sec): 3 clusters Score: Raw -41988.342540 + Penalty 1924.512986 = -40063.829554 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (12700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2440.750000 sec): 2 clusters Score: Raw -1455602.747545 + Penalty 1535.520557 = -1454067.226988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2440.980000 sec): 3 clusters Score: Raw -1448270.592869 + Penalty 3071.041114 = -1445199.551755 nChanged 5548 SP:Iteration 1F (2441.260000 sec): 3 clusters Score: Raw -1451193.860772 + Penalty 3071.041114 = -1448122.819658 nChanged 642 SP:Iteration 2F (2441.540000 sec): 3 clusters Score: Raw -1451432.510562 + Penalty 3071.041114 = -1448361.469448 nChanged 603 SP:Iteration 3Q (2441.740000 sec): 3 clusters Score: Raw -1451657.606656 + Penalty 3071.041114 = -1448586.565543 nChanged 532 SP:Iteration 4Q (2441.980000 sec): 3 clusters Score: Raw -1451867.591106 + Penalty 3071.041114 = -1448796.549993 nChanged 541 SP:Iteration 5Q (2442.270000 sec): 3 clusters Score: Raw -1452106.718709 + Penalty 3071.041114 = -1449035.677595 nChanged 567 SP:Iteration 6Q (2442.590000 sec): 3 clusters Score: Raw -1452384.633990 + Penalty 3071.041114 = -1449313.592877 nChanged 610 SP:Iteration 7Q (2442.870000 sec): 3 clusters Score: Raw -1452729.766665 + Penalty 3071.041114 = -1449658.725551 nChanged 684 SP:Iteration 8F (2443.080000 sec): 3 clusters Score: Raw -1453173.728910 + Penalty 3071.041114 = -1450102.687796 nChanged 709 SP:Iteration 9F (2443.330000 sec): 3 clusters Score: Raw -1453641.483182 + Penalty 3071.041114 = -1450570.442069 nChanged 687 SP:Iteration 10F (2443.560000 sec): 3 clusters Score: Raw -1454062.704725 + Penalty 3071.041114 = -1450991.663612 nChanged 603 SP:Iteration 11Q (2443.870000 sec): 3 clusters Score: Raw -1454395.273071 + Penalty 3071.041114 = -1451324.231957 nChanged 472 SP:Iteration 12Q (2444.140000 sec): 3 clusters Score: Raw -1454601.772676 + Penalty 3071.041114 = -1451530.731562 nChanged 359 SP:Iteration 13Q (2444.450000 sec): 3 clusters Score: Raw -1454736.687907 + Penalty 3071.041114 = -1451665.646793 nChanged 269 SP:Iteration 14Q (2444.650000 sec): 3 clusters Score: Raw -1454830.477954 + Penalty 3071.041114 = -1451759.436841 nChanged 213 SP:Iteration 15Q (2444.910000 sec): 3 clusters Score: Raw -1454894.047993 + Penalty 3071.041114 = -1451823.006880 nChanged 164 SP:Iteration 16Q (2445.240000 sec): 3 clusters Score: Raw -1454933.441487 + Penalty 3071.041114 = -1451862.400373 nChanged 135 SP:Iteration 17Q (2445.490000 sec): 3 clusters Score: Raw -1454967.648435 + Penalty 3071.041114 = -1451896.607322 nChanged 118 SP:Iteration 18Q (2445.750000 sec): 3 clusters Score: Raw -1454995.284616 + Penalty 3071.041114 = -1451924.243502 nChanged 92 SP:Iteration 19Q (2446.010000 sec): 3 clusters Score: Raw -1455016.012397 + Penalty 3071.041114 = -1451944.971284 nChanged 87 SP:Iteration 20F (2446.220000 sec): 3 clusters Score: Raw -1455035.243266 + Penalty 3071.041114 = -1451964.202153 nChanged 78 SP:Iteration 21Q (2446.490000 sec): 3 clusters Score: Raw -1455050.160373 + Penalty 3071.041114 = -1451979.119260 nChanged 68 SP:Iteration 22Q (2446.720000 sec): 3 clusters Score: Raw -1455061.681861 + Penalty 3071.041114 = -1451990.640747 nChanged 57 SP:Iteration 23Q (2446.960000 sec): 3 clusters Score: Raw -1455071.555499 + Penalty 3071.041114 = -1452000.514385 nChanged 54 SP:Iteration 24Q (2447.250000 sec): 3 clusters Score: Raw -1455083.240943 + Penalty 3071.041114 = -1452012.199829 nChanged 62 SP:Iteration 25Q (2447.510000 sec): 3 clusters Score: Raw -1455094.552060 + Penalty 3071.041114 = -1452023.510947 nChanged 45 SP:Iteration 26Q (2447.750000 sec): 3 clusters Score: Raw -1455102.314363 + Penalty 3071.041114 = -1452031.273250 nChanged 43 SP:Iteration 27Q (2448.020000 sec): 3 clusters Score: Raw -1455109.477967 + Penalty 3071.041114 = -1452038.436853 nChanged 36 SP:Iteration 28Q (2448.250000 sec): 3 clusters Score: Raw -1455113.949099 + Penalty 3071.041114 = -1452042.907986 nChanged 25 SP:Iteration 29Q (2448.520000 sec): 3 clusters Score: Raw -1455116.956589 + Penalty 3071.041114 = -1452045.915476 nChanged 26 SP:Iteration 30Q (2448.820000 sec): 3 clusters Score: Raw -1455120.968873 + Penalty 3071.041114 = -1452049.927760 nChanged 35 SP:Iteration 31Q (2449.130000 sec): 3 clusters Score: Raw -1455126.333752 + Penalty 3071.041114 = -1452055.292638 nChanged 30 SP:Iteration 32Q (2449.320000 sec): 3 clusters Score: Raw -1455132.391301 + Penalty 3071.041114 = -1452061.350187 nChanged 34 SP:Iteration 33Q (2449.560000 sec): 3 clusters Score: Raw -1455139.255595 + Penalty 3071.041114 = -1452068.214482 nChanged 40 SP:Iteration 34Q (2449.830000 sec): 3 clusters Score: Raw -1455146.348264 + Penalty 3071.041114 = -1452075.307151 nChanged 43 SP:Iteration 35Q (2450.090000 sec): 3 clusters Score: Raw -1455155.271950 + Penalty 3071.041114 = -1452084.230836 nChanged 50 SP:Iteration 36Q (2450.370000 sec): 3 clusters Score: Raw -1455163.014533 + Penalty 3071.041114 = -1452091.973419 nChanged 49 SP:Iteration 37Q (2450.610000 sec): 3 clusters Score: Raw -1455170.994243 + Penalty 3071.041114 = -1452099.953129 nChanged 42 SP:Iteration 38Q (2450.890000 sec): 3 clusters Score: Raw -1455178.493536 + Penalty 3071.041114 = -1452107.452423 nChanged 43 SP:Iteration 39Q (2451.100000 sec): 3 clusters Score: Raw -1455185.995336 + Penalty 3071.041114 = -1452114.954222 nChanged 49 SP:Iteration 40F (2451.350000 sec): 3 clusters Score: Raw -1455192.738433 + Penalty 3071.041114 = -1452121.697319 nChanged 34 SP:Iteration 41Q (2451.610000 sec): 3 clusters Score: Raw -1455197.345778 + Penalty 3071.041114 = -1452126.304664 nChanged 28 SP:Iteration 42Q (2451.840000 sec): 3 clusters Score: Raw -1455200.610562 + Penalty 3071.041114 = -1452129.569449 nChanged 20 SP:Iteration 43Q (2452.110000 sec): 3 clusters Score: Raw -1455202.933774 + Penalty 3071.041114 = -1452131.892660 nChanged 25 SP:Iteration 44Q (2452.370000 sec): 3 clusters Score: Raw -1455205.584017 + Penalty 3071.041114 = -1452134.542904 nChanged 25 SP:Iteration 45Q (2452.570000 sec): 3 clusters Score: Raw -1455208.922503 + Penalty 3071.041114 = -1452137.881389 nChanged 21 SP:Iteration 46Q (2452.860000 sec): 3 clusters Score: Raw -1455211.296879 + Penalty 3071.041114 = -1452140.255765 nChanged 22 SP:Iteration 47Q (2453.090000 sec): 3 clusters Score: Raw -1455213.712082 + Penalty 3071.041114 = -1452142.670969 nChanged 26 SP:Iteration 48Q (2453.290000 sec): 3 clusters Score: Raw -1455216.811945 + Penalty 3071.041114 = -1452145.770831 nChanged 23 SP:Iteration 49Q (2453.540000 sec): 3 clusters Score: Raw -1455219.322778 + Penalty 3071.041114 = -1452148.281665 nChanged 15 SP:Iteration 50Q (2453.790000 sec): 3 clusters Score: Raw -1455221.269019 + Penalty 3071.041114 = -1452150.227905 nChanged 17 SP:Iteration 51Q (2454.040000 sec): 3 clusters Score: Raw -1455223.270325 + Penalty 3071.041114 = -1452152.229211 nChanged 16 SP:Iteration 52Q (2454.290000 sec): 3 clusters Score: Raw -1455224.999525 + Penalty 3071.041114 = -1452153.958411 nChanged 13 SP:Iteration 53Q (2454.540000 sec): 3 clusters Score: Raw -1455226.189614 + Penalty 3071.041114 = -1452155.148500 nChanged 12 SP:Iteration 54Q (2454.760000 sec): 3 clusters Score: Raw -1455227.653014 + Penalty 3071.041114 = -1452156.611901 nChanged 15 SP:Iteration 55Q (2455.070000 sec): 3 clusters Score: Raw -1455228.894971 + Penalty 3071.041114 = -1452157.853858 nChanged 12 SP:Iteration 56Q (2455.340000 sec): 3 clusters Score: Raw -1455230.508583 + Penalty 3071.041114 = -1452159.467470 nChanged 13 SP:Iteration 57Q (2455.630000 sec): 3 clusters Score: Raw -1455232.041805 + Penalty 3071.041114 = -1452161.000691 nChanged 21 SP:Iteration 58Q (2455.900000 sec): 3 clusters Score: Raw -1455234.971675 + Penalty 3071.041114 = -1452163.930562 nChanged 28 SP:Iteration 59Q (2456.120000 sec): 3 clusters Score: Raw -1455239.006713 + Penalty 3071.041114 = -1452167.965599 nChanged 24 SP:Iteration 60F (2456.390000 sec): 3 clusters Score: Raw -1455242.655879 + Penalty 3071.041114 = -1452171.614765 nChanged 30 SP:Iteration 61Q (2456.650000 sec): 3 clusters Score: Raw -1455245.602068 + Penalty 3071.041114 = -1452174.560954 nChanged 25 SP:Iteration 62Q (2456.960000 sec): 3 clusters Score: Raw -1455248.966547 + Penalty 3071.041114 = -1452177.925433 nChanged 29 SP:Iteration 63Q (2457.150000 sec): 3 clusters Score: Raw -1455252.595966 + Penalty 3071.041114 = -1452181.554853 nChanged 34 SP:Iteration 64Q (2457.390000 sec): 3 clusters Score: Raw -1455256.853351 + Penalty 3071.041114 = -1452185.812238 nChanged 39 SP:Iteration 65Q (2457.640000 sec): 3 clusters Score: Raw -1455261.436453 + Penalty 3071.041114 = -1452190.395339 nChanged 27 SP:Iteration 66Q (2457.920000 sec): 3 clusters Score: Raw -1455265.216489 + Penalty 3071.041114 = -1452194.175376 nChanged 30 SP:Iteration 67Q (2458.140000 sec): 3 clusters Score: Raw -1455269.396139 + Penalty 3071.041114 = -1452198.355026 nChanged 32 SP:Iteration 68Q (2458.400000 sec): 3 clusters Score: Raw -1455273.413632 + Penalty 3071.041114 = -1452202.372519 nChanged 27 SP:Iteration 69Q (2458.630000 sec): 3 clusters Score: Raw -1455276.547627 + Penalty 3071.041114 = -1452205.506514 nChanged 25 SP:Iteration 70Q (2458.910000 sec): 3 clusters Score: Raw -1455279.508554 + Penalty 3071.041114 = -1452208.467441 nChanged 26 SP:Iteration 71Q (2459.200000 sec): 3 clusters Score: Raw -1455282.864674 + Penalty 3071.041114 = -1452211.823560 nChanged 19 SP:Iteration 72Q (2459.420000 sec): 3 clusters Score: Raw -1455286.078980 + Penalty 3071.041114 = -1452215.037866 nChanged 27 SP:Iteration 73Q (2459.670000 sec): 3 clusters Score: Raw -1455289.881595 + Penalty 3071.041114 = -1452218.840482 nChanged 27 SP:Iteration 74Q (2459.960000 sec): 3 clusters Score: Raw -1455293.448414 + Penalty 3071.041114 = -1452222.407300 nChanged 30 SP:Iteration 75Q (2460.200000 sec): 3 clusters Score: Raw -1455297.833113 + Penalty 3071.041114 = -1452226.791999 nChanged 30 SP:Iteration 76Q (2460.420000 sec): 3 clusters Score: Raw -1455301.960498 + Penalty 3071.041114 = -1452230.919384 nChanged 35 SP:Iteration 77Q (2460.690000 sec): 3 clusters Score: Raw -1455308.108240 + Penalty 3071.041114 = -1452237.067126 nChanged 43 SP:Iteration 78Q (2460.970000 sec): 3 clusters Score: Raw -1455314.192536 + Penalty 3071.041114 = -1452243.151423 nChanged 31 SP:Iteration 79Q (2461.300000 sec): 3 clusters Score: Raw -1455317.975426 + Penalty 3071.041114 = -1452246.934312 nChanged 28 SP:Iteration 80F (2461.520000 sec): 3 clusters Score: Raw -1455322.526176 + Penalty 3071.041114 = -1452251.485063 nChanged 27 SP:Iteration 81Q (2461.780000 sec): 3 clusters Score: Raw -1455327.497135 + Penalty 3071.041114 = -1452256.456022 nChanged 31 SP:Iteration 82Q (2462.000000 sec): 3 clusters Score: Raw -1455333.160351 + Penalty 3071.041114 = -1452262.119237 nChanged 45 SP:Iteration 83Q (2462.210000 sec): 3 clusters Score: Raw -1455343.020051 + Penalty 3071.041114 = -1452271.978938 nChanged 52 SP:Iteration 84Q (2462.440000 sec): 3 clusters Score: Raw -1455353.938191 + Penalty 3071.041114 = -1452282.897077 nChanged 50 SP:Iteration 85Q (2462.690000 sec): 3 clusters Score: Raw -1455364.567895 + Penalty 3071.041114 = -1452293.526781 nChanged 50 SP:Iteration 86Q (2462.940000 sec): 3 clusters Score: Raw -1455373.809478 + Penalty 3071.041114 = -1452302.768365 nChanged 46 SP:Iteration 87Q (2463.190000 sec): 3 clusters Score: Raw -1455382.660839 + Penalty 3071.041114 = -1452311.619725 nChanged 54 SP:Iteration 88Q (2463.410000 sec): 3 clusters Score: Raw -1455392.878467 + Penalty 3071.041114 = -1452321.837353 nChanged 53 SP:Iteration 89Q (2463.640000 sec): 3 clusters Score: Raw -1455403.330248 + Penalty 3071.041114 = -1452332.289134 nChanged 63 SP:Iteration 90Q (2463.880000 sec): 3 clusters Score: Raw -1455416.622262 + Penalty 3071.041114 = -1452345.581148 nChanged 56 SP:Iteration 91Q (2464.130000 sec): 3 clusters Score: Raw -1455426.490718 + Penalty 3071.041114 = -1452355.449605 nChanged 50 SP:Iteration 92Q (2464.400000 sec): 3 clusters Score: Raw -1455435.627959 + Penalty 3071.041114 = -1452364.586846 nChanged 46 SP:Iteration 93Q (2464.600000 sec): 3 clusters Score: Raw -1455445.138586 + Penalty 3071.041114 = -1452374.097473 nChanged 50 SP:Iteration 94Q (2464.840000 sec): 3 clusters Score: Raw -1455454.193039 + Penalty 3071.041114 = -1452383.151926 nChanged 42 SP:Iteration 95Q (2465.100000 sec): 3 clusters Score: Raw -1455461.046717 + Penalty 3071.041114 = -1452390.005604 nChanged 43 SP:Iteration 96Q (2465.320000 sec): 3 clusters Score: Raw -1455469.368537 + Penalty 3071.041114 = -1452398.327423 nChanged 39 SP:Iteration 97Q (2465.630000 sec): 3 clusters Score: Raw -1455475.382961 + Penalty 3071.041114 = -1452404.341847 nChanged 42 SP:Iteration 98Q (2465.850000 sec): 3 clusters Score: Raw -1455483.587619 + Penalty 3071.041114 = -1452412.546506 nChanged 40 SP:Iteration 99Q (2466.100000 sec): 3 clusters Score: Raw -1455491.853391 + Penalty 3071.041114 = -1452420.812277 nChanged 39 SP:Iteration 100F (2466.400000 sec): 3 clusters Score: Raw -1455498.889341 + Penalty 3071.041114 = -1452427.848227 nChanged 40 SP:Iteration 101Q (2466.640000 sec): 3 clusters Score: Raw -1455504.519511 + Penalty 3071.041114 = -1452433.478398 nChanged 30 SP:Iteration 102Q (2466.860000 sec): 3 clusters Score: Raw -1455509.022384 + Penalty 3071.041114 = -1452437.981270 nChanged 17 SP:Iteration 103Q (2467.150000 sec): 3 clusters Score: Raw -1455511.411745 + Penalty 3071.041114 = -1452440.370632 nChanged 15 SP:Iteration 104Q (2467.370000 sec): 3 clusters Score: Raw -1455513.358062 + Penalty 3071.041114 = -1452442.316949 nChanged 14 SP:Iteration 105Q (2467.660000 sec): 3 clusters Score: Raw -1455515.269780 + Penalty 3071.041114 = -1452444.228667 nChanged 15 SP:Iteration 106Q (2467.890000 sec): 3 clusters Score: Raw -1455518.123776 + Penalty 3071.041114 = -1452447.082662 nChanged 21 SP:Iteration 107Q (2468.160000 sec): 3 clusters Score: Raw -1455522.058400 + Penalty 3071.041114 = -1452451.017287 nChanged 15 SP:Iteration 108Q (2468.370000 sec): 3 clusters Score: Raw -1455523.890471 + Penalty 3071.041114 = -1452452.849357 nChanged 13 SP:Iteration 109Q (2468.630000 sec): 3 clusters Score: Raw -1455525.742275 + Penalty 3071.041114 = -1452454.701161 nChanged 14 SP:Iteration 110Q (2468.890000 sec): 3 clusters Score: Raw -1455527.776531 + Penalty 3071.041114 = -1452456.735418 nChanged 21 SP:Iteration 111Q (2469.200000 sec): 3 clusters Score: Raw -1455530.060619 + Penalty 3071.041114 = -1452459.019505 nChanged 10 SP:Iteration 112Q (2469.470000 sec): 3 clusters Score: Raw -1455531.467266 + Penalty 3071.041114 = -1452460.426152 nChanged 14 SP:Iteration 113Q (2469.780000 sec): 3 clusters Score: Raw -1455533.020370 + Penalty 3071.041114 = -1452461.979256 nChanged 7 SP:Iteration 114Q (2469.970000 sec): 3 clusters Score: Raw -1455533.915203 + Penalty 3071.041114 = -1452462.874089 nChanged 6 SP:Iteration 115Q (2470.210000 sec): 3 clusters Score: Raw -1455534.516713 + Penalty 3071.041114 = -1452463.475600 nChanged 7 SP:Iteration 116Q (2470.460000 sec): 3 clusters Score: Raw -1455535.196903 + Penalty 3071.041114 = -1452464.155789 nChanged 5 SP:Iteration 117Q (2470.710000 sec): 3 clusters Score: Raw -1455535.916651 + Penalty 3071.041114 = -1452464.875537 nChanged 7 SP:Iteration 118Q (2470.950000 sec): 3 clusters Score: Raw -1455536.490077 + Penalty 3071.041114 = -1452465.448964 nChanged 4 SP:Iteration 119Q (2471.190000 sec): 3 clusters Score: Raw -1455536.959388 + Penalty 3071.041114 = -1452465.918274 nChanged 6 SP:Iteration 120F (2471.460000 sec): 3 clusters Score: Raw -1455537.863668 + Penalty 3071.041114 = -1452466.822555 nChanged 8 SP:Iteration 121Q (2471.650000 sec): 3 clusters Score: Raw -1455539.155231 + Penalty 3071.041114 = -1452468.114118 nChanged 14 SP:Iteration 122Q (2471.900000 sec): 3 clusters Score: Raw -1455541.084492 + Penalty 3071.041114 = -1452470.043378 nChanged 11 SP:Iteration 123Q (2472.110000 sec): 3 clusters Score: Raw -1455543.074179 + Penalty 3071.041114 = -1452472.033065 nChanged 21 SP:Iteration 124Q (2472.320000 sec): 3 clusters Score: Raw -1455546.309377 + Penalty 3071.041114 = -1452475.268263 nChanged 17 SP:Iteration 125Q (2472.580000 sec): 3 clusters Score: Raw -1455549.145604 + Penalty 3071.041114 = -1452478.104491 nChanged 16 SP:Iteration 126Q (2472.750000 sec): 3 clusters Score: Raw -1455551.363238 + Penalty 3071.041114 = -1452480.322125 nChanged 12 SP:Iteration 127Q (2473.020000 sec): 3 clusters Score: Raw -1455553.590468 + Penalty 3071.041114 = -1452482.549355 nChanged 16 SP:Iteration 128Q (2473.300000 sec): 3 clusters Score: Raw -1455556.505501 + Penalty 3071.041114 = -1452485.464388 nChanged 16 SP:Iteration 129Q (2473.560000 sec): 3 clusters Score: Raw -1455558.788816 + Penalty 3071.041114 = -1452487.747702 nChanged 16 SP:Iteration 130Q (2473.750000 sec): 3 clusters Score: Raw -1455561.142980 + Penalty 3071.041114 = -1452490.101866 nChanged 20 SP:Iteration 131Q (2474.000000 sec): 3 clusters Score: Raw -1455564.845179 + Penalty 3071.041114 = -1452493.804065 nChanged 23 SP:Iteration 132Q (2474.290000 sec): 3 clusters Score: Raw -1455569.283870 + Penalty 3071.041114 = -1452498.242757 nChanged 21 SP:Iteration 133Q (2474.480000 sec): 3 clusters Score: Raw -1455573.550436 + Penalty 3071.041114 = -1452502.509322 nChanged 26 SP:Iteration 134Q (2474.710000 sec): 3 clusters Score: Raw -1455578.465950 + Penalty 3071.041114 = -1452507.424837 nChanged 20 SP:Iteration 135Q (2474.920000 sec): 3 clusters Score: Raw -1455582.408065 + Penalty 3071.041114 = -1452511.366952 nChanged 21 SP:Iteration 136Q (2475.160000 sec): 3 clusters Score: Raw -1455586.394017 + Penalty 3071.041114 = -1452515.352903 nChanged 21 SP:Iteration 137Q (2475.360000 sec): 3 clusters Score: Raw -1455591.316595 + Penalty 3071.041114 = -1452520.275482 nChanged 26 SP:Iteration 138Q (2475.580000 sec): 3 clusters Score: Raw -1455596.218173 + Penalty 3071.041114 = -1452525.177060 nChanged 27 SP:Iteration 139Q (2475.800000 sec): 3 clusters Score: Raw -1455601.385654 + Penalty 3071.041114 = -1452530.344541 nChanged 22 SP:Iteration 140F (2476.080000 sec): 3 clusters Score: Raw -1455604.875582 + Penalty 3071.041114 = -1452533.834469 nChanged 20 SP:Iteration 141Q (2476.260000 sec): 3 clusters Score: Raw -1455608.922393 + Penalty 3071.041114 = -1452537.881279 nChanged 18 SP:Iteration 142Q (2476.470000 sec): 3 clusters Score: Raw -1455612.550977 + Penalty 3071.041114 = -1452541.509863 nChanged 17 SP:Iteration 143Q (2476.740000 sec): 3 clusters Score: Raw -1455615.966025 + Penalty 3071.041114 = -1452544.924912 nChanged 20 SP:Iteration 144Q (2476.950000 sec): 3 clusters Score: Raw -1455619.920834 + Penalty 3071.041114 = -1452548.879721 nChanged 21 SP:Iteration 145Q (2477.180000 sec): 3 clusters Score: Raw -1455624.278507 + Penalty 3071.041114 = -1452553.237394 nChanged 23 SP:Iteration 146Q (2477.420000 sec): 3 clusters Score: Raw -1455628.523160 + Penalty 3071.041114 = -1452557.482047 nChanged 20 SP:Iteration 147Q (2477.650000 sec): 3 clusters Score: Raw -1455630.871709 + Penalty 3071.041114 = -1452559.830595 nChanged 9 SP:Iteration 148Q (2477.880000 sec): 3 clusters Score: Raw -1455631.781811 + Penalty 3071.041114 = -1452560.740697 nChanged 7 SP:Iteration 149Q (2478.120000 sec): 3 clusters Score: Raw -1455632.505978 + Penalty 3071.041114 = -1452561.464865 nChanged 7 SP:Iteration 150Q (2478.410000 sec): 3 clusters Score: Raw -1455633.500736 + Penalty 3071.041114 = -1452562.459623 nChanged 8 SP:Iteration 151Q (2478.660000 sec): 3 clusters Score: Raw -1455634.874641 + Penalty 3071.041114 = -1452563.833528 nChanged 12 SP:Iteration 152Q (2478.920000 sec): 3 clusters Score: Raw -1455636.559682 + Penalty 3071.041114 = -1452565.518569 nChanged 12 SP:Iteration 153Q (2479.200000 sec): 3 clusters Score: Raw -1455638.534992 + Penalty 3071.041114 = -1452567.493878 nChanged 14 SP:Iteration 154Q (2479.400000 sec): 3 clusters Score: Raw -1455641.318696 + Penalty 3071.041114 = -1452570.277582 nChanged 10 SP:Iteration 155Q (2479.660000 sec): 3 clusters Score: Raw -1455643.392822 + Penalty 3071.041114 = -1452572.351708 nChanged 11 SP:Iteration 156Q (2479.910000 sec): 3 clusters Score: Raw -1455644.647401 + Penalty 3071.041114 = -1452573.606288 nChanged 9 SP:Iteration 157Q (2480.090000 sec): 3 clusters Score: Raw -1455646.184754 + Penalty 3071.041114 = -1452575.143640 nChanged 6 SP:Iteration 158Q (2480.300000 sec): 3 clusters Score: Raw -1455647.508213 + Penalty 3071.041114 = -1452576.467099 nChanged 7 SP:Iteration 159Q (2480.540000 sec): 3 clusters Score: Raw -1455648.827671 + Penalty 3071.041114 = -1452577.786558 nChanged 8 SP:Iteration 160F (2480.760000 sec): 3 clusters Score: Raw -1455650.304013 + Penalty 3071.041114 = -1452579.262900 nChanged 15 SP:Iteration 161Q (2480.960000 sec): 3 clusters Score: Raw -1455652.829502 + Penalty 3071.041114 = -1452581.788388 nChanged 12 SP:Iteration 162Q (2481.150000 sec): 3 clusters Score: Raw -1455655.625524 + Penalty 3071.041114 = -1452584.584410 nChanged 15 SP:Iteration 163Q (2481.390000 sec): 3 clusters Score: Raw -1455658.698268 + Penalty 3071.041114 = -1452587.657154 nChanged 17 SP:Iteration 164Q (2481.620000 sec): 3 clusters Score: Raw -1455662.918768 + Penalty 3071.041114 = -1452591.877654 nChanged 17 SP:Iteration 165Q (2481.840000 sec): 3 clusters Score: Raw -1455666.961768 + Penalty 3071.041114 = -1452595.920655 nChanged 20 SP:Iteration 166Q (2482.050000 sec): 3 clusters Score: Raw -1455669.847609 + Penalty 3071.041114 = -1452598.806495 nChanged 11 SP:Iteration 167Q (2482.260000 sec): 3 clusters Score: Raw -1455671.963624 + Penalty 3071.041114 = -1452600.922511 nChanged 9 SP:Iteration 168Q (2482.470000 sec): 3 clusters Score: Raw -1455673.931818 + Penalty 3071.041114 = -1452602.890704 nChanged 11 SP:Iteration 169Q (2482.690000 sec): 3 clusters Score: Raw -1455676.549924 + Penalty 3071.041114 = -1452605.508810 nChanged 14 SP:Iteration 170Q (2482.870000 sec): 3 clusters Score: Raw -1455679.177736 + Penalty 3071.041114 = -1452608.136622 nChanged 12 SP:Iteration 171Q (2483.130000 sec): 3 clusters Score: Raw -1455680.862959 + Penalty 3071.041114 = -1452609.821845 nChanged 17 SP:Iteration 172Q (2483.400000 sec): 3 clusters Score: Raw -1455685.828633 + Penalty 3071.041114 = -1452614.787520 nChanged 23 SP:Iteration 173Q (2483.590000 sec): 3 clusters Score: Raw -1455690.675712 + Penalty 3071.041114 = -1452619.634599 nChanged 21 SP:Iteration 174Q (2483.830000 sec): 3 clusters Score: Raw -1455695.669577 + Penalty 3071.041114 = -1452624.628463 nChanged 18 SP:Iteration 175Q (2484.040000 sec): 3 clusters Score: Raw -1455700.742143 + Penalty 3071.041114 = -1452629.701030 nChanged 16 SP:Iteration 176Q (2484.320000 sec): 3 clusters Score: Raw -1455704.078492 + Penalty 3071.041114 = -1452633.037378 nChanged 18 SP:Iteration 177Q (2484.570000 sec): 3 clusters Score: Raw -1455709.044025 + Penalty 3071.041114 = -1452638.002912 nChanged 12 SP:Iteration 178Q (2484.800000 sec): 3 clusters Score: Raw -1455711.299615 + Penalty 3071.041114 = -1452640.258501 nChanged 10 SP:Iteration 179Q (2485.060000 sec): 3 clusters Score: Raw -1455713.481465 + Penalty 3071.041114 = -1452642.440352 nChanged 11 SP:Iteration 180F (2485.310000 sec): 3 clusters Score: Raw -1455714.987748 + Penalty 3071.041114 = -1452643.946634 nChanged 9 SP:Iteration 181Q (2485.560000 sec): 3 clusters Score: Raw -1455716.864238 + Penalty 3071.041114 = -1452645.823125 nChanged 10 SP:Iteration 182Q (2485.810000 sec): 3 clusters Score: Raw -1455719.342025 + Penalty 3071.041114 = -1452648.300911 nChanged 16 SP:Iteration 183Q (2486.070000 sec): 3 clusters Score: Raw -1455723.059397 + Penalty 3071.041114 = -1452652.018284 nChanged 12 SP:Iteration 184Q (2486.330000 sec): 3 clusters Score: Raw -1455725.675486 + Penalty 3071.041114 = -1452654.634372 nChanged 14 SP:Iteration 185Q (2486.550000 sec): 3 clusters Score: Raw -1455728.584405 + Penalty 3071.041114 = -1452657.543292 nChanged 17 SP:Iteration 186Q (2486.770000 sec): 3 clusters Score: Raw -1455731.761322 + Penalty 3071.041114 = -1452660.720208 nChanged 13 SP:Iteration 187Q (2487.050000 sec): 3 clusters Score: Raw -1455734.789617 + Penalty 3071.041114 = -1452663.748503 nChanged 15 SP:Iteration 188Q (2487.330000 sec): 3 clusters Score: Raw -1455737.755699 + Penalty 3071.041114 = -1452666.714585 nChanged 16 SP:Iteration 189Q (2487.600000 sec): 3 clusters Score: Raw -1455740.382242 + Penalty 3071.041114 = -1452669.341128 nChanged 11 SP:Iteration 190Q (2487.920000 sec): 3 clusters Score: Raw -1455742.605534 + Penalty 3071.041114 = -1452671.564421 nChanged 7 SP:Iteration 191Q (2488.130000 sec): 3 clusters Score: Raw -1455744.006013 + Penalty 3071.041114 = -1452672.964900 nChanged 7 SP:Iteration 192Q (2488.380000 sec): 3 clusters Score: Raw -1455745.085346 + Penalty 3071.041114 = -1452674.044232 nChanged 7 SP:Iteration 193Q (2488.620000 sec): 3 clusters Score: Raw -1455746.178657 + Penalty 3071.041114 = -1452675.137544 nChanged 8 SP:Iteration 194Q (2488.840000 sec): 3 clusters Score: Raw -1455748.212514 + Penalty 3071.041114 = -1452677.171400 nChanged 12 SP:Iteration 195Q (2489.130000 sec): 3 clusters Score: Raw -1455750.499724 + Penalty 3071.041114 = -1452679.458610 nChanged 8 SP:Iteration 196Q (2489.330000 sec): 3 clusters Score: Raw -1455752.548067 + Penalty 3071.041114 = -1452681.506953 nChanged 10 SP:Iteration 197Q (2489.540000 sec): 3 clusters Score: Raw -1455755.555722 + Penalty 3071.041114 = -1452684.514608 nChanged 18 SP:Iteration 198Q (2489.810000 sec): 3 clusters Score: Raw -1455761.574505 + Penalty 3071.041114 = -1452690.533391 nChanged 17 SP:Iteration 199Q (2490.030000 sec): 3 clusters Score: Raw -1455766.026798 + Penalty 3071.041114 = -1452694.985684 nChanged 19 SP:Iteration 200F (2490.310000 sec): 3 clusters Score: Raw -1455770.921343 + Penalty 3071.041114 = -1452699.880230 nChanged 16 SP:Iteration 201Q (2490.470000 sec): 3 clusters Score: Raw -1455774.943259 + Penalty 3071.041114 = -1452703.902145 nChanged 16 SP:Iteration 202Q (2490.730000 sec): 3 clusters Score: Raw -1455778.431780 + Penalty 3071.041114 = -1452707.390666 nChanged 15 SP:Iteration 203Q (2490.960000 sec): 3 clusters Score: Raw -1455782.635677 + Penalty 3071.041114 = -1452711.594564 nChanged 21 SP:Iteration 204Q (2491.210000 sec): 3 clusters Score: Raw -1455787.624766 + Penalty 3071.041114 = -1452716.583653 nChanged 20 SP:Iteration 205Q (2491.470000 sec): 3 clusters Score: Raw -1455792.822888 + Penalty 3071.041114 = -1452721.781775 nChanged 16 SP:Iteration 206Q (2491.710000 sec): 3 clusters Score: Raw -1455796.727137 + Penalty 3071.041114 = -1452725.686024 nChanged 14 SP:Iteration 207Q (2491.930000 sec): 3 clusters Score: Raw -1455799.491724 + Penalty 3071.041114 = -1452728.450610 nChanged 7 SP:Iteration 208Q (2492.190000 sec): 3 clusters Score: Raw -1455801.469192 + Penalty 3071.041114 = -1452730.428078 nChanged 7 SP:Iteration 209Q (2492.460000 sec): 3 clusters Score: Raw -1455803.412330 + Penalty 3071.041114 = -1452732.371217 nChanged 8 SP:Iteration 210Q (2492.680000 sec): 3 clusters Score: Raw -1455805.025297 + Penalty 3071.041114 = -1452733.984183 nChanged 8 SP:Iteration 211Q (2492.910000 sec): 3 clusters Score: Raw -1455807.010304 + Penalty 3071.041114 = -1452735.969191 nChanged 7 SP:Iteration 212Q (2493.130000 sec): 3 clusters Score: Raw -1455808.838069 + Penalty 3071.041114 = -1452737.796956 nChanged 9 SP:Iteration 213Q (2493.370000 sec): 3 clusters Score: Raw -1455811.194576 + Penalty 3071.041114 = -1452740.153462 nChanged 8 SP:Iteration 214Q (2493.550000 sec): 3 clusters Score: Raw -1455813.100653 + Penalty 3071.041114 = -1452742.059540 nChanged 2 SP:Iteration 215Q (2493.770000 sec): 3 clusters Score: Raw -1455813.390554 + Penalty 3071.041114 = -1452742.349441 nChanged 4 SP:Iteration 216Q (2494.000000 sec): 3 clusters Score: Raw -1455814.456250 + Penalty 3071.041114 = -1452743.415136 nChanged 4 SP:Iteration 217Q (2494.240000 sec): 3 clusters Score: Raw -1455815.803281 + Penalty 3071.041114 = -1452744.762167 nChanged 8 SP:Iteration 218Q (2494.490000 sec): 3 clusters Score: Raw -1455817.358326 + Penalty 3071.041114 = -1452746.317212 nChanged 5 SP:Iteration 219Q (2494.700000 sec): 3 clusters Score: Raw -1455818.274799 + Penalty 3071.041114 = -1452747.233685 nChanged 2 SP:Iteration 220F (2494.920000 sec): 3 clusters Score: Raw -1455818.926441 + Penalty 3071.041114 = -1452747.885328 nChanged 1 SP:Iteration 221Q (2495.180000 sec): 3 clusters Score: Raw -1455819.094110 + Penalty 3071.041114 = -1452748.052997 nChanged 3 SP:Iteration 222Q (2495.460000 sec): 3 clusters Score: Raw -1455820.177727 + Penalty 3071.041114 = -1452749.136614 nChanged 6 SP:Iteration 223Q (2495.750000 sec): 3 clusters Score: Raw -1455822.289109 + Penalty 3071.041114 = -1452751.247995 nChanged 8 SP:Iteration 224Q (2496.010000 sec): 3 clusters Score: Raw -1455825.266989 + Penalty 3071.041114 = -1452754.225875 nChanged 11 SP:Iteration 225Q (2496.240000 sec): 3 clusters Score: Raw -1455829.294949 + Penalty 3071.041114 = -1452758.253835 nChanged 11 SP:Iteration 226Q (2496.480000 sec): 3 clusters Score: Raw -1455832.993554 + Penalty 3071.041114 = -1452761.952441 nChanged 11 SP:Iteration 227Q (2496.760000 sec): 3 clusters Score: Raw -1455836.389198 + Penalty 3071.041114 = -1452765.348084 nChanged 10 SP:Iteration 228Q (2496.950000 sec): 3 clusters Score: Raw -1455840.050918 + Penalty 3071.041114 = -1452769.009805 nChanged 11 SP:Iteration 229Q (2497.240000 sec): 3 clusters Score: Raw -1455842.042479 + Penalty 3071.041114 = -1452771.001366 nChanged 8 SP:Iteration 230Q (2497.450000 sec): 3 clusters Score: Raw -1455843.744566 + Penalty 3071.041114 = -1452772.703452 nChanged 9 SP:Iteration 231Q (2497.670000 sec): 3 clusters Score: Raw -1455845.873945 + Penalty 3071.041114 = -1452774.832831 nChanged 5 SP:Iteration 232Q (2497.860000 sec): 3 clusters Score: Raw -1455847.633815 + Penalty 3071.041114 = -1452776.592702 nChanged 7 SP:Iteration 233Q (2498.110000 sec): 3 clusters Score: Raw -1455849.024659 + Penalty 3071.041114 = -1452777.983545 nChanged 6 SP:Iteration 234Q (2498.410000 sec): 3 clusters Score: Raw -1455850.372155 + Penalty 3071.041114 = -1452779.331041 nChanged 4 SP:Iteration 235Q (2498.660000 sec): 3 clusters Score: Raw -1455851.597377 + Penalty 3071.041114 = -1452780.556263 nChanged 4 SP:Iteration 236Q (2498.910000 sec): 3 clusters Score: Raw -1455853.310595 + Penalty 3071.041114 = -1452782.269481 nChanged 10 SP:Iteration 237Q (2499.210000 sec): 3 clusters Score: Raw -1455856.311963 + Penalty 3071.041114 = -1452785.270850 nChanged 11 SP:Iteration 238Q (2499.510000 sec): 3 clusters Score: Raw -1455860.903291 + Penalty 3071.041114 = -1452789.862178 nChanged 12 SP:Iteration 239Q (2499.730000 sec): 3 clusters Score: Raw -1455863.539471 + Penalty 3071.041114 = -1452792.498357 nChanged 10 SP:Iteration 240F (2500.010000 sec): 3 clusters Score: Raw -1455865.834937 + Penalty 3071.041114 = -1452794.793824 nChanged 7 SP:Iteration 241Q (2500.320000 sec): 3 clusters Score: Raw -1455867.273970 + Penalty 3071.041114 = -1452796.232857 nChanged 1 SP:Iteration 242Q (2500.590000 sec): 3 clusters Score: Raw -1455867.600049 + Penalty 3071.041114 = -1452796.558935 nChanged 1 SP:Iteration 243Q (2500.810000 sec): 3 clusters Score: Raw -1455867.818593 + Penalty 3071.041114 = -1452796.777479 nChanged 1 SP:Iteration 244Q (2501.050000 sec): 3 clusters Score: Raw -1455868.343561 + Penalty 3071.041114 = -1452797.302447 nChanged 2 SP:Iteration 245Q (2501.300000 sec): 3 clusters Score: Raw -1455868.613012 + Penalty 3071.041114 = -1452797.571898 nChanged 3 SP:Iteration 246Q (2501.540000 sec): 3 clusters Score: Raw -1455869.333362 + Penalty 3071.041114 = -1452798.292248 nChanged 5 SP:Iteration 247Q (2501.800000 sec): 3 clusters Score: Raw -1455870.782044 + Penalty 3071.041114 = -1452799.740931 nChanged 3 SP:Iteration 248Q (2502.060000 sec): 3 clusters Score: Raw -1455871.194811 + Penalty 3071.041114 = -1452800.153697 nChanged 2 SP:Iteration 249Q (2502.330000 sec): 3 clusters Score: Raw -1455871.538062 + Penalty 3071.041114 = -1452800.496948 nChanged 4 SP:Iteration 250Q (2502.620000 sec): 3 clusters Score: Raw -1455872.435396 + Penalty 3071.041114 = -1452801.394283 nChanged 3 SP:Iteration 251Q (2502.890000 sec): 3 clusters Score: Raw -1455873.564386 + Penalty 3071.041114 = -1452802.523272 nChanged 7 SP:Iteration 252Q (2503.140000 sec): 3 clusters Score: Raw -1455877.119884 + Penalty 3071.041114 = -1452806.078770 nChanged 7 SP:Iteration 253Q (2503.400000 sec): 3 clusters Score: Raw -1455880.012978 + Penalty 3071.041114 = -1452808.971865 nChanged 7 SP:Iteration 254Q (2503.630000 sec): 3 clusters Score: Raw -1455881.745765 + Penalty 3071.041114 = -1452810.704651 nChanged 6 SP:Iteration 255Q (2503.820000 sec): 3 clusters Score: Raw -1455884.131942 + Penalty 3071.041114 = -1452813.090829 nChanged 8 SP:Iteration 256Q (2504.070000 sec): 3 clusters Score: Raw -1455888.175216 + Penalty 3071.041114 = -1452817.134102 nChanged 16 SP:Iteration 257Q (2504.340000 sec): 3 clusters Score: Raw -1455893.122956 + Penalty 3071.041114 = -1452822.081843 nChanged 8 SP:Iteration 258Q (2504.530000 sec): 3 clusters Score: Raw -1455895.657006 + Penalty 3071.041114 = -1452824.615892 nChanged 7 SP:Iteration 259Q (2504.740000 sec): 3 clusters Score: Raw -1455898.051490 + Penalty 3071.041114 = -1452827.010376 nChanged 6 SP:Iteration 260F (2505.010000 sec): 3 clusters Score: Raw -1455899.589784 + Penalty 3071.041114 = -1452828.548670 nChanged 10 SP:Iteration 261Q (2505.280000 sec): 3 clusters Score: Raw -1455902.233727 + Penalty 3071.041114 = -1452831.192613 nChanged 8 SP:Iteration 262Q (2505.460000 sec): 3 clusters Score: Raw -1455905.757074 + Penalty 3071.041114 = -1452834.715961 nChanged 9 SP:Iteration 263Q (2505.690000 sec): 3 clusters Score: Raw -1455908.154326 + Penalty 3071.041114 = -1452837.113213 nChanged 3 SP:Iteration 264Q (2505.910000 sec): 3 clusters Score: Raw -1455908.781973 + Penalty 3071.041114 = -1452837.740860 nChanged 3 SP:Iteration 265Q (2506.140000 sec): 3 clusters Score: Raw -1455909.763962 + Penalty 3071.041114 = -1452838.722848 nChanged 3 SP:Iteration 266Q (2506.370000 sec): 3 clusters Score: Raw -1455910.276550 + Penalty 3071.041114 = -1452839.235437 nChanged 0 SP:Iteration 267F (2506.610000 sec): 3 clusters Score: Raw -1455910.276550 + Penalty 3071.041114 = -1452839.235437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.710000 sec): 2 clusters Score: Raw -256529.160386 + Penalty 1260.312165 = -255268.848221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.950000 sec): 3 clusters Score: Raw -255451.492383 + Penalty 2520.624330 = -252930.868053 nChanged 862 SP:Iteration 1F (2507.160000 sec): 3 clusters Score: Raw -255952.367715 + Penalty 2520.624330 = -253431.743385 nChanged 195 SP:Iteration 2F (2507.330000 sec): 3 clusters Score: Raw -256099.023177 + Penalty 2520.624330 = -253578.398847 nChanged 138 SP:Iteration 3F (2507.530000 sec): 3 clusters Score: Raw -256203.266500 + Penalty 2520.624330 = -253682.642170 nChanged 101 SP:Iteration 4Q (2507.680000 sec): 3 clusters Score: Raw -256279.243428 + Penalty 2520.624330 = -253758.619098 nChanged 72 SP:Iteration 5Q (2507.830000 sec): 3 clusters Score: Raw -256319.003121 + Penalty 2520.624330 = -253798.378791 nChanged 59 SP:Iteration 6Q (2508.020000 sec): 3 clusters Score: Raw -256352.140256 + Penalty 2520.624330 = -253831.515926 nChanged 51 SP:Iteration 7Q (2508.180000 sec): 3 clusters Score: Raw -256383.437038 + Penalty 2520.624330 = -253862.812707 nChanged 45 SP:Iteration 8Q (2508.330000 sec): 3 clusters Score: Raw -256415.905380 + Penalty 2520.624330 = -253895.281049 nChanged 42 SP:Iteration 9Q (2508.490000 sec): 3 clusters Score: Raw -256441.901977 + Penalty 2520.624330 = -253921.277647 nChanged 38 SP:Iteration 10Q (2508.640000 sec): 3 clusters Score: Raw -256464.717031 + Penalty 2520.624330 = -253944.092700 nChanged 34 SP:Iteration 11Q (2508.780000 sec): 3 clusters Score: Raw -256489.070796 + Penalty 2520.624330 = -253968.446465 nChanged 36 SP:Iteration 12Q (2508.980000 sec): 3 clusters Score: Raw -256514.835429 + Penalty 2520.624330 = -253994.211099 nChanged 29 SP:Iteration 13Q (2509.120000 sec): 3 clusters Score: Raw -256537.993478 + Penalty 2520.624330 = -254017.369148 nChanged 29 SP:Iteration 14Q (2509.300000 sec): 3 clusters Score: Raw -256560.134269 + Penalty 2520.624330 = -254039.509939 nChanged 25 SP:Iteration 15Q (2509.510000 sec): 3 clusters Score: Raw -256581.364716 + Penalty 2520.624330 = -254060.740386 nChanged 29 SP:Iteration 16Q (2509.740000 sec): 3 clusters Score: Raw -256604.883411 + Penalty 2520.624330 = -254084.259081 nChanged 18 SP:Iteration 17Q (2509.920000 sec): 3 clusters Score: Raw -256618.383759 + Penalty 2520.624330 = -254097.759429 nChanged 12 SP:Iteration 18Q (2510.130000 sec): 3 clusters Score: Raw -256628.455486 + Penalty 2520.624330 = -254107.831156 nChanged 12 SP:Iteration 19Q (2510.290000 sec): 3 clusters Score: Raw -256636.861295 + Penalty 2520.624330 = -254116.236964 nChanged 12 SP:Iteration 20F (2510.510000 sec): 3 clusters Score: Raw -256646.602320 + Penalty 2520.624330 = -254125.977990 nChanged 19 SP:Iteration 21Q (2510.730000 sec): 3 clusters Score: Raw -256663.797613 + Penalty 2520.624330 = -254143.173283 nChanged 17 SP:Iteration 22Q (2510.900000 sec): 3 clusters Score: Raw -256673.268216 + Penalty 2520.624330 = -254152.643886 nChanged 15 SP:Iteration 23Q (2511.120000 sec): 3 clusters Score: Raw -256683.349955 + Penalty 2520.624330 = -254162.725624 nChanged 13 SP:Iteration 24Q (2511.290000 sec): 3 clusters Score: Raw -256695.983088 + Penalty 2520.624330 = -254175.358758 nChanged 14 SP:Iteration 25Q (2511.490000 sec): 3 clusters Score: Raw -256704.942483 + Penalty 2520.624330 = -254184.318153 nChanged 11 SP:Iteration 26Q (2511.650000 sec): 3 clusters Score: Raw -256717.707052 + Penalty 2520.624330 = -254197.082722 nChanged 12 SP:Iteration 27Q (2511.860000 sec): 3 clusters Score: Raw -256729.929373 + Penalty 2520.624330 = -254209.305043 nChanged 6 SP:Iteration 28Q (2512.070000 sec): 3 clusters Score: Raw -256735.264389 + Penalty 2520.624330 = -254214.640058 nChanged 6 SP:Iteration 29Q (2512.240000 sec): 3 clusters Score: Raw -256741.389569 + Penalty 2520.624330 = -254220.765239 nChanged 4 SP:Iteration 30Q (2512.450000 sec): 3 clusters Score: Raw -256747.454755 + Penalty 2520.624330 = -254226.830424 nChanged 7 SP:Iteration 31Q (2512.620000 sec): 3 clusters Score: Raw -256754.297517 + Penalty 2520.624330 = -254233.673186 nChanged 7 SP:Iteration 32Q (2512.830000 sec): 3 clusters Score: Raw -256763.515217 + Penalty 2520.624330 = -254242.890886 nChanged 11 SP:Iteration 33Q (2513.050000 sec): 3 clusters Score: Raw -256775.704167 + Penalty 2520.624330 = -254255.079837 nChanged 14 SP:Iteration 34Q (2513.220000 sec): 3 clusters Score: Raw -256791.035885 + Penalty 2520.624330 = -254270.411554 nChanged 15 SP:Iteration 35Q (2513.400000 sec): 3 clusters Score: Raw -256804.747444 + Penalty 2520.624330 = -254284.123114 nChanged 12 SP:Iteration 36Q (2513.550000 sec): 3 clusters Score: Raw -256816.769367 + Penalty 2520.624330 = -254296.145037 nChanged 14 SP:Iteration 37Q (2513.730000 sec): 3 clusters Score: Raw -256831.688361 + Penalty 2520.624330 = -254311.064031 nChanged 14 SP:Iteration 38Q (2513.920000 sec): 3 clusters Score: Raw -256848.412893 + Penalty 2520.624330 = -254327.788563 nChanged 14 SP:Iteration 39Q (2514.080000 sec): 3 clusters Score: Raw -256866.152398 + Penalty 2520.624330 = -254345.528068 nChanged 13 SP:Iteration 40F (2514.310000 sec): 3 clusters Score: Raw -256876.347214 + Penalty 2520.624330 = -254355.722883 nChanged 9 SP:Iteration 41Q (2514.470000 sec): 3 clusters Score: Raw -256888.649676 + Penalty 2520.624330 = -254368.025346 nChanged 14 SP:Iteration 42Q (2514.670000 sec): 3 clusters Score: Raw -256901.607957 + Penalty 2520.624330 = -254380.983627 nChanged 13 SP:Iteration 43Q (2514.900000 sec): 3 clusters Score: Raw -256914.501759 + Penalty 2520.624330 = -254393.877429 nChanged 18 SP:Iteration 44Q (2515.090000 sec): 3 clusters Score: Raw -256931.790523 + Penalty 2520.624330 = -254411.166193 nChanged 14 SP:Iteration 45Q (2515.260000 sec): 3 clusters Score: Raw -256943.644272 + Penalty 2520.624330 = -254423.019942 nChanged 13 SP:Iteration 46Q (2515.450000 sec): 3 clusters Score: Raw -256959.396868 + Penalty 2520.624330 = -254438.772538 nChanged 13 SP:Iteration 47Q (2515.650000 sec): 3 clusters Score: Raw -256972.678130 + Penalty 2520.624330 = -254452.053800 nChanged 12 SP:Iteration 48Q (2515.830000 sec): 3 clusters Score: Raw -256986.365533 + Penalty 2520.624330 = -254465.741203 nChanged 16 SP:Iteration 49Q (2516.010000 sec): 3 clusters Score: Raw -257008.850505 + Penalty 2520.624330 = -254488.226175 nChanged 16 SP:Iteration 50Q (2516.210000 sec): 3 clusters Score: Raw -257032.720972 + Penalty 2520.624330 = -254512.096642 nChanged 21 SP:Iteration 51Q (2516.390000 sec): 3 clusters Score: Raw -257058.782100 + Penalty 2520.624330 = -254538.157769 nChanged 10 SP:Iteration 52Q (2516.610000 sec): 3 clusters Score: Raw -257071.634952 + Penalty 2520.624330 = -254551.010622 nChanged 9 SP:Iteration 53Q (2516.770000 sec): 3 clusters Score: Raw -257078.489710 + Penalty 2520.624330 = -254557.865380 nChanged 5 SP:Iteration 54Q (2516.930000 sec): 3 clusters Score: Raw -257086.526760 + Penalty 2520.624330 = -254565.902430 nChanged 9 SP:Iteration 55Q (2517.170000 sec): 3 clusters Score: Raw -257100.754737 + Penalty 2520.624330 = -254580.130406 nChanged 7 SP:Iteration 56Q (2517.390000 sec): 3 clusters Score: Raw -257108.504920 + Penalty 2520.624330 = -254587.880590 nChanged 7 SP:Iteration 57Q (2517.560000 sec): 3 clusters Score: Raw -257119.169945 + Penalty 2520.624330 = -254598.545614 nChanged 12 SP:Iteration 58Q (2517.730000 sec): 3 clusters Score: Raw -257129.920010 + Penalty 2520.624330 = -254609.295679 nChanged 7 SP:Iteration 59Q (2517.960000 sec): 3 clusters Score: Raw -257137.395458 + Penalty 2520.624330 = -254616.771128 nChanged 5 SP:Iteration 60F (2518.110000 sec): 3 clusters Score: Raw -257143.130666 + Penalty 2520.624330 = -254622.506336 nChanged 2 SP:Iteration 61Q (2518.320000 sec): 3 clusters Score: Raw -257145.560183 + Penalty 2520.624330 = -254624.935853 nChanged 3 SP:Iteration 62Q (2518.460000 sec): 3 clusters Score: Raw -257147.593328 + Penalty 2520.624330 = -254626.968997 nChanged 2 SP:Iteration 63Q (2518.670000 sec): 3 clusters Score: Raw -257148.676260 + Penalty 2520.624330 = -254628.051929 nChanged 0 SP:Iteration 64F (2518.830000 sec): 3 clusters Score: Raw -257148.676260 + Penalty 2520.624330 = -254628.051929 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (9715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2519.000000 sec): 2 clusters Score: Raw -1108561.541658 + Penalty 1491.981784 = -1107069.559874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2519.320000 sec): 3 clusters Score: Raw -1103015.561317 + Penalty 2983.963568 = -1100031.597749 nChanged 4231 SP:Iteration 1F (2519.540000 sec): 3 clusters Score: Raw -1105370.340035 + Penalty 2983.963568 = -1102386.376468 nChanged 659 SP:Iteration 2F (2519.810000 sec): 3 clusters Score: Raw -1105732.686978 + Penalty 2983.963568 = -1102748.723410 nChanged 555 SP:Iteration 3F (2520.070000 sec): 3 clusters Score: Raw -1106022.212034 + Penalty 2983.963568 = -1103038.248466 nChanged 565 SP:Iteration 4F (2520.370000 sec): 3 clusters Score: Raw -1106401.859863 + Penalty 2983.963568 = -1103417.896296 nChanged 583 SP:Iteration 5F (2520.590000 sec): 3 clusters Score: Raw -1106868.067613 + Penalty 2983.963568 = -1103884.104046 nChanged 669 SP:Iteration 6F (2520.890000 sec): 3 clusters Score: Raw -1107420.631104 + Penalty 2983.963568 = -1104436.667536 nChanged 606 SP:Iteration 7F (2521.150000 sec): 3 clusters Score: Raw -1107909.997080 + Penalty 2983.963568 = -1104926.033512 nChanged 494 SP:Iteration 8F (2521.410000 sec): 3 clusters Score: Raw -1108293.392458 + Penalty 2983.963568 = -1105309.428890 nChanged 382 SP:Iteration 9Q (2521.660000 sec): 3 clusters Score: Raw -1108627.515184 + Penalty 2983.963568 = -1105643.551617 nChanged 282 SP:Iteration 10Q (2521.990000 sec): 3 clusters Score: Raw -1108861.568985 + Penalty 2983.963568 = -1105877.605418 nChanged 212 SP:Iteration 11Q (2522.190000 sec): 3 clusters Score: Raw -1109023.797819 + Penalty 2983.963568 = -1106039.834251 nChanged 153 SP:Iteration 12Q (2522.420000 sec): 3 clusters Score: Raw -1109123.053677 + Penalty 2983.963568 = -1106139.090110 nChanged 101 SP:Iteration 13Q (2522.670000 sec): 3 clusters Score: Raw -1109174.755762 + Penalty 2983.963568 = -1106190.792194 nChanged 85 SP:Iteration 14Q (2522.920000 sec): 3 clusters Score: Raw -1109211.257682 + Penalty 2983.963568 = -1106227.294114 nChanged 59 SP:Iteration 15Q (2523.160000 sec): 3 clusters Score: Raw -1109234.306754 + Penalty 2983.963568 = -1106250.343186 nChanged 40 SP:Iteration 16Q (2523.410000 sec): 3 clusters Score: Raw -1109249.442374 + Penalty 2983.963568 = -1106265.478806 nChanged 44 SP:Iteration 17Q (2523.630000 sec): 3 clusters Score: Raw -1109266.367831 + Penalty 2983.963568 = -1106282.404263 nChanged 29 SP:Iteration 18Q (2523.850000 sec): 3 clusters Score: Raw -1109275.960325 + Penalty 2983.963568 = -1106291.996757 nChanged 27 SP:Iteration 19Q (2524.050000 sec): 3 clusters Score: Raw -1109283.829400 + Penalty 2983.963568 = -1106299.865833 nChanged 23 SP:Iteration 20F (2524.240000 sec): 3 clusters Score: Raw -1109288.479360 + Penalty 2983.963568 = -1106304.515792 nChanged 14 SP:Iteration 21Q (2524.470000 sec): 3 clusters Score: Raw -1109292.483563 + Penalty 2983.963568 = -1106308.519996 nChanged 17 SP:Iteration 22Q (2524.680000 sec): 3 clusters Score: Raw -1109297.486322 + Penalty 2983.963568 = -1106313.522755 nChanged 18 SP:Iteration 23Q (2524.890000 sec): 3 clusters Score: Raw -1109304.343307 + Penalty 2983.963568 = -1106320.379739 nChanged 14 SP:Iteration 24Q (2525.150000 sec): 3 clusters Score: Raw -1109309.261425 + Penalty 2983.963568 = -1106325.297857 nChanged 13 SP:Iteration 25Q (2525.400000 sec): 3 clusters Score: Raw -1109312.776279 + Penalty 2983.963568 = -1106328.812711 nChanged 15 SP:Iteration 26Q (2525.610000 sec): 3 clusters Score: Raw -1109317.050857 + Penalty 2983.963568 = -1106333.087290 nChanged 14 SP:Iteration 27Q (2525.870000 sec): 3 clusters Score: Raw -1109322.117070 + Penalty 2983.963568 = -1106338.153502 nChanged 19 SP:Iteration 28Q (2526.100000 sec): 3 clusters Score: Raw -1109327.041095 + Penalty 2983.963568 = -1106343.077527 nChanged 13 SP:Iteration 29Q (2526.310000 sec): 3 clusters Score: Raw -1109331.200518 + Penalty 2983.963568 = -1106347.236950 nChanged 12 SP:Iteration 30Q (2526.540000 sec): 3 clusters Score: Raw -1109334.179597 + Penalty 2983.963568 = -1106350.216029 nChanged 4 SP:Iteration 31Q (2526.760000 sec): 3 clusters Score: Raw -1109335.677939 + Penalty 2983.963568 = -1106351.714371 nChanged 8 SP:Iteration 32Q (2526.960000 sec): 3 clusters Score: Raw -1109337.529296 + Penalty 2983.963568 = -1106353.565728 nChanged 2 SP:Iteration 33Q (2527.200000 sec): 3 clusters Score: Raw -1109338.277386 + Penalty 2983.963568 = -1106354.313818 nChanged 3 SP:Iteration 34Q (2527.420000 sec): 3 clusters Score: Raw -1109339.215616 + Penalty 2983.963568 = -1106355.252048 nChanged 2 SP:Iteration 35Q (2527.640000 sec): 3 clusters Score: Raw -1109339.980981 + Penalty 2983.963568 = -1106356.017413 nChanged 2 SP:Iteration 36Q (2527.850000 sec): 3 clusters Score: Raw -1109340.483983 + Penalty 2983.963568 = -1106356.520415 nChanged 1 SP:Iteration 37Q (2528.050000 sec): 3 clusters Score: Raw -1109340.867946 + Penalty 2983.963568 = -1106356.904378 nChanged 3 SP:Iteration 38Q (2528.270000 sec): 3 clusters Score: Raw -1109342.354375 + Penalty 2983.963568 = -1106358.390807 nChanged 3 SP:Iteration 39Q (2528.510000 sec): 3 clusters Score: Raw -1109343.079529 + Penalty 2983.963568 = -1106359.115961 nChanged 4 SP:Iteration 40F (2528.770000 sec): 3 clusters Score: Raw -1109343.863533 + Penalty 2983.963568 = -1106359.899965 nChanged 2 SP:Iteration 41Q (2528.970000 sec): 3 clusters Score: Raw -1109344.381499 + Penalty 2983.963568 = -1106360.417931 nChanged 1 SP:Iteration 42Q (2529.210000 sec): 3 clusters Score: Raw -1109345.131316 + Penalty 2983.963568 = -1106361.167748 nChanged 4 SP:Iteration 43Q (2529.450000 sec): 3 clusters Score: Raw -1109346.289643 + Penalty 2983.963568 = -1106362.326075 nChanged 3 SP:Iteration 44Q (2529.660000 sec): 3 clusters Score: Raw -1109348.021734 + Penalty 2983.963568 = -1106364.058167 nChanged 4 SP:Iteration 45Q (2529.860000 sec): 3 clusters Score: Raw -1109349.109208 + Penalty 2983.963568 = -1106365.145640 nChanged 6 SP:Iteration 46Q (2530.070000 sec): 3 clusters Score: Raw -1109350.777594 + Penalty 2983.963568 = -1106366.814027 nChanged 2 SP:Iteration 47Q (2530.330000 sec): 3 clusters Score: Raw -1109352.175847 + Penalty 2983.963568 = -1106368.212279 nChanged 3 SP:Iteration 48Q (2530.500000 sec): 3 clusters Score: Raw -1109353.343422 + Penalty 2983.963568 = -1106369.379854 nChanged 2 SP:Iteration 49Q (2530.770000 sec): 3 clusters Score: Raw -1109354.043367 + Penalty 2983.963568 = -1106370.079799 nChanged 2 SP:Iteration 50Q (2530.990000 sec): 3 clusters Score: Raw -1109354.683066 + Penalty 2983.963568 = -1106370.719499 nChanged 2 SP:Iteration 51Q (2531.190000 sec): 3 clusters Score: Raw -1109355.046863 + Penalty 2983.963568 = -1106371.083295 nChanged 1 SP:Iteration 52Q (2531.400000 sec): 3 clusters Score: Raw -1109355.341869 + Penalty 2983.963568 = -1106371.378301 nChanged 1 SP:Iteration 53Q (2531.680000 sec): 3 clusters Score: Raw -1109355.673284 + Penalty 2983.963568 = -1106371.709717 nChanged 0 SP:Iteration 54F (2531.920000 sec): 3 clusters Score: Raw -1109355.673284 + Penalty 2983.963568 = -1106371.709717 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (6952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2532.060000 sec): 2 clusters Score: Raw -836463.954747 + Penalty 1437.602508 = -835026.352239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2532.280000 sec): 3 clusters Score: Raw -832628.328513 + Penalty 2875.205017 = -829753.123496 nChanged 2947 SP:Iteration 1F (2532.540000 sec): 3 clusters Score: Raw -834216.746500 + Penalty 2875.205017 = -831341.541483 nChanged 423 SP:Iteration 2F (2532.830000 sec): 3 clusters Score: Raw -834408.435557 + Penalty 2875.205017 = -831533.230540 nChanged 336 SP:Iteration 3Q (2533.000000 sec): 3 clusters Score: Raw -834537.001427 + Penalty 2875.205017 = -831661.796410 nChanged 245 SP:Iteration 4Q (2533.220000 sec): 3 clusters Score: Raw -834629.329214 + Penalty 2875.205017 = -831754.124197 nChanged 241 SP:Iteration 5Q (2533.450000 sec): 3 clusters Score: Raw -834726.942263 + Penalty 2875.205017 = -831851.737246 nChanged 229 SP:Iteration 6Q (2533.650000 sec): 3 clusters Score: Raw -834823.754173 + Penalty 2875.205017 = -831948.549156 nChanged 234 SP:Iteration 7Q (2533.860000 sec): 3 clusters Score: Raw -834920.736312 + Penalty 2875.205017 = -832045.531295 nChanged 214 SP:Iteration 8Q (2534.110000 sec): 3 clusters Score: Raw -835010.650128 + Penalty 2875.205017 = -832135.445111 nChanged 230 SP:Iteration 9Q (2534.340000 sec): 3 clusters Score: Raw -835117.019810 + Penalty 2875.205017 = -832241.814793 nChanged 227 SP:Iteration 10Q (2534.540000 sec): 3 clusters Score: Raw -835234.100332 + Penalty 2875.205017 = -832358.895315 nChanged 245 SP:Iteration 11Q (2534.750000 sec): 3 clusters Score: Raw -835383.757579 + Penalty 2875.205017 = -832508.552563 nChanged 257 SP:Iteration 12Q (2534.960000 sec): 3 clusters Score: Raw -835543.534949 + Penalty 2875.205017 = -832668.329932 nChanged 221 SP:Iteration 13Q (2535.160000 sec): 3 clusters Score: Raw -835694.708060 + Penalty 2875.205017 = -832819.503044 nChanged 224 SP:Iteration 14Q (2535.350000 sec): 3 clusters Score: Raw -835844.342268 + Penalty 2875.205017 = -832969.137252 nChanged 200 SP:Iteration 15Q (2535.550000 sec): 3 clusters Score: Raw -835979.196932 + Penalty 2875.205017 = -833103.991916 nChanged 176 SP:Iteration 16Q (2535.750000 sec): 3 clusters Score: Raw -836097.129670 + Penalty 2875.205017 = -833221.924653 nChanged 153 SP:Iteration 17Q (2535.980000 sec): 3 clusters Score: Raw -836191.398452 + Penalty 2875.205017 = -833316.193435 nChanged 125 SP:Iteration 18Q (2536.180000 sec): 3 clusters Score: Raw -836255.434562 + Penalty 2875.205017 = -833380.229545 nChanged 107 SP:Iteration 19Q (2536.380000 sec): 3 clusters Score: Raw -836314.172497 + Penalty 2875.205017 = -833438.967480 nChanged 93 SP:Iteration 20F (2536.650000 sec): 3 clusters Score: Raw -836367.923709 + Penalty 2875.205017 = -833492.718693 nChanged 70 SP:Iteration 21Q (2536.910000 sec): 3 clusters Score: Raw -836404.874082 + Penalty 2875.205017 = -833529.669065 nChanged 80 SP:Iteration 22Q (2537.090000 sec): 3 clusters Score: Raw -836448.896544 + Penalty 2875.205017 = -833573.691527 nChanged 70 SP:Iteration 23Q (2537.280000 sec): 3 clusters Score: Raw -836489.457089 + Penalty 2875.205017 = -833614.252072 nChanged 62 SP:Iteration 24Q (2537.470000 sec): 3 clusters Score: Raw -836526.413023 + Penalty 2875.205017 = -833651.208006 nChanged 49 SP:Iteration 25Q (2537.720000 sec): 3 clusters Score: Raw -836551.277845 + Penalty 2875.205017 = -833676.072828 nChanged 41 SP:Iteration 26Q (2537.940000 sec): 3 clusters Score: Raw -836571.867476 + Penalty 2875.205017 = -833696.662459 nChanged 46 SP:Iteration 27Q (2538.140000 sec): 3 clusters Score: Raw -836594.297329 + Penalty 2875.205017 = -833719.092312 nChanged 41 SP:Iteration 28Q (2538.350000 sec): 3 clusters Score: Raw -836616.474382 + Penalty 2875.205017 = -833741.269365 nChanged 34 SP:Iteration 29Q (2538.510000 sec): 3 clusters Score: Raw -836635.971729 + Penalty 2875.205017 = -833760.766712 nChanged 44 SP:Iteration 30Q (2538.700000 sec): 3 clusters Score: Raw -836656.637134 + Penalty 2875.205017 = -833781.432117 nChanged 37 SP:Iteration 31Q (2538.910000 sec): 3 clusters Score: Raw -836673.829277 + Penalty 2875.205017 = -833798.624261 nChanged 33 SP:Iteration 32Q (2539.140000 sec): 3 clusters Score: Raw -836693.263655 + Penalty 2875.205017 = -833818.058638 nChanged 35 SP:Iteration 33Q (2539.360000 sec): 3 clusters Score: Raw -836714.189436 + Penalty 2875.205017 = -833838.984419 nChanged 29 SP:Iteration 34Q (2539.540000 sec): 3 clusters Score: Raw -836730.809072 + Penalty 2875.205017 = -833855.604055 nChanged 32 SP:Iteration 35Q (2539.740000 sec): 3 clusters Score: Raw -836750.477927 + Penalty 2875.205017 = -833875.272910 nChanged 18 SP:Iteration 36Q (2539.930000 sec): 3 clusters Score: Raw -836761.107023 + Penalty 2875.205017 = -833885.902006 nChanged 14 SP:Iteration 37Q (2540.170000 sec): 3 clusters Score: Raw -836771.585923 + Penalty 2875.205017 = -833896.380906 nChanged 17 SP:Iteration 38Q (2540.370000 sec): 3 clusters Score: Raw -836780.176532 + Penalty 2875.205017 = -833904.971516 nChanged 12 SP:Iteration 39Q (2540.540000 sec): 3 clusters Score: Raw -836785.983851 + Penalty 2875.205017 = -833910.778834 nChanged 10 SP:Iteration 40F (2540.830000 sec): 3 clusters Score: Raw -836791.848208 + Penalty 2875.205017 = -833916.643191 nChanged 10 SP:Iteration 41Q (2541.090000 sec): 3 clusters Score: Raw -836796.766690 + Penalty 2875.205017 = -833921.561674 nChanged 11 SP:Iteration 42Q (2541.310000 sec): 3 clusters Score: Raw -836802.132042 + Penalty 2875.205017 = -833926.927026 nChanged 8 SP:Iteration 43Q (2541.500000 sec): 3 clusters Score: Raw -836805.500770 + Penalty 2875.205017 = -833930.295753 nChanged 5 SP:Iteration 44Q (2541.710000 sec): 3 clusters Score: Raw -836807.154718 + Penalty 2875.205017 = -833931.949701 nChanged 2 SP:Iteration 45Q (2541.950000 sec): 3 clusters Score: Raw -836807.633029 + Penalty 2875.205017 = -833932.428012 nChanged 2 SP:Iteration 46Q (2542.150000 sec): 3 clusters Score: Raw -836808.156290 + Penalty 2875.205017 = -833932.951273 nChanged 2 SP:Iteration 47Q (2542.340000 sec): 3 clusters Score: Raw -836809.104555 + Penalty 2875.205017 = -833933.899538 nChanged 2 SP:Iteration 48Q (2542.570000 sec): 3 clusters Score: Raw -836810.293755 + Penalty 2875.205017 = -833935.088738 nChanged 2 SP:Iteration 49Q (2542.740000 sec): 3 clusters Score: Raw -836810.836213 + Penalty 2875.205017 = -833935.631197 nChanged 0 SP:Iteration 50F (2543.010000 sec): 3 clusters Score: Raw -836810.836213 + Penalty 2875.205017 = -833935.631197 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (8666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.150000 sec): 2 clusters Score: Raw -997572.869493 + Penalty 1473.413923 = -996099.455570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.390000 sec): 3 clusters Score: Raw -992792.402727 + Penalty 2946.827846 = -989845.574881 nChanged 3709 SP:Iteration 1F (2543.630000 sec): 3 clusters Score: Raw -994712.781729 + Penalty 2946.827846 = -991765.953883 nChanged 546 SP:Iteration 2F (2543.850000 sec): 3 clusters Score: Raw -994963.695883 + Penalty 2946.827846 = -992016.868038 nChanged 455 SP:Iteration 3F (2544.080000 sec): 3 clusters Score: Raw -995206.624936 + Penalty 2946.827846 = -992259.797090 nChanged 455 SP:Iteration 4F (2544.310000 sec): 3 clusters Score: Raw -995518.304428 + Penalty 2946.827846 = -992571.476582 nChanged 533 SP:Iteration 5F (2544.570000 sec): 3 clusters Score: Raw -995888.250143 + Penalty 2946.827846 = -992941.422298 nChanged 555 SP:Iteration 6F (2544.790000 sec): 3 clusters Score: Raw -996263.810623 + Penalty 2946.827846 = -993316.982778 nChanged 557 SP:Iteration 7F (2545.050000 sec): 3 clusters Score: Raw -996645.112410 + Penalty 2946.827846 = -993698.284564 nChanged 519 SP:Iteration 8F (2545.290000 sec): 3 clusters Score: Raw -997000.557649 + Penalty 2946.827846 = -994053.729803 nChanged 401 SP:Iteration 9Q (2545.530000 sec): 3 clusters Score: Raw -997238.719137 + Penalty 2946.827846 = -994291.891291 nChanged 274 SP:Iteration 10Q (2545.790000 sec): 3 clusters Score: Raw -997380.806762 + Penalty 2946.827846 = -994433.978916 nChanged 220 SP:Iteration 11Q (2546.020000 sec): 3 clusters Score: Raw -997484.358287 + Penalty 2946.827846 = -994537.530442 nChanged 166 SP:Iteration 12Q (2546.250000 sec): 3 clusters Score: Raw -997554.170064 + Penalty 2946.827846 = -994607.342218 nChanged 128 SP:Iteration 13Q (2546.470000 sec): 3 clusters Score: Raw -997600.022771 + Penalty 2946.827846 = -994653.194926 nChanged 95 SP:Iteration 14Q (2546.720000 sec): 3 clusters Score: Raw -997635.513033 + Penalty 2946.827846 = -994688.685188 nChanged 87 SP:Iteration 15Q (2546.930000 sec): 3 clusters Score: Raw -997668.411784 + Penalty 2946.827846 = -994721.583938 nChanged 77 SP:Iteration 16Q (2547.200000 sec): 3 clusters Score: Raw -997697.384605 + Penalty 2946.827846 = -994750.556759 nChanged 65 SP:Iteration 17Q (2547.430000 sec): 3 clusters Score: Raw -997724.574483 + Penalty 2946.827846 = -994777.746637 nChanged 56 SP:Iteration 18Q (2547.680000 sec): 3 clusters Score: Raw -997747.447883 + Penalty 2946.827846 = -994800.620037 nChanged 58 SP:Iteration 19Q (2547.880000 sec): 3 clusters Score: Raw -997769.802396 + Penalty 2946.827846 = -994822.974550 nChanged 51 SP:Iteration 20F (2548.170000 sec): 3 clusters Score: Raw -997786.326665 + Penalty 2946.827846 = -994839.498819 nChanged 46 SP:Iteration 21Q (2548.390000 sec): 3 clusters Score: Raw -997799.709383 + Penalty 2946.827846 = -994852.881537 nChanged 40 SP:Iteration 22Q (2548.610000 sec): 3 clusters Score: Raw -997811.051089 + Penalty 2946.827846 = -994864.223244 nChanged 41 SP:Iteration 23Q (2548.830000 sec): 3 clusters Score: Raw -997822.099037 + Penalty 2946.827846 = -994875.271191 nChanged 35 SP:Iteration 24Q (2549.050000 sec): 3 clusters Score: Raw -997832.274715 + Penalty 2946.827846 = -994885.446869 nChanged 37 SP:Iteration 25Q (2549.230000 sec): 3 clusters Score: Raw -997842.835624 + Penalty 2946.827846 = -994896.007778 nChanged 32 SP:Iteration 26Q (2549.440000 sec): 3 clusters Score: Raw -997852.256671 + Penalty 2946.827846 = -994905.428825 nChanged 34 SP:Iteration 27Q (2549.630000 sec): 3 clusters Score: Raw -997862.443129 + Penalty 2946.827846 = -994915.615284 nChanged 26 SP:Iteration 28Q (2549.850000 sec): 3 clusters Score: Raw -997871.982692 + Penalty 2946.827846 = -994925.154846 nChanged 20 SP:Iteration 29Q (2550.070000 sec): 3 clusters Score: Raw -997877.124208 + Penalty 2946.827846 = -994930.296362 nChanged 22 SP:Iteration 30Q (2550.280000 sec): 3 clusters Score: Raw -997883.469375 + Penalty 2946.827846 = -994936.641529 nChanged 21 SP:Iteration 31Q (2550.520000 sec): 3 clusters Score: Raw -997891.100258 + Penalty 2946.827846 = -994944.272413 nChanged 18 SP:Iteration 32Q (2550.780000 sec): 3 clusters Score: Raw -997897.434303 + Penalty 2946.827846 = -994950.606457 nChanged 21 SP:Iteration 33Q (2550.960000 sec): 3 clusters Score: Raw -997904.890483 + Penalty 2946.827846 = -994958.062637 nChanged 25 SP:Iteration 34Q (2551.200000 sec): 3 clusters Score: Raw -997915.171476 + Penalty 2946.827846 = -994968.343630 nChanged 20 SP:Iteration 35Q (2551.420000 sec): 3 clusters Score: Raw -997921.787918 + Penalty 2946.827846 = -994974.960072 nChanged 17 SP:Iteration 36Q (2551.650000 sec): 3 clusters Score: Raw -997927.723615 + Penalty 2946.827846 = -994980.895769 nChanged 11 SP:Iteration 37Q (2551.870000 sec): 3 clusters Score: Raw -997932.524774 + Penalty 2946.827846 = -994985.696928 nChanged 18 SP:Iteration 38Q (2552.090000 sec): 3 clusters Score: Raw -997937.857041 + Penalty 2946.827846 = -994991.029195 nChanged 14 SP:Iteration 39Q (2552.300000 sec): 3 clusters Score: Raw -997943.930997 + Penalty 2946.827846 = -994997.103151 nChanged 18 SP:Iteration 40F (2552.540000 sec): 3 clusters Score: Raw -997949.517275 + Penalty 2946.827846 = -995002.689430 nChanged 15 SP:Iteration 41Q (2552.780000 sec): 3 clusters Score: Raw -997955.476799 + Penalty 2946.827846 = -995008.648953 nChanged 12 SP:Iteration 42Q (2553.030000 sec): 3 clusters Score: Raw -997960.134056 + Penalty 2946.827846 = -995013.306210 nChanged 12 SP:Iteration 43Q (2553.230000 sec): 3 clusters Score: Raw -997965.114229 + Penalty 2946.827846 = -995018.286383 nChanged 13 SP:Iteration 44Q (2553.480000 sec): 3 clusters Score: Raw -997969.526416 + Penalty 2946.827846 = -995022.698571 nChanged 11 SP:Iteration 45Q (2553.700000 sec): 3 clusters Score: Raw -997973.106815 + Penalty 2946.827846 = -995026.278969 nChanged 10 SP:Iteration 46Q (2553.870000 sec): 3 clusters Score: Raw -997975.605262 + Penalty 2946.827846 = -995028.777417 nChanged 7 SP:Iteration 47Q (2554.090000 sec): 3 clusters Score: Raw -997977.815339 + Penalty 2946.827846 = -995030.987493 nChanged 8 SP:Iteration 48Q (2554.280000 sec): 3 clusters Score: Raw -997980.175601 + Penalty 2946.827846 = -995033.347756 nChanged 6 SP:Iteration 49Q (2554.480000 sec): 3 clusters Score: Raw -997981.491525 + Penalty 2946.827846 = -995034.663680 nChanged 1 SP:Iteration 50Q (2554.660000 sec): 3 clusters Score: Raw -997981.732576 + Penalty 2946.827846 = -995034.904731 nChanged 1 SP:Iteration 51Q (2554.910000 sec): 3 clusters Score: Raw -997982.506849 + Penalty 2946.827846 = -995035.679003 nChanged 1 SP:Iteration 52Q (2555.140000 sec): 3 clusters Score: Raw -997982.853720 + Penalty 2946.827846 = -995036.025874 nChanged 2 SP:Iteration 53Q (2555.350000 sec): 3 clusters Score: Raw -997983.224994 + Penalty 2946.827846 = -995036.397148 nChanged 0 SP:Iteration 54F (2555.590000 sec): 3 clusters Score: Raw -997983.224994 + Penalty 2946.827846 = -995036.397148 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2555.720000 sec): 2 clusters Score: Raw -27655.083523 + Penalty 934.793054 = -26720.290470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2555.870000 sec): 3 clusters Score: Raw -27917.519573 + Penalty 1869.586108 = -26047.933465 nChanged 108 SP:Iteration 1F (2556.030000 sec): 3 clusters Score: Raw -28283.877935 + Penalty 1869.586108 = -26414.291827 nChanged 13 SP:Iteration 2Q (2556.200000 sec): 3 clusters Score: Raw -28353.591903 + Penalty 1869.586108 = -26484.005795 nChanged 9 SP:Iteration 3Q (2556.390000 sec): 3 clusters Score: Raw -28381.883822 + Penalty 1869.586108 = -26512.297715 nChanged 2 SP:Iteration 4Q (2556.540000 sec): 3 clusters Score: Raw -28391.850158 + Penalty 1869.586108 = -26522.264051 nChanged 1 SP:Iteration 5Q (2556.680000 sec): 3 clusters Score: Raw -28408.569455 + Penalty 1869.586108 = -26538.983347 nChanged 4 SP:Iteration 6Q (2556.830000 sec): 3 clusters Score: Raw -28420.611972 + Penalty 1869.586108 = -26551.025864 nChanged 0 SP:Iteration 7F (2556.980000 sec): 3 clusters Score: Raw -28420.611972 + Penalty 1869.586108 = -26551.025864 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2557.020000 sec): 2 clusters Score: Raw -104192.917479 + Penalty 1106.109771 = -103086.807708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2557.170000 sec): 3 clusters Score: Raw -103889.246235 + Penalty 2212.219542 = -101677.026692 nChanged 259 SP:Iteration 1F (2557.360000 sec): 3 clusters Score: Raw -104122.917580 + Penalty 2212.219542 = -101910.698038 nChanged 67 SP:Iteration 2F (2557.500000 sec): 3 clusters Score: Raw -104186.165181 + Penalty 2212.219542 = -101973.945639 nChanged 31 SP:Iteration 3Q (2557.650000 sec): 3 clusters Score: Raw -104219.837300 + Penalty 2212.219542 = -102007.617758 nChanged 22 SP:Iteration 4Q (2557.800000 sec): 3 clusters Score: Raw -104244.182558 + Penalty 2212.219542 = -102031.963016 nChanged 11 SP:Iteration 5Q (2557.930000 sec): 3 clusters Score: Raw -104253.807817 + Penalty 2212.219542 = -102041.588275 nChanged 5 SP:Iteration 6Q (2558.070000 sec): 3 clusters Score: Raw -104258.899152 + Penalty 2212.219542 = -102046.679610 nChanged 4 SP:Iteration 7Q (2558.240000 sec): 3 clusters Score: Raw -104262.164888 + Penalty 2212.219542 = -102049.945346 nChanged 2 SP:Iteration 8Q (2558.400000 sec): 3 clusters Score: Raw -104265.660443 + Penalty 2212.219542 = -102053.440901 nChanged 1 SP:Iteration 9Q (2558.570000 sec): 3 clusters Score: Raw -104267.870567 + Penalty 2212.219542 = -102055.651025 nChanged 0 SP:Iteration 10F (2558.720000 sec): 3 clusters Score: Raw -104267.870567 + Penalty 2212.219542 = -102055.651025 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (31401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2559.000000 sec): 2 clusters Score: Raw -3454032.862278 + Penalty 1682.621691 = -3452350.240588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2559.380000 sec): 3 clusters Score: Raw -3434653.547565 + Penalty 3365.243381 = -3431288.304184 nChanged 14391 SP:Iteration 1F (2559.680000 sec): 3 clusters Score: Raw -3442350.441676 + Penalty 3365.243381 = -3438985.198295 nChanged 1101 SP:Iteration 2Q (2560.030000 sec): 3 clusters Score: Raw -3442603.566863 + Penalty 3365.243381 = -3439238.323482 nChanged 987 SP:Iteration 3Q (2560.350000 sec): 3 clusters Score: Raw -3442840.458710 + Penalty 3365.243381 = -3439475.215329 nChanged 1003 SP:Iteration 4Q (2560.750000 sec): 3 clusters Score: Raw -3443111.317793 + Penalty 3365.243381 = -3439746.074412 nChanged 1055 SP:Iteration 5Q (2561.060000 sec): 3 clusters Score: Raw -3443436.818075 + Penalty 3365.243381 = -3440071.574694 nChanged 1079 SP:Iteration 6Q (2561.400000 sec): 3 clusters Score: Raw -3443862.498795 + Penalty 3365.243381 = -3440497.255414 nChanged 1226 SP:Iteration 7Q (2561.800000 sec): 3 clusters Score: Raw -3444445.869262 + Penalty 3365.243381 = -3441080.625881 nChanged 1394 SP:Iteration 8Q (2562.100000 sec): 3 clusters Score: Raw -3445173.030093 + Penalty 3365.243381 = -3441807.786712 nChanged 1507 SP:Iteration 9Q (2562.430000 sec): 3 clusters Score: Raw -3446067.466705 + Penalty 3365.243381 = -3442702.223324 nChanged 1649 SP:Iteration 10F (2562.770000 sec): 3 clusters Score: Raw -3447115.531655 + Penalty 3365.243381 = -3443750.288274 nChanged 1649 SP:Iteration 11F (2563.180000 sec): 3 clusters Score: Raw -3448131.580876 + Penalty 3365.243381 = -3444766.337495 nChanged 1466 SP:Iteration 12Q (2563.580000 sec): 3 clusters Score: Raw -3448876.251590 + Penalty 3365.243381 = -3445511.008209 nChanged 1155 SP:Iteration 13Q (2563.920000 sec): 3 clusters Score: Raw -3449350.336925 + Penalty 3365.243381 = -3445985.093544 nChanged 841 SP:Iteration 14Q (2564.310000 sec): 3 clusters Score: Raw -3449623.918557 + Penalty 3365.243381 = -3446258.675176 nChanged 625 SP:Iteration 15Q (2564.630000 sec): 3 clusters Score: Raw -3449815.381705 + Penalty 3365.243381 = -3446450.138324 nChanged 534 SP:Iteration 16Q (2564.970000 sec): 3 clusters Score: Raw -3449974.563949 + Penalty 3365.243381 = -3446609.320568 nChanged 492 SP:Iteration 17Q (2565.280000 sec): 3 clusters Score: Raw -3450137.035703 + Penalty 3365.243381 = -3446771.792322 nChanged 539 SP:Iteration 18Q (2565.670000 sec): 3 clusters Score: Raw -3450333.453183 + Penalty 3365.243381 = -3446968.209801 nChanged 551 SP:Iteration 19Q (2566.050000 sec): 3 clusters Score: Raw -3450563.409590 + Penalty 3365.243381 = -3447198.166209 nChanged 586 SP:Iteration 20F (2566.380000 sec): 3 clusters Score: Raw -3450817.221115 + Penalty 3365.243381 = -3447451.977734 nChanged 566 SP:Iteration 21Q (2566.700000 sec): 3 clusters Score: Raw -3451082.900422 + Penalty 3365.243381 = -3447717.657041 nChanged 586 SP:Iteration 22Q (2567.040000 sec): 3 clusters Score: Raw -3451367.379240 + Penalty 3365.243381 = -3448002.135859 nChanged 546 SP:Iteration 23Q (2567.360000 sec): 3 clusters Score: Raw -3451644.089843 + Penalty 3365.243381 = -3448278.846462 nChanged 529 SP:Iteration 24Q (2567.740000 sec): 3 clusters Score: Raw -3451919.401553 + Penalty 3365.243381 = -3448554.158172 nChanged 511 SP:Iteration 25Q (2568.090000 sec): 3 clusters Score: Raw -3452188.176523 + Penalty 3365.243381 = -3448822.933142 nChanged 465 SP:Iteration 26Q (2568.460000 sec): 3 clusters Score: Raw -3452441.797528 + Penalty 3365.243381 = -3449076.554147 nChanged 465 SP:Iteration 27Q (2568.820000 sec): 3 clusters Score: Raw -3452705.715316 + Penalty 3365.243381 = -3449340.471935 nChanged 391 SP:Iteration 28Q (2569.110000 sec): 3 clusters Score: Raw -3452915.601570 + Penalty 3365.243381 = -3449550.358189 nChanged 387 SP:Iteration 29Q (2569.460000 sec): 3 clusters Score: Raw -3453114.591581 + Penalty 3365.243381 = -3449749.348200 nChanged 332 SP:Iteration 30Q (2569.810000 sec): 3 clusters Score: Raw -3453269.676379 + Penalty 3365.243381 = -3449904.432998 nChanged 278 SP:Iteration 31Q (2570.170000 sec): 3 clusters Score: Raw -3453398.041873 + Penalty 3365.243381 = -3450032.798492 nChanged 244 SP:Iteration 32Q (2570.460000 sec): 3 clusters Score: Raw -3453510.680605 + Penalty 3365.243381 = -3450145.437224 nChanged 219 SP:Iteration 33Q (2570.790000 sec): 3 clusters Score: Raw -3453608.091516 + Penalty 3365.243381 = -3450242.848135 nChanged 194 SP:Iteration 34Q (2571.110000 sec): 3 clusters Score: Raw -3453695.980061 + Penalty 3365.243381 = -3450330.736680 nChanged 159 SP:Iteration 35Q (2571.490000 sec): 3 clusters Score: Raw -3453762.258753 + Penalty 3365.243381 = -3450397.015372 nChanged 139 SP:Iteration 36Q (2571.860000 sec): 3 clusters Score: Raw -3453820.074887 + Penalty 3365.243381 = -3450454.831506 nChanged 126 SP:Iteration 37Q (2572.180000 sec): 3 clusters Score: Raw -3453873.915557 + Penalty 3365.243381 = -3450508.672175 nChanged 110 SP:Iteration 38Q (2572.510000 sec): 3 clusters Score: Raw -3453916.890565 + Penalty 3365.243381 = -3450551.647184 nChanged 100 SP:Iteration 39Q (2572.810000 sec): 3 clusters Score: Raw -3453956.035977 + Penalty 3365.243381 = -3450590.792596 nChanged 75 SP:Iteration 40F (2573.150000 sec): 3 clusters Score: Raw -3453987.092017 + Penalty 3365.243381 = -3450621.848636 nChanged 61 SP:Iteration 41Q (2573.440000 sec): 3 clusters Score: Raw -3454011.404133 + Penalty 3365.243381 = -3450646.160752 nChanged 47 SP:Iteration 42Q (2573.750000 sec): 3 clusters Score: Raw -3454030.387131 + Penalty 3365.243381 = -3450665.143750 nChanged 42 SP:Iteration 43Q (2574.050000 sec): 3 clusters Score: Raw -3454052.430907 + Penalty 3365.243381 = -3450687.187526 nChanged 49 SP:Iteration 44Q (2574.370000 sec): 3 clusters Score: Raw -3454077.339678 + Penalty 3365.243381 = -3450712.096297 nChanged 48 SP:Iteration 45Q (2574.700000 sec): 3 clusters Score: Raw -3454104.065811 + Penalty 3365.243381 = -3450738.822430 nChanged 40 SP:Iteration 46Q (2575.020000 sec): 3 clusters Score: Raw -3454121.100808 + Penalty 3365.243381 = -3450755.857427 nChanged 34 SP:Iteration 47Q (2575.350000 sec): 3 clusters Score: Raw -3454135.143450 + Penalty 3365.243381 = -3450769.900069 nChanged 22 SP:Iteration 48Q (2575.640000 sec): 3 clusters Score: Raw -3454145.541088 + Penalty 3365.243381 = -3450780.297707 nChanged 26 SP:Iteration 49Q (2575.940000 sec): 3 clusters Score: Raw -3454157.359119 + Penalty 3365.243381 = -3450792.115738 nChanged 19 SP:Iteration 50Q (2576.260000 sec): 3 clusters Score: Raw -3454167.671529 + Penalty 3365.243381 = -3450802.428148 nChanged 20 SP:Iteration 51Q (2576.590000 sec): 3 clusters Score: Raw -3454178.218153 + Penalty 3365.243381 = -3450812.974772 nChanged 20 SP:Iteration 52Q (2576.900000 sec): 3 clusters Score: Raw -3454186.004853 + Penalty 3365.243381 = -3450820.761472 nChanged 15 SP:Iteration 53Q (2577.240000 sec): 3 clusters Score: Raw -3454193.662359 + Penalty 3365.243381 = -3450828.418978 nChanged 14 SP:Iteration 54Q (2577.580000 sec): 3 clusters Score: Raw -3454199.133197 + Penalty 3365.243381 = -3450833.889816 nChanged 14 SP:Iteration 55Q (2577.860000 sec): 3 clusters Score: Raw -3454204.605605 + Penalty 3365.243381 = -3450839.362224 nChanged 13 SP:Iteration 56Q (2578.210000 sec): 3 clusters Score: Raw -3454209.866030 + Penalty 3365.243381 = -3450844.622649 nChanged 14 SP:Iteration 57Q (2578.530000 sec): 3 clusters Score: Raw -3454216.478943 + Penalty 3365.243381 = -3450851.235562 nChanged 12 SP:Iteration 58Q (2578.840000 sec): 3 clusters Score: Raw -3454222.585946 + Penalty 3365.243381 = -3450857.342565 nChanged 16 SP:Iteration 59Q (2579.180000 sec): 3 clusters Score: Raw -3454230.071069 + Penalty 3365.243381 = -3450864.827688 nChanged 11 SP:Iteration 60F (2579.530000 sec): 3 clusters Score: Raw -3454235.312029 + Penalty 3365.243381 = -3450870.068648 nChanged 12 SP:Iteration 61Q (2579.890000 sec): 3 clusters Score: Raw -3454240.801201 + Penalty 3365.243381 = -3450875.557820 nChanged 9 SP:Iteration 62Q (2580.230000 sec): 3 clusters Score: Raw -3454247.528560 + Penalty 3365.243381 = -3450882.285179 nChanged 12 SP:Iteration 63Q (2580.540000 sec): 3 clusters Score: Raw -3454259.461592 + Penalty 3365.243381 = -3450894.218211 nChanged 12 SP:Iteration 64Q (2580.880000 sec): 3 clusters Score: Raw -3454273.994546 + Penalty 3365.243381 = -3450908.751165 nChanged 23 SP:Iteration 65Q (2581.240000 sec): 3 clusters Score: Raw -3454299.071591 + Penalty 3365.243381 = -3450933.828210 nChanged 21 SP:Iteration 66Q (2581.560000 sec): 3 clusters Score: Raw -3454325.049983 + Penalty 3365.243381 = -3450959.806602 nChanged 28 SP:Iteration 67Q (2581.870000 sec): 3 clusters Score: Raw -3454359.034044 + Penalty 3365.243381 = -3450993.790663 nChanged 23 SP:Iteration 68Q (2582.190000 sec): 3 clusters Score: Raw -3454388.632273 + Penalty 3365.243381 = -3451023.388892 nChanged 22 SP:Iteration 69Q (2582.500000 sec): 3 clusters Score: Raw -3454409.384287 + Penalty 3365.243381 = -3451044.140906 nChanged 17 SP:Iteration 70Q (2582.850000 sec): 3 clusters Score: Raw -3454422.112771 + Penalty 3365.243381 = -3451056.869390 nChanged 13 SP:Iteration 71Q (2583.180000 sec): 3 clusters Score: Raw -3454434.106128 + Penalty 3365.243381 = -3451068.862747 nChanged 12 SP:Iteration 72Q (2583.530000 sec): 3 clusters Score: Raw -3454440.786639 + Penalty 3365.243381 = -3451075.543258 nChanged 5 SP:Iteration 73Q (2583.840000 sec): 3 clusters Score: Raw -3454442.920467 + Penalty 3365.243381 = -3451077.677086 nChanged 3 SP:Iteration 74Q (2584.200000 sec): 3 clusters Score: Raw -3454443.744175 + Penalty 3365.243381 = -3451078.500794 nChanged 1 SP:Iteration 75Q (2584.550000 sec): 3 clusters Score: Raw -3454443.930482 + Penalty 3365.243381 = -3451078.687101 nChanged 0 SP:Iteration 76F (2584.840000 sec): 3 clusters Score: Raw -3454443.930482 + Penalty 3365.243381 = -3451078.687101 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2585.000000 sec): 2 clusters Score: Raw -38862.545470 + Penalty 958.287503 = -37904.257966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.180000 sec): 3 clusters Score: Raw -38861.044520 + Penalty 1916.575007 = -36944.469513 nChanged 64 SP:Iteration 1F (2585.400000 sec): 3 clusters Score: Raw -38989.069834 + Penalty 1916.575007 = -37072.494827 nChanged 22 SP:Iteration 2F (2585.640000 sec): 3 clusters Score: Raw -39043.238481 + Penalty 1916.575007 = -37126.663474 nChanged 13 SP:Iteration 3Q (2585.800000 sec): 3 clusters Score: Raw -39086.596535 + Penalty 1916.575007 = -37170.021528 nChanged 10 SP:Iteration 4Q (2586.010000 sec): 3 clusters Score: Raw -39112.471371 + Penalty 1916.575007 = -37195.896364 nChanged 8 SP:Iteration 5Q (2586.210000 sec): 3 clusters Score: Raw -39150.222735 + Penalty 1916.575007 = -37233.647728 nChanged 13 SP:Iteration 6Q (2586.430000 sec): 3 clusters Score: Raw -39193.450625 + Penalty 1916.575007 = -37276.875618 nChanged 8 SP:Iteration 7Q (2586.600000 sec): 3 clusters Score: Raw -39229.231323 + Penalty 1916.575007 = -37312.656316 nChanged 7 SP:Iteration 8Q (2586.810000 sec): 3 clusters Score: Raw -39258.350840 + Penalty 1916.575007 = -37341.775833 nChanged 6 SP:Iteration 9Q (2586.960000 sec): 3 clusters Score: Raw -39325.771927 + Penalty 1916.575007 = -37409.196920 nChanged 5 SP:Iteration 10Q (2587.150000 sec): 3 clusters Score: Raw -39368.134420 + Penalty 1916.575007 = -37451.559413 nChanged 5 SP:Iteration 11Q (2587.370000 sec): 3 clusters Score: Raw -39389.926429 + Penalty 1916.575007 = -37473.351422 nChanged 0 SP:Iteration 12F (2587.540000 sec): 3 clusters Score: Raw -39389.926429 + Penalty 1916.575007 = -37473.351422 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (9205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2587.670000 sec): 2 clusters Score: Raw -1057158.566970 + Penalty 1483.219090 = -1055675.347880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2587.950000 sec): 3 clusters Score: Raw -1051950.016015 + Penalty 2966.438180 = -1048983.577835 nChanged 4012 SP:Iteration 1F (2588.150000 sec): 3 clusters Score: Raw -1054168.302802 + Penalty 2966.438180 = -1051201.864621 nChanged 510 SP:Iteration 2F (2588.380000 sec): 3 clusters Score: Raw -1054385.580492 + Penalty 2966.438180 = -1051419.142312 nChanged 397 SP:Iteration 3Q (2588.610000 sec): 3 clusters Score: Raw -1054563.885249 + Penalty 2966.438180 = -1051597.447069 nChanged 380 SP:Iteration 4Q (2588.870000 sec): 3 clusters Score: Raw -1054721.480633 + Penalty 2966.438180 = -1051755.042453 nChanged 325 SP:Iteration 5Q (2589.130000 sec): 3 clusters Score: Raw -1054858.007250 + Penalty 2966.438180 = -1051891.569069 nChanged 336 SP:Iteration 6Q (2589.370000 sec): 3 clusters Score: Raw -1055017.421809 + Penalty 2966.438180 = -1052050.983628 nChanged 347 SP:Iteration 7Q (2589.630000 sec): 3 clusters Score: Raw -1055210.447070 + Penalty 2966.438180 = -1052244.008890 nChanged 398 SP:Iteration 8Q (2589.790000 sec): 3 clusters Score: Raw -1055484.478197 + Penalty 2966.438180 = -1052518.040016 nChanged 459 SP:Iteration 9Q (2590.060000 sec): 3 clusters Score: Raw -1055942.948413 + Penalty 2966.438180 = -1052976.510233 nChanged 514 SP:Iteration 10F (2590.260000 sec): 3 clusters Score: Raw -1056591.219204 + Penalty 2966.438180 = -1053624.781024 nChanged 543 SP:Iteration 11F (2590.510000 sec): 3 clusters Score: Raw -1057287.320871 + Penalty 2966.438180 = -1054320.882691 nChanged 548 SP:Iteration 12F (2590.700000 sec): 3 clusters Score: Raw -1057787.364290 + Penalty 2966.438180 = -1054820.926109 nChanged 346 SP:Iteration 13Q (2590.950000 sec): 3 clusters Score: Raw -1058089.181058 + Penalty 2966.438180 = -1055122.742878 nChanged 249 SP:Iteration 14Q (2591.140000 sec): 3 clusters Score: Raw -1058345.270838 + Penalty 2966.438180 = -1055378.832657 nChanged 185 SP:Iteration 15Q (2591.330000 sec): 3 clusters Score: Raw -1058481.329923 + Penalty 2966.438180 = -1055514.891743 nChanged 153 SP:Iteration 16Q (2591.510000 sec): 3 clusters Score: Raw -1058569.039823 + Penalty 2966.438180 = -1055602.601643 nChanged 117 SP:Iteration 17Q (2591.690000 sec): 3 clusters Score: Raw -1058625.594588 + Penalty 2966.438180 = -1055659.156408 nChanged 86 SP:Iteration 18Q (2591.880000 sec): 3 clusters Score: Raw -1058659.095953 + Penalty 2966.438180 = -1055692.657773 nChanged 71 SP:Iteration 19Q (2592.110000 sec): 3 clusters Score: Raw -1058681.344796 + Penalty 2966.438180 = -1055714.906615 nChanged 47 SP:Iteration 20F (2592.250000 sec): 3 clusters Score: Raw -1058692.114197 + Penalty 2966.438180 = -1055725.676016 nChanged 37 SP:Iteration 21Q (2592.470000 sec): 3 clusters Score: Raw -1058701.458225 + Penalty 2966.438180 = -1055735.020044 nChanged 23 SP:Iteration 22Q (2592.670000 sec): 3 clusters Score: Raw -1058705.748001 + Penalty 2966.438180 = -1055739.309821 nChanged 22 SP:Iteration 23Q (2592.830000 sec): 3 clusters Score: Raw -1058710.039775 + Penalty 2966.438180 = -1055743.601595 nChanged 18 SP:Iteration 24Q (2593.050000 sec): 3 clusters Score: Raw -1058713.354364 + Penalty 2966.438180 = -1055746.916183 nChanged 19 SP:Iteration 25Q (2593.250000 sec): 3 clusters Score: Raw -1058716.259837 + Penalty 2966.438180 = -1055749.821657 nChanged 13 SP:Iteration 26Q (2593.480000 sec): 3 clusters Score: Raw -1058718.016047 + Penalty 2966.438180 = -1055751.577867 nChanged 7 SP:Iteration 27Q (2593.670000 sec): 3 clusters Score: Raw -1058719.144250 + Penalty 2966.438180 = -1055752.706070 nChanged 13 SP:Iteration 28Q (2593.870000 sec): 3 clusters Score: Raw -1058721.389210 + Penalty 2966.438180 = -1055754.951030 nChanged 18 SP:Iteration 29Q (2594.050000 sec): 3 clusters Score: Raw -1058724.467330 + Penalty 2966.438180 = -1055758.029149 nChanged 11 SP:Iteration 30Q (2594.250000 sec): 3 clusters Score: Raw -1058726.284493 + Penalty 2966.438180 = -1055759.846313 nChanged 8 SP:Iteration 31Q (2594.440000 sec): 3 clusters Score: Raw -1058727.543449 + Penalty 2966.438180 = -1055761.105269 nChanged 8 SP:Iteration 32Q (2594.670000 sec): 3 clusters Score: Raw -1058728.450790 + Penalty 2966.438180 = -1055762.012610 nChanged 3 SP:Iteration 33Q (2594.940000 sec): 3 clusters Score: Raw -1058728.720333 + Penalty 2966.438180 = -1055762.282152 nChanged 2 SP:Iteration 34Q (2595.190000 sec): 3 clusters Score: Raw -1058728.913031 + Penalty 2966.438180 = -1055762.474850 nChanged 0 SP:Iteration 35F (2595.380000 sec): 3 clusters Score: Raw -1058728.913031 + Penalty 2966.438180 = -1055762.474850 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (2528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.550000 sec): 2 clusters Score: Raw -274948.805192 + Penalty 1273.217360 = -273675.587832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.690000 sec): 3 clusters Score: Raw -273829.204795 + Penalty 2546.434720 = -271282.770074 nChanged 926 SP:Iteration 1F (2595.900000 sec): 3 clusters Score: Raw -274370.069675 + Penalty 2546.434720 = -271823.634955 nChanged 198 SP:Iteration 2F (2596.050000 sec): 3 clusters Score: Raw -274491.424648 + Penalty 2546.434720 = -271944.989927 nChanged 123 SP:Iteration 3Q (2596.190000 sec): 3 clusters Score: Raw -274569.179825 + Penalty 2546.434720 = -272022.745105 nChanged 82 SP:Iteration 4Q (2596.390000 sec): 3 clusters Score: Raw -274616.223803 + Penalty 2546.434720 = -272069.789082 nChanged 69 SP:Iteration 5Q (2596.530000 sec): 3 clusters Score: Raw -274651.811231 + Penalty 2546.434720 = -272105.376511 nChanged 71 SP:Iteration 6Q (2596.680000 sec): 3 clusters Score: Raw -274691.144329 + Penalty 2546.434720 = -272144.709608 nChanged 56 SP:Iteration 7Q (2596.860000 sec): 3 clusters Score: Raw -274716.823605 + Penalty 2546.434720 = -272170.388884 nChanged 51 SP:Iteration 8Q (2597.020000 sec): 3 clusters Score: Raw -274741.990894 + Penalty 2546.434720 = -272195.556174 nChanged 48 SP:Iteration 9Q (2597.210000 sec): 3 clusters Score: Raw -274767.549923 + Penalty 2546.434720 = -272221.115203 nChanged 35 SP:Iteration 10Q (2597.410000 sec): 3 clusters Score: Raw -274781.620676 + Penalty 2546.434720 = -272235.185956 nChanged 35 SP:Iteration 11Q (2597.570000 sec): 3 clusters Score: Raw -274799.703500 + Penalty 2546.434720 = -272253.268780 nChanged 36 SP:Iteration 12Q (2597.750000 sec): 3 clusters Score: Raw -274819.290519 + Penalty 2546.434720 = -272272.855799 nChanged 38 SP:Iteration 13Q (2597.930000 sec): 3 clusters Score: Raw -274837.010619 + Penalty 2546.434720 = -272290.575899 nChanged 27 SP:Iteration 14Q (2598.100000 sec): 3 clusters Score: Raw -274849.999075 + Penalty 2546.434720 = -272303.564355 nChanged 28 SP:Iteration 15Q (2598.260000 sec): 3 clusters Score: Raw -274861.857655 + Penalty 2546.434720 = -272315.422935 nChanged 27 SP:Iteration 16Q (2598.450000 sec): 3 clusters Score: Raw -274871.845108 + Penalty 2546.434720 = -272325.410388 nChanged 25 SP:Iteration 17Q (2598.590000 sec): 3 clusters Score: Raw -274880.421897 + Penalty 2546.434720 = -272333.987177 nChanged 20 SP:Iteration 18Q (2598.750000 sec): 3 clusters Score: Raw -274891.587564 + Penalty 2546.434720 = -272345.152843 nChanged 29 SP:Iteration 19Q (2598.920000 sec): 3 clusters Score: Raw -274904.248883 + Penalty 2546.434720 = -272357.814162 nChanged 22 SP:Iteration 20F (2599.080000 sec): 3 clusters Score: Raw -274914.751942 + Penalty 2546.434720 = -272368.317221 nChanged 28 SP:Iteration 21Q (2599.260000 sec): 3 clusters Score: Raw -274927.612626 + Penalty 2546.434720 = -272381.177906 nChanged 20 SP:Iteration 22Q (2599.480000 sec): 3 clusters Score: Raw -274936.831534 + Penalty 2546.434720 = -272390.396814 nChanged 18 SP:Iteration 23Q (2599.680000 sec): 3 clusters Score: Raw -274947.246839 + Penalty 2546.434720 = -272400.812118 nChanged 18 SP:Iteration 24Q (2599.880000 sec): 3 clusters Score: Raw -274956.551725 + Penalty 2546.434720 = -272410.117005 nChanged 21 SP:Iteration 25Q (2600.040000 sec): 3 clusters Score: Raw -274966.729317 + Penalty 2546.434720 = -272420.294597 nChanged 21 SP:Iteration 26Q (2600.240000 sec): 3 clusters Score: Raw -274977.213481 + Penalty 2546.434720 = -272430.778761 nChanged 25 SP:Iteration 27Q (2600.420000 sec): 3 clusters Score: Raw -274992.814811 + Penalty 2546.434720 = -272446.380091 nChanged 24 SP:Iteration 28Q (2600.600000 sec): 3 clusters Score: Raw -275010.685171 + Penalty 2546.434720 = -272464.250451 nChanged 29 SP:Iteration 29Q (2600.810000 sec): 3 clusters Score: Raw -275032.725412 + Penalty 2546.434720 = -272486.290691 nChanged 29 SP:Iteration 30Q (2600.960000 sec): 3 clusters Score: Raw -275048.834795 + Penalty 2546.434720 = -272502.400075 nChanged 22 SP:Iteration 31Q (2601.120000 sec): 3 clusters Score: Raw -275059.633491 + Penalty 2546.434720 = -272513.198771 nChanged 15 SP:Iteration 32Q (2601.280000 sec): 3 clusters Score: Raw -275067.134111 + Penalty 2546.434720 = -272520.699390 nChanged 12 SP:Iteration 33Q (2601.450000 sec): 3 clusters Score: Raw -275073.422653 + Penalty 2546.434720 = -272526.987932 nChanged 12 SP:Iteration 34Q (2601.600000 sec): 3 clusters Score: Raw -275078.746796 + Penalty 2546.434720 = -272532.312075 nChanged 13 SP:Iteration 35Q (2601.800000 sec): 3 clusters Score: Raw -275085.283142 + Penalty 2546.434720 = -272538.848422 nChanged 12 SP:Iteration 36Q (2601.980000 sec): 3 clusters Score: Raw -275089.759535 + Penalty 2546.434720 = -272543.324814 nChanged 10 SP:Iteration 37Q (2602.150000 sec): 3 clusters Score: Raw -275096.340134 + Penalty 2546.434720 = -272549.905414 nChanged 16 SP:Iteration 38Q (2602.320000 sec): 3 clusters Score: Raw -275107.362507 + Penalty 2546.434720 = -272560.927787 nChanged 13 SP:Iteration 39Q (2602.500000 sec): 3 clusters Score: Raw -275115.714656 + Penalty 2546.434720 = -272569.279936 nChanged 5 SP:Iteration 40F (2602.660000 sec): 3 clusters Score: Raw -275118.364418 + Penalty 2546.434720 = -272571.929698 nChanged 6 SP:Iteration 41Q (2602.840000 sec): 3 clusters Score: Raw -275120.519713 + Penalty 2546.434720 = -272574.084992 nChanged 7 SP:Iteration 42Q (2603.010000 sec): 3 clusters Score: Raw -275124.827068 + Penalty 2546.434720 = -272578.392347 nChanged 7 SP:Iteration 43Q (2603.180000 sec): 3 clusters Score: Raw -275133.582982 + Penalty 2546.434720 = -272587.148262 nChanged 7 SP:Iteration 44Q (2603.380000 sec): 3 clusters Score: Raw -275138.135423 + Penalty 2546.434720 = -272591.700702 nChanged 7 SP:Iteration 45Q (2603.560000 sec): 3 clusters Score: Raw -275140.471348 + Penalty 2546.434720 = -272594.036627 nChanged 5 SP:Iteration 46Q (2603.720000 sec): 3 clusters Score: Raw -275142.568337 + Penalty 2546.434720 = -272596.133617 nChanged 4 SP:Iteration 47Q (2603.870000 sec): 3 clusters Score: Raw -275144.057234 + Penalty 2546.434720 = -272597.622514 nChanged 4 SP:Iteration 48Q (2604.020000 sec): 3 clusters Score: Raw -275146.721245 + Penalty 2546.434720 = -272600.286524 nChanged 2 SP:Iteration 49Q (2604.220000 sec): 3 clusters Score: Raw -275148.222056 + Penalty 2546.434720 = -272601.787335 nChanged 6 SP:Iteration 50Q (2604.400000 sec): 3 clusters Score: Raw -275151.728167 + Penalty 2546.434720 = -272605.293446 nChanged 7 SP:Iteration 51Q (2604.560000 sec): 3 clusters Score: Raw -275153.837986 + Penalty 2546.434720 = -272607.403265 nChanged 5 SP:Iteration 52Q (2604.740000 sec): 3 clusters Score: Raw -275156.869557 + Penalty 2546.434720 = -272610.434836 nChanged 4 SP:Iteration 53Q (2604.900000 sec): 3 clusters Score: Raw -275158.474380 + Penalty 2546.434720 = -272612.039660 nChanged 4 SP:Iteration 54Q (2605.060000 sec): 3 clusters Score: Raw -275159.889175 + Penalty 2546.434720 = -272613.454455 nChanged 0 SP:Iteration 55F (2605.210000 sec): 3 clusters Score: Raw -275159.889175 + Penalty 2546.434720 = -272613.454455 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.310000 sec): 2 clusters Score: Raw -222442.715955 + Penalty 1229.441408 = -221213.274547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2605.500000 sec): 3 clusters Score: Raw -221597.487600 + Penalty 2458.882817 = -219138.604783 nChanged 692 SP:Iteration 1F (2605.640000 sec): 3 clusters Score: Raw -222024.453303 + Penalty 2458.882817 = -219565.570486 nChanged 150 SP:Iteration 2F (2605.840000 sec): 3 clusters Score: Raw -222128.937560 + Penalty 2458.882817 = -219670.054744 nChanged 88 SP:Iteration 3Q (2605.980000 sec): 3 clusters Score: Raw -222189.106753 + Penalty 2458.882817 = -219730.223936 nChanged 61 SP:Iteration 4Q (2606.130000 sec): 3 clusters Score: Raw -222227.960869 + Penalty 2458.882817 = -219769.078053 nChanged 52 SP:Iteration 5Q (2606.300000 sec): 3 clusters Score: Raw -222259.508269 + Penalty 2458.882817 = -219800.625452 nChanged 47 SP:Iteration 6Q (2606.450000 sec): 3 clusters Score: Raw -222293.966041 + Penalty 2458.882817 = -219835.083224 nChanged 44 SP:Iteration 7Q (2606.660000 sec): 3 clusters Score: Raw -222322.611664 + Penalty 2458.882817 = -219863.728847 nChanged 32 SP:Iteration 8Q (2606.780000 sec): 3 clusters Score: Raw -222342.328474 + Penalty 2458.882817 = -219883.445657 nChanged 29 SP:Iteration 9Q (2606.980000 sec): 3 clusters Score: Raw -222358.007757 + Penalty 2458.882817 = -219899.124940 nChanged 22 SP:Iteration 10Q (2607.180000 sec): 3 clusters Score: Raw -222370.929362 + Penalty 2458.882817 = -219912.046545 nChanged 23 SP:Iteration 11Q (2607.360000 sec): 3 clusters Score: Raw -222386.910151 + Penalty 2458.882817 = -219928.027334 nChanged 21 SP:Iteration 12Q (2607.500000 sec): 3 clusters Score: Raw -222400.858127 + Penalty 2458.882817 = -219941.975310 nChanged 20 SP:Iteration 13Q (2607.710000 sec): 3 clusters Score: Raw -222412.534315 + Penalty 2458.882817 = -219953.651499 nChanged 15 SP:Iteration 14Q (2607.880000 sec): 3 clusters Score: Raw -222420.876008 + Penalty 2458.882817 = -219961.993191 nChanged 17 SP:Iteration 15Q (2608.080000 sec): 3 clusters Score: Raw -222430.205152 + Penalty 2458.882817 = -219971.322335 nChanged 19 SP:Iteration 16Q (2608.250000 sec): 3 clusters Score: Raw -222439.124941 + Penalty 2458.882817 = -219980.242124 nChanged 12 SP:Iteration 17Q (2608.410000 sec): 3 clusters Score: Raw -222446.181935 + Penalty 2458.882817 = -219987.299118 nChanged 13 SP:Iteration 18Q (2608.620000 sec): 3 clusters Score: Raw -222454.132461 + Penalty 2458.882817 = -219995.249644 nChanged 9 SP:Iteration 19Q (2608.770000 sec): 3 clusters Score: Raw -222459.043511 + Penalty 2458.882817 = -220000.160694 nChanged 9 SP:Iteration 20F (2608.920000 sec): 3 clusters Score: Raw -222465.034453 + Penalty 2458.882817 = -220006.151636 nChanged 13 SP:Iteration 21Q (2609.090000 sec): 3 clusters Score: Raw -222473.539007 + Penalty 2458.882817 = -220014.656190 nChanged 18 SP:Iteration 22Q (2609.270000 sec): 3 clusters Score: Raw -222484.091961 + Penalty 2458.882817 = -220025.209145 nChanged 14 SP:Iteration 23Q (2609.440000 sec): 3 clusters Score: Raw -222493.331841 + Penalty 2458.882817 = -220034.449024 nChanged 13 SP:Iteration 24Q (2609.580000 sec): 3 clusters Score: Raw -222502.428763 + Penalty 2458.882817 = -220043.545946 nChanged 9 SP:Iteration 25Q (2609.730000 sec): 3 clusters Score: Raw -222507.517939 + Penalty 2458.882817 = -220048.635123 nChanged 7 SP:Iteration 26Q (2609.900000 sec): 3 clusters Score: Raw -222512.206453 + Penalty 2458.882817 = -220053.323637 nChanged 10 SP:Iteration 27Q (2610.060000 sec): 3 clusters Score: Raw -222519.028277 + Penalty 2458.882817 = -220060.145460 nChanged 9 SP:Iteration 28Q (2610.230000 sec): 3 clusters Score: Raw -222523.825872 + Penalty 2458.882817 = -220064.943055 nChanged 10 SP:Iteration 29Q (2610.400000 sec): 3 clusters Score: Raw -222530.698260 + Penalty 2458.882817 = -220071.815444 nChanged 14 SP:Iteration 30Q (2610.550000 sec): 3 clusters Score: Raw -222538.589523 + Penalty 2458.882817 = -220079.706707 nChanged 6 SP:Iteration 31Q (2610.730000 sec): 3 clusters Score: Raw -222542.986051 + Penalty 2458.882817 = -220084.103234 nChanged 5 SP:Iteration 32Q (2610.870000 sec): 3 clusters Score: Raw -222547.613034 + Penalty 2458.882817 = -220088.730218 nChanged 5 SP:Iteration 33Q (2611.010000 sec): 3 clusters Score: Raw -222550.812564 + Penalty 2458.882817 = -220091.929747 nChanged 3 SP:Iteration 34Q (2611.200000 sec): 3 clusters Score: Raw -222553.095366 + Penalty 2458.882817 = -220094.212549 nChanged 8 SP:Iteration 35Q (2611.340000 sec): 3 clusters Score: Raw -222556.980055 + Penalty 2458.882817 = -220098.097238 nChanged 6 SP:Iteration 36Q (2611.550000 sec): 3 clusters Score: Raw -222563.001603 + Penalty 2458.882817 = -220104.118786 nChanged 10 SP:Iteration 37Q (2611.700000 sec): 3 clusters Score: Raw -222571.532635 + Penalty 2458.882817 = -220112.649819 nChanged 9 SP:Iteration 38Q (2611.920000 sec): 3 clusters Score: Raw -222581.340024 + Penalty 2458.882817 = -220122.457207 nChanged 7 SP:Iteration 39Q (2612.100000 sec): 3 clusters Score: Raw -222586.774099 + Penalty 2458.882817 = -220127.891283 nChanged 9 SP:Iteration 40F (2612.260000 sec): 3 clusters Score: Raw -222593.368808 + Penalty 2458.882817 = -220134.485991 nChanged 9 SP:Iteration 41Q (2612.430000 sec): 3 clusters Score: Raw -222598.016618 + Penalty 2458.882817 = -220139.133801 nChanged 4 SP:Iteration 42Q (2612.610000 sec): 3 clusters Score: Raw -222600.339062 + Penalty 2458.882817 = -220141.456245 nChanged 4 SP:Iteration 43Q (2612.800000 sec): 3 clusters Score: Raw -222601.842187 + Penalty 2458.882817 = -220142.959370 nChanged 2 SP:Iteration 44Q (2612.960000 sec): 3 clusters Score: Raw -222602.984172 + Penalty 2458.882817 = -220144.101355 nChanged 2 SP:Iteration 45Q (2613.150000 sec): 3 clusters Score: Raw -222604.414609 + Penalty 2458.882817 = -220145.531792 nChanged 1 SP:Iteration 46Q (2613.320000 sec): 3 clusters Score: Raw -222605.324730 + Penalty 2458.882817 = -220146.441913 nChanged 1 SP:Iteration 47Q (2613.490000 sec): 3 clusters Score: Raw -222606.053172 + Penalty 2458.882817 = -220147.170355 nChanged 0 SP:Iteration 48F (2613.660000 sec): 3 clusters Score: Raw -222606.053172 + Penalty 2458.882817 = -220147.170355 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (2349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2613.800000 sec): 2 clusters Score: Raw -268193.376118 + Penalty 1261.283560 = -266932.092558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2613.950000 sec): 3 clusters Score: Raw -267124.345709 + Penalty 2522.567120 = -264601.778589 nChanged 864 SP:Iteration 1F (2614.090000 sec): 3 clusters Score: Raw -267646.404859 + Penalty 2522.567120 = -265123.837739 nChanged 178 SP:Iteration 2F (2614.280000 sec): 3 clusters Score: Raw -267765.616881 + Penalty 2522.567120 = -265243.049761 nChanged 108 SP:Iteration 3Q (2614.520000 sec): 3 clusters Score: Raw -267822.722972 + Penalty 2522.567120 = -265300.155852 nChanged 66 SP:Iteration 4Q (2614.700000 sec): 3 clusters Score: Raw -267862.045991 + Penalty 2522.567120 = -265339.478871 nChanged 49 SP:Iteration 5Q (2614.930000 sec): 3 clusters Score: Raw -267886.781148 + Penalty 2522.567120 = -265364.214028 nChanged 41 SP:Iteration 6Q (2615.120000 sec): 3 clusters Score: Raw -267906.563736 + Penalty 2522.567120 = -265383.996616 nChanged 29 SP:Iteration 7Q (2615.280000 sec): 3 clusters Score: Raw -267921.124949 + Penalty 2522.567120 = -265398.557829 nChanged 27 SP:Iteration 8Q (2615.480000 sec): 3 clusters Score: Raw -267933.571610 + Penalty 2522.567120 = -265411.004490 nChanged 26 SP:Iteration 9Q (2615.730000 sec): 3 clusters Score: Raw -267945.583224 + Penalty 2522.567120 = -265423.016104 nChanged 22 SP:Iteration 10Q (2615.900000 sec): 3 clusters Score: Raw -267955.478857 + Penalty 2522.567120 = -265432.911737 nChanged 22 SP:Iteration 11Q (2616.110000 sec): 3 clusters Score: Raw -267964.310491 + Penalty 2522.567120 = -265441.743371 nChanged 19 SP:Iteration 12Q (2616.290000 sec): 3 clusters Score: Raw -267971.187124 + Penalty 2522.567120 = -265448.620004 nChanged 10 SP:Iteration 13Q (2616.460000 sec): 3 clusters Score: Raw -267974.497789 + Penalty 2522.567120 = -265451.930669 nChanged 6 SP:Iteration 14Q (2616.650000 sec): 3 clusters Score: Raw -267977.110637 + Penalty 2522.567120 = -265454.543517 nChanged 10 SP:Iteration 15Q (2616.860000 sec): 3 clusters Score: Raw -267981.673683 + Penalty 2522.567120 = -265459.106563 nChanged 6 SP:Iteration 16Q (2617.080000 sec): 3 clusters Score: Raw -267984.005253 + Penalty 2522.567120 = -265461.438133 nChanged 5 SP:Iteration 17Q (2617.280000 sec): 3 clusters Score: Raw -267984.947562 + Penalty 2522.567120 = -265462.380442 nChanged 6 SP:Iteration 18Q (2617.510000 sec): 3 clusters Score: Raw -267987.915796 + Penalty 2522.567120 = -265465.348676 nChanged 6 SP:Iteration 19Q (2617.680000 sec): 3 clusters Score: Raw -267990.938344 + Penalty 2522.567120 = -265468.371224 nChanged 13 SP:Iteration 20F (2617.900000 sec): 3 clusters Score: Raw -267995.629616 + Penalty 2522.567120 = -265473.062496 nChanged 6 SP:Iteration 21Q (2618.090000 sec): 3 clusters Score: Raw -267997.291435 + Penalty 2522.567120 = -265474.724315 nChanged 3 SP:Iteration 22Q (2618.300000 sec): 3 clusters Score: Raw -267998.612123 + Penalty 2522.567120 = -265476.045003 nChanged 4 SP:Iteration 23Q (2618.510000 sec): 3 clusters Score: Raw -268000.127732 + Penalty 2522.567120 = -265477.560612 nChanged 4 SP:Iteration 24Q (2618.690000 sec): 3 clusters Score: Raw -268001.119369 + Penalty 2522.567120 = -265478.552249 nChanged 2 SP:Iteration 25Q (2618.870000 sec): 3 clusters Score: Raw -268002.404033 + Penalty 2522.567120 = -265479.836913 nChanged 5 SP:Iteration 26Q (2619.050000 sec): 3 clusters Score: Raw -268004.413518 + Penalty 2522.567120 = -265481.846398 nChanged 6 SP:Iteration 27Q (2619.210000 sec): 3 clusters Score: Raw -268006.513413 + Penalty 2522.567120 = -265483.946293 nChanged 6 SP:Iteration 28Q (2619.380000 sec): 3 clusters Score: Raw -268009.338904 + Penalty 2522.567120 = -265486.771784 nChanged 8 SP:Iteration 29Q (2619.570000 sec): 3 clusters Score: Raw -268011.567501 + Penalty 2522.567120 = -265489.000381 nChanged 9 SP:Iteration 30Q (2619.770000 sec): 3 clusters Score: Raw -268017.084489 + Penalty 2522.567120 = -265494.517369 nChanged 17 SP:Iteration 31Q (2619.940000 sec): 3 clusters Score: Raw -268025.754389 + Penalty 2522.567120 = -265503.187269 nChanged 18 SP:Iteration 32Q (2620.130000 sec): 3 clusters Score: Raw -268035.174996 + Penalty 2522.567120 = -265512.607876 nChanged 29 SP:Iteration 33Q (2620.300000 sec): 3 clusters Score: Raw -268050.181151 + Penalty 2522.567120 = -265527.614031 nChanged 33 SP:Iteration 34Q (2620.490000 sec): 3 clusters Score: Raw -268066.988283 + Penalty 2522.567120 = -265544.421163 nChanged 29 SP:Iteration 35Q (2620.650000 sec): 3 clusters Score: Raw -268082.434156 + Penalty 2522.567120 = -265559.867036 nChanged 34 SP:Iteration 36Q (2620.850000 sec): 3 clusters Score: Raw -268104.198384 + Penalty 2522.567120 = -265581.631264 nChanged 29 SP:Iteration 37Q (2621.020000 sec): 3 clusters Score: Raw -268119.508421 + Penalty 2522.567120 = -265596.941301 nChanged 33 SP:Iteration 38Q (2621.170000 sec): 3 clusters Score: Raw -268139.331611 + Penalty 2522.567120 = -265616.764491 nChanged 37 SP:Iteration 39Q (2621.350000 sec): 3 clusters Score: Raw -268162.068192 + Penalty 2522.567120 = -265639.501072 nChanged 37 SP:Iteration 40F (2621.550000 sec): 3 clusters Score: Raw -268184.692332 + Penalty 2522.567120 = -265662.125212 nChanged 34 SP:Iteration 41Q (2621.730000 sec): 3 clusters Score: Raw -268209.525705 + Penalty 2522.567120 = -265686.958585 nChanged 35 SP:Iteration 42Q (2621.910000 sec): 3 clusters Score: Raw -268240.262176 + Penalty 2522.567120 = -265717.695056 nChanged 34 SP:Iteration 43Q (2622.040000 sec): 3 clusters Score: Raw -268270.445140 + Penalty 2522.567120 = -265747.878020 nChanged 24 SP:Iteration 44Q (2622.230000 sec): 3 clusters Score: Raw -268295.607100 + Penalty 2522.567120 = -265773.039980 nChanged 16 SP:Iteration 45Q (2622.350000 sec): 3 clusters Score: Raw -268314.161001 + Penalty 2522.567120 = -265791.593881 nChanged 18 SP:Iteration 46Q (2622.620000 sec): 3 clusters Score: Raw -268332.921444 + Penalty 2522.567120 = -265810.354324 nChanged 13 SP:Iteration 47Q (2622.790000 sec): 3 clusters Score: Raw -268343.089219 + Penalty 2522.567120 = -265820.522099 nChanged 11 SP:Iteration 48Q (2623.000000 sec): 3 clusters Score: Raw -268353.582223 + Penalty 2522.567120 = -265831.015103 nChanged 12 SP:Iteration 49Q (2623.180000 sec): 3 clusters Score: Raw -268364.582678 + Penalty 2522.567120 = -265842.015558 nChanged 9 SP:Iteration 50Q (2623.360000 sec): 3 clusters Score: Raw -268373.303739 + Penalty 2522.567120 = -265850.736619 nChanged 7 SP:Iteration 51Q (2623.590000 sec): 3 clusters Score: Raw -268378.156182 + Penalty 2522.567120 = -265855.589062 nChanged 6 SP:Iteration 52Q (2623.730000 sec): 3 clusters Score: Raw -268382.605234 + Penalty 2522.567120 = -265860.038114 nChanged 2 SP:Iteration 53Q (2623.930000 sec): 3 clusters Score: Raw -268383.537782 + Penalty 2522.567120 = -265860.970662 nChanged 3 SP:Iteration 54Q (2624.110000 sec): 3 clusters Score: Raw -268385.521898 + Penalty 2522.567120 = -265862.954778 nChanged 2 SP:Iteration 55Q (2624.310000 sec): 3 clusters Score: Raw -268387.325558 + Penalty 2522.567120 = -265864.758438 nChanged 3 SP:Iteration 56Q (2624.450000 sec): 3 clusters Score: Raw -268389.291155 + Penalty 2522.567120 = -265866.724035 nChanged 2 SP:Iteration 57Q (2624.630000 sec): 3 clusters Score: Raw -268391.458109 + Penalty 2522.567120 = -265868.890989 nChanged 1 SP:Iteration 58Q (2624.820000 sec): 3 clusters Score: Raw -268392.282019 + Penalty 2522.567120 = -265869.714899 nChanged 4 SP:Iteration 59Q (2625.010000 sec): 3 clusters Score: Raw -268394.202172 + Penalty 2522.567120 = -265871.635052 nChanged 3 SP:Iteration 60F (2625.210000 sec): 3 clusters Score: Raw -268395.389458 + Penalty 2522.567120 = -265872.822338 nChanged 2 SP:Iteration 61Q (2625.420000 sec): 3 clusters Score: Raw -268397.369700 + Penalty 2522.567120 = -265874.802580 nChanged 3 SP:Iteration 62Q (2625.610000 sec): 3 clusters Score: Raw -268401.308571 + Penalty 2522.567120 = -265878.741451 nChanged 3 SP:Iteration 63Q (2625.750000 sec): 3 clusters Score: Raw -268404.012306 + Penalty 2522.567120 = -265881.445186 nChanged 3 SP:Iteration 64Q (2625.940000 sec): 3 clusters Score: Raw -268407.593581 + Penalty 2522.567120 = -265885.026461 nChanged 2 SP:Iteration 65Q (2626.090000 sec): 3 clusters Score: Raw -268408.661050 + Penalty 2522.567120 = -265886.093930 nChanged 5 SP:Iteration 66Q (2626.250000 sec): 3 clusters Score: Raw -268411.933795 + Penalty 2522.567120 = -265889.366675 nChanged 1 SP:Iteration 67Q (2626.420000 sec): 3 clusters Score: Raw -268412.337921 + Penalty 2522.567120 = -265889.770801 nChanged 0 SP:Iteration 68F (2626.670000 sec): 3 clusters Score: Raw -268412.337921 + Penalty 2522.567120 = -265889.770801 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (20264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2626.800000 sec): 2 clusters Score: Raw -2307594.601928 + Penalty 1611.447694 = -2305983.154234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2627.120000 sec): 3 clusters Score: Raw -2295409.526798 + Penalty 3222.895387 = -2292186.631411 nChanged 9105 SP:Iteration 1F (2627.380000 sec): 3 clusters Score: Raw -2300377.759832 + Penalty 3222.895387 = -2297154.864444 nChanged 993 SP:Iteration 2Q (2627.640000 sec): 3 clusters Score: Raw -2300759.556674 + Penalty 3222.895387 = -2297536.661286 nChanged 956 SP:Iteration 3Q (2627.980000 sec): 3 clusters Score: Raw -2301123.440637 + Penalty 3222.895387 = -2297900.545250 nChanged 908 SP:Iteration 4Q (2628.240000 sec): 3 clusters Score: Raw -2301496.680865 + Penalty 3222.895387 = -2298273.785478 nChanged 942 SP:Iteration 5Q (2628.550000 sec): 3 clusters Score: Raw -2301927.254270 + Penalty 3222.895387 = -2298704.358882 nChanged 994 SP:Iteration 6Q (2628.840000 sec): 3 clusters Score: Raw -2302460.648114 + Penalty 3222.895387 = -2299237.752727 nChanged 1134 SP:Iteration 7F (2629.090000 sec): 3 clusters Score: Raw -2303179.221113 + Penalty 3222.895387 = -2299956.325726 nChanged 1237 SP:Iteration 8F (2629.360000 sec): 3 clusters Score: Raw -2304066.410016 + Penalty 3222.895387 = -2300843.514629 nChanged 1112 SP:Iteration 9F (2629.650000 sec): 3 clusters Score: Raw -2304909.123756 + Penalty 3222.895387 = -2301686.228368 nChanged 964 SP:Iteration 10Q (2629.920000 sec): 3 clusters Score: Raw -2305589.186657 + Penalty 3222.895387 = -2302366.291269 nChanged 690 SP:Iteration 11Q (2630.170000 sec): 3 clusters Score: Raw -2305986.988901 + Penalty 3222.895387 = -2302764.093514 nChanged 563 SP:Iteration 12Q (2630.360000 sec): 3 clusters Score: Raw -2306317.535206 + Penalty 3222.895387 = -2303094.639819 nChanged 500 SP:Iteration 13Q (2630.600000 sec): 3 clusters Score: Raw -2306608.626761 + Penalty 3222.895387 = -2303385.731374 nChanged 428 SP:Iteration 14Q (2630.890000 sec): 3 clusters Score: Raw -2306846.693688 + Penalty 3222.895387 = -2303623.798301 nChanged 361 SP:Iteration 15Q (2631.170000 sec): 3 clusters Score: Raw -2307043.256642 + Penalty 3222.895387 = -2303820.361255 nChanged 319 SP:Iteration 16Q (2631.400000 sec): 3 clusters Score: Raw -2307199.690204 + Penalty 3222.895387 = -2303976.794817 nChanged 275 SP:Iteration 17Q (2631.700000 sec): 3 clusters Score: Raw -2307320.091038 + Penalty 3222.895387 = -2304097.195651 nChanged 229 SP:Iteration 18Q (2631.950000 sec): 3 clusters Score: Raw -2307425.471937 + Penalty 3222.895387 = -2304202.576550 nChanged 224 SP:Iteration 19Q (2632.180000 sec): 3 clusters Score: Raw -2307522.310799 + Penalty 3222.895387 = -2304299.415411 nChanged 175 SP:Iteration 20F (2632.480000 sec): 3 clusters Score: Raw -2307589.815164 + Penalty 3222.895387 = -2304366.919777 nChanged 151 SP:Iteration 21Q (2632.700000 sec): 3 clusters Score: Raw -2307646.692191 + Penalty 3222.895387 = -2304423.796803 nChanged 135 SP:Iteration 22Q (2632.950000 sec): 3 clusters Score: Raw -2307695.183331 + Penalty 3222.895387 = -2304472.287944 nChanged 108 SP:Iteration 23Q (2633.190000 sec): 3 clusters Score: Raw -2307727.003355 + Penalty 3222.895387 = -2304504.107967 nChanged 66 SP:Iteration 24Q (2633.460000 sec): 3 clusters Score: Raw -2307744.846189 + Penalty 3222.895387 = -2304521.950802 nChanged 62 SP:Iteration 25Q (2633.740000 sec): 3 clusters Score: Raw -2307761.874511 + Penalty 3222.895387 = -2304538.979123 nChanged 46 SP:Iteration 26Q (2633.990000 sec): 3 clusters Score: Raw -2307774.701162 + Penalty 3222.895387 = -2304551.805775 nChanged 51 SP:Iteration 27Q (2634.230000 sec): 3 clusters Score: Raw -2307788.580860 + Penalty 3222.895387 = -2304565.685473 nChanged 45 SP:Iteration 28Q (2634.510000 sec): 3 clusters Score: Raw -2307797.678877 + Penalty 3222.895387 = -2304574.783489 nChanged 24 SP:Iteration 29Q (2634.740000 sec): 3 clusters Score: Raw -2307802.565685 + Penalty 3222.895387 = -2304579.670297 nChanged 30 SP:Iteration 30Q (2635.010000 sec): 3 clusters Score: Raw -2307809.570505 + Penalty 3222.895387 = -2304586.675118 nChanged 21 SP:Iteration 31Q (2635.290000 sec): 3 clusters Score: Raw -2307814.367389 + Penalty 3222.895387 = -2304591.472001 nChanged 18 SP:Iteration 32Q (2635.550000 sec): 3 clusters Score: Raw -2307818.177634 + Penalty 3222.895387 = -2304595.282246 nChanged 19 SP:Iteration 33Q (2635.780000 sec): 3 clusters Score: Raw -2307823.439882 + Penalty 3222.895387 = -2304600.544495 nChanged 24 SP:Iteration 34Q (2636.070000 sec): 3 clusters Score: Raw -2307830.107864 + Penalty 3222.895387 = -2304607.212477 nChanged 24 SP:Iteration 35Q (2636.320000 sec): 3 clusters Score: Raw -2307835.776551 + Penalty 3222.895387 = -2304612.881164 nChanged 22 SP:Iteration 36Q (2636.620000 sec): 3 clusters Score: Raw -2307840.452150 + Penalty 3222.895387 = -2304617.556763 nChanged 15 SP:Iteration 37Q (2636.860000 sec): 3 clusters Score: Raw -2307843.092592 + Penalty 3222.895387 = -2304620.197205 nChanged 13 SP:Iteration 38Q (2637.140000 sec): 3 clusters Score: Raw -2307845.273561 + Penalty 3222.895387 = -2304622.378174 nChanged 13 SP:Iteration 39Q (2637.390000 sec): 3 clusters Score: Raw -2307847.465285 + Penalty 3222.895387 = -2304624.569897 nChanged 10 SP:Iteration 40F (2637.710000 sec): 3 clusters Score: Raw -2307849.716740 + Penalty 3222.895387 = -2304626.821353 nChanged 7 SP:Iteration 41Q (2637.970000 sec): 3 clusters Score: Raw -2307850.747442 + Penalty 3222.895387 = -2304627.852055 nChanged 8 SP:Iteration 42Q (2638.210000 sec): 3 clusters Score: Raw -2307851.926605 + Penalty 3222.895387 = -2304629.031218 nChanged 5 SP:Iteration 43Q (2638.490000 sec): 3 clusters Score: Raw -2307853.206820 + Penalty 3222.895387 = -2304630.311432 nChanged 5 SP:Iteration 44Q (2638.760000 sec): 3 clusters Score: Raw -2307853.807283 + Penalty 3222.895387 = -2304630.911896 nChanged 3 SP:Iteration 45Q (2639.060000 sec): 3 clusters Score: Raw -2307854.290381 + Penalty 3222.895387 = -2304631.394994 nChanged 4 SP:Iteration 46Q (2639.290000 sec): 3 clusters Score: Raw -2307854.703424 + Penalty 3222.895387 = -2304631.808037 nChanged 4 SP:Iteration 47Q (2639.540000 sec): 3 clusters Score: Raw -2307855.274119 + Penalty 3222.895387 = -2304632.378732 nChanged 5 SP:Iteration 48Q (2639.840000 sec): 3 clusters Score: Raw -2307856.203527 + Penalty 3222.895387 = -2304633.308140 nChanged 4 SP:Iteration 49Q (2640.100000 sec): 3 clusters Score: Raw -2307856.760303 + Penalty 3222.895387 = -2304633.864915 nChanged 3 SP:Iteration 50Q (2640.390000 sec): 3 clusters Score: Raw -2307857.583857 + Penalty 3222.895387 = -2304634.688470 nChanged 7 SP:Iteration 51Q (2640.680000 sec): 3 clusters Score: Raw -2307859.145972 + Penalty 3222.895387 = -2304636.250585 nChanged 11 SP:Iteration 52Q (2640.950000 sec): 3 clusters Score: Raw -2307861.998997 + Penalty 3222.895387 = -2304639.103610 nChanged 15 SP:Iteration 53Q (2641.200000 sec): 3 clusters Score: Raw -2307865.424058 + Penalty 3222.895387 = -2304642.528671 nChanged 24 SP:Iteration 54Q (2641.480000 sec): 3 clusters Score: Raw -2307870.610679 + Penalty 3222.895387 = -2304647.715292 nChanged 13 SP:Iteration 55Q (2641.800000 sec): 3 clusters Score: Raw -2307873.573408 + Penalty 3222.895387 = -2304650.678020 nChanged 14 SP:Iteration 56Q (2642.080000 sec): 3 clusters Score: Raw -2307877.369541 + Penalty 3222.895387 = -2304654.474154 nChanged 19 SP:Iteration 57Q (2642.360000 sec): 3 clusters Score: Raw -2307881.607007 + Penalty 3222.895387 = -2304658.711620 nChanged 11 SP:Iteration 58Q (2642.620000 sec): 3 clusters Score: Raw -2307883.772131 + Penalty 3222.895387 = -2304660.876744 nChanged 8 SP:Iteration 59Q (2642.950000 sec): 3 clusters Score: Raw -2307885.341743 + Penalty 3222.895387 = -2304662.446356 nChanged 5 SP:Iteration 60F (2643.210000 sec): 3 clusters Score: Raw -2307886.384771 + Penalty 3222.895387 = -2304663.489384 nChanged 8 SP:Iteration 61Q (2643.510000 sec): 3 clusters Score: Raw -2307888.284608 + Penalty 3222.895387 = -2304665.389221 nChanged 8 SP:Iteration 62Q (2643.780000 sec): 3 clusters Score: Raw -2307889.893897 + Penalty 3222.895387 = -2304666.998510 nChanged 8 SP:Iteration 63Q (2644.110000 sec): 3 clusters Score: Raw -2307892.140669 + Penalty 3222.895387 = -2304669.245282 nChanged 5 SP:Iteration 64Q (2644.380000 sec): 3 clusters Score: Raw -2307893.029038 + Penalty 3222.895387 = -2304670.133651 nChanged 4 SP:Iteration 65Q (2644.720000 sec): 3 clusters Score: Raw -2307893.796499 + Penalty 3222.895387 = -2304670.901112 nChanged 4 SP:Iteration 66Q (2645.080000 sec): 3 clusters Score: Raw -2307894.372856 + Penalty 3222.895387 = -2304671.477469 nChanged 2 SP:Iteration 67Q (2645.350000 sec): 3 clusters Score: Raw -2307894.637266 + Penalty 3222.895387 = -2304671.741878 nChanged 4 SP:Iteration 68Q (2645.650000 sec): 3 clusters Score: Raw -2307895.364688 + Penalty 3222.895387 = -2304672.469300 nChanged 6 SP:Iteration 69Q (2645.960000 sec): 3 clusters Score: Raw -2307896.921796 + Penalty 3222.895387 = -2304674.026409 nChanged 7 SP:Iteration 70Q (2646.260000 sec): 3 clusters Score: Raw -2307898.407895 + Penalty 3222.895387 = -2304675.512508 nChanged 7 SP:Iteration 71Q (2646.540000 sec): 3 clusters Score: Raw -2307899.930788 + Penalty 3222.895387 = -2304677.035400 nChanged 10 SP:Iteration 72Q (2646.830000 sec): 3 clusters Score: Raw -2307901.980458 + Penalty 3222.895387 = -2304679.085071 nChanged 14 SP:Iteration 73Q (2647.060000 sec): 3 clusters Score: Raw -2307905.465994 + Penalty 3222.895387 = -2304682.570607 nChanged 17 SP:Iteration 74Q (2647.380000 sec): 3 clusters Score: Raw -2307910.969369 + Penalty 3222.895387 = -2304688.073982 nChanged 15 SP:Iteration 75Q (2647.660000 sec): 3 clusters Score: Raw -2307915.668538 + Penalty 3222.895387 = -2304692.773150 nChanged 14 SP:Iteration 76Q (2647.960000 sec): 3 clusters Score: Raw -2307918.547701 + Penalty 3222.895387 = -2304695.652314 nChanged 10 SP:Iteration 77Q (2648.230000 sec): 3 clusters Score: Raw -2307921.710830 + Penalty 3222.895387 = -2304698.815443 nChanged 11 SP:Iteration 78Q (2648.500000 sec): 3 clusters Score: Raw -2307923.868733 + Penalty 3222.895387 = -2304700.973346 nChanged 6 SP:Iteration 79Q (2648.780000 sec): 3 clusters Score: Raw -2307925.233837 + Penalty 3222.895387 = -2304702.338449 nChanged 7 SP:Iteration 80F (2649.070000 sec): 3 clusters Score: Raw -2307926.330872 + Penalty 3222.895387 = -2304703.435485 nChanged 5 SP:Iteration 81Q (2649.360000 sec): 3 clusters Score: Raw -2307927.132745 + Penalty 3222.895387 = -2304704.237358 nChanged 3 SP:Iteration 82Q (2649.620000 sec): 3 clusters Score: Raw -2307927.959633 + Penalty 3222.895387 = -2304705.064245 nChanged 1 SP:Iteration 83Q (2649.860000 sec): 3 clusters Score: Raw -2307928.183384 + Penalty 3222.895387 = -2304705.287996 nChanged 0 SP:Iteration 84F (2650.140000 sec): 3 clusters Score: Raw -2307928.183384 + Penalty 3222.895387 = -2304705.287996 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (10170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2650.240000 sec): 2 clusters Score: Raw -1165864.477909 + Penalty 1499.419592 = -1164365.058317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2650.490000 sec): 3 clusters Score: Raw -1160083.747143 + Penalty 2998.839184 = -1157084.907959 nChanged 4348 SP:Iteration 1F (2650.760000 sec): 3 clusters Score: Raw -1162379.170620 + Penalty 2998.839184 = -1159380.331436 nChanged 595 SP:Iteration 2F (2650.990000 sec): 3 clusters Score: Raw -1162628.321868 + Penalty 2998.839184 = -1159629.482684 nChanged 518 SP:Iteration 3F (2651.200000 sec): 3 clusters Score: Raw -1162846.523500 + Penalty 2998.839184 = -1159847.684316 nChanged 475 SP:Iteration 4Q (2651.410000 sec): 3 clusters Score: Raw -1163070.714883 + Penalty 2998.839184 = -1160071.875699 nChanged 501 SP:Iteration 5Q (2651.630000 sec): 3 clusters Score: Raw -1163351.040166 + Penalty 2998.839184 = -1160352.200982 nChanged 547 SP:Iteration 6F (2651.880000 sec): 3 clusters Score: Raw -1163704.649642 + Penalty 2998.839184 = -1160705.810458 nChanged 556 SP:Iteration 7F (2652.110000 sec): 3 clusters Score: Raw -1164103.672825 + Penalty 2998.839184 = -1161104.833641 nChanged 571 SP:Iteration 8F (2652.380000 sec): 3 clusters Score: Raw -1164581.358479 + Penalty 2998.839184 = -1161582.519295 nChanged 538 SP:Iteration 9F (2652.630000 sec): 3 clusters Score: Raw -1165090.209560 + Penalty 2998.839184 = -1162091.370376 nChanged 404 SP:Iteration 10Q (2652.850000 sec): 3 clusters Score: Raw -1165481.927344 + Penalty 2998.839184 = -1162483.088160 nChanged 260 SP:Iteration 11Q (2653.130000 sec): 3 clusters Score: Raw -1165721.705219 + Penalty 2998.839184 = -1162722.866035 nChanged 144 SP:Iteration 12Q (2653.380000 sec): 3 clusters Score: Raw -1165861.276009 + Penalty 2998.839184 = -1162862.436826 nChanged 74 SP:Iteration 13Q (2653.600000 sec): 3 clusters Score: Raw -1165938.885356 + Penalty 2998.839184 = -1162940.046172 nChanged 46 SP:Iteration 14Q (2653.810000 sec): 3 clusters Score: Raw -1165985.664224 + Penalty 2998.839184 = -1162986.825040 nChanged 37 SP:Iteration 15Q (2654.030000 sec): 3 clusters Score: Raw -1166028.122637 + Penalty 2998.839184 = -1163029.283453 nChanged 31 SP:Iteration 16Q (2654.270000 sec): 3 clusters Score: Raw -1166059.408852 + Penalty 2998.839184 = -1163060.569669 nChanged 19 SP:Iteration 17Q (2654.490000 sec): 3 clusters Score: Raw -1166077.969354 + Penalty 2998.839184 = -1163079.130170 nChanged 13 SP:Iteration 18Q (2654.730000 sec): 3 clusters Score: Raw -1166089.785249 + Penalty 2998.839184 = -1163090.946065 nChanged 8 SP:Iteration 19Q (2654.920000 sec): 3 clusters Score: Raw -1166096.775969 + Penalty 2998.839184 = -1163097.936785 nChanged 2 SP:Iteration 20F (2655.190000 sec): 3 clusters Score: Raw -1166099.533000 + Penalty 2998.839184 = -1163100.693816 nChanged 2 SP:Iteration 21Q (2655.400000 sec): 3 clusters Score: Raw -1166102.125512 + Penalty 2998.839184 = -1163103.286328 nChanged 2 SP:Iteration 22Q (2655.600000 sec): 3 clusters Score: Raw -1166103.661558 + Penalty 2998.839184 = -1163104.822374 nChanged 1 SP:Iteration 23Q (2655.880000 sec): 3 clusters Score: Raw -1166104.116770 + Penalty 2998.839184 = -1163105.277586 nChanged 0 SP:Iteration 24F (2656.100000 sec): 3 clusters Score: Raw -1166104.116770 + Penalty 2998.839184 = -1163105.277586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2656.200000 sec): 2 clusters Score: Raw -56573.295200 + Penalty 1028.579647 = -55544.715553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2656.390000 sec): 3 clusters Score: Raw -56617.741328 + Penalty 2057.159294 = -54560.582034 nChanged 149 SP:Iteration 1F (2656.600000 sec): 3 clusters Score: Raw -56838.151138 + Penalty 2057.159294 = -54780.991843 nChanged 44 SP:Iteration 2F (2656.770000 sec): 3 clusters Score: Raw -56919.740362 + Penalty 2057.159294 = -54862.581068 nChanged 29 SP:Iteration 3F (2656.940000 sec): 3 clusters Score: Raw -56991.076413 + Penalty 2057.159294 = -54933.917119 nChanged 22 SP:Iteration 4Q (2657.100000 sec): 3 clusters Score: Raw -57034.043348 + Penalty 2057.159294 = -54976.884054 nChanged 20 SP:Iteration 5Q (2657.240000 sec): 3 clusters Score: Raw -57077.829477 + Penalty 2057.159294 = -55020.670182 nChanged 12 SP:Iteration 6Q (2657.410000 sec): 3 clusters Score: Raw -57105.634035 + Penalty 2057.159294 = -55048.474741 nChanged 11 SP:Iteration 7Q (2657.570000 sec): 3 clusters Score: Raw -57123.118264 + Penalty 2057.159294 = -55065.958969 nChanged 5 SP:Iteration 8Q (2657.740000 sec): 3 clusters Score: Raw -57133.286884 + Penalty 2057.159294 = -55076.127590 nChanged 1 SP:Iteration 9Q (2657.920000 sec): 3 clusters Score: Raw -57136.198283 + Penalty 2057.159294 = -55079.038988 nChanged 5 SP:Iteration 10Q (2658.060000 sec): 3 clusters Score: Raw -57154.275669 + Penalty 2057.159294 = -55097.116375 nChanged 4 SP:Iteration 11Q (2658.220000 sec): 3 clusters Score: Raw -57169.609789 + Penalty 2057.159294 = -55112.450494 nChanged 6 SP:Iteration 12Q (2658.360000 sec): 3 clusters Score: Raw -57187.521373 + Penalty 2057.159294 = -55130.362079 nChanged 6 SP:Iteration 13Q (2658.510000 sec): 3 clusters Score: Raw -57201.646052 + Penalty 2057.159294 = -55144.486757 nChanged 4 SP:Iteration 14Q (2658.670000 sec): 3 clusters Score: Raw -57205.746075 + Penalty 2057.159294 = -55148.586781 nChanged 1 SP:Iteration 15Q (2658.830000 sec): 3 clusters Score: Raw -57208.774846 + Penalty 2057.159294 = -55151.615552 nChanged 2 SP:Iteration 16Q (2659.020000 sec): 3 clusters Score: Raw -57211.134258 + Penalty 2057.159294 = -55153.974963 nChanged 1 SP:Iteration 17Q (2659.220000 sec): 3 clusters Score: Raw -57211.956864 + Penalty 2057.159294 = -55154.797570 nChanged 0 SP:Iteration 18F (2659.380000 sec): 3 clusters Score: Raw -57211.956864 + Penalty 2057.159294 = -55154.797570 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2659.430000 sec): 2 clusters Score: Raw -64835.417509 + Penalty 1037.319828 = -63798.097680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2659.600000 sec): 3 clusters Score: Raw -64736.455637 + Penalty 2074.639656 = -62661.815980 nChanged 133 SP:Iteration 1F (2659.820000 sec): 3 clusters Score: Raw -64887.955254 + Penalty 2074.639656 = -62813.315597 nChanged 32 SP:Iteration 2F (2660.020000 sec): 3 clusters Score: Raw -64929.829482 + Penalty 2074.639656 = -62855.189825 nChanged 13 SP:Iteration 3Q (2660.210000 sec): 3 clusters Score: Raw -64955.194700 + Penalty 2074.639656 = -62880.555044 nChanged 10 SP:Iteration 4Q (2660.370000 sec): 3 clusters Score: Raw -64970.007019 + Penalty 2074.639656 = -62895.367363 nChanged 4 SP:Iteration 5Q (2660.610000 sec): 3 clusters Score: Raw -64974.639110 + Penalty 2074.639656 = -62899.999454 nChanged 2 SP:Iteration 6Q (2660.830000 sec): 3 clusters Score: Raw -64977.302790 + Penalty 2074.639656 = -62902.663133 nChanged 5 SP:Iteration 7Q (2660.950000 sec): 3 clusters Score: Raw -64983.634162 + Penalty 2074.639656 = -62908.994506 nChanged 2 SP:Iteration 8Q (2661.150000 sec): 3 clusters Score: Raw -64985.168695 + Penalty 2074.639656 = -62910.529039 nChanged 1 SP:Iteration 9Q (2661.320000 sec): 3 clusters Score: Raw -64988.033551 + Penalty 2074.639656 = -62913.393895 nChanged 0 SP:Iteration 10F (2661.500000 sec): 3 clusters Score: Raw -64988.033551 + Penalty 2074.639656 = -62913.393895 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.570000 sec): 2 clusters Score: Raw -32857.397150 + Penalty 932.192998 = -31925.204152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.710000 sec): 3 clusters Score: Raw -32888.345061 + Penalty 1864.385997 = -31023.959064 nChanged 60 SP:Iteration 1F (2661.880000 sec): 3 clusters Score: Raw -33022.729247 + Penalty 1864.385997 = -31158.343250 nChanged 14 SP:Iteration 2Q (2662.020000 sec): 3 clusters Score: Raw -33068.335654 + Penalty 1864.385997 = -31203.949657 nChanged 9 SP:Iteration 3Q (2662.180000 sec): 3 clusters Score: Raw -33098.119092 + Penalty 1864.385997 = -31233.733095 nChanged 6 SP:Iteration 4Q (2662.350000 sec): 3 clusters Score: Raw -33131.415410 + Penalty 1864.385997 = -31267.029413 nChanged 5 SP:Iteration 5Q (2662.570000 sec): 3 clusters Score: Raw -33150.560752 + Penalty 1864.385997 = -31286.174755 nChanged 4 SP:Iteration 6Q (2662.720000 sec): 3 clusters Score: Raw -33174.243474 + Penalty 1864.385997 = -31309.857477 nChanged 2 SP:Iteration 7Q (2662.890000 sec): 3 clusters Score: Raw -33182.997626 + Penalty 1864.385997 = -31318.611629 nChanged 2 SP:Iteration 8Q (2663.110000 sec): 3 clusters Score: Raw -33186.116343 + Penalty 1864.385997 = -31321.730346 nChanged 1 SP:Iteration 9Q (2663.270000 sec): 3 clusters Score: Raw -33187.077487 + Penalty 1864.385997 = -31322.691490 nChanged 0 SP:Iteration 10F (2663.460000 sec): 3 clusters Score: Raw -33187.077487 + Penalty 1864.385997 = -31322.691490 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.570000 sec): 2 clusters Score: Raw -58191.166408 + Penalty 1011.168644 = -57179.997765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.700000 sec): 3 clusters Score: Raw -58117.579173 + Penalty 2022.337287 = -56095.241886 nChanged 110 SP:Iteration 1F (2663.870000 sec): 3 clusters Score: Raw -58256.269272 + Penalty 2022.337287 = -56233.931985 nChanged 28 SP:Iteration 2F (2664.110000 sec): 3 clusters Score: Raw -58292.651151 + Penalty 2022.337287 = -56270.313864 nChanged 10 SP:Iteration 3Q (2664.330000 sec): 3 clusters Score: Raw -58305.885411 + Penalty 2022.337287 = -56283.548124 nChanged 5 SP:Iteration 4Q (2664.480000 sec): 3 clusters Score: Raw -58314.538261 + Penalty 2022.337287 = -56292.200974 nChanged 5 SP:Iteration 5Q (2664.640000 sec): 3 clusters Score: Raw -58323.659291 + Penalty 2022.337287 = -56301.322004 nChanged 1 SP:Iteration 6Q (2664.830000 sec): 3 clusters Score: Raw -58324.388877 + Penalty 2022.337287 = -56302.051590 nChanged 0 SP:Iteration 7F (2664.960000 sec): 3 clusters Score: Raw -58324.388877 + Penalty 2022.337287 = -56302.051590 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 28 (247148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2666.090000 sec): 2 clusters Score: Raw -27710180.731457 + Penalty 2017.883177 = -27708162.848280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.400000 sec): 3 clusters Score: Raw -27545531.876777 + Penalty 4035.766354 = -27541496.110423 nChanged 120076 SP:Iteration 1F (2668.670000 sec): 3 clusters Score: Raw -27617594.984849 + Penalty 4035.766354 = -27613559.218495 nChanged 6776 SP:Iteration 2Q (2670.030000 sec): 3 clusters Score: Raw -27618929.708637 + Penalty 4035.766354 = -27614893.942283 nChanged 7554 SP:Iteration 3Q (2671.350000 sec): 3 clusters Score: Raw -27620657.933312 + Penalty 4035.766354 = -27616622.166959 nChanged 8637 SP:Iteration 4Q (2672.640000 sec): 3 clusters Score: Raw -27623056.232010 + Penalty 4035.766354 = -27619020.465657 nChanged 10154 SP:Iteration 5Q (2673.990000 sec): 3 clusters Score: Raw -27626670.150309 + Penalty 4035.766354 = -27622634.383955 nChanged 12622 SP:Iteration 6F (2675.290000 sec): 3 clusters Score: Raw -27632615.777897 + Penalty 4035.766354 = -27628580.011544 nChanged 15789 SP:Iteration 7F (2676.650000 sec): 3 clusters Score: Raw -27642591.634509 + Penalty 4035.766354 = -27638555.868155 nChanged 19270 SP:Iteration 8F (2677.930000 sec): 3 clusters Score: Raw -27658161.409034 + Penalty 4035.766354 = -27654125.642680 nChanged 20857 SP:Iteration 9F (2679.260000 sec): 3 clusters Score: Raw -27678007.452259 + Penalty 4035.766354 = -27673971.685905 nChanged 17391 SP:Iteration 10F (2680.650000 sec): 3 clusters Score: Raw -27695511.446252 + Penalty 4035.766354 = -27691475.679898 nChanged 10274 SP:Iteration 11Q (2681.970000 sec): 3 clusters Score: Raw -27705488.967035 + Penalty 4035.766354 = -27701453.200682 nChanged 4128 SP:Iteration 12Q (2683.240000 sec): 3 clusters Score: Raw -27709110.894954 + Penalty 4035.766354 = -27705075.128600 nChanged 1328 SP:Iteration 13Q (2684.380000 sec): 3 clusters Score: Raw -27710162.724005 + Penalty 4035.766354 = -27706126.957651 nChanged 422 SP:Iteration 14Q (2685.450000 sec): 3 clusters Score: Raw -27710489.147365 + Penalty 4035.766354 = -27706453.381011 nChanged 153 SP:Iteration 15Q (2686.570000 sec): 3 clusters Score: Raw -27710604.049012 + Penalty 4035.766354 = -27706568.282659 nChanged 68 SP:Iteration 16Q (2687.730000 sec): 3 clusters Score: Raw -27710652.531863 + Penalty 4035.766354 = -27706616.765510 nChanged 37 SP:Iteration 17Q (2689.030000 sec): 3 clusters Score: Raw -27710678.637805 + Penalty 4035.766354 = -27706642.871451 nChanged 30 SP:Iteration 18Q (2690.250000 sec): 3 clusters Score: Raw -27710698.837155 + Penalty 4035.766354 = -27706663.070802 nChanged 23 SP:Iteration 19Q (2691.320000 sec): 3 clusters Score: Raw -27710712.586138 + Penalty 4035.766354 = -27706676.819784 nChanged 11 SP:Iteration 20F (2692.540000 sec): 3 clusters Score: Raw -27710720.219162 + Penalty 4035.766354 = -27706684.452809 nChanged 6 SP:Iteration 21Q (2693.580000 sec): 3 clusters Score: Raw -27710723.813160 + Penalty 4035.766354 = -27706688.046806 nChanged 8 SP:Iteration 22Q (2694.620000 sec): 3 clusters Score: Raw -27710727.576525 + Penalty 4035.766354 = -27706691.810171 nChanged 1 SP:Iteration 23Q (2695.700000 sec): 3 clusters Score: Raw -27710729.323752 + Penalty 4035.766354 = -27706693.557399 nChanged 2 SP:Iteration 24Q (2696.750000 sec): 3 clusters Score: Raw -27710729.851774 + Penalty 4035.766354 = -27706694.085420 nChanged 0 SP:Iteration 25F (2697.960000 sec): 3 clusters Score: Raw -27710729.851774 + Penalty 4035.766354 = -27706694.085420 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 29 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2698.190000 sec): 2 clusters Score: Raw -33648.532447 + Penalty 938.364626 = -32710.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2698.440000 sec): 3 clusters Score: Raw -33683.654384 + Penalty 1876.729252 = -31806.925132 nChanged 61 SP:Iteration 1F (2698.590000 sec): 3 clusters Score: Raw -33845.045764 + Penalty 1876.729252 = -31968.316511 nChanged 20 SP:Iteration 2F (2698.840000 sec): 3 clusters Score: Raw -34015.162572 + Penalty 1876.729252 = -32138.433319 nChanged 13 SP:Iteration 3Q (2699.040000 sec): 3 clusters Score: Raw -34049.641569 + Penalty 1876.729252 = -32172.912317 nChanged 7 SP:Iteration 4Q (2699.350000 sec): 3 clusters Score: Raw -34069.897643 + Penalty 1876.729252 = -32193.168390 nChanged 4 SP:Iteration 5Q (2699.500000 sec): 3 clusters Score: Raw -34080.129088 + Penalty 1876.729252 = -32203.399836 nChanged 6 SP:Iteration 6Q (2699.690000 sec): 3 clusters Score: Raw -34094.760946 + Penalty 1876.729252 = -32218.031694 nChanged 4 SP:Iteration 7Q (2699.880000 sec): 3 clusters Score: Raw -34103.734236 + Penalty 1876.729252 = -32227.004984 nChanged 2 SP:Iteration 8Q (2700.080000 sec): 3 clusters Score: Raw -34110.279811 + Penalty 1876.729252 = -32233.550559 nChanged 1 SP:Iteration 9Q (2700.250000 sec): 3 clusters Score: Raw -34111.559236 + Penalty 1876.729252 = -32234.829983 nChanged 0 SP:Iteration 10F (2700.430000 sec): 3 clusters Score: Raw -34111.559236 + Penalty 1876.729252 = -32234.829983 nChanged 0 Iteration 129F (2722.630000 sec): 31 clusters Score: Raw -42930580.928903 + Penalty 62723.609823 = -42867857.319080 nChanged 1282 Iteration 130F (2744.250000 sec): 31 clusters Score: Raw -42931150.164964 + Penalty 62723.609823 = -42868426.555142 nChanged 681 Iteration 131Q (2760.420000 sec): 31 clusters Score: Raw -42931406.128962 + Penalty 62723.609823 = -42868682.519140 nChanged 503 Iteration 132Q (2771.310000 sec): 31 clusters Score: Raw -42931584.511487 + Penalty 62723.609823 = -42868860.901664 nChanged 378 Iteration 133Q (2782.270000 sec): 31 clusters Score: Raw -42931684.696583 + Penalty 62723.609823 = -42868961.086760 nChanged 334 Iteration 134Q (2794.040000 sec): 31 clusters Score: Raw -42931763.326011 + Penalty 62723.609823 = -42869039.716189 nChanged 283 Iteration 135Q (2808.620000 sec): 31 clusters Score: Raw -42931821.537465 + Penalty 62723.609823 = -42869097.927642 nChanged 216 Iteration 136Q (2825.850000 sec): 31 clusters Score: Raw -42931859.712371 + Penalty 62723.609823 = -42869136.102549 nChanged 183 Iteration 137Q (2839.830000 sec): 31 clusters Score: Raw -42931883.924741 + Penalty 62723.609823 = -42869160.314918 nChanged 145 Iteration 138Q (2852.110000 sec): 31 clusters Score: Raw -42931908.841085 + Penalty 62723.609823 = -42869185.231263 nChanged 159 Writing temp clu file Because OldScore, -42869160.314918, is greater than current (better) Score,-42869185.231263 Compute initial score before splitting: Score: Raw -42931908.841085 + Penalty 62723.609823 = -42869185.231263 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2852.340000 sec): 2 clusters Score: Raw -90902.237761 + Penalty 1091.052711 = -89811.185050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2852.590000 sec): 3 clusters Score: Raw -90687.447014 + Penalty 2182.105422 = -88505.341592 nChanged 209 SP:Iteration 1F (2852.810000 sec): 3 clusters Score: Raw -90900.269920 + Penalty 2182.105422 = -88718.164498 nChanged 46 SP:Iteration 2F (2853.020000 sec): 3 clusters Score: Raw -90958.664621 + Penalty 2182.105422 = -88776.559198 nChanged 37 SP:Iteration 3Q (2853.210000 sec): 3 clusters Score: Raw -91010.093207 + Penalty 2182.105422 = -88827.987785 nChanged 25 SP:Iteration 4Q (2853.390000 sec): 3 clusters Score: Raw -91049.953811 + Penalty 2182.105422 = -88867.848389 nChanged 17 SP:Iteration 5Q (2853.610000 sec): 3 clusters Score: Raw -91074.512229 + Penalty 2182.105422 = -88892.406807 nChanged 13 SP:Iteration 6Q (2853.800000 sec): 3 clusters Score: Raw -91091.902610 + Penalty 2182.105422 = -88909.797188 nChanged 8 SP:Iteration 7Q (2853.950000 sec): 3 clusters Score: Raw -91101.145201 + Penalty 2182.105422 = -88919.039779 nChanged 9 SP:Iteration 8Q (2854.120000 sec): 3 clusters Score: Raw -91118.757425 + Penalty 2182.105422 = -88936.652003 nChanged 15 SP:Iteration 9Q (2854.330000 sec): 3 clusters Score: Raw -91145.420196 + Penalty 2182.105422 = -88963.314774 nChanged 13 SP:Iteration 10Q (2854.500000 sec): 3 clusters Score: Raw -91166.417139 + Penalty 2182.105422 = -88984.311717 nChanged 13 SP:Iteration 11Q (2854.690000 sec): 3 clusters Score: Raw -91197.700228 + Penalty 2182.105422 = -89015.594805 nChanged 9 SP:Iteration 12Q (2854.870000 sec): 3 clusters Score: Raw -91232.576981 + Penalty 2182.105422 = -89050.471559 nChanged 19 SP:Iteration 13Q (2855.060000 sec): 3 clusters Score: Raw -91272.174617 + Penalty 2182.105422 = -89090.069195 nChanged 14 SP:Iteration 14Q (2855.180000 sec): 3 clusters Score: Raw -91302.019757 + Penalty 2182.105422 = -89119.914335 nChanged 9 SP:Iteration 15Q (2855.360000 sec): 3 clusters Score: Raw -91316.813468 + Penalty 2182.105422 = -89134.708046 nChanged 16 SP:Iteration 16Q (2855.580000 sec): 3 clusters Score: Raw -91338.182305 + Penalty 2182.105422 = -89156.076883 nChanged 10 SP:Iteration 17Q (2855.730000 sec): 3 clusters Score: Raw -91357.407937 + Penalty 2182.105422 = -89175.302515 nChanged 13 SP:Iteration 18Q (2855.910000 sec): 3 clusters Score: Raw -91387.921025 + Penalty 2182.105422 = -89205.815603 nChanged 19 SP:Iteration 19Q (2856.090000 sec): 3 clusters Score: Raw -91427.528980 + Penalty 2182.105422 = -89245.423558 nChanged 18 SP:Iteration 20F (2856.230000 sec): 3 clusters Score: Raw -91483.360265 + Penalty 2182.105422 = -89301.254843 nChanged 20 SP:Iteration 21Q (2856.420000 sec): 3 clusters Score: Raw -91534.417660 + Penalty 2182.105422 = -89352.312238 nChanged 24 SP:Iteration 22Q (2856.570000 sec): 3 clusters Score: Raw -91573.611360 + Penalty 2182.105422 = -89391.505938 nChanged 20 SP:Iteration 23Q (2856.760000 sec): 3 clusters Score: Raw -91610.409973 + Penalty 2182.105422 = -89428.304550 nChanged 19 SP:Iteration 24Q (2856.910000 sec): 3 clusters Score: Raw -91643.422426 + Penalty 2182.105422 = -89461.317003 nChanged 18 SP:Iteration 25Q (2857.060000 sec): 3 clusters Score: Raw -91677.514688 + Penalty 2182.105422 = -89495.409266 nChanged 18 SP:Iteration 26Q (2857.260000 sec): 3 clusters Score: Raw -91709.724926 + Penalty 2182.105422 = -89527.619504 nChanged 20 SP:Iteration 27Q (2857.480000 sec): 3 clusters Score: Raw -91750.499649 + Penalty 2182.105422 = -89568.394226 nChanged 10 SP:Iteration 28Q (2857.720000 sec): 3 clusters Score: Raw -91767.264413 + Penalty 2182.105422 = -89585.158991 nChanged 9 SP:Iteration 29Q (2857.930000 sec): 3 clusters Score: Raw -91784.131608 + Penalty 2182.105422 = -89602.026186 nChanged 6 SP:Iteration 30Q (2858.210000 sec): 3 clusters Score: Raw -91793.080329 + Penalty 2182.105422 = -89610.974907 nChanged 2 SP:Iteration 31Q (2858.390000 sec): 3 clusters Score: Raw -91796.430264 + Penalty 2182.105422 = -89614.324842 nChanged 2 SP:Iteration 32Q (2858.600000 sec): 3 clusters Score: Raw -91799.106044 + Penalty 2182.105422 = -89617.000621 nChanged 0 SP:Iteration 33F (2858.790000 sec): 3 clusters Score: Raw -91800.449556 + Penalty 2182.105422 = -89618.344134 nChanged 1 SP:Iteration 34Q (2858.930000 sec): 3 clusters Score: Raw -91802.708889 + Penalty 2182.105422 = -89620.603467 nChanged 1 SP:Iteration 35Q (2859.110000 sec): 3 clusters Score: Raw -91804.189276 + Penalty 2182.105422 = -89622.083854 nChanged 1 SP:Iteration 36Q (2859.300000 sec): 3 clusters Score: Raw -91806.393749 + Penalty 2182.105422 = -89624.288326 nChanged 2 SP:Iteration 37Q (2859.480000 sec): 3 clusters Score: Raw -91809.850364 + Penalty 2182.105422 = -89627.744941 nChanged 0 SP:Iteration 38F (2859.650000 sec): 3 clusters Score: Raw -91809.850364 + Penalty 2182.105422 = -89627.744941 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2859.700000 sec): 2 clusters Score: Raw -59048.451935 + Penalty 1012.453235 = -58035.998700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2859.880000 sec): 3 clusters Score: Raw -58951.931966 + Penalty 2024.906470 = -56927.025496 nChanged 108 SP:Iteration 1F (2860.050000 sec): 3 clusters Score: Raw -59080.130029 + Penalty 2024.906470 = -57055.223559 nChanged 24 SP:Iteration 2Q (2860.210000 sec): 3 clusters Score: Raw -59119.634225 + Penalty 2024.906470 = -57094.727755 nChanged 8 SP:Iteration 3Q (2860.400000 sec): 3 clusters Score: Raw -59133.599543 + Penalty 2024.906470 = -57108.693072 nChanged 5 SP:Iteration 4Q (2860.560000 sec): 3 clusters Score: Raw -59143.249335 + Penalty 2024.906470 = -57118.342865 nChanged 3 SP:Iteration 5Q (2860.730000 sec): 3 clusters Score: Raw -59147.514203 + Penalty 2024.906470 = -57122.607733 nChanged 1 SP:Iteration 6Q (2860.870000 sec): 3 clusters Score: Raw -59148.962100 + Penalty 2024.906470 = -57124.055630 nChanged 1 SP:Iteration 7Q (2861.030000 sec): 3 clusters Score: Raw -59149.901482 + Penalty 2024.906470 = -57124.995012 nChanged 0 SP:Iteration 8F (2861.210000 sec): 3 clusters Score: Raw -59149.901482 + Penalty 2024.906470 = -57124.995012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2861.330000 sec): 2 clusters Score: Raw -85894.173200 + Penalty 1076.626260 = -84817.546940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2861.510000 sec): 3 clusters Score: Raw -85686.512876 + Penalty 2153.252520 = -83533.260356 nChanged 195 SP:Iteration 1F (2861.680000 sec): 3 clusters Score: Raw -85875.123318 + Penalty 2153.252520 = -83721.870799 nChanged 46 SP:Iteration 2F (2861.890000 sec): 3 clusters Score: Raw -85955.941433 + Penalty 2153.252520 = -83802.688914 nChanged 41 SP:Iteration 3F (2862.090000 sec): 3 clusters Score: Raw -86032.353812 + Penalty 2153.252520 = -83879.101293 nChanged 29 SP:Iteration 4Q (2862.270000 sec): 3 clusters Score: Raw -86088.966388 + Penalty 2153.252520 = -83935.713869 nChanged 18 SP:Iteration 5Q (2862.500000 sec): 3 clusters Score: Raw -86154.887651 + Penalty 2153.252520 = -84001.635131 nChanged 15 SP:Iteration 6Q (2862.690000 sec): 3 clusters Score: Raw -86179.321466 + Penalty 2153.252520 = -84026.068946 nChanged 19 SP:Iteration 7Q (2862.920000 sec): 3 clusters Score: Raw -86201.138015 + Penalty 2153.252520 = -84047.885495 nChanged 18 SP:Iteration 8Q (2863.120000 sec): 3 clusters Score: Raw -86227.939683 + Penalty 2153.252520 = -84074.687163 nChanged 11 SP:Iteration 9Q (2863.270000 sec): 3 clusters Score: Raw -86241.316643 + Penalty 2153.252520 = -84088.064123 nChanged 10 SP:Iteration 10Q (2863.470000 sec): 3 clusters Score: Raw -86251.229354 + Penalty 2153.252520 = -84097.976835 nChanged 7 SP:Iteration 11Q (2863.690000 sec): 3 clusters Score: Raw -86257.224509 + Penalty 2153.252520 = -84103.971989 nChanged 2 SP:Iteration 12Q (2863.830000 sec): 3 clusters Score: Raw -86259.141332 + Penalty 2153.252520 = -84105.888812 nChanged 5 SP:Iteration 13Q (2864.060000 sec): 3 clusters Score: Raw -86267.908451 + Penalty 2153.252520 = -84114.655932 nChanged 2 SP:Iteration 14Q (2864.230000 sec): 3 clusters Score: Raw -86269.419630 + Penalty 2153.252520 = -84116.167110 nChanged 2 SP:Iteration 15Q (2864.400000 sec): 3 clusters Score: Raw -86271.142431 + Penalty 2153.252520 = -84117.889911 nChanged 0 SP:Iteration 16F (2864.610000 sec): 3 clusters Score: Raw -86271.142431 + Penalty 2153.252520 = -84117.889911 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2864.690000 sec): 2 clusters Score: Raw -53762.897342 + Penalty 1013.091743 = -52749.805599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2864.850000 sec): 3 clusters Score: Raw -53711.588455 + Penalty 2026.183486 = -51685.404969 nChanged 116 SP:Iteration 1F (2865.090000 sec): 3 clusters Score: Raw -53856.579059 + Penalty 2026.183486 = -51830.395573 nChanged 29 SP:Iteration 2F (2865.270000 sec): 3 clusters Score: Raw -53945.493792 + Penalty 2026.183486 = -51919.310306 nChanged 22 SP:Iteration 3Q (2865.530000 sec): 3 clusters Score: Raw -54081.544968 + Penalty 2026.183486 = -52055.361482 nChanged 20 SP:Iteration 4Q (2865.780000 sec): 3 clusters Score: Raw -54183.486808 + Penalty 2026.183486 = -52157.303323 nChanged 26 SP:Iteration 5F (2866.030000 sec): 3 clusters Score: Raw -54227.740042 + Penalty 2026.183486 = -52201.556556 nChanged 14 SP:Iteration 6Q (2866.230000 sec): 3 clusters Score: Raw -54249.308383 + Penalty 2026.183486 = -52223.124897 nChanged 12 SP:Iteration 7Q (2866.410000 sec): 3 clusters Score: Raw -54272.342352 + Penalty 2026.183486 = -52246.158866 nChanged 9 SP:Iteration 8Q (2866.560000 sec): 3 clusters Score: Raw -54291.722487 + Penalty 2026.183486 = -52265.539001 nChanged 11 SP:Iteration 9Q (2866.710000 sec): 3 clusters Score: Raw -54317.932802 + Penalty 2026.183486 = -52291.749316 nChanged 15 SP:Iteration 10Q (2866.890000 sec): 3 clusters Score: Raw -54361.543167 + Penalty 2026.183486 = -52335.359681 nChanged 10 SP:Iteration 11Q (2867.100000 sec): 3 clusters Score: Raw -54382.722637 + Penalty 2026.183486 = -52356.539151 nChanged 4 SP:Iteration 12Q (2867.310000 sec): 3 clusters Score: Raw -54391.344235 + Penalty 2026.183486 = -52365.160749 nChanged 3 SP:Iteration 13Q (2867.480000 sec): 3 clusters Score: Raw -54397.318092 + Penalty 2026.183486 = -52371.134606 nChanged 3 SP:Iteration 14Q (2867.650000 sec): 3 clusters Score: Raw -54404.279604 + Penalty 2026.183486 = -52378.096118 nChanged 2 SP:Iteration 15Q (2867.820000 sec): 3 clusters Score: Raw -54406.860255 + Penalty 2026.183486 = -52380.676769 nChanged 0 SP:Iteration 16F (2867.980000 sec): 3 clusters Score: Raw -54406.860255 + Penalty 2026.183486 = -52380.676769 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (10418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.130000 sec): 2 clusters Score: Raw -1201416.680383 + Penalty 1503.334683 = -1199913.345700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.420000 sec): 3 clusters Score: Raw -1195530.205194 + Penalty 3006.669366 = -1192523.535828 nChanged 4470 SP:Iteration 1F (2868.620000 sec): 3 clusters Score: Raw -1197952.527571 + Penalty 3006.669366 = -1194945.858205 nChanged 629 SP:Iteration 2F (2868.850000 sec): 3 clusters Score: Raw -1198201.046679 + Penalty 3006.669366 = -1195194.377313 nChanged 477 SP:Iteration 3Q (2869.050000 sec): 3 clusters Score: Raw -1198388.138978 + Penalty 3006.669366 = -1195381.469611 nChanged 369 SP:Iteration 4Q (2869.290000 sec): 3 clusters Score: Raw -1198531.383880 + Penalty 3006.669366 = -1195524.714514 nChanged 332 SP:Iteration 5Q (2869.560000 sec): 3 clusters Score: Raw -1198670.318039 + Penalty 3006.669366 = -1195663.648673 nChanged 348 SP:Iteration 6Q (2869.770000 sec): 3 clusters Score: Raw -1198827.621671 + Penalty 3006.669366 = -1195820.952304 nChanged 362 SP:Iteration 7Q (2870.060000 sec): 3 clusters Score: Raw -1199056.371646 + Penalty 3006.669366 = -1196049.702280 nChanged 451 SP:Iteration 8Q (2870.330000 sec): 3 clusters Score: Raw -1199399.974851 + Penalty 3006.669366 = -1196393.305485 nChanged 538 SP:Iteration 9F (2870.540000 sec): 3 clusters Score: Raw -1199785.236307 + Penalty 3006.669366 = -1196778.566941 nChanged 545 SP:Iteration 10F (2870.780000 sec): 3 clusters Score: Raw -1200100.693642 + Penalty 3006.669366 = -1197094.024276 nChanged 433 SP:Iteration 11Q (2870.990000 sec): 3 clusters Score: Raw -1200303.244473 + Penalty 3006.669366 = -1197296.575106 nChanged 345 SP:Iteration 12Q (2871.280000 sec): 3 clusters Score: Raw -1200428.500622 + Penalty 3006.669366 = -1197421.831255 nChanged 273 SP:Iteration 13Q (2871.590000 sec): 3 clusters Score: Raw -1200515.767034 + Penalty 3006.669366 = -1197509.097667 nChanged 228 SP:Iteration 14Q (2871.900000 sec): 3 clusters Score: Raw -1200572.921643 + Penalty 3006.669366 = -1197566.252277 nChanged 149 SP:Iteration 15Q (2872.120000 sec): 3 clusters Score: Raw -1200602.939468 + Penalty 3006.669366 = -1197596.270102 nChanged 105 SP:Iteration 16Q (2872.400000 sec): 3 clusters Score: Raw -1200624.646887 + Penalty 3006.669366 = -1197617.977521 nChanged 76 SP:Iteration 17Q (2872.680000 sec): 3 clusters Score: Raw -1200639.953725 + Penalty 3006.669366 = -1197633.284359 nChanged 68 SP:Iteration 18Q (2872.920000 sec): 3 clusters Score: Raw -1200649.835826 + Penalty 3006.669366 = -1197643.166460 nChanged 44 SP:Iteration 19Q (2873.200000 sec): 3 clusters Score: Raw -1200656.252146 + Penalty 3006.669366 = -1197649.582779 nChanged 36 SP:Iteration 20F (2873.480000 sec): 3 clusters Score: Raw -1200660.104889 + Penalty 3006.669366 = -1197653.435523 nChanged 25 SP:Iteration 21Q (2873.780000 sec): 3 clusters Score: Raw -1200663.712335 + Penalty 3006.669366 = -1197657.042968 nChanged 24 SP:Iteration 22Q (2874.040000 sec): 3 clusters Score: Raw -1200667.101979 + Penalty 3006.669366 = -1197660.432613 nChanged 31 SP:Iteration 23Q (2874.290000 sec): 3 clusters Score: Raw -1200672.299466 + Penalty 3006.669366 = -1197665.630099 nChanged 36 SP:Iteration 24Q (2874.590000 sec): 3 clusters Score: Raw -1200676.809946 + Penalty 3006.669366 = -1197670.140580 nChanged 32 SP:Iteration 25Q (2874.780000 sec): 3 clusters Score: Raw -1200681.040142 + Penalty 3006.669366 = -1197674.370776 nChanged 27 SP:Iteration 26Q (2875.030000 sec): 3 clusters Score: Raw -1200684.657735 + Penalty 3006.669366 = -1197677.988369 nChanged 20 SP:Iteration 27Q (2875.290000 sec): 3 clusters Score: Raw -1200687.279427 + Penalty 3006.669366 = -1197680.610061 nChanged 33 SP:Iteration 28Q (2875.500000 sec): 3 clusters Score: Raw -1200692.411103 + Penalty 3006.669366 = -1197685.741736 nChanged 31 SP:Iteration 29Q (2875.730000 sec): 3 clusters Score: Raw -1200697.172717 + Penalty 3006.669366 = -1197690.503350 nChanged 29 SP:Iteration 30Q (2876.010000 sec): 3 clusters Score: Raw -1200701.516374 + Penalty 3006.669366 = -1197694.847008 nChanged 35 SP:Iteration 31Q (2876.240000 sec): 3 clusters Score: Raw -1200707.214636 + Penalty 3006.669366 = -1197700.545270 nChanged 29 SP:Iteration 32Q (2876.440000 sec): 3 clusters Score: Raw -1200710.626440 + Penalty 3006.669366 = -1197703.957073 nChanged 21 SP:Iteration 33Q (2876.740000 sec): 3 clusters Score: Raw -1200713.218789 + Penalty 3006.669366 = -1197706.549422 nChanged 20 SP:Iteration 34Q (2876.960000 sec): 3 clusters Score: Raw -1200716.480633 + Penalty 3006.669366 = -1197709.811267 nChanged 26 SP:Iteration 35Q (2877.190000 sec): 3 clusters Score: Raw -1200718.862323 + Penalty 3006.669366 = -1197712.192956 nChanged 16 SP:Iteration 36Q (2877.410000 sec): 3 clusters Score: Raw -1200720.195843 + Penalty 3006.669366 = -1197713.526477 nChanged 9 SP:Iteration 37Q (2877.670000 sec): 3 clusters Score: Raw -1200721.328732 + Penalty 3006.669366 = -1197714.659365 nChanged 9 SP:Iteration 38Q (2877.910000 sec): 3 clusters Score: Raw -1200722.269868 + Penalty 3006.669366 = -1197715.600501 nChanged 10 SP:Iteration 39Q (2878.140000 sec): 3 clusters Score: Raw -1200723.225772 + Penalty 3006.669366 = -1197716.556406 nChanged 8 SP:Iteration 40F (2878.400000 sec): 3 clusters Score: Raw -1200724.337576 + Penalty 3006.669366 = -1197717.668209 nChanged 13 SP:Iteration 41Q (2878.620000 sec): 3 clusters Score: Raw -1200725.734249 + Penalty 3006.669366 = -1197719.064883 nChanged 12 SP:Iteration 42Q (2878.910000 sec): 3 clusters Score: Raw -1200727.139784 + Penalty 3006.669366 = -1197720.470417 nChanged 11 SP:Iteration 43Q (2879.160000 sec): 3 clusters Score: Raw -1200728.426870 + Penalty 3006.669366 = -1197721.757503 nChanged 12 SP:Iteration 44Q (2879.390000 sec): 3 clusters Score: Raw -1200729.351161 + Penalty 3006.669366 = -1197722.681795 nChanged 14 SP:Iteration 45Q (2879.640000 sec): 3 clusters Score: Raw -1200730.821189 + Penalty 3006.669366 = -1197724.151823 nChanged 11 SP:Iteration 46Q (2879.840000 sec): 3 clusters Score: Raw -1200731.727668 + Penalty 3006.669366 = -1197725.058302 nChanged 13 SP:Iteration 47Q (2880.080000 sec): 3 clusters Score: Raw -1200732.545020 + Penalty 3006.669366 = -1197725.875653 nChanged 10 SP:Iteration 48Q (2880.330000 sec): 3 clusters Score: Raw -1200733.757070 + Penalty 3006.669366 = -1197727.087703 nChanged 8 SP:Iteration 49Q (2880.580000 sec): 3 clusters Score: Raw -1200734.468909 + Penalty 3006.669366 = -1197727.799542 nChanged 9 SP:Iteration 50Q (2880.840000 sec): 3 clusters Score: Raw -1200735.439408 + Penalty 3006.669366 = -1197728.770041 nChanged 12 SP:Iteration 51Q (2881.060000 sec): 3 clusters Score: Raw -1200736.951501 + Penalty 3006.669366 = -1197730.282134 nChanged 12 SP:Iteration 52Q (2881.280000 sec): 3 clusters Score: Raw -1200738.022866 + Penalty 3006.669366 = -1197731.353500 nChanged 9 SP:Iteration 53Q (2881.510000 sec): 3 clusters Score: Raw -1200738.688994 + Penalty 3006.669366 = -1197732.019627 nChanged 7 SP:Iteration 54Q (2881.740000 sec): 3 clusters Score: Raw -1200739.241416 + Penalty 3006.669366 = -1197732.572049 nChanged 3 SP:Iteration 55Q (2881.970000 sec): 3 clusters Score: Raw -1200739.448625 + Penalty 3006.669366 = -1197732.779259 nChanged 3 SP:Iteration 56Q (2882.160000 sec): 3 clusters Score: Raw -1200739.777502 + Penalty 3006.669366 = -1197733.108136 nChanged 3 SP:Iteration 57Q (2882.400000 sec): 3 clusters Score: Raw -1200739.964454 + Penalty 3006.669366 = -1197733.295087 nChanged 4 SP:Iteration 58Q (2882.660000 sec): 3 clusters Score: Raw -1200740.355409 + Penalty 3006.669366 = -1197733.686043 nChanged 2 SP:Iteration 59Q (2882.860000 sec): 3 clusters Score: Raw -1200740.488451 + Penalty 3006.669366 = -1197733.819085 nChanged 2 SP:Iteration 60F (2883.090000 sec): 3 clusters Score: Raw -1200740.639681 + Penalty 3006.669366 = -1197733.970315 nChanged 3 SP:Iteration 61Q (2883.380000 sec): 3 clusters Score: Raw -1200740.777469 + Penalty 3006.669366 = -1197734.108103 nChanged 4 SP:Iteration 62Q (2883.610000 sec): 3 clusters Score: Raw -1200741.031003 + Penalty 3006.669366 = -1197734.361636 nChanged 2 SP:Iteration 63Q (2883.860000 sec): 3 clusters Score: Raw -1200741.368299 + Penalty 3006.669366 = -1197734.698933 nChanged 6 SP:Iteration 64Q (2884.180000 sec): 3 clusters Score: Raw -1200741.785457 + Penalty 3006.669366 = -1197735.116090 nChanged 4 SP:Iteration 65Q (2884.390000 sec): 3 clusters Score: Raw -1200742.164025 + Penalty 3006.669366 = -1197735.494659 nChanged 5 SP:Iteration 66Q (2884.640000 sec): 3 clusters Score: Raw -1200742.629520 + Penalty 3006.669366 = -1197735.960154 nChanged 2 SP:Iteration 67Q (2884.820000 sec): 3 clusters Score: Raw -1200742.744178 + Penalty 3006.669366 = -1197736.074812 nChanged 2 SP:Iteration 68Q (2885.110000 sec): 3 clusters Score: Raw -1200742.930413 + Penalty 3006.669366 = -1197736.261047 nChanged 1 SP:Iteration 69Q (2885.360000 sec): 3 clusters Score: Raw -1200742.999821 + Penalty 3006.669366 = -1197736.330454 nChanged 1 SP:Iteration 70Q (2885.610000 sec): 3 clusters Score: Raw -1200743.112450 + Penalty 3006.669366 = -1197736.443083 nChanged 0 SP:Iteration 71F (2885.910000 sec): 3 clusters Score: Raw -1200743.112450 + Penalty 3006.669366 = -1197736.443083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.010000 sec): 2 clusters Score: Raw -432541.683843 + Penalty 1350.921317 = -431190.762526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.220000 sec): 3 clusters Score: Raw -430499.692395 + Penalty 2701.842634 = -427797.849761 nChanged 1580 SP:Iteration 1F (2886.400000 sec): 3 clusters Score: Raw -431384.278178 + Penalty 2701.842634 = -428682.435544 nChanged 335 SP:Iteration 2F (2886.600000 sec): 3 clusters Score: Raw -431613.111732 + Penalty 2701.842634 = -428911.269098 nChanged 263 SP:Iteration 3F (2886.800000 sec): 3 clusters Score: Raw -431795.819604 + Penalty 2701.842634 = -429093.976970 nChanged 231 SP:Iteration 4F (2887.000000 sec): 3 clusters Score: Raw -431955.736344 + Penalty 2701.842634 = -429253.893710 nChanged 223 SP:Iteration 5F (2887.210000 sec): 3 clusters Score: Raw -432093.374258 + Penalty 2701.842634 = -429391.531624 nChanged 169 SP:Iteration 6Q (2887.390000 sec): 3 clusters Score: Raw -432195.529205 + Penalty 2701.842634 = -429493.686571 nChanged 141 SP:Iteration 7Q (2887.600000 sec): 3 clusters Score: Raw -432291.304165 + Penalty 2701.842634 = -429589.461531 nChanged 166 SP:Iteration 8Q (2887.780000 sec): 3 clusters Score: Raw -432414.189359 + Penalty 2701.842634 = -429712.346724 nChanged 181 SP:Iteration 9Q (2887.940000 sec): 3 clusters Score: Raw -432527.822357 + Penalty 2701.842634 = -429825.979723 nChanged 145 SP:Iteration 10Q (2888.100000 sec): 3 clusters Score: Raw -432612.300034 + Penalty 2701.842634 = -429910.457400 nChanged 132 SP:Iteration 11Q (2888.270000 sec): 3 clusters Score: Raw -432707.619242 + Penalty 2701.842634 = -430005.776608 nChanged 138 SP:Iteration 12Q (2888.460000 sec): 3 clusters Score: Raw -432788.773401 + Penalty 2701.842634 = -430086.930767 nChanged 92 SP:Iteration 13Q (2888.700000 sec): 3 clusters Score: Raw -432833.790499 + Penalty 2701.842634 = -430131.947865 nChanged 80 SP:Iteration 14Q (2888.880000 sec): 3 clusters Score: Raw -432868.149882 + Penalty 2701.842634 = -430166.307248 nChanged 61 SP:Iteration 15Q (2889.060000 sec): 3 clusters Score: Raw -432895.662196 + Penalty 2701.842634 = -430193.819562 nChanged 51 SP:Iteration 16Q (2889.230000 sec): 3 clusters Score: Raw -432920.323744 + Penalty 2701.842634 = -430218.481110 nChanged 49 SP:Iteration 17Q (2889.400000 sec): 3 clusters Score: Raw -432943.010918 + Penalty 2701.842634 = -430241.168284 nChanged 43 SP:Iteration 18Q (2889.570000 sec): 3 clusters Score: Raw -432959.043850 + Penalty 2701.842634 = -430257.201216 nChanged 37 SP:Iteration 19Q (2889.760000 sec): 3 clusters Score: Raw -432977.665441 + Penalty 2701.842634 = -430275.822807 nChanged 37 SP:Iteration 20F (2889.960000 sec): 3 clusters Score: Raw -432992.947725 + Penalty 2701.842634 = -430291.105090 nChanged 30 SP:Iteration 21Q (2890.110000 sec): 3 clusters Score: Raw -433005.239187 + Penalty 2701.842634 = -430303.396553 nChanged 23 SP:Iteration 22Q (2890.290000 sec): 3 clusters Score: Raw -433014.078871 + Penalty 2701.842634 = -430312.236237 nChanged 15 SP:Iteration 23Q (2890.480000 sec): 3 clusters Score: Raw -433018.717792 + Penalty 2701.842634 = -430316.875158 nChanged 7 SP:Iteration 24Q (2890.650000 sec): 3 clusters Score: Raw -433021.063554 + Penalty 2701.842634 = -430319.220920 nChanged 5 SP:Iteration 25Q (2890.830000 sec): 3 clusters Score: Raw -433022.033359 + Penalty 2701.842634 = -430320.190725 nChanged 0 SP:Iteration 26F (2891.000000 sec): 3 clusters Score: Raw -433022.033359 + Penalty 2701.842634 = -430320.190725 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2891.090000 sec): 2 clusters Score: Raw -41953.357775 + Penalty 962.691567 = -40990.666208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2891.240000 sec): 3 clusters Score: Raw -41923.152847 + Penalty 1925.383134 = -39997.769713 nChanged 70 SP:Iteration 1F (2891.390000 sec): 3 clusters Score: Raw -42025.382778 + Penalty 1925.383134 = -40099.999644 nChanged 12 SP:Iteration 2Q (2891.530000 sec): 3 clusters Score: Raw -42049.696792 + Penalty 1925.383134 = -40124.313657 nChanged 4 SP:Iteration 3Q (2891.680000 sec): 3 clusters Score: Raw -42061.059786 + Penalty 1925.383134 = -40135.676652 nChanged 5 SP:Iteration 4Q (2891.820000 sec): 3 clusters Score: Raw -42069.602733 + Penalty 1925.383134 = -40144.219599 nChanged 4 SP:Iteration 5Q (2891.970000 sec): 3 clusters Score: Raw -42079.937851 + Penalty 1925.383134 = -40154.554717 nChanged 3 SP:Iteration 6Q (2892.110000 sec): 3 clusters Score: Raw -42085.664442 + Penalty 1925.383134 = -40160.281308 nChanged 2 SP:Iteration 7Q (2892.260000 sec): 3 clusters Score: Raw -42090.901671 + Penalty 1925.383134 = -40165.518537 nChanged 3 SP:Iteration 8Q (2892.400000 sec): 3 clusters Score: Raw -42096.657050 + Penalty 1925.383134 = -40171.273916 nChanged 2 SP:Iteration 9Q (2892.540000 sec): 3 clusters Score: Raw -42100.941302 + Penalty 1925.383134 = -40175.558168 nChanged 3 SP:Iteration 10Q (2892.690000 sec): 3 clusters Score: Raw -42106.271322 + Penalty 1925.383134 = -40180.888188 nChanged 2 SP:Iteration 11Q (2892.830000 sec): 3 clusters Score: Raw -42108.510391 + Penalty 1925.383134 = -40183.127257 nChanged 0 SP:Iteration 12F (2892.970000 sec): 3 clusters Score: Raw -42108.510391 + Penalty 1925.383134 = -40183.127257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (12290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2893.140000 sec): 2 clusters Score: Raw -1409096.630608 + Penalty 1530.187945 = -1407566.442662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2893.480000 sec): 3 clusters Score: Raw -1402026.534578 + Penalty 3060.375891 = -1398966.158688 nChanged 5382 SP:Iteration 1F (2893.700000 sec): 3 clusters Score: Raw -1405042.540622 + Penalty 3060.375891 = -1401982.164731 nChanged 774 SP:Iteration 2F (2893.910000 sec): 3 clusters Score: Raw -1405452.205244 + Penalty 3060.375891 = -1402391.829353 nChanged 810 SP:Iteration 3F (2894.140000 sec): 3 clusters Score: Raw -1405943.498829 + Penalty 3060.375891 = -1402883.122938 nChanged 779 SP:Iteration 4F (2894.370000 sec): 3 clusters Score: Raw -1406474.372805 + Penalty 3060.375891 = -1403413.996914 nChanged 811 SP:Iteration 5F (2894.600000 sec): 3 clusters Score: Raw -1407059.401289 + Penalty 3060.375891 = -1403999.025399 nChanged 695 SP:Iteration 6F (2894.820000 sec): 3 clusters Score: Raw -1407476.027731 + Penalty 3060.375891 = -1404415.651840 nChanged 569 SP:Iteration 7Q (2895.070000 sec): 3 clusters Score: Raw -1407771.439362 + Penalty 3060.375891 = -1404711.063471 nChanged 463 SP:Iteration 8Q (2895.310000 sec): 3 clusters Score: Raw -1407977.576874 + Penalty 3060.375891 = -1404917.200983 nChanged 364 SP:Iteration 9Q (2895.620000 sec): 3 clusters Score: Raw -1408110.862892 + Penalty 3060.375891 = -1405050.487001 nChanged 263 SP:Iteration 10Q (2895.870000 sec): 3 clusters Score: Raw -1408195.725401 + Penalty 3060.375891 = -1405135.349510 nChanged 187 SP:Iteration 11Q (2896.140000 sec): 3 clusters Score: Raw -1408251.153872 + Penalty 3060.375891 = -1405190.777981 nChanged 159 SP:Iteration 12Q (2896.390000 sec): 3 clusters Score: Raw -1408291.453441 + Penalty 3060.375891 = -1405231.077550 nChanged 120 SP:Iteration 13Q (2896.600000 sec): 3 clusters Score: Raw -1408315.423164 + Penalty 3060.375891 = -1405255.047273 nChanged 80 SP:Iteration 14Q (2896.870000 sec): 3 clusters Score: Raw -1408331.905533 + Penalty 3060.375891 = -1405271.529642 nChanged 65 SP:Iteration 15Q (2897.170000 sec): 3 clusters Score: Raw -1408345.630778 + Penalty 3060.375891 = -1405285.254888 nChanged 61 SP:Iteration 16Q (2897.380000 sec): 3 clusters Score: Raw -1408358.420503 + Penalty 3060.375891 = -1405298.044612 nChanged 62 SP:Iteration 17Q (2897.630000 sec): 3 clusters Score: Raw -1408368.039929 + Penalty 3060.375891 = -1405307.664038 nChanged 52 SP:Iteration 18Q (2897.880000 sec): 3 clusters Score: Raw -1408374.890701 + Penalty 3060.375891 = -1405314.514810 nChanged 37 SP:Iteration 19Q (2898.170000 sec): 3 clusters Score: Raw -1408380.604587 + Penalty 3060.375891 = -1405320.228696 nChanged 38 SP:Iteration 20F (2898.430000 sec): 3 clusters Score: Raw -1408386.850546 + Penalty 3060.375891 = -1405326.474655 nChanged 46 SP:Iteration 21Q (2898.700000 sec): 3 clusters Score: Raw -1408395.014122 + Penalty 3060.375891 = -1405334.638231 nChanged 50 SP:Iteration 22Q (2898.940000 sec): 3 clusters Score: Raw -1408402.927842 + Penalty 3060.375891 = -1405342.551952 nChanged 39 SP:Iteration 23Q (2899.150000 sec): 3 clusters Score: Raw -1408409.955963 + Penalty 3060.375891 = -1405349.580072 nChanged 39 SP:Iteration 24Q (2899.400000 sec): 3 clusters Score: Raw -1408416.424456 + Penalty 3060.375891 = -1405356.048565 nChanged 37 SP:Iteration 25Q (2899.620000 sec): 3 clusters Score: Raw -1408422.793572 + Penalty 3060.375891 = -1405362.417682 nChanged 35 SP:Iteration 26Q (2899.860000 sec): 3 clusters Score: Raw -1408426.808263 + Penalty 3060.375891 = -1405366.432373 nChanged 26 SP:Iteration 27Q (2900.170000 sec): 3 clusters Score: Raw -1408431.073696 + Penalty 3060.375891 = -1405370.697805 nChanged 36 SP:Iteration 28Q (2900.380000 sec): 3 clusters Score: Raw -1408437.419427 + Penalty 3060.375891 = -1405377.043536 nChanged 41 SP:Iteration 29Q (2900.640000 sec): 3 clusters Score: Raw -1408444.501245 + Penalty 3060.375891 = -1405384.125354 nChanged 36 SP:Iteration 30Q (2900.850000 sec): 3 clusters Score: Raw -1408451.810079 + Penalty 3060.375891 = -1405391.434188 nChanged 37 SP:Iteration 31Q (2901.130000 sec): 3 clusters Score: Raw -1408459.619281 + Penalty 3060.375891 = -1405399.243391 nChanged 34 SP:Iteration 32Q (2901.390000 sec): 3 clusters Score: Raw -1408468.923650 + Penalty 3060.375891 = -1405408.547760 nChanged 49 SP:Iteration 33Q (2901.640000 sec): 3 clusters Score: Raw -1408483.514400 + Penalty 3060.375891 = -1405423.138509 nChanged 65 SP:Iteration 34Q (2901.880000 sec): 3 clusters Score: Raw -1408500.342863 + Penalty 3060.375891 = -1405439.966972 nChanged 70 SP:Iteration 35Q (2902.120000 sec): 3 clusters Score: Raw -1408519.432254 + Penalty 3060.375891 = -1405459.056363 nChanged 78 SP:Iteration 36Q (2902.390000 sec): 3 clusters Score: Raw -1408540.373276 + Penalty 3060.375891 = -1405479.997385 nChanged 83 SP:Iteration 37Q (2902.640000 sec): 3 clusters Score: Raw -1408561.844673 + Penalty 3060.375891 = -1405501.468782 nChanged 75 SP:Iteration 38Q (2902.900000 sec): 3 clusters Score: Raw -1408582.780104 + Penalty 3060.375891 = -1405522.404213 nChanged 85 SP:Iteration 39Q (2903.170000 sec): 3 clusters Score: Raw -1408601.611425 + Penalty 3060.375891 = -1405541.235534 nChanged 65 SP:Iteration 40F (2903.470000 sec): 3 clusters Score: Raw -1408617.244636 + Penalty 3060.375891 = -1405556.868745 nChanged 59 SP:Iteration 41Q (2903.680000 sec): 3 clusters Score: Raw -1408631.838733 + Penalty 3060.375891 = -1405571.462843 nChanged 66 SP:Iteration 42Q (2903.960000 sec): 3 clusters Score: Raw -1408647.148747 + Penalty 3060.375891 = -1405586.772856 nChanged 60 SP:Iteration 43Q (2904.210000 sec): 3 clusters Score: Raw -1408658.775149 + Penalty 3060.375891 = -1405598.399258 nChanged 46 SP:Iteration 44Q (2904.430000 sec): 3 clusters Score: Raw -1408668.145757 + Penalty 3060.375891 = -1405607.769866 nChanged 47 SP:Iteration 45Q (2904.690000 sec): 3 clusters Score: Raw -1408678.375508 + Penalty 3060.375891 = -1405617.999617 nChanged 48 SP:Iteration 46Q (2904.960000 sec): 3 clusters Score: Raw -1408685.834990 + Penalty 3060.375891 = -1405625.459099 nChanged 40 SP:Iteration 47Q (2905.240000 sec): 3 clusters Score: Raw -1408692.584907 + Penalty 3060.375891 = -1405632.209016 nChanged 48 SP:Iteration 48Q (2905.500000 sec): 3 clusters Score: Raw -1408700.754479 + Penalty 3060.375891 = -1405640.378588 nChanged 40 SP:Iteration 49Q (2905.790000 sec): 3 clusters Score: Raw -1408709.090527 + Penalty 3060.375891 = -1405648.714636 nChanged 48 SP:Iteration 50Q (2906.110000 sec): 3 clusters Score: Raw -1408719.209766 + Penalty 3060.375891 = -1405658.833875 nChanged 57 SP:Iteration 51Q (2906.380000 sec): 3 clusters Score: Raw -1408732.100475 + Penalty 3060.375891 = -1405671.724584 nChanged 64 SP:Iteration 52Q (2906.640000 sec): 3 clusters Score: Raw -1408749.105873 + Penalty 3060.375891 = -1405688.729982 nChanged 68 SP:Iteration 53Q (2906.910000 sec): 3 clusters Score: Raw -1408768.655445 + Penalty 3060.375891 = -1405708.279555 nChanged 60 SP:Iteration 54Q (2907.200000 sec): 3 clusters Score: Raw -1408786.893857 + Penalty 3060.375891 = -1405726.517967 nChanged 60 SP:Iteration 55Q (2907.490000 sec): 3 clusters Score: Raw -1408802.699501 + Penalty 3060.375891 = -1405742.323610 nChanged 57 SP:Iteration 56Q (2907.770000 sec): 3 clusters Score: Raw -1408818.019533 + Penalty 3060.375891 = -1405757.643642 nChanged 64 SP:Iteration 57Q (2908.120000 sec): 3 clusters Score: Raw -1408830.986217 + Penalty 3060.375891 = -1405770.610326 nChanged 55 SP:Iteration 58Q (2908.410000 sec): 3 clusters Score: Raw -1408843.615484 + Penalty 3060.375891 = -1405783.239593 nChanged 50 SP:Iteration 59Q (2908.720000 sec): 3 clusters Score: Raw -1408854.588172 + Penalty 3060.375891 = -1405794.212282 nChanged 56 SP:Iteration 60F (2909.010000 sec): 3 clusters Score: Raw -1408866.905544 + Penalty 3060.375891 = -1405806.529653 nChanged 56 SP:Iteration 61Q (2909.290000 sec): 3 clusters Score: Raw -1408878.087912 + Penalty 3060.375891 = -1405817.712021 nChanged 49 SP:Iteration 62Q (2909.470000 sec): 3 clusters Score: Raw -1408888.566479 + Penalty 3060.375891 = -1405828.190588 nChanged 51 SP:Iteration 63Q (2909.760000 sec): 3 clusters Score: Raw -1408898.982038 + Penalty 3060.375891 = -1405838.606148 nChanged 39 SP:Iteration 64Q (2910.010000 sec): 3 clusters Score: Raw -1408907.008742 + Penalty 3060.375891 = -1405846.632851 nChanged 42 SP:Iteration 65Q (2910.210000 sec): 3 clusters Score: Raw -1408917.448072 + Penalty 3060.375891 = -1405857.072182 nChanged 56 SP:Iteration 66Q (2910.430000 sec): 3 clusters Score: Raw -1408931.075637 + Penalty 3060.375891 = -1405870.699746 nChanged 52 SP:Iteration 67Q (2910.730000 sec): 3 clusters Score: Raw -1408941.011622 + Penalty 3060.375891 = -1405880.635731 nChanged 29 SP:Iteration 68Q (2910.930000 sec): 3 clusters Score: Raw -1408946.781903 + Penalty 3060.375891 = -1405886.406012 nChanged 23 SP:Iteration 69Q (2911.160000 sec): 3 clusters Score: Raw -1408950.687601 + Penalty 3060.375891 = -1405890.311710 nChanged 22 SP:Iteration 70Q (2911.410000 sec): 3 clusters Score: Raw -1408954.078434 + Penalty 3060.375891 = -1405893.702543 nChanged 16 SP:Iteration 71Q (2911.620000 sec): 3 clusters Score: Raw -1408956.496902 + Penalty 3060.375891 = -1405896.121011 nChanged 17 SP:Iteration 72Q (2911.860000 sec): 3 clusters Score: Raw -1408958.485908 + Penalty 3060.375891 = -1405898.110017 nChanged 12 SP:Iteration 73Q (2912.100000 sec): 3 clusters Score: Raw -1408960.893638 + Penalty 3060.375891 = -1405900.517747 nChanged 20 SP:Iteration 74Q (2912.360000 sec): 3 clusters Score: Raw -1408964.961465 + Penalty 3060.375891 = -1405904.585574 nChanged 22 SP:Iteration 75Q (2912.630000 sec): 3 clusters Score: Raw -1408969.481775 + Penalty 3060.375891 = -1405909.105884 nChanged 18 SP:Iteration 76Q (2912.870000 sec): 3 clusters Score: Raw -1408973.516017 + Penalty 3060.375891 = -1405913.140127 nChanged 21 SP:Iteration 77Q (2913.090000 sec): 3 clusters Score: Raw -1408977.829515 + Penalty 3060.375891 = -1405917.453624 nChanged 23 SP:Iteration 78Q (2913.310000 sec): 3 clusters Score: Raw -1408983.089114 + Penalty 3060.375891 = -1405922.713223 nChanged 25 SP:Iteration 79Q (2913.520000 sec): 3 clusters Score: Raw -1408988.644346 + Penalty 3060.375891 = -1405928.268455 nChanged 30 SP:Iteration 80F (2913.770000 sec): 3 clusters Score: Raw -1408995.553971 + Penalty 3060.375891 = -1405935.178080 nChanged 35 SP:Iteration 81Q (2914.000000 sec): 3 clusters Score: Raw -1409002.786902 + Penalty 3060.375891 = -1405942.411011 nChanged 35 SP:Iteration 82Q (2914.220000 sec): 3 clusters Score: Raw -1409009.584385 + Penalty 3060.375891 = -1405949.208494 nChanged 24 SP:Iteration 83Q (2914.470000 sec): 3 clusters Score: Raw -1409014.389895 + Penalty 3060.375891 = -1405954.014004 nChanged 22 SP:Iteration 84Q (2914.740000 sec): 3 clusters Score: Raw -1409018.708405 + Penalty 3060.375891 = -1405958.332514 nChanged 23 SP:Iteration 85Q (2914.950000 sec): 3 clusters Score: Raw -1409023.324694 + Penalty 3060.375891 = -1405962.948803 nChanged 22 SP:Iteration 86Q (2915.190000 sec): 3 clusters Score: Raw -1409030.280645 + Penalty 3060.375891 = -1405969.904754 nChanged 30 SP:Iteration 87Q (2915.410000 sec): 3 clusters Score: Raw -1409038.336287 + Penalty 3060.375891 = -1405977.960396 nChanged 34 SP:Iteration 88Q (2915.640000 sec): 3 clusters Score: Raw -1409046.323235 + Penalty 3060.375891 = -1405985.947344 nChanged 26 SP:Iteration 89Q (2915.830000 sec): 3 clusters Score: Raw -1409051.002738 + Penalty 3060.375891 = -1405990.626847 nChanged 18 SP:Iteration 90Q (2916.090000 sec): 3 clusters Score: Raw -1409054.828160 + Penalty 3060.375891 = -1405994.452269 nChanged 19 SP:Iteration 91Q (2916.270000 sec): 3 clusters Score: Raw -1409059.071709 + Penalty 3060.375891 = -1405998.695818 nChanged 18 SP:Iteration 92Q (2916.500000 sec): 3 clusters Score: Raw -1409063.619654 + Penalty 3060.375891 = -1406003.243764 nChanged 19 SP:Iteration 93Q (2916.740000 sec): 3 clusters Score: Raw -1409070.781425 + Penalty 3060.375891 = -1406010.405534 nChanged 34 SP:Iteration 94Q (2916.980000 sec): 3 clusters Score: Raw -1409080.821510 + Penalty 3060.375891 = -1406020.445619 nChanged 39 SP:Iteration 95Q (2917.220000 sec): 3 clusters Score: Raw -1409091.014547 + Penalty 3060.375891 = -1406030.638657 nChanged 30 SP:Iteration 96Q (2917.450000 sec): 3 clusters Score: Raw -1409099.225712 + Penalty 3060.375891 = -1406038.849822 nChanged 31 SP:Iteration 97Q (2917.680000 sec): 3 clusters Score: Raw -1409107.027742 + Penalty 3060.375891 = -1406046.651851 nChanged 25 SP:Iteration 98Q (2917.920000 sec): 3 clusters Score: Raw -1409112.630998 + Penalty 3060.375891 = -1406052.255108 nChanged 23 SP:Iteration 99Q (2918.120000 sec): 3 clusters Score: Raw -1409118.404364 + Penalty 3060.375891 = -1406058.028473 nChanged 22 SP:Iteration 100F (2918.360000 sec): 3 clusters Score: Raw -1409123.061409 + Penalty 3060.375891 = -1406062.685518 nChanged 16 SP:Iteration 101Q (2918.580000 sec): 3 clusters Score: Raw -1409126.724488 + Penalty 3060.375891 = -1406066.348597 nChanged 23 SP:Iteration 102Q (2918.810000 sec): 3 clusters Score: Raw -1409133.317293 + Penalty 3060.375891 = -1406072.941403 nChanged 19 SP:Iteration 103Q (2919.080000 sec): 3 clusters Score: Raw -1409137.834534 + Penalty 3060.375891 = -1406077.458643 nChanged 10 SP:Iteration 104Q (2919.320000 sec): 3 clusters Score: Raw -1409140.000698 + Penalty 3060.375891 = -1406079.624807 nChanged 15 SP:Iteration 105Q (2919.560000 sec): 3 clusters Score: Raw -1409143.138097 + Penalty 3060.375891 = -1406082.762206 nChanged 13 SP:Iteration 106Q (2919.760000 sec): 3 clusters Score: Raw -1409146.926625 + Penalty 3060.375891 = -1406086.550734 nChanged 15 SP:Iteration 107Q (2920.030000 sec): 3 clusters Score: Raw -1409151.544835 + Penalty 3060.375891 = -1406091.168944 nChanged 17 SP:Iteration 108Q (2920.260000 sec): 3 clusters Score: Raw -1409156.074182 + Penalty 3060.375891 = -1406095.698291 nChanged 18 SP:Iteration 109Q (2920.500000 sec): 3 clusters Score: Raw -1409161.392073 + Penalty 3060.375891 = -1406101.016182 nChanged 18 SP:Iteration 110Q (2920.720000 sec): 3 clusters Score: Raw -1409165.404825 + Penalty 3060.375891 = -1406105.028935 nChanged 12 SP:Iteration 111Q (2920.960000 sec): 3 clusters Score: Raw -1409167.985224 + Penalty 3060.375891 = -1406107.609333 nChanged 11 SP:Iteration 112Q (2921.170000 sec): 3 clusters Score: Raw -1409171.265857 + Penalty 3060.375891 = -1406110.889967 nChanged 10 SP:Iteration 113Q (2921.400000 sec): 3 clusters Score: Raw -1409173.566182 + Penalty 3060.375891 = -1406113.190291 nChanged 15 SP:Iteration 114Q (2921.700000 sec): 3 clusters Score: Raw -1409177.226783 + Penalty 3060.375891 = -1406116.850892 nChanged 16 SP:Iteration 115Q (2921.910000 sec): 3 clusters Score: Raw -1409180.936044 + Penalty 3060.375891 = -1406120.560154 nChanged 13 SP:Iteration 116Q (2922.140000 sec): 3 clusters Score: Raw -1409185.333873 + Penalty 3060.375891 = -1406124.957982 nChanged 16 SP:Iteration 117Q (2922.380000 sec): 3 clusters Score: Raw -1409192.279823 + Penalty 3060.375891 = -1406131.903932 nChanged 24 SP:Iteration 118Q (2922.640000 sec): 3 clusters Score: Raw -1409198.594293 + Penalty 3060.375891 = -1406138.218403 nChanged 17 SP:Iteration 119Q (2922.880000 sec): 3 clusters Score: Raw -1409202.434442 + Penalty 3060.375891 = -1406142.058551 nChanged 10 SP:Iteration 120F (2923.090000 sec): 3 clusters Score: Raw -1409206.986078 + Penalty 3060.375891 = -1406146.610187 nChanged 18 SP:Iteration 121Q (2923.350000 sec): 3 clusters Score: Raw -1409212.084063 + Penalty 3060.375891 = -1406151.708172 nChanged 17 SP:Iteration 122Q (2923.540000 sec): 3 clusters Score: Raw -1409217.846239 + Penalty 3060.375891 = -1406157.470348 nChanged 17 SP:Iteration 123Q (2923.780000 sec): 3 clusters Score: Raw -1409224.412160 + Penalty 3060.375891 = -1406164.036270 nChanged 19 SP:Iteration 124Q (2924.010000 sec): 3 clusters Score: Raw -1409232.039257 + Penalty 3060.375891 = -1406171.663366 nChanged 22 SP:Iteration 125Q (2924.230000 sec): 3 clusters Score: Raw -1409241.847767 + Penalty 3060.375891 = -1406181.471876 nChanged 24 SP:Iteration 126Q (2924.460000 sec): 3 clusters Score: Raw -1409251.499995 + Penalty 3060.375891 = -1406191.124104 nChanged 29 SP:Iteration 127Q (2924.680000 sec): 3 clusters Score: Raw -1409262.107847 + Penalty 3060.375891 = -1406201.731956 nChanged 22 SP:Iteration 128Q (2924.950000 sec): 3 clusters Score: Raw -1409268.708149 + Penalty 3060.375891 = -1406208.332258 nChanged 19 SP:Iteration 129Q (2925.160000 sec): 3 clusters Score: Raw -1409275.110719 + Penalty 3060.375891 = -1406214.734828 nChanged 17 SP:Iteration 130Q (2925.370000 sec): 3 clusters Score: Raw -1409281.250461 + Penalty 3060.375891 = -1406220.874570 nChanged 17 SP:Iteration 131Q (2925.570000 sec): 3 clusters Score: Raw -1409286.979984 + Penalty 3060.375891 = -1406226.604094 nChanged 16 SP:Iteration 132Q (2925.780000 sec): 3 clusters Score: Raw -1409291.736186 + Penalty 3060.375891 = -1406231.360295 nChanged 10 SP:Iteration 133Q (2925.980000 sec): 3 clusters Score: Raw -1409294.971449 + Penalty 3060.375891 = -1406234.595558 nChanged 11 SP:Iteration 134Q (2926.190000 sec): 3 clusters Score: Raw -1409298.340657 + Penalty 3060.375891 = -1406237.964766 nChanged 6 SP:Iteration 135Q (2926.430000 sec): 3 clusters Score: Raw -1409299.745707 + Penalty 3060.375891 = -1406239.369817 nChanged 4 SP:Iteration 136Q (2926.670000 sec): 3 clusters Score: Raw -1409300.457579 + Penalty 3060.375891 = -1406240.081688 nChanged 3 SP:Iteration 137Q (2926.920000 sec): 3 clusters Score: Raw -1409301.190076 + Penalty 3060.375891 = -1406240.814185 nChanged 1 SP:Iteration 138Q (2927.190000 sec): 3 clusters Score: Raw -1409301.586263 + Penalty 3060.375891 = -1406241.210372 nChanged 1 SP:Iteration 139Q (2927.390000 sec): 3 clusters Score: Raw -1409301.955299 + Penalty 3060.375891 = -1406241.579408 nChanged 1 SP:Iteration 140F (2927.600000 sec): 3 clusters Score: Raw -1409302.133007 + Penalty 3060.375891 = -1406241.757116 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.710000 sec): 2 clusters Score: Raw -254694.805309 + Penalty 1259.124754 = -253435.680555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.900000 sec): 3 clusters Score: Raw -253662.315043 + Penalty 2518.249508 = -251144.065535 nChanged 831 SP:Iteration 1F (2928.030000 sec): 3 clusters Score: Raw -254140.738475 + Penalty 2518.249508 = -251622.488967 nChanged 176 SP:Iteration 2F (2928.170000 sec): 3 clusters Score: Raw -254259.396156 + Penalty 2518.249508 = -251741.146649 nChanged 126 SP:Iteration 3F (2928.320000 sec): 3 clusters Score: Raw -254335.972715 + Penalty 2518.249508 = -251817.723207 nChanged 74 SP:Iteration 4Q (2928.460000 sec): 3 clusters Score: Raw -254373.129393 + Penalty 2518.249508 = -251854.879885 nChanged 51 SP:Iteration 5Q (2928.560000 sec): 3 clusters Score: Raw -254397.869007 + Penalty 2518.249508 = -251879.619499 nChanged 49 SP:Iteration 6Q (2928.710000 sec): 3 clusters Score: Raw -254426.220290 + Penalty 2518.249508 = -251907.970782 nChanged 49 SP:Iteration 7Q (2928.850000 sec): 3 clusters Score: Raw -254452.335629 + Penalty 2518.249508 = -251934.086121 nChanged 43 SP:Iteration 8Q (2928.960000 sec): 3 clusters Score: Raw -254473.364169 + Penalty 2518.249508 = -251955.114661 nChanged 29 SP:Iteration 9Q (2929.110000 sec): 3 clusters Score: Raw -254489.413652 + Penalty 2518.249508 = -251971.164145 nChanged 32 SP:Iteration 10Q (2929.250000 sec): 3 clusters Score: Raw -254507.941171 + Penalty 2518.249508 = -251989.691663 nChanged 34 SP:Iteration 11Q (2929.340000 sec): 3 clusters Score: Raw -254527.393214 + Penalty 2518.249508 = -252009.143706 nChanged 34 SP:Iteration 12Q (2929.490000 sec): 3 clusters Score: Raw -254547.794162 + Penalty 2518.249508 = -252029.544655 nChanged 37 SP:Iteration 13Q (2929.630000 sec): 3 clusters Score: Raw -254567.949318 + Penalty 2518.249508 = -252049.699810 nChanged 27 SP:Iteration 14Q (2929.730000 sec): 3 clusters Score: Raw -254579.651460 + Penalty 2518.249508 = -252061.401952 nChanged 20 SP:Iteration 15Q (2929.870000 sec): 3 clusters Score: Raw -254590.713388 + Penalty 2518.249508 = -252072.463880 nChanged 19 SP:Iteration 16Q (2930.010000 sec): 3 clusters Score: Raw -254599.263969 + Penalty 2518.249508 = -252081.014462 nChanged 15 SP:Iteration 17Q (2930.110000 sec): 3 clusters Score: Raw -254608.348146 + Penalty 2518.249508 = -252090.098638 nChanged 23 SP:Iteration 18Q (2930.290000 sec): 3 clusters Score: Raw -254619.031870 + Penalty 2518.249508 = -252100.782362 nChanged 17 SP:Iteration 19Q (2930.380000 sec): 3 clusters Score: Raw -254628.314320 + Penalty 2518.249508 = -252110.064812 nChanged 19 SP:Iteration 20F (2930.530000 sec): 3 clusters Score: Raw -254636.905852 + Penalty 2518.249508 = -252118.656344 nChanged 15 SP:Iteration 21Q (2930.670000 sec): 3 clusters Score: Raw -254644.884586 + Penalty 2518.249508 = -252126.635078 nChanged 18 SP:Iteration 22Q (2930.830000 sec): 3 clusters Score: Raw -254654.183008 + Penalty 2518.249508 = -252135.933500 nChanged 22 SP:Iteration 23Q (2930.970000 sec): 3 clusters Score: Raw -254667.158846 + Penalty 2518.249508 = -252148.909338 nChanged 20 SP:Iteration 24Q (2931.070000 sec): 3 clusters Score: Raw -254677.315101 + Penalty 2518.249508 = -252159.065593 nChanged 18 SP:Iteration 25Q (2931.210000 sec): 3 clusters Score: Raw -254686.057200 + Penalty 2518.249508 = -252167.807692 nChanged 15 SP:Iteration 26Q (2931.360000 sec): 3 clusters Score: Raw -254693.781789 + Penalty 2518.249508 = -252175.532281 nChanged 22 SP:Iteration 27Q (2931.500000 sec): 3 clusters Score: Raw -254709.082786 + Penalty 2518.249508 = -252190.833279 nChanged 22 SP:Iteration 28Q (2931.600000 sec): 3 clusters Score: Raw -254725.075481 + Penalty 2518.249508 = -252206.825974 nChanged 18 SP:Iteration 29Q (2931.740000 sec): 3 clusters Score: Raw -254735.799091 + Penalty 2518.249508 = -252217.549583 nChanged 21 SP:Iteration 30Q (2931.890000 sec): 3 clusters Score: Raw -254749.045450 + Penalty 2518.249508 = -252230.795942 nChanged 24 SP:Iteration 31Q (2932.030000 sec): 3 clusters Score: Raw -254764.059182 + Penalty 2518.249508 = -252245.809674 nChanged 19 SP:Iteration 32Q (2932.170000 sec): 3 clusters Score: Raw -254777.480335 + Penalty 2518.249508 = -252259.230827 nChanged 20 SP:Iteration 33Q (2932.270000 sec): 3 clusters Score: Raw -254792.438116 + Penalty 2518.249508 = -252274.188608 nChanged 25 SP:Iteration 34Q (2932.410000 sec): 3 clusters Score: Raw -254809.561798 + Penalty 2518.249508 = -252291.312290 nChanged 20 SP:Iteration 35Q (2932.560000 sec): 3 clusters Score: Raw -254823.398334 + Penalty 2518.249508 = -252305.148826 nChanged 20 SP:Iteration 36Q (2932.650000 sec): 3 clusters Score: Raw -254839.765850 + Penalty 2518.249508 = -252321.516342 nChanged 32 SP:Iteration 37Q (2932.800000 sec): 3 clusters Score: Raw -254859.639674 + Penalty 2518.249508 = -252341.390167 nChanged 19 SP:Iteration 38Q (2932.940000 sec): 3 clusters Score: Raw -254870.101980 + Penalty 2518.249508 = -252351.852472 nChanged 13 SP:Iteration 39Q (2933.090000 sec): 3 clusters Score: Raw -254877.746499 + Penalty 2518.249508 = -252359.496991 nChanged 8 SP:Iteration 40F (2933.190000 sec): 3 clusters Score: Raw -254882.283495 + Penalty 2518.249508 = -252364.033987 nChanged 8 SP:Iteration 41Q (2933.330000 sec): 3 clusters Score: Raw -254886.850221 + Penalty 2518.249508 = -252368.600713 nChanged 7 SP:Iteration 42Q (2933.480000 sec): 3 clusters Score: Raw -254891.140393 + Penalty 2518.249508 = -252372.890885 nChanged 11 SP:Iteration 43Q (2933.620000 sec): 3 clusters Score: Raw -254898.480280 + Penalty 2518.249508 = -252380.230772 nChanged 13 SP:Iteration 44Q (2933.750000 sec): 3 clusters Score: Raw -254905.963816 + Penalty 2518.249508 = -252387.714308 nChanged 6 SP:Iteration 45Q (2933.910000 sec): 3 clusters Score: Raw -254908.441339 + Penalty 2518.249508 = -252390.191831 nChanged 8 SP:Iteration 46Q (2934.070000 sec): 3 clusters Score: Raw -254913.589742 + Penalty 2518.249508 = -252395.340235 nChanged 9 SP:Iteration 47Q (2934.240000 sec): 3 clusters Score: Raw -254920.318690 + Penalty 2518.249508 = -252402.069182 nChanged 13 SP:Iteration 48Q (2934.390000 sec): 3 clusters Score: Raw -254930.092205 + Penalty 2518.249508 = -252411.842698 nChanged 15 SP:Iteration 49Q (2934.590000 sec): 3 clusters Score: Raw -254941.907309 + Penalty 2518.249508 = -252423.657801 nChanged 21 SP:Iteration 50Q (2934.760000 sec): 3 clusters Score: Raw -254954.723174 + Penalty 2518.249508 = -252436.473666 nChanged 22 SP:Iteration 51Q (2934.920000 sec): 3 clusters Score: Raw -254968.215882 + Penalty 2518.249508 = -252449.966374 nChanged 21 SP:Iteration 52Q (2935.110000 sec): 3 clusters Score: Raw -254982.327585 + Penalty 2518.249508 = -252464.078077 nChanged 20 SP:Iteration 53Q (2935.290000 sec): 3 clusters Score: Raw -254998.957854 + Penalty 2518.249508 = -252480.708347 nChanged 24 SP:Iteration 54Q (2935.450000 sec): 3 clusters Score: Raw -255022.360881 + Penalty 2518.249508 = -252504.111373 nChanged 34 SP:Iteration 55Q (2935.590000 sec): 3 clusters Score: Raw -255059.358708 + Penalty 2518.249508 = -252541.109201 nChanged 38 SP:Iteration 56Q (2935.720000 sec): 3 clusters Score: Raw -255104.909541 + Penalty 2518.249508 = -252586.660033 nChanged 44 SP:Iteration 57Q (2935.860000 sec): 3 clusters Score: Raw -255157.837196 + Penalty 2518.249508 = -252639.587688 nChanged 44 SP:Iteration 58Q (2936.010000 sec): 3 clusters Score: Raw -255221.222289 + Penalty 2518.249508 = -252702.972782 nChanged 48 SP:Iteration 59Q (2936.160000 sec): 3 clusters Score: Raw -255292.128867 + Penalty 2518.249508 = -252773.879360 nChanged 39 SP:Iteration 60F (2936.300000 sec): 3 clusters Score: Raw -255341.931882 + Penalty 2518.249508 = -252823.682375 nChanged 23 SP:Iteration 61Q (2936.450000 sec): 3 clusters Score: Raw -255365.237245 + Penalty 2518.249508 = -252846.987738 nChanged 19 SP:Iteration 62Q (2936.590000 sec): 3 clusters Score: Raw -255381.750291 + Penalty 2518.249508 = -252863.500783 nChanged 14 SP:Iteration 63Q (2936.730000 sec): 3 clusters Score: Raw -255390.410731 + Penalty 2518.249508 = -252872.161223 nChanged 5 SP:Iteration 64Q (2936.880000 sec): 3 clusters Score: Raw -255393.526800 + Penalty 2518.249508 = -252875.277292 nChanged 4 SP:Iteration 65Q (2937.030000 sec): 3 clusters Score: Raw -255396.753623 + Penalty 2518.249508 = -252878.504115 nChanged 4 SP:Iteration 66Q (2937.170000 sec): 3 clusters Score: Raw -255400.370103 + Penalty 2518.249508 = -252882.120595 nChanged 3 SP:Iteration 67Q (2937.310000 sec): 3 clusters Score: Raw -255402.376963 + Penalty 2518.249508 = -252884.127456 nChanged 3 SP:Iteration 68Q (2937.460000 sec): 3 clusters Score: Raw -255403.631122 + Penalty 2518.249508 = -252885.381615 nChanged 3 SP:Iteration 69Q (2937.600000 sec): 3 clusters Score: Raw -255404.687547 + Penalty 2518.249508 = -252886.438039 nChanged 2 SP:Iteration 70Q (2937.750000 sec): 3 clusters Score: Raw -255405.457626 + Penalty 2518.249508 = -252887.208118 nChanged 1 SP:Iteration 71Q (2937.900000 sec): 3 clusters Score: Raw -255406.390023 + Penalty 2518.249508 = -252888.140515 nChanged 2 SP:Iteration 72Q (2938.000000 sec): 3 clusters Score: Raw -255407.265079 + Penalty 2518.249508 = -252889.015572 nChanged 4 SP:Iteration 73Q (2938.140000 sec): 3 clusters Score: Raw -255410.247566 + Penalty 2518.249508 = -252891.998059 nChanged 2 SP:Iteration 74Q (2938.290000 sec): 3 clusters Score: Raw -255411.258848 + Penalty 2518.249508 = -252893.009340 nChanged 1 SP:Iteration 75Q (2938.390000 sec): 3 clusters Score: Raw -255411.930351 + Penalty 2518.249508 = -252893.680844 nChanged 1 SP:Iteration 76Q (2938.550000 sec): 3 clusters Score: Raw -255413.258916 + Penalty 2518.249508 = -252895.009409 nChanged 3 SP:Iteration 77Q (2938.700000 sec): 3 clusters Score: Raw -255415.288113 + Penalty 2518.249508 = -252897.038605 nChanged 4 SP:Iteration 78Q (2938.790000 sec): 3 clusters Score: Raw -255418.229401 + Penalty 2518.249508 = -252899.979894 nChanged 5 SP:Iteration 79Q (2938.950000 sec): 3 clusters Score: Raw -255421.616046 + Penalty 2518.249508 = -252903.366538 nChanged 2 SP:Iteration 80F (2939.090000 sec): 3 clusters Score: Raw -255422.628033 + Penalty 2518.249508 = -252904.378525 nChanged 1 SP:Iteration 81Q (2939.190000 sec): 3 clusters Score: Raw -255422.847352 + Penalty 2518.249508 = -252904.597844 nChanged 1 SP:Iteration 82Q (2939.350000 sec): 3 clusters Score: Raw -255423.205418 + Penalty 2518.249508 = -252904.955910 nChanged 1 SP:Iteration 83Q (2939.500000 sec): 3 clusters Score: Raw -255423.357265 + Penalty 2518.249508 = -252905.107757 nChanged 0 SP:Iteration 84F (2939.610000 sec): 3 clusters Score: Raw -255423.357265 + Penalty 2518.249508 = -252905.107757 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (9725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2939.840000 sec): 2 clusters Score: Raw -1109730.102691 + Penalty 1492.148965 = -1108237.953726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2940.110000 sec): 3 clusters Score: Raw -1104316.599086 + Penalty 2984.297930 = -1101332.301156 nChanged 4163 SP:Iteration 1F (2940.360000 sec): 3 clusters Score: Raw -1106472.974697 + Penalty 2984.297930 = -1103488.676768 nChanged 536 SP:Iteration 2F (2940.590000 sec): 3 clusters Score: Raw -1106703.615550 + Penalty 2984.297930 = -1103719.317621 nChanged 463 SP:Iteration 3Q (2940.830000 sec): 3 clusters Score: Raw -1106915.241062 + Penalty 2984.297930 = -1103930.943133 nChanged 390 SP:Iteration 4Q (2940.990000 sec): 3 clusters Score: Raw -1107117.146617 + Penalty 2984.297930 = -1104132.848688 nChanged 366 SP:Iteration 5Q (2941.230000 sec): 3 clusters Score: Raw -1107274.907476 + Penalty 2984.297930 = -1104290.609547 nChanged 341 SP:Iteration 6Q (2941.490000 sec): 3 clusters Score: Raw -1107408.717805 + Penalty 2984.297930 = -1104424.419875 nChanged 326 SP:Iteration 7Q (2941.750000 sec): 3 clusters Score: Raw -1107531.272905 + Penalty 2984.297930 = -1104546.974976 nChanged 321 SP:Iteration 8Q (2941.980000 sec): 3 clusters Score: Raw -1107680.391693 + Penalty 2984.297930 = -1104696.093763 nChanged 339 SP:Iteration 9Q (2942.190000 sec): 3 clusters Score: Raw -1107841.407633 + Penalty 2984.297930 = -1104857.109703 nChanged 364 SP:Iteration 10Q (2942.420000 sec): 3 clusters Score: Raw -1108024.701516 + Penalty 2984.297930 = -1105040.403586 nChanged 400 SP:Iteration 11Q (2942.620000 sec): 3 clusters Score: Raw -1108233.853536 + Penalty 2984.297930 = -1105249.555606 nChanged 440 SP:Iteration 12Q (2942.850000 sec): 3 clusters Score: Raw -1108489.494395 + Penalty 2984.297930 = -1105505.196465 nChanged 495 SP:Iteration 13F (2943.050000 sec): 3 clusters Score: Raw -1108794.171632 + Penalty 2984.297930 = -1105809.873702 nChanged 476 SP:Iteration 14Q (2943.200000 sec): 3 clusters Score: Raw -1109117.367320 + Penalty 2984.297930 = -1106133.069390 nChanged 491 SP:Iteration 15F (2943.470000 sec): 3 clusters Score: Raw -1109484.999347 + Penalty 2984.297930 = -1106500.701417 nChanged 413 SP:Iteration 16Q (2943.710000 sec): 3 clusters Score: Raw -1109799.715233 + Penalty 2984.297930 = -1106815.417304 nChanged 334 SP:Iteration 17Q (2943.910000 sec): 3 clusters Score: Raw -1110065.840850 + Penalty 2984.297930 = -1107081.542921 nChanged 232 SP:Iteration 18Q (2944.160000 sec): 3 clusters Score: Raw -1110234.466029 + Penalty 2984.297930 = -1107250.168099 nChanged 162 SP:Iteration 19Q (2944.390000 sec): 3 clusters Score: Raw -1110330.884719 + Penalty 2984.297930 = -1107346.586790 nChanged 103 SP:Iteration 20F (2944.600000 sec): 3 clusters Score: Raw -1110388.732428 + Penalty 2984.297930 = -1107404.434498 nChanged 69 SP:Iteration 21Q (2944.870000 sec): 3 clusters Score: Raw -1110426.484895 + Penalty 2984.297930 = -1107442.186966 nChanged 52 SP:Iteration 22Q (2945.090000 sec): 3 clusters Score: Raw -1110451.994177 + Penalty 2984.297930 = -1107467.696248 nChanged 42 SP:Iteration 23Q (2945.310000 sec): 3 clusters Score: Raw -1110472.032347 + Penalty 2984.297930 = -1107487.734417 nChanged 34 SP:Iteration 24Q (2945.500000 sec): 3 clusters Score: Raw -1110484.420502 + Penalty 2984.297930 = -1107500.122572 nChanged 24 SP:Iteration 25Q (2945.710000 sec): 3 clusters Score: Raw -1110494.196885 + Penalty 2984.297930 = -1107509.898956 nChanged 19 SP:Iteration 26Q (2945.920000 sec): 3 clusters Score: Raw -1110501.582796 + Penalty 2984.297930 = -1107517.284866 nChanged 22 SP:Iteration 27Q (2946.160000 sec): 3 clusters Score: Raw -1110512.159473 + Penalty 2984.297930 = -1107527.861544 nChanged 22 SP:Iteration 28Q (2946.330000 sec): 3 clusters Score: Raw -1110521.160224 + Penalty 2984.297930 = -1107536.862294 nChanged 13 SP:Iteration 29Q (2946.580000 sec): 3 clusters Score: Raw -1110525.008913 + Penalty 2984.297930 = -1107540.710983 nChanged 6 SP:Iteration 30Q (2946.760000 sec): 3 clusters Score: Raw -1110526.498701 + Penalty 2984.297930 = -1107542.200771 nChanged 3 SP:Iteration 31Q (2947.020000 sec): 3 clusters Score: Raw -1110527.136632 + Penalty 2984.297930 = -1107542.838702 nChanged 2 SP:Iteration 32Q (2947.200000 sec): 3 clusters Score: Raw -1110527.636089 + Penalty 2984.297930 = -1107543.338159 nChanged 0 SP:Iteration 33F (2947.450000 sec): 3 clusters Score: Raw -1110527.636089 + Penalty 2984.297930 = -1107543.338159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (7222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2947.530000 sec): 2 clusters Score: Raw -868431.207967 + Penalty 1443.794170 = -866987.413796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2947.730000 sec): 3 clusters Score: Raw -864507.783500 + Penalty 2887.588341 = -861620.195160 nChanged 2994 SP:Iteration 1F (2947.950000 sec): 3 clusters Score: Raw -866074.064340 + Penalty 2887.588341 = -863186.476000 nChanged 418 SP:Iteration 2F (2948.170000 sec): 3 clusters Score: Raw -866271.165519 + Penalty 2887.588341 = -863383.577178 nChanged 335 SP:Iteration 3Q (2948.420000 sec): 3 clusters Score: Raw -866406.196482 + Penalty 2887.588341 = -863518.608141 nChanged 273 SP:Iteration 4Q (2948.660000 sec): 3 clusters Score: Raw -866511.316548 + Penalty 2887.588341 = -863623.728207 nChanged 249 SP:Iteration 5Q (2948.880000 sec): 3 clusters Score: Raw -866606.009397 + Penalty 2887.588341 = -863718.421056 nChanged 233 SP:Iteration 6Q (2949.110000 sec): 3 clusters Score: Raw -866708.432710 + Penalty 2887.588341 = -863820.844369 nChanged 242 SP:Iteration 7Q (2949.290000 sec): 3 clusters Score: Raw -866817.428398 + Penalty 2887.588341 = -863929.840057 nChanged 269 SP:Iteration 8Q (2949.510000 sec): 3 clusters Score: Raw -866946.637784 + Penalty 2887.588341 = -864059.049443 nChanged 280 SP:Iteration 9Q (2949.730000 sec): 3 clusters Score: Raw -867099.209879 + Penalty 2887.588341 = -864211.621538 nChanged 301 SP:Iteration 10Q (2949.920000 sec): 3 clusters Score: Raw -867268.204413 + Penalty 2887.588341 = -864380.616072 nChanged 303 SP:Iteration 11Q (2950.150000 sec): 3 clusters Score: Raw -867472.730829 + Penalty 2887.588341 = -864585.142489 nChanged 321 SP:Iteration 12Q (2950.370000 sec): 3 clusters Score: Raw -867722.740383 + Penalty 2887.588341 = -864835.152043 nChanged 314 SP:Iteration 13Q (2950.580000 sec): 3 clusters Score: Raw -868002.616496 + Penalty 2887.588341 = -865115.028156 nChanged 271 SP:Iteration 14Q (2950.830000 sec): 3 clusters Score: Raw -868276.116478 + Penalty 2887.588341 = -865388.528138 nChanged 188 SP:Iteration 15Q (2951.040000 sec): 3 clusters Score: Raw -868473.627237 + Penalty 2887.588341 = -865586.038897 nChanged 120 SP:Iteration 16Q (2951.250000 sec): 3 clusters Score: Raw -868586.632642 + Penalty 2887.588341 = -865699.044301 nChanged 74 SP:Iteration 17Q (2951.530000 sec): 3 clusters Score: Raw -868639.808948 + Penalty 2887.588341 = -865752.220607 nChanged 50 SP:Iteration 18Q (2951.730000 sec): 3 clusters Score: Raw -868676.508068 + Penalty 2887.588341 = -865788.919728 nChanged 37 SP:Iteration 19Q (2951.950000 sec): 3 clusters Score: Raw -868698.080381 + Penalty 2887.588341 = -865810.492041 nChanged 28 SP:Iteration 20F (2952.110000 sec): 3 clusters Score: Raw -868715.102334 + Penalty 2887.588341 = -865827.513994 nChanged 25 SP:Iteration 21Q (2952.390000 sec): 3 clusters Score: Raw -868731.930691 + Penalty 2887.588341 = -865844.342350 nChanged 25 SP:Iteration 22Q (2952.630000 sec): 3 clusters Score: Raw -868750.404317 + Penalty 2887.588341 = -865862.815976 nChanged 20 SP:Iteration 23Q (2952.870000 sec): 3 clusters Score: Raw -868765.797282 + Penalty 2887.588341 = -865878.208941 nChanged 18 SP:Iteration 24Q (2953.120000 sec): 3 clusters Score: Raw -868776.379260 + Penalty 2887.588341 = -865888.790920 nChanged 13 SP:Iteration 25Q (2953.320000 sec): 3 clusters Score: Raw -868783.394007 + Penalty 2887.588341 = -865895.805667 nChanged 13 SP:Iteration 26Q (2953.530000 sec): 3 clusters Score: Raw -868791.301921 + Penalty 2887.588341 = -865903.713580 nChanged 10 SP:Iteration 27Q (2953.740000 sec): 3 clusters Score: Raw -868798.215341 + Penalty 2887.588341 = -865910.627000 nChanged 6 SP:Iteration 28Q (2953.960000 sec): 3 clusters Score: Raw -868800.349357 + Penalty 2887.588341 = -865912.761017 nChanged 3 SP:Iteration 29Q (2954.160000 sec): 3 clusters Score: Raw -868801.615947 + Penalty 2887.588341 = -865914.027606 nChanged 1 SP:Iteration 30Q (2954.350000 sec): 3 clusters Score: Raw -868802.239318 + Penalty 2887.588341 = -865914.650977 nChanged 0 SP:Iteration 31F (2954.590000 sec): 3 clusters Score: Raw -868802.239318 + Penalty 2887.588341 = -865914.650977 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (8670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2954.720000 sec): 2 clusters Score: Raw -998025.234258 + Penalty 1473.488911 = -996551.745347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2954.960000 sec): 3 clusters Score: Raw -993120.664122 + Penalty 2946.977823 = -990173.686299 nChanged 3725 SP:Iteration 1F (2955.190000 sec): 3 clusters Score: Raw -995096.998228 + Penalty 2946.977823 = -992150.020405 nChanged 567 SP:Iteration 2F (2955.420000 sec): 3 clusters Score: Raw -995388.168262 + Penalty 2946.977823 = -992441.190440 nChanged 545 SP:Iteration 3F (2955.620000 sec): 3 clusters Score: Raw -995749.453096 + Penalty 2946.977823 = -992802.475273 nChanged 576 SP:Iteration 4F (2955.830000 sec): 3 clusters Score: Raw -996163.750863 + Penalty 2946.977823 = -993216.773040 nChanged 597 SP:Iteration 5F (2956.090000 sec): 3 clusters Score: Raw -996602.031211 + Penalty 2946.977823 = -993655.053389 nChanged 620 SP:Iteration 6F (2956.340000 sec): 3 clusters Score: Raw -997038.170099 + Penalty 2946.977823 = -994091.192276 nChanged 512 SP:Iteration 7F (2956.530000 sec): 3 clusters Score: Raw -997368.193598 + Penalty 2946.977823 = -994421.215775 nChanged 376 SP:Iteration 8Q (2956.700000 sec): 3 clusters Score: Raw -997608.342357 + Penalty 2946.977823 = -994661.364535 nChanged 323 SP:Iteration 9Q (2956.980000 sec): 3 clusters Score: Raw -997809.113675 + Penalty 2946.977823 = -994862.135852 nChanged 258 SP:Iteration 10Q (2957.170000 sec): 3 clusters Score: Raw -997943.663332 + Penalty 2946.977823 = -994996.685510 nChanged 185 SP:Iteration 11Q (2957.370000 sec): 3 clusters Score: Raw -998033.201308 + Penalty 2946.977823 = -995086.223485 nChanged 148 SP:Iteration 12Q (2957.600000 sec): 3 clusters Score: Raw -998096.843284 + Penalty 2946.977823 = -995149.865461 nChanged 122 SP:Iteration 13Q (2957.810000 sec): 3 clusters Score: Raw -998151.801232 + Penalty 2946.977823 = -995204.823409 nChanged 81 SP:Iteration 14Q (2958.040000 sec): 3 clusters Score: Raw -998188.104393 + Penalty 2946.977823 = -995241.126570 nChanged 80 SP:Iteration 15Q (2958.280000 sec): 3 clusters Score: Raw -998215.936486 + Penalty 2946.977823 = -995268.958664 nChanged 56 SP:Iteration 16Q (2958.460000 sec): 3 clusters Score: Raw -998237.494373 + Penalty 2946.977823 = -995290.516550 nChanged 60 SP:Iteration 17Q (2958.670000 sec): 3 clusters Score: Raw -998260.180498 + Penalty 2946.977823 = -995313.202675 nChanged 43 SP:Iteration 18Q (2958.860000 sec): 3 clusters Score: Raw -998275.499792 + Penalty 2946.977823 = -995328.521969 nChanged 44 SP:Iteration 19Q (2959.090000 sec): 3 clusters Score: Raw -998290.007467 + Penalty 2946.977823 = -995343.029644 nChanged 45 SP:Iteration 20F (2959.270000 sec): 3 clusters Score: Raw -998306.103711 + Penalty 2946.977823 = -995359.125888 nChanged 40 SP:Iteration 21Q (2959.450000 sec): 3 clusters Score: Raw -998319.299459 + Penalty 2946.977823 = -995372.321636 nChanged 38 SP:Iteration 22Q (2959.640000 sec): 3 clusters Score: Raw -998332.421015 + Penalty 2946.977823 = -995385.443192 nChanged 41 SP:Iteration 23Q (2959.870000 sec): 3 clusters Score: Raw -998345.546424 + Penalty 2946.977823 = -995398.568601 nChanged 40 SP:Iteration 24Q (2960.070000 sec): 3 clusters Score: Raw -998356.971851 + Penalty 2946.977823 = -995409.994029 nChanged 32 SP:Iteration 25Q (2960.300000 sec): 3 clusters Score: Raw -998366.922582 + Penalty 2946.977823 = -995419.944759 nChanged 31 SP:Iteration 26Q (2960.520000 sec): 3 clusters Score: Raw -998377.921055 + Penalty 2946.977823 = -995430.943233 nChanged 25 SP:Iteration 27Q (2960.770000 sec): 3 clusters Score: Raw -998388.004995 + Penalty 2946.977823 = -995441.027172 nChanged 19 SP:Iteration 28Q (2960.980000 sec): 3 clusters Score: Raw -998395.364538 + Penalty 2946.977823 = -995448.386715 nChanged 15 SP:Iteration 29Q (2961.200000 sec): 3 clusters Score: Raw -998400.477648 + Penalty 2946.977823 = -995453.499825 nChanged 11 SP:Iteration 30Q (2961.480000 sec): 3 clusters Score: Raw -998404.731336 + Penalty 2946.977823 = -995457.753513 nChanged 13 SP:Iteration 31Q (2961.670000 sec): 3 clusters Score: Raw -998408.255489 + Penalty 2946.977823 = -995461.277666 nChanged 8 SP:Iteration 32Q (2961.950000 sec): 3 clusters Score: Raw -998411.542394 + Penalty 2946.977823 = -995464.564571 nChanged 12 SP:Iteration 33Q (2962.240000 sec): 3 clusters Score: Raw -998415.687626 + Penalty 2946.977823 = -995468.709803 nChanged 14 SP:Iteration 34Q (2962.410000 sec): 3 clusters Score: Raw -998420.623653 + Penalty 2946.977823 = -995473.645830 nChanged 14 SP:Iteration 35Q (2962.680000 sec): 3 clusters Score: Raw -998424.190132 + Penalty 2946.977823 = -995477.212309 nChanged 8 SP:Iteration 36Q (2962.870000 sec): 3 clusters Score: Raw -998426.286248 + Penalty 2946.977823 = -995479.308425 nChanged 4 SP:Iteration 37Q (2963.120000 sec): 3 clusters Score: Raw -998427.444381 + Penalty 2946.977823 = -995480.466558 nChanged 3 SP:Iteration 38Q (2963.340000 sec): 3 clusters Score: Raw -998428.583312 + Penalty 2946.977823 = -995481.605490 nChanged 4 SP:Iteration 39Q (2963.570000 sec): 3 clusters Score: Raw -998429.458758 + Penalty 2946.977823 = -995482.480935 nChanged 2 SP:Iteration 40F (2963.820000 sec): 3 clusters Score: Raw -998430.166535 + Penalty 2946.977823 = -995483.188713 nChanged 3 SP:Iteration 41Q (2964.060000 sec): 3 clusters Score: Raw -998430.833851 + Penalty 2946.977823 = -995483.856028 nChanged 4 SP:Iteration 42Q (2964.280000 sec): 3 clusters Score: Raw -998432.411566 + Penalty 2946.977823 = -995485.433743 nChanged 2 SP:Iteration 43Q (2964.510000 sec): 3 clusters Score: Raw -998432.868384 + Penalty 2946.977823 = -995485.890562 nChanged 2 SP:Iteration 44Q (2964.670000 sec): 3 clusters Score: Raw -998433.394162 + Penalty 2946.977823 = -995486.416339 nChanged 1 SP:Iteration 45Q (2964.910000 sec): 3 clusters Score: Raw -998433.856585 + Penalty 2946.977823 = -995486.878762 nChanged 0 SP:Iteration 46F (2965.090000 sec): 3 clusters Score: Raw -998433.856585 + Penalty 2946.977823 = -995486.878762 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2965.190000 sec): 2 clusters Score: Raw -27655.083523 + Penalty 934.793054 = -26720.290470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2965.350000 sec): 3 clusters Score: Raw -27823.018576 + Penalty 1869.586108 = -25953.432469 nChanged 89 SP:Iteration 1F (2965.570000 sec): 3 clusters Score: Raw -28130.456105 + Penalty 1869.586108 = -26260.869997 nChanged 28 SP:Iteration 2F (2965.710000 sec): 3 clusters Score: Raw -28266.661088 + Penalty 1869.586108 = -26397.074981 nChanged 9 SP:Iteration 3Q (2965.890000 sec): 3 clusters Score: Raw -28284.300243 + Penalty 1869.586108 = -26414.714135 nChanged 7 SP:Iteration 4Q (2966.070000 sec): 3 clusters Score: Raw -28317.346805 + Penalty 1869.586108 = -26447.760698 nChanged 3 SP:Iteration 5Q (2966.220000 sec): 3 clusters Score: Raw -28324.378436 + Penalty 1869.586108 = -26454.792328 nChanged 3 SP:Iteration 6Q (2966.370000 sec): 3 clusters Score: Raw -28330.121931 + Penalty 1869.586108 = -26460.535823 nChanged 1 SP:Iteration 7Q (2966.560000 sec): 3 clusters Score: Raw -28332.266317 + Penalty 1869.586108 = -26462.680209 nChanged 0 SP:Iteration 8F (2966.790000 sec): 3 clusters Score: Raw -28332.266317 + Penalty 1869.586108 = -26462.680209 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2966.880000 sec): 2 clusters Score: Raw -104192.917479 + Penalty 1106.109771 = -103086.807708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2967.050000 sec): 3 clusters Score: Raw -103908.638163 + Penalty 2212.219542 = -101696.418620 nChanged 253 SP:Iteration 1F (2967.280000 sec): 3 clusters Score: Raw -104148.305175 + Penalty 2212.219542 = -101936.085632 nChanged 69 SP:Iteration 2F (2967.430000 sec): 3 clusters Score: Raw -104231.508203 + Penalty 2212.219542 = -102019.288661 nChanged 29 SP:Iteration 3Q (2967.630000 sec): 3 clusters Score: Raw -104264.303144 + Penalty 2212.219542 = -102052.083602 nChanged 15 SP:Iteration 4Q (2967.840000 sec): 3 clusters Score: Raw -104275.803029 + Penalty 2212.219542 = -102063.583487 nChanged 6 SP:Iteration 5Q (2968.000000 sec): 3 clusters Score: Raw -104282.502265 + Penalty 2212.219542 = -102070.282723 nChanged 6 SP:Iteration 6Q (2968.160000 sec): 3 clusters Score: Raw -104286.450445 + Penalty 2212.219542 = -102074.230903 nChanged 1 SP:Iteration 7Q (2968.340000 sec): 3 clusters Score: Raw -104287.458399 + Penalty 2212.219542 = -102075.238857 nChanged 2 SP:Iteration 8Q (2968.510000 sec): 3 clusters Score: Raw -104289.252260 + Penalty 2212.219542 = -102077.032718 nChanged 1 SP:Iteration 9Q (2968.670000 sec): 3 clusters Score: Raw -104289.710669 + Penalty 2212.219542 = -102077.491127 nChanged 0 SP:Iteration 10F (2968.850000 sec): 3 clusters Score: Raw -104289.710669 + Penalty 2212.219542 = -102077.491127 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (31314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2969.050000 sec): 2 clusters Score: Raw -3444440.591820 + Penalty 1682.170841 = -3442758.420978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2969.390000 sec): 3 clusters Score: Raw -3425085.680915 + Penalty 3364.341682 = -3421721.339232 nChanged 14534 SP:Iteration 1F (2969.740000 sec): 3 clusters Score: Raw -3433260.359741 + Penalty 3364.341682 = -3429896.018058 nChanged 1532 SP:Iteration 2Q (2970.130000 sec): 3 clusters Score: Raw -3433802.379899 + Penalty 3364.341682 = -3430438.038216 nChanged 1496 SP:Iteration 3Q (2970.440000 sec): 3 clusters Score: Raw -3434410.749244 + Penalty 3364.341682 = -3431046.407562 nChanged 1537 SP:Iteration 4Q (2970.780000 sec): 3 clusters Score: Raw -3435105.343949 + Penalty 3364.341682 = -3431741.002266 nChanged 1704 SP:Iteration 5F (2971.170000 sec): 3 clusters Score: Raw -3435977.076153 + Penalty 3364.341682 = -3432612.734470 nChanged 1790 SP:Iteration 6F (2971.480000 sec): 3 clusters Score: Raw -3436909.873484 + Penalty 3364.341682 = -3433545.531802 nChanged 1733 SP:Iteration 7F (2971.900000 sec): 3 clusters Score: Raw -3437899.525154 + Penalty 3364.341682 = -3434535.183472 nChanged 1705 SP:Iteration 8F (2972.250000 sec): 3 clusters Score: Raw -3438952.009483 + Penalty 3364.341682 = -3435587.667801 nChanged 1554 SP:Iteration 9Q (2972.660000 sec): 3 clusters Score: Raw -3439945.379282 + Penalty 3364.341682 = -3436581.037600 nChanged 1378 SP:Iteration 10Q (2972.990000 sec): 3 clusters Score: Raw -3441003.136532 + Penalty 3364.341682 = -3437638.794850 nChanged 1110 SP:Iteration 11Q (2973.390000 sec): 3 clusters Score: Raw -3442031.433842 + Penalty 3364.341682 = -3438667.092160 nChanged 777 SP:Iteration 12Q (2973.750000 sec): 3 clusters Score: Raw -3442859.559560 + Penalty 3364.341682 = -3439495.217878 nChanged 537 SP:Iteration 13Q (2974.070000 sec): 3 clusters Score: Raw -3443626.266986 + Penalty 3364.341682 = -3440261.925303 nChanged 356 SP:Iteration 14Q (2974.400000 sec): 3 clusters Score: Raw -3444151.741317 + Penalty 3364.341682 = -3440787.399634 nChanged 256 SP:Iteration 15Q (2974.790000 sec): 3 clusters Score: Raw -3444416.053155 + Penalty 3364.341682 = -3441051.711473 nChanged 163 SP:Iteration 16Q (2975.090000 sec): 3 clusters Score: Raw -3444524.804659 + Penalty 3364.341682 = -3441160.462977 nChanged 114 SP:Iteration 17Q (2975.410000 sec): 3 clusters Score: Raw -3444581.065499 + Penalty 3364.341682 = -3441216.723817 nChanged 93 SP:Iteration 18Q (2975.820000 sec): 3 clusters Score: Raw -3444622.645378 + Penalty 3364.341682 = -3441258.303695 nChanged 71 SP:Iteration 19Q (2976.110000 sec): 3 clusters Score: Raw -3444653.946647 + Penalty 3364.341682 = -3441289.604964 nChanged 67 SP:Iteration 20F (2976.520000 sec): 3 clusters Score: Raw -3444680.897063 + Penalty 3364.341682 = -3441316.555381 nChanged 61 SP:Iteration 21Q (2976.810000 sec): 3 clusters Score: Raw -3444707.583582 + Penalty 3364.341682 = -3441343.241900 nChanged 51 SP:Iteration 22Q (2977.160000 sec): 3 clusters Score: Raw -3444727.197493 + Penalty 3364.341682 = -3441362.855811 nChanged 46 SP:Iteration 23Q (2977.590000 sec): 3 clusters Score: Raw -3444743.507035 + Penalty 3364.341682 = -3441379.165353 nChanged 33 SP:Iteration 24Q (2977.940000 sec): 3 clusters Score: Raw -3444753.804167 + Penalty 3364.341682 = -3441389.462485 nChanged 23 SP:Iteration 25Q (2978.260000 sec): 3 clusters Score: Raw -3444759.983186 + Penalty 3364.341682 = -3441395.641503 nChanged 20 SP:Iteration 26Q (2978.630000 sec): 3 clusters Score: Raw -3444764.713143 + Penalty 3364.341682 = -3441400.371460 nChanged 15 SP:Iteration 27Q (2979.010000 sec): 3 clusters Score: Raw -3444769.758247 + Penalty 3364.341682 = -3441405.416565 nChanged 16 SP:Iteration 28Q (2979.340000 sec): 3 clusters Score: Raw -3444773.346497 + Penalty 3364.341682 = -3441409.004815 nChanged 6 SP:Iteration 29Q (2979.650000 sec): 3 clusters Score: Raw -3444774.366761 + Penalty 3364.341682 = -3441410.025078 nChanged 9 SP:Iteration 30Q (2980.020000 sec): 3 clusters Score: Raw -3444775.671700 + Penalty 3364.341682 = -3441411.330018 nChanged 5 SP:Iteration 31Q (2980.360000 sec): 3 clusters Score: Raw -3444776.492483 + Penalty 3364.341682 = -3441412.150801 nChanged 2 SP:Iteration 32Q (2980.720000 sec): 3 clusters Score: Raw -3444776.676248 + Penalty 3364.341682 = -3441412.334565 nChanged 2 SP:Iteration 33Q (2981.100000 sec): 3 clusters Score: Raw -3444776.902020 + Penalty 3364.341682 = -3441412.560338 nChanged 0 SP:Iteration 34F (2981.490000 sec): 3 clusters Score: Raw -3444776.902020 + Penalty 3364.341682 = -3441412.560338 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2981.620000 sec): 2 clusters Score: Raw -35742.300830 + Penalty 944.796211 = -34797.504619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2981.770000 sec): 3 clusters Score: Raw -35768.333485 + Penalty 1889.592423 = -33878.741062 nChanged 63 SP:Iteration 1F (2981.970000 sec): 3 clusters Score: Raw -35938.673061 + Penalty 1889.592423 = -34049.080638 nChanged 14 SP:Iteration 2Q (2982.150000 sec): 3 clusters Score: Raw -36002.725349 + Penalty 1889.592423 = -34113.132926 nChanged 10 SP:Iteration 3Q (2982.340000 sec): 3 clusters Score: Raw -36039.234916 + Penalty 1889.592423 = -34149.642493 nChanged 12 SP:Iteration 4Q (2982.510000 sec): 3 clusters Score: Raw -36129.295561 + Penalty 1889.592423 = -34239.703139 nChanged 8 SP:Iteration 5Q (2982.670000 sec): 3 clusters Score: Raw -36240.543691 + Penalty 1889.592423 = -34350.951268 nChanged 7 SP:Iteration 6Q (2982.830000 sec): 3 clusters Score: Raw -36273.090172 + Penalty 1889.592423 = -34383.497749 nChanged 3 SP:Iteration 7Q (2982.990000 sec): 3 clusters Score: Raw -36279.885185 + Penalty 1889.592423 = -34390.292763 nChanged 2 SP:Iteration 8Q (2983.170000 sec): 3 clusters Score: Raw -36302.064072 + Penalty 1889.592423 = -34412.471649 nChanged 0 SP:Iteration 9F (2983.280000 sec): 3 clusters Score: Raw -36302.064072 + Penalty 1889.592423 = -34412.471649 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (5217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2983.440000 sec): 2 clusters Score: Raw -600420.786316 + Penalty 1390.947643 = -599029.838673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2983.690000 sec): 3 clusters Score: Raw -597663.488808 + Penalty 2781.895286 = -594881.593522 nChanged 2113 SP:Iteration 1F (2983.930000 sec): 3 clusters Score: Raw -598827.513483 + Penalty 2781.895286 = -596045.618197 nChanged 371 SP:Iteration 2F (2984.170000 sec): 3 clusters Score: Raw -599022.349193 + Penalty 2781.895286 = -596240.453908 nChanged 284 SP:Iteration 3F (2984.430000 sec): 3 clusters Score: Raw -599151.448864 + Penalty 2781.895286 = -596369.553578 nChanged 199 SP:Iteration 4Q (2984.630000 sec): 3 clusters Score: Raw -599235.718117 + Penalty 2781.895286 = -596453.822831 nChanged 162 SP:Iteration 5Q (2984.860000 sec): 3 clusters Score: Raw -599296.930473 + Penalty 2781.895286 = -596515.035187 nChanged 142 SP:Iteration 6Q (2985.120000 sec): 3 clusters Score: Raw -599350.922427 + Penalty 2781.895286 = -596569.027142 nChanged 98 SP:Iteration 7Q (2985.330000 sec): 3 clusters Score: Raw -599386.344840 + Penalty 2781.895286 = -596604.449554 nChanged 99 SP:Iteration 8Q (2985.540000 sec): 3 clusters Score: Raw -599425.557300 + Penalty 2781.895286 = -596643.662014 nChanged 95 SP:Iteration 9Q (2985.760000 sec): 3 clusters Score: Raw -599461.425609 + Penalty 2781.895286 = -596679.530323 nChanged 80 SP:Iteration 10Q (2985.950000 sec): 3 clusters Score: Raw -599494.122376 + Penalty 2781.895286 = -596712.227090 nChanged 84 SP:Iteration 11Q (2986.130000 sec): 3 clusters Score: Raw -599528.532789 + Penalty 2781.895286 = -596746.637503 nChanged 95 SP:Iteration 12Q (2986.320000 sec): 3 clusters Score: Raw -599564.483251 + Penalty 2781.895286 = -596782.587965 nChanged 87 SP:Iteration 13Q (2986.510000 sec): 3 clusters Score: Raw -599596.024880 + Penalty 2781.895286 = -596814.129594 nChanged 87 SP:Iteration 14Q (2986.700000 sec): 3 clusters Score: Raw -599631.166116 + Penalty 2781.895286 = -596849.270830 nChanged 103 SP:Iteration 15Q (2986.890000 sec): 3 clusters Score: Raw -599677.008249 + Penalty 2781.895286 = -596895.112963 nChanged 102 SP:Iteration 16Q (2987.090000 sec): 3 clusters Score: Raw -599717.851291 + Penalty 2781.895286 = -596935.956005 nChanged 110 SP:Iteration 17Q (2987.270000 sec): 3 clusters Score: Raw -599770.991509 + Penalty 2781.895286 = -596989.096223 nChanged 93 SP:Iteration 18Q (2987.480000 sec): 3 clusters Score: Raw -599807.595021 + Penalty 2781.895286 = -597025.699735 nChanged 92 SP:Iteration 19Q (2987.670000 sec): 3 clusters Score: Raw -599837.489601 + Penalty 2781.895286 = -597055.594315 nChanged 72 SP:Iteration 20F (2987.840000 sec): 3 clusters Score: Raw -599863.343659 + Penalty 2781.895286 = -597081.448373 nChanged 70 SP:Iteration 21Q (2988.020000 sec): 3 clusters Score: Raw -599891.709959 + Penalty 2781.895286 = -597109.814673 nChanged 69 SP:Iteration 22Q (2988.210000 sec): 3 clusters Score: Raw -599920.598148 + Penalty 2781.895286 = -597138.702862 nChanged 69 SP:Iteration 23Q (2988.390000 sec): 3 clusters Score: Raw -599948.249223 + Penalty 2781.895286 = -597166.353937 nChanged 63 SP:Iteration 24Q (2988.530000 sec): 3 clusters Score: Raw -599974.748549 + Penalty 2781.895286 = -597192.853263 nChanged 63 SP:Iteration 25Q (2988.730000 sec): 3 clusters Score: Raw -600002.398181 + Penalty 2781.895286 = -597220.502895 nChanged 71 SP:Iteration 26Q (2988.890000 sec): 3 clusters Score: Raw -600041.914264 + Penalty 2781.895286 = -597260.018978 nChanged 82 SP:Iteration 27Q (2989.070000 sec): 3 clusters Score: Raw -600081.856299 + Penalty 2781.895286 = -597299.961013 nChanged 63 SP:Iteration 28Q (2989.260000 sec): 3 clusters Score: Raw -600107.927102 + Penalty 2781.895286 = -597326.031816 nChanged 56 SP:Iteration 29Q (2989.450000 sec): 3 clusters Score: Raw -600131.590447 + Penalty 2781.895286 = -597349.695161 nChanged 52 SP:Iteration 30Q (2989.620000 sec): 3 clusters Score: Raw -600159.477966 + Penalty 2781.895286 = -597377.582680 nChanged 44 SP:Iteration 31Q (2989.790000 sec): 3 clusters Score: Raw -600183.412735 + Penalty 2781.895286 = -597401.517449 nChanged 44 SP:Iteration 32Q (2990.010000 sec): 3 clusters Score: Raw -600204.506297 + Penalty 2781.895286 = -597422.611011 nChanged 47 SP:Iteration 33Q (2990.180000 sec): 3 clusters Score: Raw -600227.372104 + Penalty 2781.895286 = -597445.476818 nChanged 45 SP:Iteration 34Q (2990.380000 sec): 3 clusters Score: Raw -600248.856355 + Penalty 2781.895286 = -597466.961069 nChanged 41 SP:Iteration 35Q (2990.610000 sec): 3 clusters Score: Raw -600266.835409 + Penalty 2781.895286 = -597484.940123 nChanged 35 SP:Iteration 36Q (2990.760000 sec): 3 clusters Score: Raw -600280.288314 + Penalty 2781.895286 = -597498.393028 nChanged 27 SP:Iteration 37Q (2990.950000 sec): 3 clusters Score: Raw -600288.374395 + Penalty 2781.895286 = -597506.479109 nChanged 14 SP:Iteration 38Q (2991.160000 sec): 3 clusters Score: Raw -600293.184138 + Penalty 2781.895286 = -597511.288852 nChanged 14 SP:Iteration 39Q (2991.430000 sec): 3 clusters Score: Raw -600296.663208 + Penalty 2781.895286 = -597514.767922 nChanged 8 SP:Iteration 40F (2991.600000 sec): 3 clusters Score: Raw -600299.741854 + Penalty 2781.895286 = -597517.846568 nChanged 13 SP:Iteration 41Q (2991.800000 sec): 3 clusters Score: Raw -600305.034158 + Penalty 2781.895286 = -597523.138872 nChanged 17 SP:Iteration 42Q (2992.010000 sec): 3 clusters Score: Raw -600313.251813 + Penalty 2781.895286 = -597531.356527 nChanged 20 SP:Iteration 43Q (2992.240000 sec): 3 clusters Score: Raw -600321.755640 + Penalty 2781.895286 = -597539.860354 nChanged 13 SP:Iteration 44Q (2992.470000 sec): 3 clusters Score: Raw -600327.134252 + Penalty 2781.895286 = -597545.238966 nChanged 15 SP:Iteration 45Q (2992.630000 sec): 3 clusters Score: Raw -600335.131296 + Penalty 2781.895286 = -597553.236010 nChanged 13 SP:Iteration 46Q (2992.830000 sec): 3 clusters Score: Raw -600341.136496 + Penalty 2781.895286 = -597559.241210 nChanged 12 SP:Iteration 47Q (2993.020000 sec): 3 clusters Score: Raw -600347.288477 + Penalty 2781.895286 = -597565.393191 nChanged 18 SP:Iteration 48Q (2993.220000 sec): 3 clusters Score: Raw -600354.585605 + Penalty 2781.895286 = -597572.690319 nChanged 19 SP:Iteration 49Q (2993.460000 sec): 3 clusters Score: Raw -600365.185486 + Penalty 2781.895286 = -597583.290200 nChanged 20 SP:Iteration 50Q (2993.660000 sec): 3 clusters Score: Raw -600376.584704 + Penalty 2781.895286 = -597594.689418 nChanged 24 SP:Iteration 51Q (2993.840000 sec): 3 clusters Score: Raw -600386.918903 + Penalty 2781.895286 = -597605.023617 nChanged 19 SP:Iteration 52Q (2994.010000 sec): 3 clusters Score: Raw -600398.954228 + Penalty 2781.895286 = -597617.058942 nChanged 19 SP:Iteration 53Q (2994.210000 sec): 3 clusters Score: Raw -600409.469485 + Penalty 2781.895286 = -597627.574199 nChanged 16 SP:Iteration 54Q (2994.420000 sec): 3 clusters Score: Raw -600419.586169 + Penalty 2781.895286 = -597637.690883 nChanged 20 SP:Iteration 55Q (2994.590000 sec): 3 clusters Score: Raw -600428.781804 + Penalty 2781.895286 = -597646.886518 nChanged 15 SP:Iteration 56Q (2994.800000 sec): 3 clusters Score: Raw -600437.525726 + Penalty 2781.895286 = -597655.630440 nChanged 20 SP:Iteration 57Q (2995.000000 sec): 3 clusters Score: Raw -600447.395860 + Penalty 2781.895286 = -597665.500574 nChanged 18 SP:Iteration 58Q (2995.190000 sec): 3 clusters Score: Raw -600456.819070 + Penalty 2781.895286 = -597674.923784 nChanged 13 SP:Iteration 59Q (2995.380000 sec): 3 clusters Score: Raw -600465.067219 + Penalty 2781.895286 = -597683.171933 nChanged 16 SP:Iteration 60F (2995.570000 sec): 3 clusters Score: Raw -600472.459835 + Penalty 2781.895286 = -597690.564549 nChanged 14 SP:Iteration 61Q (2995.770000 sec): 3 clusters Score: Raw -600479.294517 + Penalty 2781.895286 = -597697.399231 nChanged 15 SP:Iteration 62Q (2996.030000 sec): 3 clusters Score: Raw -600485.680085 + Penalty 2781.895286 = -597703.784799 nChanged 7 SP:Iteration 63Q (2996.230000 sec): 3 clusters Score: Raw -600488.886012 + Penalty 2781.895286 = -597706.990726 nChanged 7 SP:Iteration 64Q (2996.430000 sec): 3 clusters Score: Raw -600492.067108 + Penalty 2781.895286 = -597710.171822 nChanged 4 SP:Iteration 65Q (2996.600000 sec): 3 clusters Score: Raw -600493.782423 + Penalty 2781.895286 = -597711.887137 nChanged 2 SP:Iteration 66Q (2996.850000 sec): 3 clusters Score: Raw -600494.459719 + Penalty 2781.895286 = -597712.564433 nChanged 0 SP:Iteration 67F (2997.030000 sec): 3 clusters Score: Raw -600494.459719 + Penalty 2781.895286 = -597712.564433 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (2522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2997.150000 sec): 2 clusters Score: Raw -274324.236025 + Penalty 1272.831221 = -273051.404804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2997.320000 sec): 3 clusters Score: Raw -273139.471950 + Penalty 2545.662443 = -270593.809507 nChanged 942 SP:Iteration 1F (2997.550000 sec): 3 clusters Score: Raw -273766.985143 + Penalty 2545.662443 = -271221.322700 nChanged 222 SP:Iteration 2F (2997.710000 sec): 3 clusters Score: Raw -273920.752896 + Penalty 2545.662443 = -271375.090453 nChanged 121 SP:Iteration 3Q (2997.920000 sec): 3 clusters Score: Raw -273999.639608 + Penalty 2545.662443 = -271453.977165 nChanged 97 SP:Iteration 4Q (2998.140000 sec): 3 clusters Score: Raw -274064.297374 + Penalty 2545.662443 = -271518.634931 nChanged 75 SP:Iteration 5Q (2998.290000 sec): 3 clusters Score: Raw -274112.564688 + Penalty 2545.662443 = -271566.902245 nChanged 73 SP:Iteration 6Q (2998.450000 sec): 3 clusters Score: Raw -274157.332464 + Penalty 2545.662443 = -271611.670021 nChanged 64 SP:Iteration 7Q (2998.590000 sec): 3 clusters Score: Raw -274193.470005 + Penalty 2545.662443 = -271647.807562 nChanged 45 SP:Iteration 8Q (2998.850000 sec): 3 clusters Score: Raw -274212.877193 + Penalty 2545.662443 = -271667.214751 nChanged 38 SP:Iteration 9Q (2999.030000 sec): 3 clusters Score: Raw -274228.988642 + Penalty 2545.662443 = -271683.326199 nChanged 35 SP:Iteration 10Q (2999.190000 sec): 3 clusters Score: Raw -274250.174192 + Penalty 2545.662443 = -271704.511749 nChanged 37 SP:Iteration 11Q (2999.430000 sec): 3 clusters Score: Raw -274273.307186 + Penalty 2545.662443 = -271727.644743 nChanged 33 SP:Iteration 12Q (2999.600000 sec): 3 clusters Score: Raw -274294.940256 + Penalty 2545.662443 = -271749.277813 nChanged 46 SP:Iteration 13Q (2999.780000 sec): 3 clusters Score: Raw -274330.511138 + Penalty 2545.662443 = -271784.848695 nChanged 42 SP:Iteration 14Q (2999.920000 sec): 3 clusters Score: Raw -274360.273180 + Penalty 2545.662443 = -271814.610737 nChanged 36 SP:Iteration 15Q (3000.100000 sec): 3 clusters Score: Raw -274381.659567 + Penalty 2545.662443 = -271835.997124 nChanged 38 SP:Iteration 16Q (3000.310000 sec): 3 clusters Score: Raw -274408.702057 + Penalty 2545.662443 = -271863.039615 nChanged 28 SP:Iteration 17Q (3000.460000 sec): 3 clusters Score: Raw -274433.844399 + Penalty 2545.662443 = -271888.181956 nChanged 34 SP:Iteration 18Q (3000.630000 sec): 3 clusters Score: Raw -274456.967061 + Penalty 2545.662443 = -271911.304618 nChanged 26 SP:Iteration 19Q (3000.830000 sec): 3 clusters Score: Raw -274473.943000 + Penalty 2545.662443 = -271928.280557 nChanged 19 SP:Iteration 20F (3000.990000 sec): 3 clusters Score: Raw -274484.741561 + Penalty 2545.662443 = -271939.079118 nChanged 17 SP:Iteration 21Q (3001.140000 sec): 3 clusters Score: Raw -274492.945982 + Penalty 2545.662443 = -271947.283539 nChanged 11 SP:Iteration 22Q (3001.340000 sec): 3 clusters Score: Raw -274501.455787 + Penalty 2545.662443 = -271955.793344 nChanged 10 SP:Iteration 23Q (3001.490000 sec): 3 clusters Score: Raw -274510.554369 + Penalty 2545.662443 = -271964.891926 nChanged 16 SP:Iteration 24Q (3001.680000 sec): 3 clusters Score: Raw -274519.730238 + Penalty 2545.662443 = -271974.067796 nChanged 15 SP:Iteration 25Q (3001.830000 sec): 3 clusters Score: Raw -274528.164797 + Penalty 2545.662443 = -271982.502354 nChanged 10 SP:Iteration 26Q (3002.030000 sec): 3 clusters Score: Raw -274533.068442 + Penalty 2545.662443 = -271987.405999 nChanged 6 SP:Iteration 27Q (3002.310000 sec): 3 clusters Score: Raw -274536.694741 + Penalty 2545.662443 = -271991.032298 nChanged 6 SP:Iteration 28Q (3002.540000 sec): 3 clusters Score: Raw -274540.247093 + Penalty 2545.662443 = -271994.584650 nChanged 4 SP:Iteration 29Q (3002.770000 sec): 3 clusters Score: Raw -274542.675968 + Penalty 2545.662443 = -271997.013525 nChanged 6 SP:Iteration 30Q (3003.010000 sec): 3 clusters Score: Raw -274545.980136 + Penalty 2545.662443 = -272000.317693 nChanged 5 SP:Iteration 31Q (3003.230000 sec): 3 clusters Score: Raw -274548.247852 + Penalty 2545.662443 = -272002.585409 nChanged 4 SP:Iteration 32Q (3003.420000 sec): 3 clusters Score: Raw -274550.332732 + Penalty 2545.662443 = -272004.670289 nChanged 4 SP:Iteration 33Q (3003.550000 sec): 3 clusters Score: Raw -274551.896266 + Penalty 2545.662443 = -272006.233823 nChanged 5 SP:Iteration 34Q (3003.750000 sec): 3 clusters Score: Raw -274554.733454 + Penalty 2545.662443 = -272009.071011 nChanged 8 SP:Iteration 35Q (3003.880000 sec): 3 clusters Score: Raw -274557.436727 + Penalty 2545.662443 = -272011.774284 nChanged 5 SP:Iteration 36Q (3004.060000 sec): 3 clusters Score: Raw -274561.321899 + Penalty 2545.662443 = -272015.659456 nChanged 7 SP:Iteration 37Q (3004.250000 sec): 3 clusters Score: Raw -274564.408467 + Penalty 2545.662443 = -272018.746024 nChanged 4 SP:Iteration 38Q (3004.430000 sec): 3 clusters Score: Raw -274566.383363 + Penalty 2545.662443 = -272020.720920 nChanged 3 SP:Iteration 39Q (3004.630000 sec): 3 clusters Score: Raw -274567.652833 + Penalty 2545.662443 = -272021.990390 nChanged 3 SP:Iteration 40F (3004.820000 sec): 3 clusters Score: Raw -274569.623849 + Penalty 2545.662443 = -272023.961406 nChanged 3 SP:Iteration 41Q (3005.010000 sec): 3 clusters Score: Raw -274571.480061 + Penalty 2545.662443 = -272025.817618 nChanged 7 SP:Iteration 42Q (3005.180000 sec): 3 clusters Score: Raw -274576.047197 + Penalty 2545.662443 = -272030.384754 nChanged 7 SP:Iteration 43Q (3005.360000 sec): 3 clusters Score: Raw -274580.485725 + Penalty 2545.662443 = -272034.823282 nChanged 9 SP:Iteration 44Q (3005.540000 sec): 3 clusters Score: Raw -274585.300294 + Penalty 2545.662443 = -272039.637852 nChanged 11 SP:Iteration 45Q (3005.750000 sec): 3 clusters Score: Raw -274593.221697 + Penalty 2545.662443 = -272047.559254 nChanged 9 SP:Iteration 46Q (3005.980000 sec): 3 clusters Score: Raw -274598.170172 + Penalty 2545.662443 = -272052.507729 nChanged 6 SP:Iteration 47Q (3006.160000 sec): 3 clusters Score: Raw -274602.351371 + Penalty 2545.662443 = -272056.688928 nChanged 9 SP:Iteration 48Q (3006.360000 sec): 3 clusters Score: Raw -274607.090340 + Penalty 2545.662443 = -272061.427897 nChanged 10 SP:Iteration 49Q (3006.610000 sec): 3 clusters Score: Raw -274610.896905 + Penalty 2545.662443 = -272065.234463 nChanged 7 SP:Iteration 50Q (3006.830000 sec): 3 clusters Score: Raw -274613.345078 + Penalty 2545.662443 = -272067.682635 nChanged 3 SP:Iteration 51Q (3007.030000 sec): 3 clusters Score: Raw -274614.320485 + Penalty 2545.662443 = -272068.658042 nChanged 1 SP:Iteration 52Q (3007.180000 sec): 3 clusters Score: Raw -274614.631348 + Penalty 2545.662443 = -272068.968905 nChanged 1 SP:Iteration 53Q (3007.390000 sec): 3 clusters Score: Raw -274614.900337 + Penalty 2545.662443 = -272069.237894 nChanged 0 SP:Iteration 54F (3007.620000 sec): 3 clusters Score: Raw -274614.900337 + Penalty 2545.662443 = -272069.237894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3007.730000 sec): 2 clusters Score: Raw -221763.015686 + Penalty 1228.935703 = -220534.079983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3007.880000 sec): 3 clusters Score: Raw -220920.763682 + Penalty 2457.871405 = -218462.892277 nChanged 653 SP:Iteration 1F (3008.110000 sec): 3 clusters Score: Raw -221345.429529 + Penalty 2457.871405 = -218887.558124 nChanged 171 SP:Iteration 2F (3008.230000 sec): 3 clusters Score: Raw -221469.149397 + Penalty 2457.871405 = -219011.277992 nChanged 95 SP:Iteration 3Q (3008.400000 sec): 3 clusters Score: Raw -221537.425759 + Penalty 2457.871405 = -219079.554354 nChanged 70 SP:Iteration 4Q (3008.620000 sec): 3 clusters Score: Raw -221585.253880 + Penalty 2457.871405 = -219127.382474 nChanged 55 SP:Iteration 5Q (3008.770000 sec): 3 clusters Score: Raw -221620.448578 + Penalty 2457.871405 = -219162.577172 nChanged 46 SP:Iteration 6Q (3008.940000 sec): 3 clusters Score: Raw -221647.663977 + Penalty 2457.871405 = -219189.792572 nChanged 42 SP:Iteration 7Q (3009.100000 sec): 3 clusters Score: Raw -221670.837804 + Penalty 2457.871405 = -219212.966398 nChanged 34 SP:Iteration 8Q (3009.260000 sec): 3 clusters Score: Raw -221695.313947 + Penalty 2457.871405 = -219237.442542 nChanged 33 SP:Iteration 9Q (3009.500000 sec): 3 clusters Score: Raw -221716.810060 + Penalty 2457.871405 = -219258.938654 nChanged 33 SP:Iteration 10Q (3009.680000 sec): 3 clusters Score: Raw -221736.373284 + Penalty 2457.871405 = -219278.501879 nChanged 27 SP:Iteration 11Q (3009.850000 sec): 3 clusters Score: Raw -221755.662793 + Penalty 2457.871405 = -219297.791388 nChanged 28 SP:Iteration 12Q (3010.100000 sec): 3 clusters Score: Raw -221772.428927 + Penalty 2457.871405 = -219314.557522 nChanged 27 SP:Iteration 13Q (3010.270000 sec): 3 clusters Score: Raw -221784.911454 + Penalty 2457.871405 = -219327.040049 nChanged 21 SP:Iteration 14Q (3010.510000 sec): 3 clusters Score: Raw -221797.488833 + Penalty 2457.871405 = -219339.617427 nChanged 23 SP:Iteration 15Q (3010.650000 sec): 3 clusters Score: Raw -221809.747565 + Penalty 2457.871405 = -219351.876159 nChanged 19 SP:Iteration 16Q (3010.820000 sec): 3 clusters Score: Raw -221821.481979 + Penalty 2457.871405 = -219363.610574 nChanged 13 SP:Iteration 17Q (3010.990000 sec): 3 clusters Score: Raw -221828.041693 + Penalty 2457.871405 = -219370.170288 nChanged 10 SP:Iteration 18Q (3011.220000 sec): 3 clusters Score: Raw -221833.228943 + Penalty 2457.871405 = -219375.357537 nChanged 9 SP:Iteration 19Q (3011.390000 sec): 3 clusters Score: Raw -221837.771275 + Penalty 2457.871405 = -219379.899870 nChanged 6 SP:Iteration 20F (3011.560000 sec): 3 clusters Score: Raw -221840.278182 + Penalty 2457.871405 = -219382.406777 nChanged 8 SP:Iteration 21Q (3011.720000 sec): 3 clusters Score: Raw -221843.075177 + Penalty 2457.871405 = -219385.203771 nChanged 7 SP:Iteration 22Q (3011.880000 sec): 3 clusters Score: Raw -221846.884892 + Penalty 2457.871405 = -219389.013487 nChanged 14 SP:Iteration 23Q (3012.040000 sec): 3 clusters Score: Raw -221851.446406 + Penalty 2457.871405 = -219393.575001 nChanged 5 SP:Iteration 24Q (3012.190000 sec): 3 clusters Score: Raw -221852.826862 + Penalty 2457.871405 = -219394.955457 nChanged 0 SP:Iteration 25F (3012.410000 sec): 3 clusters Score: Raw -221852.826862 + Penalty 2457.871405 = -219394.955457 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (2359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3012.530000 sec): 2 clusters Score: Raw -269253.728237 + Penalty 1261.973875 = -267991.754362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3012.730000 sec): 3 clusters Score: Raw -268183.068763 + Penalty 2523.947751 = -265659.121013 nChanged 850 SP:Iteration 1F (3012.970000 sec): 3 clusters Score: Raw -268708.442451 + Penalty 2523.947751 = -266184.494700 nChanged 177 SP:Iteration 2F (3013.170000 sec): 3 clusters Score: Raw -268821.436010 + Penalty 2523.947751 = -266297.488259 nChanged 116 SP:Iteration 3Q (3013.330000 sec): 3 clusters Score: Raw -268885.108267 + Penalty 2523.947751 = -266361.160516 nChanged 66 SP:Iteration 4Q (3013.470000 sec): 3 clusters Score: Raw -268920.732457 + Penalty 2523.947751 = -266396.784706 nChanged 47 SP:Iteration 5Q (3013.670000 sec): 3 clusters Score: Raw -268955.885374 + Penalty 2523.947751 = -266431.937623 nChanged 45 SP:Iteration 6Q (3013.820000 sec): 3 clusters Score: Raw -268980.314441 + Penalty 2523.947751 = -266456.366690 nChanged 30 SP:Iteration 7Q (3013.970000 sec): 3 clusters Score: Raw -268996.647706 + Penalty 2523.947751 = -266472.699955 nChanged 24 SP:Iteration 8Q (3014.170000 sec): 3 clusters Score: Raw -269010.169605 + Penalty 2523.947751 = -266486.221854 nChanged 24 SP:Iteration 9Q (3014.330000 sec): 3 clusters Score: Raw -269022.796383 + Penalty 2523.947751 = -266498.848632 nChanged 21 SP:Iteration 10Q (3014.490000 sec): 3 clusters Score: Raw -269031.327040 + Penalty 2523.947751 = -266507.379290 nChanged 15 SP:Iteration 11Q (3014.670000 sec): 3 clusters Score: Raw -269039.896936 + Penalty 2523.947751 = -266515.949185 nChanged 17 SP:Iteration 12Q (3014.930000 sec): 3 clusters Score: Raw -269048.637039 + Penalty 2523.947751 = -266524.689288 nChanged 18 SP:Iteration 13Q (3015.100000 sec): 3 clusters Score: Raw -269055.021578 + Penalty 2523.947751 = -266531.073827 nChanged 17 SP:Iteration 14Q (3015.300000 sec): 3 clusters Score: Raw -269061.271684 + Penalty 2523.947751 = -266537.323933 nChanged 8 SP:Iteration 15Q (3015.440000 sec): 3 clusters Score: Raw -269064.865419 + Penalty 2523.947751 = -266540.917668 nChanged 10 SP:Iteration 16Q (3015.590000 sec): 3 clusters Score: Raw -269070.192946 + Penalty 2523.947751 = -266546.245195 nChanged 9 SP:Iteration 17Q (3015.730000 sec): 3 clusters Score: Raw -269075.234537 + Penalty 2523.947751 = -266551.286786 nChanged 19 SP:Iteration 18Q (3015.920000 sec): 3 clusters Score: Raw -269082.176893 + Penalty 2523.947751 = -266558.229142 nChanged 10 SP:Iteration 19Q (3016.060000 sec): 3 clusters Score: Raw -269087.874004 + Penalty 2523.947751 = -266563.926253 nChanged 11 SP:Iteration 20F (3016.210000 sec): 3 clusters Score: Raw -269092.470211 + Penalty 2523.947751 = -266568.522460 nChanged 13 SP:Iteration 21Q (3016.350000 sec): 3 clusters Score: Raw -269098.218087 + Penalty 2523.947751 = -266574.270336 nChanged 9 SP:Iteration 22Q (3016.490000 sec): 3 clusters Score: Raw -269101.123524 + Penalty 2523.947751 = -266577.175773 nChanged 6 SP:Iteration 23Q (3016.640000 sec): 3 clusters Score: Raw -269103.204413 + Penalty 2523.947751 = -266579.256662 nChanged 10 SP:Iteration 24Q (3016.780000 sec): 3 clusters Score: Raw -269106.855873 + Penalty 2523.947751 = -266582.908122 nChanged 13 SP:Iteration 25Q (3016.930000 sec): 3 clusters Score: Raw -269112.699106 + Penalty 2523.947751 = -266588.751355 nChanged 12 SP:Iteration 26Q (3017.070000 sec): 3 clusters Score: Raw -269116.861147 + Penalty 2523.947751 = -266592.913396 nChanged 4 SP:Iteration 27Q (3017.210000 sec): 3 clusters Score: Raw -269118.104075 + Penalty 2523.947751 = -266594.156324 nChanged 3 SP:Iteration 28Q (3017.360000 sec): 3 clusters Score: Raw -269118.661439 + Penalty 2523.947751 = -266594.713688 nChanged 2 SP:Iteration 29Q (3017.510000 sec): 3 clusters Score: Raw -269119.424572 + Penalty 2523.947751 = -266595.476821 nChanged 6 SP:Iteration 30Q (3017.650000 sec): 3 clusters Score: Raw -269121.912118 + Penalty 2523.947751 = -266597.964368 nChanged 5 SP:Iteration 31Q (3017.790000 sec): 3 clusters Score: Raw -269124.715963 + Penalty 2523.947751 = -266600.768213 nChanged 6 SP:Iteration 32Q (3017.930000 sec): 3 clusters Score: Raw -269126.628478 + Penalty 2523.947751 = -266602.680727 nChanged 1 SP:Iteration 33Q (3018.080000 sec): 3 clusters Score: Raw -269126.835025 + Penalty 2523.947751 = -266602.887274 nChanged 0 SP:Iteration 34F (3018.220000 sec): 3 clusters Score: Raw -269126.835025 + Penalty 2523.947751 = -266602.887274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (20191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3018.460000 sec): 2 clusters Score: Raw -2299116.527294 + Penalty 1610.861239 = -2297505.666055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3018.710000 sec): 3 clusters Score: Raw -2287026.630766 + Penalty 3221.722478 = -2283804.908288 nChanged 8972 SP:Iteration 1F (3018.990000 sec): 3 clusters Score: Raw -2291808.371667 + Penalty 3221.722478 = -2288586.649189 nChanged 940 SP:Iteration 2Q (3019.270000 sec): 3 clusters Score: Raw -2292116.656605 + Penalty 3221.722478 = -2288894.934127 nChanged 825 SP:Iteration 3Q (3019.560000 sec): 3 clusters Score: Raw -2292434.554673 + Penalty 3221.722478 = -2289212.832195 nChanged 853 SP:Iteration 4Q (3019.880000 sec): 3 clusters Score: Raw -2292800.113307 + Penalty 3221.722478 = -2289578.390829 nChanged 878 SP:Iteration 5Q (3020.230000 sec): 3 clusters Score: Raw -2293251.469457 + Penalty 3221.722478 = -2290029.746980 nChanged 966 SP:Iteration 6Q (3020.560000 sec): 3 clusters Score: Raw -2293878.022562 + Penalty 3221.722478 = -2290656.300084 nChanged 1048 SP:Iteration 7F (3020.920000 sec): 3 clusters Score: Raw -2294686.052551 + Penalty 3221.722478 = -2291464.330073 nChanged 1076 SP:Iteration 8F (3021.180000 sec): 3 clusters Score: Raw -2295477.617719 + Penalty 3221.722478 = -2292255.895241 nChanged 966 SP:Iteration 9Q (3021.450000 sec): 3 clusters Score: Raw -2296057.302015 + Penalty 3221.722478 = -2292835.579537 nChanged 898 SP:Iteration 10Q (3021.810000 sec): 3 clusters Score: Raw -2296534.999777 + Penalty 3221.722478 = -2293313.277299 nChanged 766 SP:Iteration 11Q (3022.090000 sec): 3 clusters Score: Raw -2296886.986202 + Penalty 3221.722478 = -2293665.263724 nChanged 616 SP:Iteration 12Q (3022.380000 sec): 3 clusters Score: Raw -2297159.517856 + Penalty 3221.722478 = -2293937.795378 nChanged 536 SP:Iteration 13Q (3022.690000 sec): 3 clusters Score: Raw -2297387.163643 + Penalty 3221.722478 = -2294165.441165 nChanged 463 SP:Iteration 14Q (3023.040000 sec): 3 clusters Score: Raw -2297564.479861 + Penalty 3221.722478 = -2294342.757383 nChanged 388 SP:Iteration 15Q (3023.410000 sec): 3 clusters Score: Raw -2297703.736167 + Penalty 3221.722478 = -2294482.013689 nChanged 333 SP:Iteration 16Q (3023.680000 sec): 3 clusters Score: Raw -2297830.246435 + Penalty 3221.722478 = -2294608.523958 nChanged 337 SP:Iteration 17Q (3024.000000 sec): 3 clusters Score: Raw -2297978.404868 + Penalty 3221.722478 = -2294756.682390 nChanged 313 SP:Iteration 18Q (3024.340000 sec): 3 clusters Score: Raw -2298112.884225 + Penalty 3221.722478 = -2294891.161747 nChanged 315 SP:Iteration 19Q (3024.630000 sec): 3 clusters Score: Raw -2298261.483377 + Penalty 3221.722478 = -2295039.760899 nChanged 314 SP:Iteration 20F (3024.920000 sec): 3 clusters Score: Raw -2298426.100768 + Penalty 3221.722478 = -2295204.378291 nChanged 330 SP:Iteration 21Q (3025.250000 sec): 3 clusters Score: Raw -2298587.682173 + Penalty 3221.722478 = -2295365.959695 nChanged 301 SP:Iteration 22Q (3025.570000 sec): 3 clusters Score: Raw -2298735.488430 + Penalty 3221.722478 = -2295513.765952 nChanged 270 SP:Iteration 23Q (3025.870000 sec): 3 clusters Score: Raw -2298906.917459 + Penalty 3221.722478 = -2295685.194981 nChanged 265 SP:Iteration 24Q (3026.240000 sec): 3 clusters Score: Raw -2299091.585413 + Penalty 3221.722478 = -2295869.862935 nChanged 241 SP:Iteration 25Q (3026.550000 sec): 3 clusters Score: Raw -2299241.176282 + Penalty 3221.722478 = -2296019.453805 nChanged 218 SP:Iteration 26Q (3026.850000 sec): 3 clusters Score: Raw -2299360.829883 + Penalty 3221.722478 = -2296139.107405 nChanged 186 SP:Iteration 27Q (3027.080000 sec): 3 clusters Score: Raw -2299443.444498 + Penalty 3221.722478 = -2296221.722021 nChanged 152 SP:Iteration 28Q (3027.390000 sec): 3 clusters Score: Raw -2299509.558403 + Penalty 3221.722478 = -2296287.835925 nChanged 153 SP:Iteration 29Q (3027.650000 sec): 3 clusters Score: Raw -2299573.735746 + Penalty 3221.722478 = -2296352.013268 nChanged 121 SP:Iteration 30Q (3027.930000 sec): 3 clusters Score: Raw -2299625.805939 + Penalty 3221.722478 = -2296404.083461 nChanged 112 SP:Iteration 31Q (3028.210000 sec): 3 clusters Score: Raw -2299665.960291 + Penalty 3221.722478 = -2296444.237813 nChanged 87 SP:Iteration 32Q (3028.460000 sec): 3 clusters Score: Raw -2299696.397983 + Penalty 3221.722478 = -2296474.675505 nChanged 69 SP:Iteration 33Q (3028.710000 sec): 3 clusters Score: Raw -2299716.128685 + Penalty 3221.722478 = -2296494.406208 nChanged 53 SP:Iteration 34Q (3029.010000 sec): 3 clusters Score: Raw -2299732.977295 + Penalty 3221.722478 = -2296511.254817 nChanged 48 SP:Iteration 35Q (3029.260000 sec): 3 clusters Score: Raw -2299747.849534 + Penalty 3221.722478 = -2296526.127056 nChanged 51 SP:Iteration 36Q (3029.620000 sec): 3 clusters Score: Raw -2299760.808267 + Penalty 3221.722478 = -2296539.085789 nChanged 38 SP:Iteration 37Q (3029.960000 sec): 3 clusters Score: Raw -2299768.747006 + Penalty 3221.722478 = -2296547.024528 nChanged 24 SP:Iteration 38Q (3030.310000 sec): 3 clusters Score: Raw -2299772.346635 + Penalty 3221.722478 = -2296550.624157 nChanged 16 SP:Iteration 39Q (3030.720000 sec): 3 clusters Score: Raw -2299775.309314 + Penalty 3221.722478 = -2296553.586837 nChanged 14 SP:Iteration 40F (3030.970000 sec): 3 clusters Score: Raw -2299781.701631 + Penalty 3221.722478 = -2296559.979153 nChanged 18 SP:Iteration 41Q (3031.250000 sec): 3 clusters Score: Raw -2299784.613480 + Penalty 3221.722478 = -2296562.891002 nChanged 10 SP:Iteration 42Q (3031.560000 sec): 3 clusters Score: Raw -2299785.872910 + Penalty 3221.722478 = -2296564.150432 nChanged 5 SP:Iteration 43Q (3031.800000 sec): 3 clusters Score: Raw -2299786.303502 + Penalty 3221.722478 = -2296564.581024 nChanged 5 SP:Iteration 44Q (3032.130000 sec): 3 clusters Score: Raw -2299786.731176 + Penalty 3221.722478 = -2296565.008698 nChanged 3 SP:Iteration 45Q (3032.390000 sec): 3 clusters Score: Raw -2299787.298336 + Penalty 3221.722478 = -2296565.575858 nChanged 2 SP:Iteration 46Q (3032.690000 sec): 3 clusters Score: Raw -2299787.518157 + Penalty 3221.722478 = -2296565.795679 nChanged 3 SP:Iteration 47Q (3032.950000 sec): 3 clusters Score: Raw -2299788.006655 + Penalty 3221.722478 = -2296566.284177 nChanged 6 SP:Iteration 48Q (3033.250000 sec): 3 clusters Score: Raw -2299788.943407 + Penalty 3221.722478 = -2296567.220929 nChanged 5 SP:Iteration 49Q (3033.590000 sec): 3 clusters Score: Raw -2299789.475533 + Penalty 3221.722478 = -2296567.753055 nChanged 5 SP:Iteration 50Q (3033.870000 sec): 3 clusters Score: Raw -2299789.863104 + Penalty 3221.722478 = -2296568.140627 nChanged 5 SP:Iteration 51Q (3034.150000 sec): 3 clusters Score: Raw -2299790.313799 + Penalty 3221.722478 = -2296568.591321 nChanged 3 SP:Iteration 52Q (3034.450000 sec): 3 clusters Score: Raw -2299791.043147 + Penalty 3221.722478 = -2296569.320669 nChanged 8 SP:Iteration 53Q (3034.750000 sec): 3 clusters Score: Raw -2299792.612418 + Penalty 3221.722478 = -2296570.889940 nChanged 5 SP:Iteration 54Q (3035.030000 sec): 3 clusters Score: Raw -2299793.347658 + Penalty 3221.722478 = -2296571.625180 nChanged 2 SP:Iteration 55Q (3035.350000 sec): 3 clusters Score: Raw -2299793.551377 + Penalty 3221.722478 = -2296571.828899 nChanged 2 SP:Iteration 56Q (3035.610000 sec): 3 clusters Score: Raw -2299793.685858 + Penalty 3221.722478 = -2296571.963381 nChanged 2 SP:Iteration 57Q (3035.900000 sec): 3 clusters Score: Raw -2299793.900241 + Penalty 3221.722478 = -2296572.177763 nChanged 2 SP:Iteration 58Q (3036.260000 sec): 3 clusters Score: Raw -2299794.110642 + Penalty 3221.722478 = -2296572.388164 nChanged 2 SP:Iteration 59Q (3036.570000 sec): 3 clusters Score: Raw -2299794.320431 + Penalty 3221.722478 = -2296572.597953 nChanged 3 SP:Iteration 60F (3036.890000 sec): 3 clusters Score: Raw -2299794.542790 + Penalty 3221.722478 = -2296572.820312 nChanged 6 SP:Iteration 61Q (3037.210000 sec): 3 clusters Score: Raw -2299795.212899 + Penalty 3221.722478 = -2296573.490421 nChanged 2 SP:Iteration 62Q (3037.540000 sec): 3 clusters Score: Raw -2299795.336858 + Penalty 3221.722478 = -2296573.614380 nChanged 2 SP:Iteration 63Q (3037.800000 sec): 3 clusters Score: Raw -2299795.513914 + Penalty 3221.722478 = -2296573.791436 nChanged 2 SP:Iteration 64Q (3038.140000 sec): 3 clusters Score: Raw -2299795.957696 + Penalty 3221.722478 = -2296574.235218 nChanged 3 SP:Iteration 65Q (3038.440000 sec): 3 clusters Score: Raw -2299796.461168 + Penalty 3221.722478 = -2296574.738690 nChanged 2 SP:Iteration 66Q (3038.680000 sec): 3 clusters Score: Raw -2299796.756391 + Penalty 3221.722478 = -2296575.033913 nChanged 2 SP:Iteration 67Q (3038.950000 sec): 3 clusters Score: Raw -2299797.009001 + Penalty 3221.722478 = -2296575.286523 nChanged 3 SP:Iteration 68Q (3039.230000 sec): 3 clusters Score: Raw -2299797.458043 + Penalty 3221.722478 = -2296575.735565 nChanged 6 SP:Iteration 69Q (3039.510000 sec): 3 clusters Score: Raw -2299798.302804 + Penalty 3221.722478 = -2296576.580326 nChanged 3 SP:Iteration 70Q (3039.770000 sec): 3 clusters Score: Raw -2299798.582565 + Penalty 3221.722478 = -2296576.860087 nChanged 3 SP:Iteration 71Q (3040.080000 sec): 3 clusters Score: Raw -2299798.964926 + Penalty 3221.722478 = -2296577.242448 nChanged 5 SP:Iteration 72Q (3040.390000 sec): 3 clusters Score: Raw -2299799.440270 + Penalty 3221.722478 = -2296577.717792 nChanged 3 SP:Iteration 73Q (3040.670000 sec): 3 clusters Score: Raw -2299799.756165 + Penalty 3221.722478 = -2296578.033687 nChanged 3 SP:Iteration 74Q (3040.940000 sec): 3 clusters Score: Raw -2299800.038573 + Penalty 3221.722478 = -2296578.316096 nChanged 2 SP:Iteration 75Q (3041.170000 sec): 3 clusters Score: Raw -2299800.161492 + Penalty 3221.722478 = -2296578.439014 nChanged 1 SP:Iteration 76Q (3041.450000 sec): 3 clusters Score: Raw -2299800.373965 + Penalty 3221.722478 = -2296578.651487 nChanged 1 SP:Iteration 77Q (3041.730000 sec): 3 clusters Score: Raw -2299800.607482 + Penalty 3221.722478 = -2296578.885004 nChanged 0 SP:Iteration 78F (3042.010000 sec): 3 clusters Score: Raw -2299800.607482 + Penalty 3221.722478 = -2296578.885004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3042.090000 sec): 2 clusters Score: Raw -58036.021203 + Penalty 1014.361281 = -57021.659922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3042.270000 sec): 3 clusters Score: Raw -57956.439475 + Penalty 2028.722561 = -55927.716914 nChanged 106 SP:Iteration 1F (3042.470000 sec): 3 clusters Score: Raw -58092.799976 + Penalty 2028.722561 = -56064.077415 nChanged 25 SP:Iteration 2Q (3042.620000 sec): 3 clusters Score: Raw -58128.792865 + Penalty 2028.722561 = -56100.070303 nChanged 18 SP:Iteration 3Q (3042.760000 sec): 3 clusters Score: Raw -58163.375475 + Penalty 2028.722561 = -56134.652913 nChanged 8 SP:Iteration 4Q (3042.910000 sec): 3 clusters Score: Raw -58177.077850 + Penalty 2028.722561 = -56148.355289 nChanged 4 SP:Iteration 5Q (3043.050000 sec): 3 clusters Score: Raw -58187.242008 + Penalty 2028.722561 = -56158.519447 nChanged 4 SP:Iteration 6Q (3043.220000 sec): 3 clusters Score: Raw -58194.304441 + Penalty 2028.722561 = -56165.581880 nChanged 2 SP:Iteration 7Q (3043.370000 sec): 3 clusters Score: Raw -58198.963113 + Penalty 2028.722561 = -56170.240551 nChanged 1 SP:Iteration 8Q (3043.570000 sec): 3 clusters Score: Raw -58201.069947 + Penalty 2028.722561 = -56172.347385 nChanged 1 SP:Iteration 9Q (3043.750000 sec): 3 clusters Score: Raw -58203.009675 + Penalty 2028.722561 = -56174.287114 nChanged 0 SP:Iteration 10F (3043.880000 sec): 3 clusters Score: Raw -58203.009675 + Penalty 2028.722561 = -56174.287114 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (9973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.060000 sec): 2 clusters Score: Raw -1143352.885238 + Penalty 1496.240967 = -1141856.644271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.290000 sec): 3 clusters Score: Raw -1137646.901978 + Penalty 2992.481934 = -1134654.420043 nChanged 4354 SP:Iteration 1F (3044.510000 sec): 3 clusters Score: Raw -1139923.588974 + Penalty 2992.481934 = -1136931.107039 nChanged 610 SP:Iteration 2F (3044.790000 sec): 3 clusters Score: Raw -1140175.287609 + Penalty 2992.481934 = -1137182.805675 nChanged 479 SP:Iteration 3Q (3045.020000 sec): 3 clusters Score: Raw -1140369.394221 + Penalty 2992.481934 = -1137376.912287 nChanged 420 SP:Iteration 4Q (3045.310000 sec): 3 clusters Score: Raw -1140515.505538 + Penalty 2992.481934 = -1137523.023604 nChanged 354 SP:Iteration 5Q (3045.540000 sec): 3 clusters Score: Raw -1140655.979914 + Penalty 2992.481934 = -1137663.497980 nChanged 361 SP:Iteration 6Q (3045.780000 sec): 3 clusters Score: Raw -1140812.548491 + Penalty 2992.481934 = -1137820.066557 nChanged 357 SP:Iteration 7Q (3045.990000 sec): 3 clusters Score: Raw -1140986.676894 + Penalty 2992.481934 = -1137994.194960 nChanged 376 SP:Iteration 8Q (3046.290000 sec): 3 clusters Score: Raw -1141192.687425 + Penalty 2992.481934 = -1138200.205491 nChanged 394 SP:Iteration 9Q (3046.500000 sec): 3 clusters Score: Raw -1141448.569727 + Penalty 2992.481934 = -1138456.087793 nChanged 456 SP:Iteration 10Q (3046.750000 sec): 3 clusters Score: Raw -1141737.318170 + Penalty 2992.481934 = -1138744.836236 nChanged 419 SP:Iteration 11Q (3046.970000 sec): 3 clusters Score: Raw -1141981.521746 + Penalty 2992.481934 = -1138989.039812 nChanged 362 SP:Iteration 12Q (3047.240000 sec): 3 clusters Score: Raw -1142155.990976 + Penalty 2992.481934 = -1139163.509041 nChanged 289 SP:Iteration 13Q (3047.460000 sec): 3 clusters Score: Raw -1142286.409996 + Penalty 2992.481934 = -1139293.928062 nChanged 240 SP:Iteration 14Q (3047.670000 sec): 3 clusters Score: Raw -1142378.495180 + Penalty 2992.481934 = -1139386.013246 nChanged 167 SP:Iteration 15Q (3047.960000 sec): 3 clusters Score: Raw -1142432.970077 + Penalty 2992.481934 = -1139440.488143 nChanged 151 SP:Iteration 16Q (3048.210000 sec): 3 clusters Score: Raw -1142477.838183 + Penalty 2992.481934 = -1139485.356249 nChanged 115 SP:Iteration 17Q (3048.450000 sec): 3 clusters Score: Raw -1142509.956046 + Penalty 2992.481934 = -1139517.474112 nChanged 108 SP:Iteration 18Q (3048.710000 sec): 3 clusters Score: Raw -1142534.473879 + Penalty 2992.481934 = -1139541.991945 nChanged 77 SP:Iteration 19Q (3048.990000 sec): 3 clusters Score: Raw -1142548.697646 + Penalty 2992.481934 = -1139556.215712 nChanged 57 SP:Iteration 20F (3049.240000 sec): 3 clusters Score: Raw -1142558.304911 + Penalty 2992.481934 = -1139565.822977 nChanged 53 SP:Iteration 21Q (3049.470000 sec): 3 clusters Score: Raw -1142566.617923 + Penalty 2992.481934 = -1139574.135988 nChanged 45 SP:Iteration 22Q (3049.750000 sec): 3 clusters Score: Raw -1142574.841442 + Penalty 2992.481934 = -1139582.359508 nChanged 40 SP:Iteration 23Q (3050.060000 sec): 3 clusters Score: Raw -1142583.528904 + Penalty 2992.481934 = -1139591.046970 nChanged 44 SP:Iteration 24Q (3050.270000 sec): 3 clusters Score: Raw -1142590.143499 + Penalty 2992.481934 = -1139597.661565 nChanged 30 SP:Iteration 25Q (3050.530000 sec): 3 clusters Score: Raw -1142593.204155 + Penalty 2992.481934 = -1139600.722221 nChanged 20 SP:Iteration 26Q (3050.800000 sec): 3 clusters Score: Raw -1142595.395072 + Penalty 2992.481934 = -1139602.913137 nChanged 17 SP:Iteration 27Q (3051.060000 sec): 3 clusters Score: Raw -1142597.035062 + Penalty 2992.481934 = -1139604.553128 nChanged 10 SP:Iteration 28Q (3051.310000 sec): 3 clusters Score: Raw -1142598.124309 + Penalty 2992.481934 = -1139605.642375 nChanged 11 SP:Iteration 29Q (3051.590000 sec): 3 clusters Score: Raw -1142599.337203 + Penalty 2992.481934 = -1139606.855269 nChanged 9 SP:Iteration 30Q (3051.790000 sec): 3 clusters Score: Raw -1142600.104386 + Penalty 2992.481934 = -1139607.622451 nChanged 7 SP:Iteration 31Q (3052.020000 sec): 3 clusters Score: Raw -1142600.677716 + Penalty 2992.481934 = -1139608.195782 nChanged 2 SP:Iteration 32Q (3052.330000 sec): 3 clusters Score: Raw -1142600.836323 + Penalty 2992.481934 = -1139608.354389 nChanged 1 SP:Iteration 33Q (3052.570000 sec): 3 clusters Score: Raw -1142600.953196 + Penalty 2992.481934 = -1139608.471262 nChanged 2 SP:Iteration 34Q (3052.820000 sec): 3 clusters Score: Raw -1142601.150859 + Penalty 2992.481934 = -1139608.668925 nChanged 4 SP:Iteration 35Q (3053.060000 sec): 3 clusters Score: Raw -1142601.373333 + Penalty 2992.481934 = -1139608.891399 nChanged 1 SP:Iteration 36Q (3053.260000 sec): 3 clusters Score: Raw -1142601.467437 + Penalty 2992.481934 = -1139608.985503 nChanged 2 SP:Iteration 37Q (3053.450000 sec): 3 clusters Score: Raw -1142601.692224 + Penalty 2992.481934 = -1139609.210289 nChanged 2 SP:Iteration 38Q (3053.620000 sec): 3 clusters Score: Raw -1142601.782284 + Penalty 2992.481934 = -1139609.300349 nChanged 1 SP:Iteration 39Q (3053.820000 sec): 3 clusters Score: Raw -1142601.810942 + Penalty 2992.481934 = -1139609.329008 nChanged 0 SP:Iteration 40F (3054.040000 sec): 3 clusters Score: Raw -1142601.810942 + Penalty 2992.481934 = -1139609.329008 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.110000 sec): 2 clusters Score: Raw -55944.146428 + Penalty 1026.832318 = -54917.314110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.270000 sec): 3 clusters Score: Raw -55996.639005 + Penalty 2053.664637 = -53942.974368 nChanged 148 SP:Iteration 1F (3054.480000 sec): 3 clusters Score: Raw -56272.424971 + Penalty 2053.664637 = -54218.760334 nChanged 49 SP:Iteration 2F (3054.670000 sec): 3 clusters Score: Raw -56399.156232 + Penalty 2053.664637 = -54345.491595 nChanged 24 SP:Iteration 3Q (3054.870000 sec): 3 clusters Score: Raw -56484.241545 + Penalty 2053.664637 = -54430.576908 nChanged 18 SP:Iteration 4Q (3055.050000 sec): 3 clusters Score: Raw -56601.746953 + Penalty 2053.664637 = -54548.082316 nChanged 22 SP:Iteration 5Q (3055.240000 sec): 3 clusters Score: Raw -56681.709957 + Penalty 2053.664637 = -54628.045320 nChanged 16 SP:Iteration 6Q (3055.420000 sec): 3 clusters Score: Raw -56743.528578 + Penalty 2053.664637 = -54689.863941 nChanged 11 SP:Iteration 7Q (3055.640000 sec): 3 clusters Score: Raw -56763.733946 + Penalty 2053.664637 = -54710.069309 nChanged 5 SP:Iteration 8Q (3055.790000 sec): 3 clusters Score: Raw -56773.522028 + Penalty 2053.664637 = -54719.857391 nChanged 3 SP:Iteration 9Q (3055.910000 sec): 3 clusters Score: Raw -56781.415037 + Penalty 2053.664637 = -54727.750400 nChanged 0 SP:Iteration 10F (3056.080000 sec): 3 clusters Score: Raw -56781.415037 + Penalty 2053.664637 = -54727.750400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3056.120000 sec): 2 clusters Score: Raw -51257.478830 + Penalty 998.778504 = -50258.700326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3056.270000 sec): 3 clusters Score: Raw -51177.997846 + Penalty 1997.557009 = -49180.440837 nChanged 97 SP:Iteration 1F (3056.420000 sec): 3 clusters Score: Raw -51295.220143 + Penalty 1997.557009 = -49297.663134 nChanged 18 SP:Iteration 2Q (3056.510000 sec): 3 clusters Score: Raw -51333.285583 + Penalty 1997.557009 = -49335.728574 nChanged 16 SP:Iteration 3Q (3056.650000 sec): 3 clusters Score: Raw -51365.304830 + Penalty 1997.557009 = -49367.747821 nChanged 9 SP:Iteration 4Q (3056.820000 sec): 3 clusters Score: Raw -51378.551313 + Penalty 1997.557009 = -49380.994304 nChanged 3 SP:Iteration 5Q (3056.960000 sec): 3 clusters Score: Raw -51382.608063 + Penalty 1997.557009 = -49385.051054 nChanged 2 SP:Iteration 6Q (3057.110000 sec): 3 clusters Score: Raw -51385.782498 + Penalty 1997.557009 = -49388.225489 nChanged 1 SP:Iteration 7Q (3057.330000 sec): 3 clusters Score: Raw -51387.415054 + Penalty 1997.557009 = -49389.858045 nChanged 1 SP:Iteration 8Q (3057.450000 sec): 3 clusters Score: Raw -51387.880024 + Penalty 1997.557009 = -49390.323016 nChanged 1 SP:Iteration 9Q (3057.650000 sec): 3 clusters Score: Raw -51391.795614 + Penalty 1997.557009 = -49394.238606 nChanged 0 SP:Iteration 10F (3057.820000 sec): 3 clusters Score: Raw -51391.795614 + Penalty 1997.557009 = -49394.238606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3057.880000 sec): 2 clusters Score: Raw -35636.909599 + Penalty 943.823155 = -34693.086444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3058.050000 sec): 3 clusters Score: Raw -35683.051041 + Penalty 1887.646309 = -33795.404732 nChanged 55 SP:Iteration 1F (3058.170000 sec): 3 clusters Score: Raw -35836.486639 + Penalty 1887.646309 = -33948.840329 nChanged 18 SP:Iteration 2F (3058.380000 sec): 3 clusters Score: Raw -35878.685761 + Penalty 1887.646309 = -33991.039451 nChanged 8 SP:Iteration 3Q (3058.520000 sec): 3 clusters Score: Raw -35894.892346 + Penalty 1887.646309 = -34007.246037 nChanged 2 SP:Iteration 4Q (3058.710000 sec): 3 clusters Score: Raw -35901.116466 + Penalty 1887.646309 = -34013.470157 nChanged 3 SP:Iteration 5Q (3058.880000 sec): 3 clusters Score: Raw -35904.338020 + Penalty 1887.646309 = -34016.691711 nChanged 2 SP:Iteration 6Q (3059.110000 sec): 3 clusters Score: Raw -35911.725089 + Penalty 1887.646309 = -34024.078779 nChanged 0 SP:Iteration 7F (3059.270000 sec): 3 clusters Score: Raw -35911.725089 + Penalty 1887.646309 = -34024.078779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3059.390000 sec): 2 clusters Score: Raw -58191.166408 + Penalty 1011.168644 = -57179.997765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3059.530000 sec): 3 clusters Score: Raw -58108.912987 + Penalty 2022.337287 = -56086.575700 nChanged 106 SP:Iteration 1F (3059.750000 sec): 3 clusters Score: Raw -58230.078785 + Penalty 2022.337287 = -56207.741498 nChanged 25 SP:Iteration 2Q (3059.920000 sec): 3 clusters Score: Raw -58272.758349 + Penalty 2022.337287 = -56250.421062 nChanged 14 SP:Iteration 3Q (3060.100000 sec): 3 clusters Score: Raw -58300.703771 + Penalty 2022.337287 = -56278.366484 nChanged 7 SP:Iteration 4Q (3060.290000 sec): 3 clusters Score: Raw -58312.799594 + Penalty 2022.337287 = -56290.462307 nChanged 4 SP:Iteration 5Q (3060.460000 sec): 3 clusters Score: Raw -58318.958159 + Penalty 2022.337287 = -56296.620872 nChanged 3 SP:Iteration 6Q (3060.620000 sec): 3 clusters Score: Raw -58325.814980 + Penalty 2022.337287 = -56303.477693 nChanged 2 SP:Iteration 7Q (3060.800000 sec): 3 clusters Score: Raw -58329.335508 + Penalty 2022.337287 = -56306.998221 nChanged 2 SP:Iteration 8Q (3061.010000 sec): 3 clusters Score: Raw -58334.791304 + Penalty 2022.337287 = -56312.454017 nChanged 3 SP:Iteration 9Q (3061.190000 sec): 3 clusters Score: Raw -58339.113527 + Penalty 2022.337287 = -56316.776240 nChanged 1 SP:Iteration 10Q (3061.400000 sec): 3 clusters Score: Raw -58339.666226 + Penalty 2022.337287 = -56317.328938 nChanged 1 SP:Iteration 11Q (3061.600000 sec): 3 clusters Score: Raw -58341.617259 + Penalty 2022.337287 = -56319.279972 nChanged 0 SP:Iteration 12F (3061.800000 sec): 3 clusters Score: Raw -58341.617259 + Penalty 2022.337287 = -56319.279972 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 28 (247386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.900000 sec): 2 clusters Score: Raw -27737652.198736 + Penalty 2018.039587 = -27735634.159150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3064.330000 sec): 3 clusters Score: Raw -27573122.372763 + Penalty 4036.079173 = -27569086.293590 nChanged 120289 SP:Iteration 1F (3065.520000 sec): 3 clusters Score: Raw -27644578.410619 + Penalty 4036.079173 = -27640542.331445 nChanged 5984 SP:Iteration 2Q (3066.760000 sec): 3 clusters Score: Raw -27645732.359165 + Penalty 4036.079173 = -27641696.279992 nChanged 6496 SP:Iteration 3Q (3068.010000 sec): 3 clusters Score: Raw -27647193.195211 + Penalty 4036.079173 = -27643157.116037 nChanged 7174 SP:Iteration 4Q (3069.240000 sec): 3 clusters Score: Raw -27649142.498592 + Penalty 4036.079173 = -27645106.419419 nChanged 8002 SP:Iteration 5Q (3070.600000 sec): 3 clusters Score: Raw -27651811.053882 + Penalty 4036.079173 = -27647774.974709 nChanged 9566 SP:Iteration 6Q (3071.890000 sec): 3 clusters Score: Raw -27655883.062306 + Penalty 4036.079173 = -27651846.983133 nChanged 11478 SP:Iteration 7Q (3073.130000 sec): 3 clusters Score: Raw -27662146.774787 + Penalty 4036.079173 = -27658110.695614 nChanged 14230 SP:Iteration 8F (3074.380000 sec): 3 clusters Score: Raw -27671697.395788 + Penalty 4036.079173 = -27667661.316614 nChanged 16516 SP:Iteration 9F (3075.590000 sec): 3 clusters Score: Raw -27684428.705539 + Penalty 4036.079173 = -27680392.626366 nChanged 16924 SP:Iteration 10F (3076.850000 sec): 3 clusters Score: Raw -27698358.333440 + Penalty 4036.079173 = -27694322.254267 nChanged 15169 SP:Iteration 11F (3078.040000 sec): 3 clusters Score: Raw -27711141.071801 + Penalty 4036.079173 = -27707104.992627 nChanged 11991 SP:Iteration 12Q (3079.390000 sec): 3 clusters Score: Raw -27721167.908730 + Penalty 4036.079173 = -27717131.829557 nChanged 8756 SP:Iteration 13Q (3080.700000 sec): 3 clusters Score: Raw -27728410.036677 + Penalty 4036.079173 = -27724373.957504 nChanged 5649 SP:Iteration 14Q (3081.770000 sec): 3 clusters Score: Raw -27733032.310724 + Penalty 4036.079173 = -27728996.231551 nChanged 3194 SP:Iteration 15Q (3082.860000 sec): 3 clusters Score: Raw -27735596.101219 + Penalty 4036.079173 = -27731560.022045 nChanged 1578 SP:Iteration 16Q (3083.920000 sec): 3 clusters Score: Raw -27736847.898342 + Penalty 4036.079173 = -27732811.819169 nChanged 667 SP:Iteration 17Q (3084.890000 sec): 3 clusters Score: Raw -27737381.053779 + Penalty 4036.079173 = -27733344.974606 nChanged 270 SP:Iteration 18Q (3085.980000 sec): 3 clusters Score: Raw -27737612.532248 + Penalty 4036.079173 = -27733576.453074 nChanged 115 SP:Iteration 19Q (3087.030000 sec): 3 clusters Score: Raw -27737725.154612 + Penalty 4036.079173 = -27733689.075439 nChanged 62 SP:Iteration 20F (3088.150000 sec): 3 clusters Score: Raw -27737793.515943 + Penalty 4036.079173 = -27733757.436769 nChanged 32 SP:Iteration 21Q (3089.220000 sec): 3 clusters Score: Raw -27737830.348176 + Penalty 4036.079173 = -27733794.269003 nChanged 22 SP:Iteration 22Q (3090.270000 sec): 3 clusters Score: Raw -27737848.267510 + Penalty 4036.079173 = -27733812.188336 nChanged 16 SP:Iteration 23Q (3091.380000 sec): 3 clusters Score: Raw -27737861.247237 + Penalty 4036.079173 = -27733825.168064 nChanged 9 SP:Iteration 24Q (3092.500000 sec): 3 clusters Score: Raw -27737866.643873 + Penalty 4036.079173 = -27733830.564699 nChanged 5 SP:Iteration 25Q (3093.530000 sec): 3 clusters Score: Raw -27737869.387466 + Penalty 4036.079173 = -27733833.308293 nChanged 1 SP:Iteration 26Q (3094.550000 sec): 3 clusters Score: Raw -27737870.075163 + Penalty 4036.079173 = -27733833.995990 nChanged 0 SP:Iteration 27F (3095.710000 sec): 3 clusters Score: Raw -27737870.075163 + Penalty 4036.079173 = -27733833.995990 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 29 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3095.890000 sec): 2 clusters Score: Raw -33648.532447 + Penalty 938.364626 = -32710.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3096.090000 sec): 3 clusters Score: Raw -33744.361706 + Penalty 1876.729252 = -31867.632454 nChanged 66 SP:Iteration 1F (3096.270000 sec): 3 clusters Score: Raw -33979.268043 + Penalty 1876.729252 = -32102.538791 nChanged 19 SP:Iteration 2F (3096.470000 sec): 3 clusters Score: Raw -34090.670960 + Penalty 1876.729252 = -32213.941708 nChanged 17 SP:Iteration 3F (3096.650000 sec): 3 clusters Score: Raw -34133.766755 + Penalty 1876.729252 = -32257.037503 nChanged 8 SP:Iteration 4Q (3096.860000 sec): 3 clusters Score: Raw -34152.701373 + Penalty 1876.729252 = -32275.972121 nChanged 7 SP:Iteration 5Q (3097.040000 sec): 3 clusters Score: Raw -34170.840669 + Penalty 1876.729252 = -32294.111417 nChanged 5 SP:Iteration 6Q (3097.210000 sec): 3 clusters Score: Raw -34185.553491 + Penalty 1876.729252 = -32308.824239 nChanged 3 SP:Iteration 7Q (3097.420000 sec): 3 clusters Score: Raw -34188.736802 + Penalty 1876.729252 = -32312.007550 nChanged 1 SP:Iteration 8Q (3097.610000 sec): 3 clusters Score: Raw -34191.170787 + Penalty 1876.729252 = -32314.441535 nChanged 1 SP:Iteration 9Q (3097.830000 sec): 3 clusters Score: Raw -34193.271172 + Penalty 1876.729252 = -32316.541920 nChanged 0 SP:Iteration 10F (3098.030000 sec): 3 clusters Score: Raw -34193.271172 + Penalty 1876.729252 = -32316.541920 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 30 (4247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3098.130000 sec): 2 clusters Score: Raw -493366.910604 + Penalty 1357.519821 = -492009.390782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3098.330000 sec): 3 clusters Score: Raw -491215.901656 + Penalty 2715.039642 = -488500.862014 nChanged 1650 SP:Iteration 1F (3098.550000 sec): 3 clusters Score: Raw -492150.362363 + Penalty 2715.039642 = -489435.322721 nChanged 306 SP:Iteration 2F (3098.730000 sec): 3 clusters Score: Raw -492332.113959 + Penalty 2715.039642 = -489617.074317 nChanged 234 SP:Iteration 3F (3098.940000 sec): 3 clusters Score: Raw -492467.272514 + Penalty 2715.039642 = -489752.232871 nChanged 221 SP:Iteration 4F (3099.150000 sec): 3 clusters Score: Raw -492610.833036 + Penalty 2715.039642 = -489895.793394 nChanged 198 SP:Iteration 5Q (3099.350000 sec): 3 clusters Score: Raw -492750.941799 + Penalty 2715.039642 = -490035.902156 nChanged 172 SP:Iteration 6Q (3099.530000 sec): 3 clusters Score: Raw -492861.536397 + Penalty 2715.039642 = -490146.496755 nChanged 165 SP:Iteration 7Q (3099.720000 sec): 3 clusters Score: Raw -492979.037659 + Penalty 2715.039642 = -490263.998017 nChanged 133 SP:Iteration 8Q (3099.940000 sec): 3 clusters Score: Raw -493062.460802 + Penalty 2715.039642 = -490347.421160 nChanged 96 SP:Iteration 9Q (3100.110000 sec): 3 clusters Score: Raw -493127.871290 + Penalty 2715.039642 = -490412.831647 nChanged 84 SP:Iteration 10Q (3100.330000 sec): 3 clusters Score: Raw -493184.204045 + Penalty 2715.039642 = -490469.164403 nChanged 74 SP:Iteration 11Q (3100.500000 sec): 3 clusters Score: Raw -493242.302271 + Penalty 2715.039642 = -490527.262629 nChanged 74 SP:Iteration 12Q (3100.690000 sec): 3 clusters Score: Raw -493303.436948 + Penalty 2715.039642 = -490588.397306 nChanged 51 SP:Iteration 13Q (3100.860000 sec): 3 clusters Score: Raw -493342.253912 + Penalty 2715.039642 = -490627.214269 nChanged 51 SP:Iteration 14Q (3101.080000 sec): 3 clusters Score: Raw -493381.579404 + Penalty 2715.039642 = -490666.539761 nChanged 31 SP:Iteration 15Q (3101.290000 sec): 3 clusters Score: Raw -493403.235512 + Penalty 2715.039642 = -490688.195870 nChanged 20 SP:Iteration 16Q (3101.550000 sec): 3 clusters Score: Raw -493419.857365 + Penalty 2715.039642 = -490704.817723 nChanged 26 SP:Iteration 17Q (3101.710000 sec): 3 clusters Score: Raw -493442.620523 + Penalty 2715.039642 = -490727.580881 nChanged 20 SP:Iteration 18Q (3101.920000 sec): 3 clusters Score: Raw -493459.041050 + Penalty 2715.039642 = -490744.001408 nChanged 13 SP:Iteration 19Q (3102.110000 sec): 3 clusters Score: Raw -493470.768746 + Penalty 2715.039642 = -490755.729104 nChanged 12 SP:Iteration 20F (3102.250000 sec): 3 clusters Score: Raw -493481.081847 + Penalty 2715.039642 = -490766.042205 nChanged 5 SP:Iteration 21Q (3102.470000 sec): 3 clusters Score: Raw -493482.895544 + Penalty 2715.039642 = -490767.855902 nChanged 3 SP:Iteration 22Q (3102.690000 sec): 3 clusters Score: Raw -493484.853064 + Penalty 2715.039642 = -490769.813422 nChanged 4 SP:Iteration 23Q (3102.900000 sec): 3 clusters Score: Raw -493488.798108 + Penalty 2715.039642 = -490773.758466 nChanged 6 SP:Iteration 24Q (3103.140000 sec): 3 clusters Score: Raw -493492.841892 + Penalty 2715.039642 = -490777.802250 nChanged 4 SP:Iteration 25Q (3103.330000 sec): 3 clusters Score: Raw -493495.944367 + Penalty 2715.039642 = -490780.904725 nChanged 2 SP:Iteration 26Q (3103.530000 sec): 3 clusters Score: Raw -493499.156168 + Penalty 2715.039642 = -490784.116526 nChanged 4 SP:Iteration 27Q (3103.660000 sec): 3 clusters Score: Raw -493502.371316 + Penalty 2715.039642 = -490787.331673 nChanged 1 SP:Iteration 28Q (3103.880000 sec): 3 clusters Score: Raw -493502.650555 + Penalty 2715.039642 = -490787.610912 nChanged 0 SP:Iteration 29F (3104.090000 sec): 3 clusters Score: Raw -493502.650555 + Penalty 2715.039642 = -490787.610912 nChanged 0 Iteration 139Q (3119.240000 sec): 31 clusters Score: Raw -42931935.835966 + Penalty 62723.609823 = -42869212.226144 nChanged 143 Iteration 140F (3142.860000 sec): 31 clusters Score: Raw -42931959.016171 + Penalty 62723.609823 = -42869235.406349 nChanged 124 Iteration 141Q (3154.730000 sec): 31 clusters Score: Raw -42931987.856605 + Penalty 62723.609823 = -42869264.246782 nChanged 98 Iteration 142Q (3165.800000 sec): 31 clusters Score: Raw -42932003.310051 + Penalty 62723.609823 = -42869279.700229 nChanged 82 Iteration 143Q (3178.330000 sec): 31 clusters Score: Raw -42932016.276139 + Penalty 62723.609823 = -42869292.666317 nChanged 63 Iteration 144Q (3193.470000 sec): 31 clusters Score: Raw -42932023.666730 + Penalty 62723.609823 = -42869300.056907 nChanged 53 Iteration 145Q (3204.650000 sec): 31 clusters Score: Raw -42932033.976693 + Penalty 62723.609823 = -42869310.366871 nChanged 52 Iteration 146Q (3216.300000 sec): 31 clusters Score: Raw -42932043.698480 + Penalty 62723.609823 = -42869320.088657 nChanged 40 Iteration 147Q (3228.320000 sec): 31 clusters Score: Raw -42932054.755331 + Penalty 62723.609823 = -42869331.145509 nChanged 34 Iteration 148Q (3241.480000 sec): 31 clusters Score: Raw -42932067.212143 + Penalty 62723.609823 = -42869343.602320 nChanged 27 Iteration 149Q (3257.090000 sec): 31 clusters Score: Raw -42932088.423911 + Penalty 62723.609823 = -42869364.814089 nChanged 23 Iteration 150Q (3268.900000 sec): 31 clusters Score: Raw -42932127.360731 + Penalty 62723.609823 = -42869403.750908 nChanged 21 Iteration 151Q (3280.590000 sec): 31 clusters Score: Raw -42932160.118107 + Penalty 62723.609823 = -42869436.508284 nChanged 26 Iteration 152Q (3292.440000 sec): 31 clusters Score: Raw -42932189.507063 + Penalty 62723.609823 = -42869465.897240 nChanged 27 Iteration 153Q (3305.760000 sec): 31 clusters Score: Raw -42932235.197689 + Penalty 62723.609823 = -42869511.587866 nChanged 27 Iteration 154Q (3320.330000 sec): 31 clusters Score: Raw -42932277.844979 + Penalty 62723.609823 = -42869554.235156 nChanged 19 Iteration 155Q (3333.330000 sec): 31 clusters Score: Raw -42932355.562760 + Penalty 62723.609823 = -42869631.952938 nChanged 14 Iteration 156Q (3345.480000 sec): 31 clusters Score: Raw -42932427.701505 + Penalty 62723.609823 = -42869704.091682 nChanged 7 Iteration 157Q (3358.270000 sec): 31 clusters Score: Raw -42932432.808225 + Penalty 62723.609823 = -42869709.198403 nChanged 6 Iteration 158Q (3370.120000 sec): 31 clusters Score: Raw -42932433.168718 + Penalty 62723.609823 = -42869709.558895 nChanged 4 Iteration 159Q (3384.920000 sec): 31 clusters Score: Raw -42932433.330045 + Penalty 62723.609823 = -42869709.720222 nChanged 2 Iteration 160F (3409.190000 sec): 31 clusters Score: Raw -42932433.405504 + Penalty 62723.609823 = -42869709.795681 nChanged 1 Iteration 161Q (3421.010000 sec): 31 clusters Score: Raw -42932433.439634 + Penalty 62723.609823 = -42869709.829811 nChanged 0 Iteration 162F (3443.150000 sec): 31 clusters Score: Raw -42932433.439634 + Penalty 62723.609823 = -42869709.829811 nChanged 0 Compute initial score before splitting: Score: Raw -42932433.439634 + Penalty 62723.609823 = -42869709.829811 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3443.260000 sec): 2 clusters Score: Raw -90903.424551 + Penalty 1091.052711 = -89812.371840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3443.460000 sec): 3 clusters Score: Raw -90668.545710 + Penalty 2182.105422 = -88486.440288 nChanged 219 SP:Iteration 1F (3443.670000 sec): 3 clusters Score: Raw -90887.781924 + Penalty 2182.105422 = -88705.676502 nChanged 54 SP:Iteration 2F (3443.890000 sec): 3 clusters Score: Raw -90960.464904 + Penalty 2182.105422 = -88778.359482 nChanged 35 SP:Iteration 3Q (3444.060000 sec): 3 clusters Score: Raw -91026.920208 + Penalty 2182.105422 = -88844.814786 nChanged 32 SP:Iteration 4Q (3444.220000 sec): 3 clusters Score: Raw -91091.177085 + Penalty 2182.105422 = -88909.071663 nChanged 25 SP:Iteration 5Q (3444.390000 sec): 3 clusters Score: Raw -91134.464468 + Penalty 2182.105422 = -88952.359046 nChanged 20 SP:Iteration 6Q (3444.580000 sec): 3 clusters Score: Raw -91169.118898 + Penalty 2182.105422 = -88987.013475 nChanged 16 SP:Iteration 7Q (3444.790000 sec): 3 clusters Score: Raw -91202.398362 + Penalty 2182.105422 = -89020.292939 nChanged 21 SP:Iteration 8Q (3444.940000 sec): 3 clusters Score: Raw -91240.203720 + Penalty 2182.105422 = -89058.098298 nChanged 21 SP:Iteration 9Q (3445.130000 sec): 3 clusters Score: Raw -91276.090052 + Penalty 2182.105422 = -89093.984630 nChanged 24 SP:Iteration 10Q (3445.260000 sec): 3 clusters Score: Raw -91315.236399 + Penalty 2182.105422 = -89133.130976 nChanged 24 SP:Iteration 11Q (3445.480000 sec): 3 clusters Score: Raw -91354.572531 + Penalty 2182.105422 = -89172.467109 nChanged 17 SP:Iteration 12Q (3445.620000 sec): 3 clusters Score: Raw -91375.205009 + Penalty 2182.105422 = -89193.099586 nChanged 11 SP:Iteration 13Q (3445.860000 sec): 3 clusters Score: Raw -91394.890707 + Penalty 2182.105422 = -89212.785284 nChanged 9 SP:Iteration 14Q (3446.080000 sec): 3 clusters Score: Raw -91410.062296 + Penalty 2182.105422 = -89227.956874 nChanged 9 SP:Iteration 15Q (3446.310000 sec): 3 clusters Score: Raw -91426.207379 + Penalty 2182.105422 = -89244.101957 nChanged 8 SP:Iteration 16Q (3446.520000 sec): 3 clusters Score: Raw -91437.364051 + Penalty 2182.105422 = -89255.258628 nChanged 11 SP:Iteration 17Q (3446.690000 sec): 3 clusters Score: Raw -91456.423809 + Penalty 2182.105422 = -89274.318387 nChanged 14 SP:Iteration 18Q (3446.890000 sec): 3 clusters Score: Raw -91476.645149 + Penalty 2182.105422 = -89294.539727 nChanged 9 SP:Iteration 19Q (3447.100000 sec): 3 clusters Score: Raw -91493.915335 + Penalty 2182.105422 = -89311.809913 nChanged 13 SP:Iteration 20F (3447.310000 sec): 3 clusters Score: Raw -91521.891391 + Penalty 2182.105422 = -89339.785969 nChanged 20 SP:Iteration 21Q (3447.490000 sec): 3 clusters Score: Raw -91595.514981 + Penalty 2182.105422 = -89413.409559 nChanged 14 SP:Iteration 22Q (3447.660000 sec): 3 clusters Score: Raw -91628.876278 + Penalty 2182.105422 = -89446.770856 nChanged 10 SP:Iteration 23Q (3447.880000 sec): 3 clusters Score: Raw -91653.040038 + Penalty 2182.105422 = -89470.934616 nChanged 5 SP:Iteration 24Q (3448.060000 sec): 3 clusters Score: Raw -91665.556009 + Penalty 2182.105422 = -89483.450587 nChanged 10 SP:Iteration 25Q (3448.230000 sec): 3 clusters Score: Raw -91682.813076 + Penalty 2182.105422 = -89500.707654 nChanged 8 SP:Iteration 26Q (3448.490000 sec): 3 clusters Score: Raw -91698.527618 + Penalty 2182.105422 = -89516.422195 nChanged 7 SP:Iteration 27Q (3448.680000 sec): 3 clusters Score: Raw -91710.583655 + Penalty 2182.105422 = -89528.478233 nChanged 8 SP:Iteration 28Q (3448.880000 sec): 3 clusters Score: Raw -91721.162304 + Penalty 2182.105422 = -89539.056882 nChanged 9 SP:Iteration 29Q (3449.020000 sec): 3 clusters Score: Raw -91735.720009 + Penalty 2182.105422 = -89553.614587 nChanged 7 SP:Iteration 30Q (3449.160000 sec): 3 clusters Score: Raw -91742.889572 + Penalty 2182.105422 = -89560.784150 nChanged 4 SP:Iteration 31Q (3449.300000 sec): 3 clusters Score: Raw -91747.900559 + Penalty 2182.105422 = -89565.795137 nChanged 2 SP:Iteration 32Q (3449.440000 sec): 3 clusters Score: Raw -91751.338186 + Penalty 2182.105422 = -89569.232764 nChanged 7 SP:Iteration 33Q (3449.580000 sec): 3 clusters Score: Raw -91765.828662 + Penalty 2182.105422 = -89583.723240 nChanged 9 SP:Iteration 34Q (3449.720000 sec): 3 clusters Score: Raw -91788.878722 + Penalty 2182.105422 = -89606.773300 nChanged 6 SP:Iteration 35Q (3449.870000 sec): 3 clusters Score: Raw -91801.867073 + Penalty 2182.105422 = -89619.761651 nChanged 5 SP:Iteration 36Q (3450.010000 sec): 3 clusters Score: Raw -91813.459625 + Penalty 2182.105422 = -89631.354203 nChanged 4 SP:Iteration 37Q (3450.150000 sec): 3 clusters Score: Raw -91817.120304 + Penalty 2182.105422 = -89635.014882 nChanged 1 SP:Iteration 38Q (3450.290000 sec): 3 clusters Score: Raw -91817.558697 + Penalty 2182.105422 = -89635.453275 nChanged 0 SP:Iteration 39F (3450.430000 sec): 3 clusters Score: Raw -91817.558697 + Penalty 2182.105422 = -89635.453275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3450.490000 sec): 2 clusters Score: Raw -59048.451935 + Penalty 1012.453235 = -58035.998700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3450.630000 sec): 3 clusters Score: Raw -58970.776111 + Penalty 2024.906470 = -56945.869640 nChanged 120 SP:Iteration 1F (3450.770000 sec): 3 clusters Score: Raw -59121.927095 + Penalty 2024.906470 = -57097.020625 nChanged 24 SP:Iteration 2Q (3450.910000 sec): 3 clusters Score: Raw -59157.817470 + Penalty 2024.906470 = -57132.911000 nChanged 14 SP:Iteration 3Q (3451.060000 sec): 3 clusters Score: Raw -59184.911013 + Penalty 2024.906470 = -57160.004543 nChanged 8 SP:Iteration 4Q (3451.200000 sec): 3 clusters Score: Raw -59201.320961 + Penalty 2024.906470 = -57176.414491 nChanged 9 SP:Iteration 5Q (3451.340000 sec): 3 clusters Score: Raw -59217.198973 + Penalty 2024.906470 = -57192.292503 nChanged 2 SP:Iteration 6Q (3451.480000 sec): 3 clusters Score: Raw -59220.948902 + Penalty 2024.906470 = -57196.042432 nChanged 1 SP:Iteration 7Q (3451.620000 sec): 3 clusters Score: Raw -59223.490398 + Penalty 2024.906470 = -57198.583927 nChanged 2 SP:Iteration 8Q (3451.760000 sec): 3 clusters Score: Raw -59226.497910 + Penalty 2024.906470 = -57201.591440 nChanged 2 SP:Iteration 9Q (3451.910000 sec): 3 clusters Score: Raw -59228.550885 + Penalty 2024.906470 = -57203.644415 nChanged 1 SP:Iteration 10Q (3452.050000 sec): 3 clusters Score: Raw -59229.735312 + Penalty 2024.906470 = -57204.828841 nChanged 0 SP:Iteration 11F (3452.190000 sec): 3 clusters Score: Raw -59229.735312 + Penalty 2024.906470 = -57204.828841 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.250000 sec): 2 clusters Score: Raw -84904.732096 + Penalty 1074.674935 = -83830.057161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.390000 sec): 3 clusters Score: Raw -84730.783251 + Penalty 2149.349871 = -82581.433380 nChanged 180 SP:Iteration 1F (3452.530000 sec): 3 clusters Score: Raw -84970.257802 + Penalty 2149.349871 = -82820.907931 nChanged 50 SP:Iteration 2F (3452.670000 sec): 3 clusters Score: Raw -85074.228203 + Penalty 2149.349871 = -82924.878332 nChanged 43 SP:Iteration 3F (3452.810000 sec): 3 clusters Score: Raw -85213.495382 + Penalty 2149.349871 = -83064.145511 nChanged 35 SP:Iteration 4Q (3452.950000 sec): 3 clusters Score: Raw -85298.102887 + Penalty 2149.349871 = -83148.753016 nChanged 33 SP:Iteration 5Q (3453.100000 sec): 3 clusters Score: Raw -85342.701178 + Penalty 2149.349871 = -83193.351307 nChanged 16 SP:Iteration 6Q (3453.240000 sec): 3 clusters Score: Raw -85362.386641 + Penalty 2149.349871 = -83213.036770 nChanged 7 SP:Iteration 7Q (3453.380000 sec): 3 clusters Score: Raw -85368.978652 + Penalty 2149.349871 = -83219.628781 nChanged 9 SP:Iteration 8Q (3453.520000 sec): 3 clusters Score: Raw -85383.862219 + Penalty 2149.349871 = -83234.512348 nChanged 11 SP:Iteration 9Q (3453.660000 sec): 3 clusters Score: Raw -85398.030355 + Penalty 2149.349871 = -83248.680484 nChanged 12 SP:Iteration 10Q (3453.800000 sec): 3 clusters Score: Raw -85411.590204 + Penalty 2149.349871 = -83262.240333 nChanged 3 SP:Iteration 11Q (3453.940000 sec): 3 clusters Score: Raw -85414.392805 + Penalty 2149.349871 = -83265.042934 nChanged 1 SP:Iteration 12Q (3454.080000 sec): 3 clusters Score: Raw -85415.156802 + Penalty 2149.349871 = -83265.806931 nChanged 2 SP:Iteration 13Q (3454.240000 sec): 3 clusters Score: Raw -85416.718272 + Penalty 2149.349871 = -83267.368401 nChanged 0 SP:Iteration 14F (3454.400000 sec): 3 clusters Score: Raw -85416.718272 + Penalty 2149.349871 = -83267.368401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3454.500000 sec): 2 clusters Score: Raw -53762.897342 + Penalty 1013.091743 = -52749.805599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3454.640000 sec): 3 clusters Score: Raw -53689.420007 + Penalty 2026.183486 = -51663.236521 nChanged 115 SP:Iteration 1F (3454.830000 sec): 3 clusters Score: Raw -53871.614462 + Penalty 2026.183486 = -51845.430976 nChanged 36 SP:Iteration 2F (3455.000000 sec): 3 clusters Score: Raw -53951.554543 + Penalty 2026.183486 = -51925.371057 nChanged 23 SP:Iteration 3Q (3455.210000 sec): 3 clusters Score: Raw -54008.044557 + Penalty 2026.183486 = -51981.861071 nChanged 22 SP:Iteration 4Q (3455.380000 sec): 3 clusters Score: Raw -54072.549211 + Penalty 2026.183486 = -52046.365725 nChanged 10 SP:Iteration 5Q (3455.550000 sec): 3 clusters Score: Raw -54150.310605 + Penalty 2026.183486 = -52124.127119 nChanged 13 SP:Iteration 6Q (3455.700000 sec): 3 clusters Score: Raw -54235.933745 + Penalty 2026.183486 = -52209.750260 nChanged 14 SP:Iteration 7Q (3455.880000 sec): 3 clusters Score: Raw -54257.016783 + Penalty 2026.183486 = -52230.833297 nChanged 11 SP:Iteration 8Q (3456.020000 sec): 3 clusters Score: Raw -54269.451866 + Penalty 2026.183486 = -52243.268380 nChanged 7 SP:Iteration 9Q (3456.200000 sec): 3 clusters Score: Raw -54278.022535 + Penalty 2026.183486 = -52251.839050 nChanged 7 SP:Iteration 10Q (3456.350000 sec): 3 clusters Score: Raw -54287.128018 + Penalty 2026.183486 = -52260.944532 nChanged 3 SP:Iteration 11Q (3456.530000 sec): 3 clusters Score: Raw -54291.461519 + Penalty 2026.183486 = -52265.278033 nChanged 2 SP:Iteration 12Q (3456.780000 sec): 3 clusters Score: Raw -54293.841403 + Penalty 2026.183486 = -52267.657918 nChanged 0 SP:Iteration 13F (3456.910000 sec): 3 clusters Score: Raw -54293.841403 + Penalty 2026.183486 = -52267.657918 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (10419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.090000 sec): 2 clusters Score: Raw -1201512.842096 + Penalty 1503.350280 = -1200009.491815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3457.310000 sec): 3 clusters Score: Raw -1195553.788220 + Penalty 3006.700561 = -1192547.087659 nChanged 4476 SP:Iteration 1F (3457.480000 sec): 3 clusters Score: Raw -1197859.821797 + Penalty 3006.700561 = -1194853.121236 nChanged 608 SP:Iteration 2F (3457.720000 sec): 3 clusters Score: Raw -1198116.895266 + Penalty 3006.700561 = -1195110.194705 nChanged 537 SP:Iteration 3F (3457.870000 sec): 3 clusters Score: Raw -1198332.732158 + Penalty 3006.700561 = -1195326.031597 nChanged 465 SP:Iteration 4Q (3458.050000 sec): 3 clusters Score: Raw -1198534.976691 + Penalty 3006.700561 = -1195528.276130 nChanged 489 SP:Iteration 5Q (3458.220000 sec): 3 clusters Score: Raw -1198769.919965 + Penalty 3006.700561 = -1195763.219404 nChanged 528 SP:Iteration 6F (3458.400000 sec): 3 clusters Score: Raw -1199063.553369 + Penalty 3006.700561 = -1196056.852808 nChanged 573 SP:Iteration 7F (3458.580000 sec): 3 clusters Score: Raw -1199433.234166 + Penalty 3006.700561 = -1196426.533605 nChanged 616 SP:Iteration 8F (3458.750000 sec): 3 clusters Score: Raw -1199879.894061 + Penalty 3006.700561 = -1196873.193500 nChanged 650 SP:Iteration 9F (3458.930000 sec): 3 clusters Score: Raw -1200398.528360 + Penalty 3006.700561 = -1197391.827799 nChanged 597 SP:Iteration 10F (3459.110000 sec): 3 clusters Score: Raw -1200887.221614 + Penalty 3006.700561 = -1197880.521053 nChanged 457 SP:Iteration 11Q (3459.320000 sec): 3 clusters Score: Raw -1201235.998864 + Penalty 3006.700561 = -1198229.298303 nChanged 306 SP:Iteration 12Q (3459.500000 sec): 3 clusters Score: Raw -1201438.646683 + Penalty 3006.700561 = -1198431.946122 nChanged 211 SP:Iteration 13Q (3459.620000 sec): 3 clusters Score: Raw -1201575.120038 + Penalty 3006.700561 = -1198568.419477 nChanged 156 SP:Iteration 14Q (3459.800000 sec): 3 clusters Score: Raw -1201660.253999 + Penalty 3006.700561 = -1198653.553438 nChanged 97 SP:Iteration 15Q (3459.980000 sec): 3 clusters Score: Raw -1201718.280607 + Penalty 3006.700561 = -1198711.580046 nChanged 74 SP:Iteration 16Q (3460.150000 sec): 3 clusters Score: Raw -1201759.296351 + Penalty 3006.700561 = -1198752.595790 nChanged 49 SP:Iteration 17Q (3460.330000 sec): 3 clusters Score: Raw -1201777.406458 + Penalty 3006.700561 = -1198770.705897 nChanged 25 SP:Iteration 18Q (3460.510000 sec): 3 clusters Score: Raw -1201785.913322 + Penalty 3006.700561 = -1198779.212761 nChanged 21 SP:Iteration 19Q (3460.690000 sec): 3 clusters Score: Raw -1201793.932924 + Penalty 3006.700561 = -1198787.232363 nChanged 13 SP:Iteration 20F (3460.930000 sec): 3 clusters Score: Raw -1201798.241283 + Penalty 3006.700561 = -1198791.540722 nChanged 11 SP:Iteration 21Q (3461.070000 sec): 3 clusters Score: Raw -1201802.076720 + Penalty 3006.700561 = -1198795.376159 nChanged 8 SP:Iteration 22Q (3461.310000 sec): 3 clusters Score: Raw -1201804.264200 + Penalty 3006.700561 = -1198797.563639 nChanged 6 SP:Iteration 23Q (3461.570000 sec): 3 clusters Score: Raw -1201806.998461 + Penalty 3006.700561 = -1198800.297900 nChanged 9 SP:Iteration 24Q (3461.820000 sec): 3 clusters Score: Raw -1201810.373799 + Penalty 3006.700561 = -1198803.673238 nChanged 7 SP:Iteration 25Q (3462.080000 sec): 3 clusters Score: Raw -1201812.330439 + Penalty 3006.700561 = -1198805.629878 nChanged 4 SP:Iteration 26Q (3462.290000 sec): 3 clusters Score: Raw -1201814.248149 + Penalty 3006.700561 = -1198807.547588 nChanged 3 SP:Iteration 27Q (3462.550000 sec): 3 clusters Score: Raw -1201815.752335 + Penalty 3006.700561 = -1198809.051774 nChanged 4 SP:Iteration 28Q (3462.770000 sec): 3 clusters Score: Raw -1201816.768703 + Penalty 3006.700561 = -1198810.068143 nChanged 2 SP:Iteration 29Q (3463.020000 sec): 3 clusters Score: Raw -1201817.362485 + Penalty 3006.700561 = -1198810.661924 nChanged 4 SP:Iteration 30Q (3463.210000 sec): 3 clusters Score: Raw -1201818.151795 + Penalty 3006.700561 = -1198811.451234 nChanged 0 SP:Iteration 31F (3463.450000 sec): 3 clusters Score: Raw -1201818.151795 + Penalty 3006.700561 = -1198811.451234 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.570000 sec): 2 clusters Score: Raw -432330.075790 + Penalty 1350.841602 = -430979.234188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.800000 sec): 3 clusters Score: Raw -430273.468829 + Penalty 2701.683203 = -427571.785626 nChanged 1617 SP:Iteration 1F (3463.950000 sec): 3 clusters Score: Raw -431205.484770 + Penalty 2701.683203 = -428503.801567 nChanged 368 SP:Iteration 2F (3464.140000 sec): 3 clusters Score: Raw -431504.432554 + Penalty 2701.683203 = -428802.749351 nChanged 332 SP:Iteration 3F (3464.300000 sec): 3 clusters Score: Raw -431874.184481 + Penalty 2701.683203 = -429172.501278 nChanged 337 SP:Iteration 4F (3464.440000 sec): 3 clusters Score: Raw -432218.880407 + Penalty 2701.683203 = -429517.197204 nChanged 288 SP:Iteration 5F (3464.590000 sec): 3 clusters Score: Raw -432496.862432 + Penalty 2701.683203 = -429795.179229 nChanged 240 SP:Iteration 6F (3464.730000 sec): 3 clusters Score: Raw -432685.741025 + Penalty 2701.683203 = -429984.057821 nChanged 165 SP:Iteration 7Q (3464.870000 sec): 3 clusters Score: Raw -432805.452715 + Penalty 2701.683203 = -430103.769512 nChanged 110 SP:Iteration 8Q (3465.020000 sec): 3 clusters Score: Raw -432881.644709 + Penalty 2701.683203 = -430179.961505 nChanged 80 SP:Iteration 9Q (3465.160000 sec): 3 clusters Score: Raw -432937.514537 + Penalty 2701.683203 = -430235.831334 nChanged 55 SP:Iteration 10Q (3465.310000 sec): 3 clusters Score: Raw -432971.845602 + Penalty 2701.683203 = -430270.162399 nChanged 43 SP:Iteration 11Q (3465.450000 sec): 3 clusters Score: Raw -432995.646233 + Penalty 2701.683203 = -430293.963030 nChanged 35 SP:Iteration 12Q (3465.590000 sec): 3 clusters Score: Raw -433011.232061 + Penalty 2701.683203 = -430309.548858 nChanged 19 SP:Iteration 13Q (3465.740000 sec): 3 clusters Score: Raw -433021.646171 + Penalty 2701.683203 = -430319.962968 nChanged 22 SP:Iteration 14Q (3465.880000 sec): 3 clusters Score: Raw -433035.277790 + Penalty 2701.683203 = -430333.594587 nChanged 18 SP:Iteration 15Q (3466.030000 sec): 3 clusters Score: Raw -433043.534031 + Penalty 2701.683203 = -430341.850827 nChanged 14 SP:Iteration 16Q (3466.170000 sec): 3 clusters Score: Raw -433049.313246 + Penalty 2701.683203 = -430347.630042 nChanged 7 SP:Iteration 17Q (3466.310000 sec): 3 clusters Score: Raw -433051.989357 + Penalty 2701.683203 = -430350.306154 nChanged 7 SP:Iteration 18Q (3466.460000 sec): 3 clusters Score: Raw -433053.646800 + Penalty 2701.683203 = -430351.963597 nChanged 5 SP:Iteration 19Q (3466.600000 sec): 3 clusters Score: Raw -433054.990502 + Penalty 2701.683203 = -430353.307299 nChanged 3 SP:Iteration 20F (3466.820000 sec): 3 clusters Score: Raw -433055.661154 + Penalty 2701.683203 = -430353.977951 nChanged 4 SP:Iteration 21Q (3467.060000 sec): 3 clusters Score: Raw -433056.179876 + Penalty 2701.683203 = -430354.496673 nChanged 0 SP:Iteration 22F (3467.280000 sec): 3 clusters Score: Raw -433056.179876 + Penalty 2701.683203 = -430354.496673 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3467.380000 sec): 2 clusters Score: Raw -42581.904421 + Penalty 965.277829 = -41616.626593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3467.620000 sec): 3 clusters Score: Raw -42542.345900 + Penalty 1930.555657 = -40611.790243 nChanged 72 SP:Iteration 1F (3467.800000 sec): 3 clusters Score: Raw -42664.388206 + Penalty 1930.555657 = -40733.832549 nChanged 23 SP:Iteration 2F (3468.000000 sec): 3 clusters Score: Raw -42717.912396 + Penalty 1930.555657 = -40787.356739 nChanged 10 SP:Iteration 3Q (3468.280000 sec): 3 clusters Score: Raw -42737.901278 + Penalty 1930.555657 = -40807.345621 nChanged 3 SP:Iteration 4Q (3468.470000 sec): 3 clusters Score: Raw -42745.869295 + Penalty 1930.555657 = -40815.313638 nChanged 0 SP:Iteration 5F (3468.640000 sec): 3 clusters Score: Raw -42745.869295 + Penalty 1930.555657 = -40815.313638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (12125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3468.790000 sec): 2 clusters Score: Raw -1390341.870886 + Penalty 1527.991516 = -1388813.879370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.090000 sec): 3 clusters Score: Raw -1383338.581818 + Penalty 3055.983033 = -1380282.598785 nChanged 5308 SP:Iteration 1F (3469.330000 sec): 3 clusters Score: Raw -1386167.733684 + Penalty 3055.983033 = -1383111.750651 nChanged 646 SP:Iteration 2F (3469.630000 sec): 3 clusters Score: Raw -1386423.958416 + Penalty 3055.983033 = -1383367.975383 nChanged 591 SP:Iteration 3Q (3469.890000 sec): 3 clusters Score: Raw -1386654.103613 + Penalty 3055.983033 = -1383598.120581 nChanged 554 SP:Iteration 4Q (3470.130000 sec): 3 clusters Score: Raw -1386919.917396 + Penalty 3055.983033 = -1383863.934364 nChanged 579 SP:Iteration 5Q (3470.340000 sec): 3 clusters Score: Raw -1387227.140171 + Penalty 3055.983033 = -1384171.157138 nChanged 620 SP:Iteration 6F (3470.590000 sec): 3 clusters Score: Raw -1387609.363899 + Penalty 3055.983033 = -1384553.380866 nChanged 714 SP:Iteration 7F (3470.850000 sec): 3 clusters Score: Raw -1388149.897825 + Penalty 3055.983033 = -1385093.914793 nChanged 725 SP:Iteration 8F (3471.100000 sec): 3 clusters Score: Raw -1388741.679360 + Penalty 3055.983033 = -1385685.696328 nChanged 629 SP:Iteration 9F (3471.380000 sec): 3 clusters Score: Raw -1389221.551926 + Penalty 3055.983033 = -1386165.568894 nChanged 470 SP:Iteration 10Q (3471.650000 sec): 3 clusters Score: Raw -1389540.473732 + Penalty 3055.983033 = -1386484.490699 nChanged 373 SP:Iteration 11Q (3471.910000 sec): 3 clusters Score: Raw -1389783.375720 + Penalty 3055.983033 = -1386727.392688 nChanged 307 SP:Iteration 12Q (3472.170000 sec): 3 clusters Score: Raw -1389968.784951 + Penalty 3055.983033 = -1386912.801918 nChanged 237 SP:Iteration 13Q (3472.420000 sec): 3 clusters Score: Raw -1390096.828390 + Penalty 3055.983033 = -1387040.845357 nChanged 167 SP:Iteration 14Q (3472.620000 sec): 3 clusters Score: Raw -1390172.686578 + Penalty 3055.983033 = -1387116.703545 nChanged 123 SP:Iteration 15Q (3472.870000 sec): 3 clusters Score: Raw -1390217.728999 + Penalty 3055.983033 = -1387161.745966 nChanged 96 SP:Iteration 16Q (3473.060000 sec): 3 clusters Score: Raw -1390257.800409 + Penalty 3055.983033 = -1387201.817377 nChanged 87 SP:Iteration 17Q (3473.260000 sec): 3 clusters Score: Raw -1390294.797958 + Penalty 3055.983033 = -1387238.814925 nChanged 84 SP:Iteration 18Q (3473.520000 sec): 3 clusters Score: Raw -1390326.492531 + Penalty 3055.983033 = -1387270.509498 nChanged 57 SP:Iteration 19Q (3473.720000 sec): 3 clusters Score: Raw -1390346.508331 + Penalty 3055.983033 = -1387290.525298 nChanged 45 SP:Iteration 20F (3473.990000 sec): 3 clusters Score: Raw -1390359.868878 + Penalty 3055.983033 = -1387303.885845 nChanged 30 SP:Iteration 21Q (3474.220000 sec): 3 clusters Score: Raw -1390366.706079 + Penalty 3055.983033 = -1387310.723046 nChanged 28 SP:Iteration 22Q (3474.510000 sec): 3 clusters Score: Raw -1390371.571984 + Penalty 3055.983033 = -1387315.588952 nChanged 15 SP:Iteration 23Q (3474.730000 sec): 3 clusters Score: Raw -1390373.699947 + Penalty 3055.983033 = -1387317.716914 nChanged 10 SP:Iteration 24Q (3474.950000 sec): 3 clusters Score: Raw -1390375.585588 + Penalty 3055.983033 = -1387319.602555 nChanged 9 SP:Iteration 25Q (3475.170000 sec): 3 clusters Score: Raw -1390376.875463 + Penalty 3055.983033 = -1387320.892431 nChanged 9 SP:Iteration 26Q (3475.460000 sec): 3 clusters Score: Raw -1390378.672322 + Penalty 3055.983033 = -1387322.689289 nChanged 9 SP:Iteration 27Q (3475.690000 sec): 3 clusters Score: Raw -1390380.498233 + Penalty 3055.983033 = -1387324.515200 nChanged 10 SP:Iteration 28Q (3475.890000 sec): 3 clusters Score: Raw -1390382.772426 + Penalty 3055.983033 = -1387326.789393 nChanged 13 SP:Iteration 29Q (3476.150000 sec): 3 clusters Score: Raw -1390385.539140 + Penalty 3055.983033 = -1387329.556107 nChanged 14 SP:Iteration 30Q (3476.380000 sec): 3 clusters Score: Raw -1390389.530633 + Penalty 3055.983033 = -1387333.547601 nChanged 14 SP:Iteration 31Q (3476.600000 sec): 3 clusters Score: Raw -1390391.541620 + Penalty 3055.983033 = -1387335.558587 nChanged 6 SP:Iteration 32Q (3476.850000 sec): 3 clusters Score: Raw -1390392.593982 + Penalty 3055.983033 = -1387336.610949 nChanged 4 SP:Iteration 33Q (3477.120000 sec): 3 clusters Score: Raw -1390393.218196 + Penalty 3055.983033 = -1387337.235163 nChanged 2 SP:Iteration 34Q (3477.350000 sec): 3 clusters Score: Raw -1390393.330881 + Penalty 3055.983033 = -1387337.347848 nChanged 0 SP:Iteration 35F (3477.590000 sec): 3 clusters Score: Raw -1390393.330881 + Penalty 3055.983033 = -1387337.347848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (2306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3477.740000 sec): 2 clusters Score: Raw -253312.874580 + Penalty 1258.281326 = -252054.593254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3477.910000 sec): 3 clusters Score: Raw -252297.814307 + Penalty 2516.562653 = -249781.251654 nChanged 814 SP:Iteration 1F (3478.170000 sec): 3 clusters Score: Raw -252779.295670 + Penalty 2516.562653 = -250262.733017 nChanged 152 SP:Iteration 2F (3478.350000 sec): 3 clusters Score: Raw -252865.940154 + Penalty 2516.562653 = -250349.377502 nChanged 97 SP:Iteration 3Q (3478.510000 sec): 3 clusters Score: Raw -252914.527430 + Penalty 2516.562653 = -250397.964777 nChanged 57 SP:Iteration 4Q (3478.730000 sec): 3 clusters Score: Raw -252945.054045 + Penalty 2516.562653 = -250428.491392 nChanged 41 SP:Iteration 5Q (3478.900000 sec): 3 clusters Score: Raw -252967.963875 + Penalty 2516.562653 = -250451.401222 nChanged 43 SP:Iteration 6Q (3479.130000 sec): 3 clusters Score: Raw -252989.172668 + Penalty 2516.562653 = -250472.610015 nChanged 36 SP:Iteration 7Q (3479.270000 sec): 3 clusters Score: Raw -253010.087625 + Penalty 2516.562653 = -250493.524972 nChanged 29 SP:Iteration 8Q (3479.450000 sec): 3 clusters Score: Raw -253029.017695 + Penalty 2516.562653 = -250512.455042 nChanged 33 SP:Iteration 9Q (3479.680000 sec): 3 clusters Score: Raw -253042.937816 + Penalty 2516.562653 = -250526.375164 nChanged 15 SP:Iteration 10Q (3479.890000 sec): 3 clusters Score: Raw -253050.517642 + Penalty 2516.562653 = -250533.954989 nChanged 11 SP:Iteration 11Q (3480.070000 sec): 3 clusters Score: Raw -253054.286480 + Penalty 2516.562653 = -250537.723827 nChanged 6 SP:Iteration 12Q (3480.230000 sec): 3 clusters Score: Raw -253057.381035 + Penalty 2516.562653 = -250540.818383 nChanged 4 SP:Iteration 13Q (3480.390000 sec): 3 clusters Score: Raw -253058.923352 + Penalty 2516.562653 = -250542.360699 nChanged 4 SP:Iteration 14Q (3480.580000 sec): 3 clusters Score: Raw -253060.595971 + Penalty 2516.562653 = -250544.033318 nChanged 7 SP:Iteration 15Q (3480.760000 sec): 3 clusters Score: Raw -253062.729160 + Penalty 2516.562653 = -250546.166508 nChanged 3 SP:Iteration 16Q (3480.960000 sec): 3 clusters Score: Raw -253063.951927 + Penalty 2516.562653 = -250547.389274 nChanged 0 SP:Iteration 17F (3481.170000 sec): 3 clusters Score: Raw -253063.951927 + Penalty 2516.562653 = -250547.389274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (9729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3481.280000 sec): 2 clusters Score: Raw -1110195.694423 + Penalty 1492.215789 = -1108703.478634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3481.540000 sec): 3 clusters Score: Raw -1104719.789788 + Penalty 2984.431578 = -1101735.358210 nChanged 4201 SP:Iteration 1F (3481.790000 sec): 3 clusters Score: Raw -1106936.430642 + Penalty 2984.431578 = -1103951.999063 nChanged 616 SP:Iteration 2F (3481.930000 sec): 3 clusters Score: Raw -1107263.985547 + Penalty 2984.431578 = -1104279.553968 nChanged 555 SP:Iteration 3F (3482.160000 sec): 3 clusters Score: Raw -1107592.117011 + Penalty 2984.431578 = -1104607.685432 nChanged 518 SP:Iteration 4F (3482.400000 sec): 3 clusters Score: Raw -1107886.981715 + Penalty 2984.431578 = -1104902.550137 nChanged 489 SP:Iteration 5F (3482.610000 sec): 3 clusters Score: Raw -1108152.793516 + Penalty 2984.431578 = -1105168.361937 nChanged 437 SP:Iteration 6Q (3482.790000 sec): 3 clusters Score: Raw -1108339.539727 + Penalty 2984.431578 = -1105355.108149 nChanged 350 SP:Iteration 7Q (3483.000000 sec): 3 clusters Score: Raw -1108498.775711 + Penalty 2984.431578 = -1105514.344133 nChanged 354 SP:Iteration 8Q (3483.240000 sec): 3 clusters Score: Raw -1108643.955106 + Penalty 2984.431578 = -1105659.523527 nChanged 301 SP:Iteration 9Q (3483.520000 sec): 3 clusters Score: Raw -1108774.869357 + Penalty 2984.431578 = -1105790.437779 nChanged 285 SP:Iteration 10Q (3483.770000 sec): 3 clusters Score: Raw -1108887.486380 + Penalty 2984.431578 = -1105903.054802 nChanged 270 SP:Iteration 11Q (3484.000000 sec): 3 clusters Score: Raw -1109011.038739 + Penalty 2984.431578 = -1106026.607161 nChanged 272 SP:Iteration 12Q (3484.190000 sec): 3 clusters Score: Raw -1109128.726400 + Penalty 2984.431578 = -1106144.294822 nChanged 248 SP:Iteration 13Q (3484.430000 sec): 3 clusters Score: Raw -1109230.292595 + Penalty 2984.431578 = -1106245.861016 nChanged 251 SP:Iteration 14Q (3484.680000 sec): 3 clusters Score: Raw -1109345.580718 + Penalty 2984.431578 = -1106361.149140 nChanged 243 SP:Iteration 15Q (3484.910000 sec): 3 clusters Score: Raw -1109459.779956 + Penalty 2984.431578 = -1106475.348378 nChanged 226 SP:Iteration 16Q (3485.100000 sec): 3 clusters Score: Raw -1109546.552631 + Penalty 2984.431578 = -1106562.121052 nChanged 170 SP:Iteration 17Q (3485.300000 sec): 3 clusters Score: Raw -1109602.760088 + Penalty 2984.431578 = -1106618.328510 nChanged 111 SP:Iteration 18Q (3485.550000 sec): 3 clusters Score: Raw -1109632.148941 + Penalty 2984.431578 = -1106647.717363 nChanged 83 SP:Iteration 19Q (3485.780000 sec): 3 clusters Score: Raw -1109651.466335 + Penalty 2984.431578 = -1106667.034756 nChanged 64 SP:Iteration 20F (3486.060000 sec): 3 clusters Score: Raw -1109663.845701 + Penalty 2984.431578 = -1106679.414123 nChanged 57 SP:Iteration 21Q (3486.210000 sec): 3 clusters Score: Raw -1109674.864818 + Penalty 2984.431578 = -1106690.433239 nChanged 47 SP:Iteration 22Q (3486.440000 sec): 3 clusters Score: Raw -1109683.629356 + Penalty 2984.431578 = -1106699.197778 nChanged 43 SP:Iteration 23Q (3486.660000 sec): 3 clusters Score: Raw -1109689.435556 + Penalty 2984.431578 = -1106705.003978 nChanged 27 SP:Iteration 24Q (3486.910000 sec): 3 clusters Score: Raw -1109693.231620 + Penalty 2984.431578 = -1106708.800042 nChanged 23 SP:Iteration 25Q (3487.150000 sec): 3 clusters Score: Raw -1109696.337937 + Penalty 2984.431578 = -1106711.906359 nChanged 17 SP:Iteration 26Q (3487.290000 sec): 3 clusters Score: Raw -1109698.030860 + Penalty 2984.431578 = -1106713.599281 nChanged 14 SP:Iteration 27Q (3487.540000 sec): 3 clusters Score: Raw -1109699.926181 + Penalty 2984.431578 = -1106715.494602 nChanged 22 SP:Iteration 28Q (3487.790000 sec): 3 clusters Score: Raw -1109702.612716 + Penalty 2984.431578 = -1106718.181138 nChanged 21 SP:Iteration 29Q (3487.990000 sec): 3 clusters Score: Raw -1109705.390550 + Penalty 2984.431578 = -1106720.958972 nChanged 14 SP:Iteration 30Q (3488.230000 sec): 3 clusters Score: Raw -1109706.960502 + Penalty 2984.431578 = -1106722.528924 nChanged 14 SP:Iteration 31Q (3488.490000 sec): 3 clusters Score: Raw -1109708.460399 + Penalty 2984.431578 = -1106724.028821 nChanged 13 SP:Iteration 32Q (3488.750000 sec): 3 clusters Score: Raw -1109710.062913 + Penalty 2984.431578 = -1106725.631335 nChanged 9 SP:Iteration 33Q (3488.960000 sec): 3 clusters Score: Raw -1109710.983911 + Penalty 2984.431578 = -1106726.552332 nChanged 8 SP:Iteration 34Q (3489.200000 sec): 3 clusters Score: Raw -1109711.674666 + Penalty 2984.431578 = -1106727.243088 nChanged 4 SP:Iteration 35Q (3489.420000 sec): 3 clusters Score: Raw -1109712.284553 + Penalty 2984.431578 = -1106727.852974 nChanged 8 SP:Iteration 36Q (3489.590000 sec): 3 clusters Score: Raw -1109713.182373 + Penalty 2984.431578 = -1106728.750795 nChanged 9 SP:Iteration 37Q (3489.850000 sec): 3 clusters Score: Raw -1109714.401338 + Penalty 2984.431578 = -1106729.969760 nChanged 13 SP:Iteration 38Q (3490.070000 sec): 3 clusters Score: Raw -1109716.456638 + Penalty 2984.431578 = -1106732.025060 nChanged 15 SP:Iteration 39Q (3490.320000 sec): 3 clusters Score: Raw -1109718.051530 + Penalty 2984.431578 = -1106733.619951 nChanged 13 SP:Iteration 40F (3490.540000 sec): 3 clusters Score: Raw -1109719.433127 + Penalty 2984.431578 = -1106735.001548 nChanged 9 SP:Iteration 41Q (3490.730000 sec): 3 clusters Score: Raw -1109720.408975 + Penalty 2984.431578 = -1106735.977397 nChanged 8 SP:Iteration 42Q (3490.970000 sec): 3 clusters Score: Raw -1109721.897528 + Penalty 2984.431578 = -1106737.465950 nChanged 8 SP:Iteration 43Q (3491.220000 sec): 3 clusters Score: Raw -1109722.646238 + Penalty 2984.431578 = -1106738.214659 nChanged 7 SP:Iteration 44Q (3491.430000 sec): 3 clusters Score: Raw -1109723.280648 + Penalty 2984.431578 = -1106738.849069 nChanged 5 SP:Iteration 45Q (3491.710000 sec): 3 clusters Score: Raw -1109723.726177 + Penalty 2984.431578 = -1106739.294599 nChanged 4 SP:Iteration 46Q (3491.900000 sec): 3 clusters Score: Raw -1109723.902453 + Penalty 2984.431578 = -1106739.470875 nChanged 4 SP:Iteration 47Q (3492.090000 sec): 3 clusters Score: Raw -1109724.298692 + Penalty 2984.431578 = -1106739.867113 nChanged 5 SP:Iteration 48Q (3492.280000 sec): 3 clusters Score: Raw -1109724.861899 + Penalty 2984.431578 = -1106740.430321 nChanged 7 SP:Iteration 49Q (3492.500000 sec): 3 clusters Score: Raw -1109725.819332 + Penalty 2984.431578 = -1106741.387754 nChanged 9 SP:Iteration 50Q (3492.740000 sec): 3 clusters Score: Raw -1109726.625551 + Penalty 2984.431578 = -1106742.193973 nChanged 13 SP:Iteration 51Q (3492.960000 sec): 3 clusters Score: Raw -1109728.011144 + Penalty 2984.431578 = -1106743.579566 nChanged 13 SP:Iteration 52Q (3493.220000 sec): 3 clusters Score: Raw -1109729.024257 + Penalty 2984.431578 = -1106744.592679 nChanged 7 SP:Iteration 53Q (3493.410000 sec): 3 clusters Score: Raw -1109729.796857 + Penalty 2984.431578 = -1106745.365279 nChanged 12 SP:Iteration 54Q (3493.640000 sec): 3 clusters Score: Raw -1109731.253767 + Penalty 2984.431578 = -1106746.822189 nChanged 14 SP:Iteration 55Q (3493.840000 sec): 3 clusters Score: Raw -1109733.240475 + Penalty 2984.431578 = -1106748.808897 nChanged 18 SP:Iteration 56Q (3494.050000 sec): 3 clusters Score: Raw -1109735.843307 + Penalty 2984.431578 = -1106751.411728 nChanged 22 SP:Iteration 57Q (3494.280000 sec): 3 clusters Score: Raw -1109738.946711 + Penalty 2984.431578 = -1106754.515133 nChanged 17 SP:Iteration 58Q (3494.480000 sec): 3 clusters Score: Raw -1109741.309463 + Penalty 2984.431578 = -1106756.877885 nChanged 17 SP:Iteration 59Q (3494.730000 sec): 3 clusters Score: Raw -1109742.797881 + Penalty 2984.431578 = -1106758.366303 nChanged 9 SP:Iteration 60F (3494.940000 sec): 3 clusters Score: Raw -1109743.747026 + Penalty 2984.431578 = -1106759.315448 nChanged 12 SP:Iteration 61Q (3495.150000 sec): 3 clusters Score: Raw -1109745.434405 + Penalty 2984.431578 = -1106761.002827 nChanged 14 SP:Iteration 62Q (3495.380000 sec): 3 clusters Score: Raw -1109747.213265 + Penalty 2984.431578 = -1106762.781687 nChanged 16 SP:Iteration 63Q (3495.630000 sec): 3 clusters Score: Raw -1109749.031848 + Penalty 2984.431578 = -1106764.600270 nChanged 14 SP:Iteration 64Q (3495.860000 sec): 3 clusters Score: Raw -1109751.588144 + Penalty 2984.431578 = -1106767.156566 nChanged 20 SP:Iteration 65Q (3496.120000 sec): 3 clusters Score: Raw -1109754.712568 + Penalty 2984.431578 = -1106770.280990 nChanged 22 SP:Iteration 66Q (3496.350000 sec): 3 clusters Score: Raw -1109758.578741 + Penalty 2984.431578 = -1106774.147163 nChanged 28 SP:Iteration 67Q (3496.580000 sec): 3 clusters Score: Raw -1109762.742021 + Penalty 2984.431578 = -1106778.310443 nChanged 24 SP:Iteration 68Q (3496.820000 sec): 3 clusters Score: Raw -1109766.076520 + Penalty 2984.431578 = -1106781.644941 nChanged 21 SP:Iteration 69Q (3497.090000 sec): 3 clusters Score: Raw -1109768.806737 + Penalty 2984.431578 = -1106784.375158 nChanged 25 SP:Iteration 70Q (3497.270000 sec): 3 clusters Score: Raw -1109772.418571 + Penalty 2984.431578 = -1106787.986993 nChanged 20 SP:Iteration 71Q (3497.520000 sec): 3 clusters Score: Raw -1109775.707471 + Penalty 2984.431578 = -1106791.275893 nChanged 20 SP:Iteration 72Q (3497.730000 sec): 3 clusters Score: Raw -1109777.707182 + Penalty 2984.431578 = -1106793.275604 nChanged 17 SP:Iteration 73Q (3497.950000 sec): 3 clusters Score: Raw -1109780.072922 + Penalty 2984.431578 = -1106795.641343 nChanged 15 SP:Iteration 74Q (3498.200000 sec): 3 clusters Score: Raw -1109781.297397 + Penalty 2984.431578 = -1106796.865819 nChanged 6 SP:Iteration 75Q (3498.430000 sec): 3 clusters Score: Raw -1109781.917268 + Penalty 2984.431578 = -1106797.485689 nChanged 10 SP:Iteration 76Q (3498.640000 sec): 3 clusters Score: Raw -1109783.113017 + Penalty 2984.431578 = -1106798.681439 nChanged 6 SP:Iteration 77Q (3498.860000 sec): 3 clusters Score: Raw -1109783.513197 + Penalty 2984.431578 = -1106799.081619 nChanged 4 SP:Iteration 78Q (3499.080000 sec): 3 clusters Score: Raw -1109783.845263 + Penalty 2984.431578 = -1106799.413684 nChanged 6 SP:Iteration 79Q (3499.330000 sec): 3 clusters Score: Raw -1109784.508185 + Penalty 2984.431578 = -1106800.076606 nChanged 10 SP:Iteration 80F (3499.570000 sec): 3 clusters Score: Raw -1109785.937607 + Penalty 2984.431578 = -1106801.506028 nChanged 9 SP:Iteration 81Q (3499.770000 sec): 3 clusters Score: Raw -1109786.977236 + Penalty 2984.431578 = -1106802.545658 nChanged 9 SP:Iteration 82Q (3499.940000 sec): 3 clusters Score: Raw -1109788.060505 + Penalty 2984.431578 = -1106803.628927 nChanged 8 SP:Iteration 83Q (3500.180000 sec): 3 clusters Score: Raw -1109788.931560 + Penalty 2984.431578 = -1106804.499982 nChanged 5 SP:Iteration 84Q (3500.370000 sec): 3 clusters Score: Raw -1109789.207505 + Penalty 2984.431578 = -1106804.775926 nChanged 3 SP:Iteration 85Q (3500.590000 sec): 3 clusters Score: Raw -1109789.446894 + Penalty 2984.431578 = -1106805.015316 nChanged 9 SP:Iteration 86Q (3500.830000 sec): 3 clusters Score: Raw -1109790.415251 + Penalty 2984.431578 = -1106805.983673 nChanged 9 SP:Iteration 87Q (3501.050000 sec): 3 clusters Score: Raw -1109791.193389 + Penalty 2984.431578 = -1106806.761810 nChanged 7 SP:Iteration 88Q (3501.280000 sec): 3 clusters Score: Raw -1109791.845698 + Penalty 2984.431578 = -1106807.414119 nChanged 5 SP:Iteration 89Q (3501.510000 sec): 3 clusters Score: Raw -1109792.325210 + Penalty 2984.431578 = -1106807.893631 nChanged 3 SP:Iteration 90Q (3501.700000 sec): 3 clusters Score: Raw -1109792.602602 + Penalty 2984.431578 = -1106808.171024 nChanged 5 SP:Iteration 91Q (3501.940000 sec): 3 clusters Score: Raw -1109793.039909 + Penalty 2984.431578 = -1106808.608330 nChanged 3 SP:Iteration 92Q (3502.160000 sec): 3 clusters Score: Raw -1109793.239414 + Penalty 2984.431578 = -1106808.807836 nChanged 2 SP:Iteration 93Q (3502.410000 sec): 3 clusters Score: Raw -1109793.362628 + Penalty 2984.431578 = -1106808.931050 nChanged 1 SP:Iteration 94Q (3502.640000 sec): 3 clusters Score: Raw -1109793.475067 + Penalty 2984.431578 = -1106809.043489 nChanged 2 SP:Iteration 95Q (3502.850000 sec): 3 clusters Score: Raw -1109793.638879 + Penalty 2984.431578 = -1106809.207301 nChanged 1 SP:Iteration 96Q (3503.080000 sec): 3 clusters Score: Raw -1109794.422130 + Penalty 2984.431578 = -1106809.990552 nChanged 3 SP:Iteration 97Q (3503.340000 sec): 3 clusters Score: Raw -1109794.766409 + Penalty 2984.431578 = -1106810.334831 nChanged 3 SP:Iteration 98Q (3503.500000 sec): 3 clusters Score: Raw -1109795.080888 + Penalty 2984.431578 = -1106810.649310 nChanged 4 SP:Iteration 99Q (3503.750000 sec): 3 clusters Score: Raw -1109795.392913 + Penalty 2984.431578 = -1106810.961335 nChanged 2 SP:Iteration 100F (3504.050000 sec): 3 clusters Score: Raw -1109795.564373 + Penalty 2984.431578 = -1106811.132795 nChanged 3 SP:Iteration 101Q (3504.270000 sec): 3 clusters Score: Raw -1109796.097755 + Penalty 2984.431578 = -1106811.666176 nChanged 6 SP:Iteration 102Q (3504.510000 sec): 3 clusters Score: Raw -1109797.222449 + Penalty 2984.431578 = -1106812.790870 nChanged 8 SP:Iteration 103Q (3504.780000 sec): 3 clusters Score: Raw -1109798.168004 + Penalty 2984.431578 = -1106813.736426 nChanged 8 SP:Iteration 104Q (3505.020000 sec): 3 clusters Score: Raw -1109798.828651 + Penalty 2984.431578 = -1106814.397073 nChanged 10 SP:Iteration 105Q (3505.250000 sec): 3 clusters Score: Raw -1109799.668280 + Penalty 2984.431578 = -1106815.236702 nChanged 8 SP:Iteration 106Q (3505.490000 sec): 3 clusters Score: Raw -1109800.458399 + Penalty 2984.431578 = -1106816.026821 nChanged 6 SP:Iteration 107Q (3505.850000 sec): 3 clusters Score: Raw -1109800.994438 + Penalty 2984.431578 = -1106816.562860 nChanged 3 SP:Iteration 108Q (3506.130000 sec): 3 clusters Score: Raw -1109801.211709 + Penalty 2984.431578 = -1106816.780130 nChanged 2 SP:Iteration 109Q (3506.410000 sec): 3 clusters Score: Raw -1109801.393120 + Penalty 2984.431578 = -1106816.961542 nChanged 2 SP:Iteration 110Q (3506.630000 sec): 3 clusters Score: Raw -1109801.635703 + Penalty 2984.431578 = -1106817.204125 nChanged 2 SP:Iteration 111Q (3506.860000 sec): 3 clusters Score: Raw -1109801.768482 + Penalty 2984.431578 = -1106817.336904 nChanged 0 SP:Iteration 112F (3507.120000 sec): 3 clusters Score: Raw -1109801.768482 + Penalty 2984.431578 = -1106817.336904 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (7233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3507.210000 sec): 2 clusters Score: Raw -869836.912918 + Penalty 1444.041490 = -868392.871429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.450000 sec): 3 clusters Score: Raw -865877.728854 + Penalty 2888.082979 = -862989.645875 nChanged 3024 SP:Iteration 1F (3507.690000 sec): 3 clusters Score: Raw -867476.304640 + Penalty 2888.082979 = -864588.221661 nChanged 449 SP:Iteration 2F (3507.870000 sec): 3 clusters Score: Raw -867671.764803 + Penalty 2888.082979 = -864783.681824 nChanged 351 SP:Iteration 3Q (3508.140000 sec): 3 clusters Score: Raw -867817.492628 + Penalty 2888.082979 = -864929.409649 nChanged 273 SP:Iteration 4Q (3508.340000 sec): 3 clusters Score: Raw -867930.603477 + Penalty 2888.082979 = -865042.520497 nChanged 264 SP:Iteration 5Q (3508.620000 sec): 3 clusters Score: Raw -868053.704434 + Penalty 2888.082979 = -865165.621455 nChanged 269 SP:Iteration 6Q (3508.850000 sec): 3 clusters Score: Raw -868187.857796 + Penalty 2888.082979 = -865299.774817 nChanged 279 SP:Iteration 7Q (3509.050000 sec): 3 clusters Score: Raw -868327.924267 + Penalty 2888.082979 = -865439.841288 nChanged 295 SP:Iteration 8Q (3509.280000 sec): 3 clusters Score: Raw -868498.796323 + Penalty 2888.082979 = -865610.713343 nChanged 327 SP:Iteration 9Q (3509.510000 sec): 3 clusters Score: Raw -868707.833417 + Penalty 2888.082979 = -865819.750438 nChanged 339 SP:Iteration 10Q (3509.730000 sec): 3 clusters Score: Raw -868956.237954 + Penalty 2888.082979 = -866068.154975 nChanged 335 SP:Iteration 11Q (3509.960000 sec): 3 clusters Score: Raw -869228.117291 + Penalty 2888.082979 = -866340.034312 nChanged 292 SP:Iteration 12Q (3510.200000 sec): 3 clusters Score: Raw -869485.569069 + Penalty 2888.082979 = -866597.486090 nChanged 196 SP:Iteration 13Q (3510.450000 sec): 3 clusters Score: Raw -869637.723838 + Penalty 2888.082979 = -866749.640859 nChanged 133 SP:Iteration 14Q (3510.680000 sec): 3 clusters Score: Raw -869764.797039 + Penalty 2888.082979 = -866876.714060 nChanged 93 SP:Iteration 15Q (3510.960000 sec): 3 clusters Score: Raw -869850.180413 + Penalty 2888.082979 = -866962.097434 nChanged 57 SP:Iteration 16Q (3511.190000 sec): 3 clusters Score: Raw -869907.745477 + Penalty 2888.082979 = -867019.662498 nChanged 31 SP:Iteration 17Q (3511.420000 sec): 3 clusters Score: Raw -869938.652634 + Penalty 2888.082979 = -867050.569655 nChanged 27 SP:Iteration 18Q (3511.620000 sec): 3 clusters Score: Raw -869966.246432 + Penalty 2888.082979 = -867078.163452 nChanged 16 SP:Iteration 19Q (3511.890000 sec): 3 clusters Score: Raw -869985.569577 + Penalty 2888.082979 = -867097.486598 nChanged 12 SP:Iteration 20F (3512.080000 sec): 3 clusters Score: Raw -869997.832843 + Penalty 2888.082979 = -867109.749864 nChanged 11 SP:Iteration 21Q (3512.270000 sec): 3 clusters Score: Raw -870017.262282 + Penalty 2888.082979 = -867129.179303 nChanged 8 SP:Iteration 22Q (3512.500000 sec): 3 clusters Score: Raw -870027.816397 + Penalty 2888.082979 = -867139.733418 nChanged 3 SP:Iteration 23Q (3512.710000 sec): 3 clusters Score: Raw -870030.898697 + Penalty 2888.082979 = -867142.815718 nChanged 5 SP:Iteration 24Q (3512.910000 sec): 3 clusters Score: Raw -870040.116025 + Penalty 2888.082979 = -867152.033045 nChanged 5 SP:Iteration 25Q (3513.130000 sec): 3 clusters Score: Raw -870046.419198 + Penalty 2888.082979 = -867158.336219 nChanged 2 SP:Iteration 26Q (3513.350000 sec): 3 clusters Score: Raw -870048.738919 + Penalty 2888.082979 = -867160.655940 nChanged 1 SP:Iteration 27Q (3513.560000 sec): 3 clusters Score: Raw -870049.280870 + Penalty 2888.082979 = -867161.197891 nChanged 0 SP:Iteration 28F (3513.820000 sec): 3 clusters Score: Raw -870049.280870 + Penalty 2888.082979 = -867161.197891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (8673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3513.980000 sec): 2 clusters Score: Raw -998353.606090 + Penalty 1473.545130 = -996880.060960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.220000 sec): 3 clusters Score: Raw -993547.812994 + Penalty 2947.090260 = -990600.722734 nChanged 3684 SP:Iteration 1F (3514.420000 sec): 3 clusters Score: Raw -995544.325243 + Penalty 2947.090260 = -992597.234983 nChanged 511 SP:Iteration 2F (3514.640000 sec): 3 clusters Score: Raw -995737.224144 + Penalty 2947.090260 = -992790.133884 nChanged 357 SP:Iteration 3Q (3514.880000 sec): 3 clusters Score: Raw -995862.063387 + Penalty 2947.090260 = -992914.973127 nChanged 303 SP:Iteration 4Q (3515.110000 sec): 3 clusters Score: Raw -995971.420090 + Penalty 2947.090260 = -993024.329830 nChanged 263 SP:Iteration 5Q (3515.360000 sec): 3 clusters Score: Raw -996069.275270 + Penalty 2947.090260 = -993122.185010 nChanged 235 SP:Iteration 6Q (3515.540000 sec): 3 clusters Score: Raw -996160.475005 + Penalty 2947.090260 = -993213.384745 nChanged 234 SP:Iteration 7Q (3515.790000 sec): 3 clusters Score: Raw -996266.152036 + Penalty 2947.090260 = -993319.061776 nChanged 247 SP:Iteration 8Q (3515.980000 sec): 3 clusters Score: Raw -996406.881260 + Penalty 2947.090260 = -993459.791000 nChanged 307 SP:Iteration 9Q (3516.200000 sec): 3 clusters Score: Raw -996588.246638 + Penalty 2947.090260 = -993641.156378 nChanged 328 SP:Iteration 10Q (3516.450000 sec): 3 clusters Score: Raw -996791.678611 + Penalty 2947.090260 = -993844.588351 nChanged 341 SP:Iteration 11Q (3516.620000 sec): 3 clusters Score: Raw -996979.802521 + Penalty 2947.090260 = -994032.712261 nChanged 343 SP:Iteration 12Q (3516.840000 sec): 3 clusters Score: Raw -997164.372458 + Penalty 2947.090260 = -994217.282198 nChanged 363 SP:Iteration 13Q (3517.120000 sec): 3 clusters Score: Raw -997343.910506 + Penalty 2947.090260 = -994396.820246 nChanged 347 SP:Iteration 14Q (3517.340000 sec): 3 clusters Score: Raw -997504.414386 + Penalty 2947.090260 = -994557.324126 nChanged 323 SP:Iteration 15Q (3517.590000 sec): 3 clusters Score: Raw -997656.800593 + Penalty 2947.090260 = -994709.710333 nChanged 274 SP:Iteration 16Q (3517.830000 sec): 3 clusters Score: Raw -997770.842951 + Penalty 2947.090260 = -994823.752691 nChanged 236 SP:Iteration 17Q (3518.110000 sec): 3 clusters Score: Raw -997861.762444 + Penalty 2947.090260 = -994914.672184 nChanged 177 SP:Iteration 18Q (3518.350000 sec): 3 clusters Score: Raw -997919.957950 + Penalty 2947.090260 = -994972.867690 nChanged 140 SP:Iteration 19Q (3518.590000 sec): 3 clusters Score: Raw -997957.636602 + Penalty 2947.090260 = -995010.546342 nChanged 104 SP:Iteration 20F (3518.860000 sec): 3 clusters Score: Raw -997980.850001 + Penalty 2947.090260 = -995033.759741 nChanged 76 SP:Iteration 21Q (3519.080000 sec): 3 clusters Score: Raw -997995.456504 + Penalty 2947.090260 = -995048.366244 nChanged 52 SP:Iteration 22Q (3519.340000 sec): 3 clusters Score: Raw -998004.686558 + Penalty 2947.090260 = -995057.596298 nChanged 49 SP:Iteration 23Q (3519.640000 sec): 3 clusters Score: Raw -998012.158798 + Penalty 2947.090260 = -995065.068538 nChanged 38 SP:Iteration 24Q (3519.870000 sec): 3 clusters Score: Raw -998017.662139 + Penalty 2947.090260 = -995070.571879 nChanged 26 SP:Iteration 25Q (3520.160000 sec): 3 clusters Score: Raw -998020.940929 + Penalty 2947.090260 = -995073.850669 nChanged 19 SP:Iteration 26Q (3520.360000 sec): 3 clusters Score: Raw -998024.159349 + Penalty 2947.090260 = -995077.069090 nChanged 26 SP:Iteration 27Q (3520.550000 sec): 3 clusters Score: Raw -998027.720112 + Penalty 2947.090260 = -995080.629852 nChanged 20 SP:Iteration 28Q (3520.800000 sec): 3 clusters Score: Raw -998029.831182 + Penalty 2947.090260 = -995082.740922 nChanged 15 SP:Iteration 29Q (3521.000000 sec): 3 clusters Score: Raw -998032.240832 + Penalty 2947.090260 = -995085.150572 nChanged 21 SP:Iteration 30Q (3521.180000 sec): 3 clusters Score: Raw -998034.874743 + Penalty 2947.090260 = -995087.784483 nChanged 17 SP:Iteration 31Q (3521.400000 sec): 3 clusters Score: Raw -998036.657444 + Penalty 2947.090260 = -995089.567184 nChanged 5 SP:Iteration 32Q (3521.660000 sec): 3 clusters Score: Raw -998037.209330 + Penalty 2947.090260 = -995090.119070 nChanged 4 SP:Iteration 33Q (3521.900000 sec): 3 clusters Score: Raw -998037.509844 + Penalty 2947.090260 = -995090.419584 nChanged 0 SP:Iteration 34F (3522.080000 sec): 3 clusters Score: Raw -998037.509844 + Penalty 2947.090260 = -995090.419584 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.160000 sec): 2 clusters Score: Raw -27834.151067 + Penalty 935.821538 = -26898.329529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.390000 sec): 3 clusters Score: Raw -27942.186787 + Penalty 1871.643077 = -26070.543710 nChanged 82 SP:Iteration 1F (3522.620000 sec): 3 clusters Score: Raw -28182.360006 + Penalty 1871.643077 = -26310.716929 nChanged 24 SP:Iteration 2F (3522.770000 sec): 3 clusters Score: Raw -28279.010476 + Penalty 1871.643077 = -26407.367399 nChanged 9 SP:Iteration 3Q (3523.000000 sec): 3 clusters Score: Raw -28302.851582 + Penalty 1871.643077 = -26431.208506 nChanged 7 SP:Iteration 4Q (3523.150000 sec): 3 clusters Score: Raw -28344.986615 + Penalty 1871.643077 = -26473.343539 nChanged 6 SP:Iteration 5Q (3523.390000 sec): 3 clusters Score: Raw -28372.658531 + Penalty 1871.643077 = -26501.015455 nChanged 4 SP:Iteration 6Q (3523.590000 sec): 3 clusters Score: Raw -28381.857895 + Penalty 1871.643077 = -26510.214818 nChanged 1 SP:Iteration 7Q (3523.760000 sec): 3 clusters Score: Raw -28387.863171 + Penalty 1871.643077 = -26516.220094 nChanged 2 SP:Iteration 8Q (3523.940000 sec): 3 clusters Score: Raw -28394.525660 + Penalty 1871.643077 = -26522.882583 nChanged 0 SP:Iteration 9F (3524.110000 sec): 3 clusters Score: Raw -28394.525660 + Penalty 1871.643077 = -26522.882583 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3524.240000 sec): 2 clusters Score: Raw -104192.917479 + Penalty 1106.109771 = -103086.807708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3524.440000 sec): 3 clusters Score: Raw -103915.114215 + Penalty 2212.219542 = -101702.894673 nChanged 271 SP:Iteration 1F (3524.600000 sec): 3 clusters Score: Raw -104150.704171 + Penalty 2212.219542 = -101938.484629 nChanged 53 SP:Iteration 2F (3524.860000 sec): 3 clusters Score: Raw -104199.713224 + Penalty 2212.219542 = -101987.493682 nChanged 24 SP:Iteration 3Q (3525.020000 sec): 3 clusters Score: Raw -104230.158876 + Penalty 2212.219542 = -102017.939334 nChanged 21 SP:Iteration 4Q (3525.250000 sec): 3 clusters Score: Raw -104249.719568 + Penalty 2212.219542 = -102037.500025 nChanged 13 SP:Iteration 5Q (3525.430000 sec): 3 clusters Score: Raw -104264.177989 + Penalty 2212.219542 = -102051.958447 nChanged 11 SP:Iteration 6Q (3525.590000 sec): 3 clusters Score: Raw -104274.330969 + Penalty 2212.219542 = -102062.111427 nChanged 10 SP:Iteration 7Q (3525.800000 sec): 3 clusters Score: Raw -104286.161065 + Penalty 2212.219542 = -102073.941522 nChanged 4 SP:Iteration 8Q (3525.930000 sec): 3 clusters Score: Raw -104289.278328 + Penalty 2212.219542 = -102077.058786 nChanged 4 SP:Iteration 9Q (3526.120000 sec): 3 clusters Score: Raw -104293.327153 + Penalty 2212.219542 = -102081.107610 nChanged 4 SP:Iteration 10Q (3526.320000 sec): 3 clusters Score: Raw -104296.662211 + Penalty 2212.219542 = -102084.442669 nChanged 0 SP:Iteration 11F (3526.500000 sec): 3 clusters Score: Raw -104296.662211 + Penalty 2212.219542 = -102084.442669 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (31299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3526.720000 sec): 2 clusters Score: Raw -3442820.527237 + Penalty 1682.092982 = -3441138.434255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3527.050000 sec): 3 clusters Score: Raw -3423518.515023 + Penalty 3364.185964 = -3420154.329059 nChanged 14459 SP:Iteration 1F (3527.350000 sec): 3 clusters Score: Raw -3431470.244148 + Penalty 3364.185964 = -3428106.058185 nChanged 1378 SP:Iteration 2Q (3527.720000 sec): 3 clusters Score: Raw -3431910.620225 + Penalty 3364.185964 = -3428546.434261 nChanged 1340 SP:Iteration 3Q (3528.020000 sec): 3 clusters Score: Raw -3432386.665447 + Penalty 3364.185964 = -3429022.479483 nChanged 1460 SP:Iteration 4Q (3528.410000 sec): 3 clusters Score: Raw -3432995.550458 + Penalty 3364.185964 = -3429631.364494 nChanged 1658 SP:Iteration 5F (3528.740000 sec): 3 clusters Score: Raw -3433825.821875 + Penalty 3364.185964 = -3430461.635911 nChanged 1925 SP:Iteration 6F (3529.080000 sec): 3 clusters Score: Raw -3434948.853478 + Penalty 3364.185964 = -3431584.667514 nChanged 2115 SP:Iteration 7F (3529.470000 sec): 3 clusters Score: Raw -3436383.936936 + Penalty 3364.185964 = -3433019.750972 nChanged 2083 SP:Iteration 8F (3529.760000 sec): 3 clusters Score: Raw -3437931.130717 + Penalty 3364.185964 = -3434566.944753 nChanged 1892 SP:Iteration 9F (3530.120000 sec): 3 clusters Score: Raw -3439449.150870 + Penalty 3364.185964 = -3436084.964906 nChanged 1572 SP:Iteration 10F (3530.400000 sec): 3 clusters Score: Raw -3440863.462361 + Penalty 3364.185964 = -3437499.276397 nChanged 1089 SP:Iteration 11Q (3530.770000 sec): 3 clusters Score: Raw -3441904.056714 + Penalty 3364.185964 = -3438539.870751 nChanged 614 SP:Iteration 12Q (3531.120000 sec): 3 clusters Score: Raw -3442515.902647 + Penalty 3364.185964 = -3439151.716684 nChanged 303 SP:Iteration 13Q (3531.450000 sec): 3 clusters Score: Raw -3442809.516326 + Penalty 3364.185964 = -3439445.330363 nChanged 141 SP:Iteration 14Q (3531.780000 sec): 3 clusters Score: Raw -3442943.484217 + Penalty 3364.185964 = -3439579.298253 nChanged 52 SP:Iteration 15Q (3532.110000 sec): 3 clusters Score: Raw -3442997.577581 + Penalty 3364.185964 = -3439633.391617 nChanged 25 SP:Iteration 16Q (3532.450000 sec): 3 clusters Score: Raw -3443024.661778 + Penalty 3364.185964 = -3439660.475814 nChanged 23 SP:Iteration 17Q (3532.750000 sec): 3 clusters Score: Raw -3443048.128683 + Penalty 3364.185964 = -3439683.942719 nChanged 7 SP:Iteration 18Q (3533.060000 sec): 3 clusters Score: Raw -3443054.976888 + Penalty 3364.185964 = -3439690.790924 nChanged 4 SP:Iteration 19Q (3533.410000 sec): 3 clusters Score: Raw -3443059.015710 + Penalty 3364.185964 = -3439694.829746 nChanged 4 SP:Iteration 20F (3533.790000 sec): 3 clusters Score: Raw -3443062.189628 + Penalty 3364.185964 = -3439698.003664 nChanged 5 SP:Iteration 21Q (3534.100000 sec): 3 clusters Score: Raw -3443070.628789 + Penalty 3364.185964 = -3439706.442825 nChanged 7 SP:Iteration 22Q (3534.450000 sec): 3 clusters Score: Raw -3443077.674434 + Penalty 3364.185964 = -3439713.488471 nChanged 2 SP:Iteration 23Q (3534.780000 sec): 3 clusters Score: Raw -3443080.254017 + Penalty 3364.185964 = -3439716.068053 nChanged 3 SP:Iteration 24Q (3535.050000 sec): 3 clusters Score: Raw -3443085.210987 + Penalty 3364.185964 = -3439721.025023 nChanged 3 SP:Iteration 25Q (3535.410000 sec): 3 clusters Score: Raw -3443088.042196 + Penalty 3364.185964 = -3439723.856232 nChanged 0 SP:Iteration 26F (3535.720000 sec): 3 clusters Score: Raw -3443088.042196 + Penalty 3364.185964 = -3439723.856232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3535.830000 sec): 2 clusters Score: Raw -25110.794614 + Penalty 885.094823 = -24225.699791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.110000 sec): 3 clusters Score: Raw -25116.953990 + Penalty 1770.189646 = -23346.764344 nChanged 32 SP:Iteration 1F (3536.300000 sec): 3 clusters Score: Raw -25193.289660 + Penalty 1770.189646 = -23423.100014 nChanged 10 SP:Iteration 2Q (3536.470000 sec): 3 clusters Score: Raw -25221.299101 + Penalty 1770.189646 = -23451.109455 nChanged 4 SP:Iteration 3Q (3536.660000 sec): 3 clusters Score: Raw -25231.079876 + Penalty 1770.189646 = -23460.890230 nChanged 1 SP:Iteration 4Q (3536.840000 sec): 3 clusters Score: Raw -25237.278837 + Penalty 1770.189646 = -23467.089191 nChanged 0 SP:Iteration 5F (3537.050000 sec): 3 clusters Score: Raw -25237.278837 + Penalty 1770.189646 = -23467.089191 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (5223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3537.170000 sec): 2 clusters Score: Raw -601074.782878 + Penalty 1391.134425 = -599683.648453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3537.360000 sec): 3 clusters Score: Raw -598380.078735 + Penalty 2782.268849 = -595597.809886 nChanged 2115 SP:Iteration 1F (3537.590000 sec): 3 clusters Score: Raw -599471.636103 + Penalty 2782.268849 = -596689.367254 nChanged 328 SP:Iteration 2F (3537.780000 sec): 3 clusters Score: Raw -599629.668188 + Penalty 2782.268849 = -596847.399338 nChanged 223 SP:Iteration 3Q (3538.010000 sec): 3 clusters Score: Raw -599726.433347 + Penalty 2782.268849 = -596944.164498 nChanged 207 SP:Iteration 4Q (3538.210000 sec): 3 clusters Score: Raw -599810.960317 + Penalty 2782.268849 = -597028.691468 nChanged 175 SP:Iteration 5Q (3538.340000 sec): 3 clusters Score: Raw -599892.379714 + Penalty 2782.268849 = -597110.110865 nChanged 160 SP:Iteration 6Q (3538.600000 sec): 3 clusters Score: Raw -599960.424230 + Penalty 2782.268849 = -597178.155381 nChanged 154 SP:Iteration 7Q (3538.830000 sec): 3 clusters Score: Raw -600033.790327 + Penalty 2782.268849 = -597251.521478 nChanged 161 SP:Iteration 8Q (3539.070000 sec): 3 clusters Score: Raw -600116.534680 + Penalty 2782.268849 = -597334.265831 nChanged 172 SP:Iteration 9Q (3539.320000 sec): 3 clusters Score: Raw -600200.895934 + Penalty 2782.268849 = -597418.627085 nChanged 154 SP:Iteration 10Q (3539.510000 sec): 3 clusters Score: Raw -600281.018498 + Penalty 2782.268849 = -597498.749649 nChanged 165 SP:Iteration 11Q (3539.700000 sec): 3 clusters Score: Raw -600371.751073 + Penalty 2782.268849 = -597589.482224 nChanged 164 SP:Iteration 12Q (3539.930000 sec): 3 clusters Score: Raw -600459.074120 + Penalty 2782.268849 = -597676.805271 nChanged 160 SP:Iteration 13Q (3540.090000 sec): 3 clusters Score: Raw -600548.864546 + Penalty 2782.268849 = -597766.595696 nChanged 167 SP:Iteration 14Q (3540.320000 sec): 3 clusters Score: Raw -600645.363044 + Penalty 2782.268849 = -597863.094195 nChanged 158 SP:Iteration 15Q (3540.520000 sec): 3 clusters Score: Raw -600754.635087 + Penalty 2782.268849 = -597972.366237 nChanged 177 SP:Iteration 16Q (3540.710000 sec): 3 clusters Score: Raw -600889.802570 + Penalty 2782.268849 = -598107.533721 nChanged 173 SP:Iteration 17Q (3540.910000 sec): 3 clusters Score: Raw -601013.058764 + Penalty 2782.268849 = -598230.789915 nChanged 138 SP:Iteration 18Q (3541.100000 sec): 3 clusters Score: Raw -601097.117174 + Penalty 2782.268849 = -598314.848324 nChanged 92 SP:Iteration 19Q (3541.310000 sec): 3 clusters Score: Raw -601156.034651 + Penalty 2782.268849 = -598373.765802 nChanged 67 SP:Iteration 20F (3541.550000 sec): 3 clusters Score: Raw -601199.269911 + Penalty 2782.268849 = -598417.001062 nChanged 60 SP:Iteration 21Q (3541.770000 sec): 3 clusters Score: Raw -601234.968178 + Penalty 2782.268849 = -598452.699329 nChanged 45 SP:Iteration 22Q (3542.020000 sec): 3 clusters Score: Raw -601261.969248 + Penalty 2782.268849 = -598479.700399 nChanged 32 SP:Iteration 23Q (3542.220000 sec): 3 clusters Score: Raw -601282.470176 + Penalty 2782.268849 = -598500.201327 nChanged 27 SP:Iteration 24Q (3542.460000 sec): 3 clusters Score: Raw -601303.888036 + Penalty 2782.268849 = -598521.619186 nChanged 27 SP:Iteration 25Q (3542.660000 sec): 3 clusters Score: Raw -601319.069016 + Penalty 2782.268849 = -598536.800166 nChanged 21 SP:Iteration 26Q (3542.860000 sec): 3 clusters Score: Raw -601331.861675 + Penalty 2782.268849 = -598549.592826 nChanged 13 SP:Iteration 27Q (3543.060000 sec): 3 clusters Score: Raw -601339.860996 + Penalty 2782.268849 = -598557.592147 nChanged 10 SP:Iteration 28Q (3543.280000 sec): 3 clusters Score: Raw -601345.975079 + Penalty 2782.268849 = -598563.706229 nChanged 8 SP:Iteration 29Q (3543.480000 sec): 3 clusters Score: Raw -601350.194291 + Penalty 2782.268849 = -598567.925442 nChanged 3 SP:Iteration 30Q (3543.720000 sec): 3 clusters Score: Raw -601352.082961 + Penalty 2782.268849 = -598569.814112 nChanged 4 SP:Iteration 31Q (3543.940000 sec): 3 clusters Score: Raw -601355.331055 + Penalty 2782.268849 = -598573.062206 nChanged 2 SP:Iteration 32Q (3544.100000 sec): 3 clusters Score: Raw -601357.739952 + Penalty 2782.268849 = -598575.471103 nChanged 1 SP:Iteration 33Q (3544.280000 sec): 3 clusters Score: Raw -601358.145076 + Penalty 2782.268849 = -598575.876227 nChanged 1 SP:Iteration 34Q (3544.480000 sec): 3 clusters Score: Raw -601358.674042 + Penalty 2782.268849 = -598576.405193 nChanged 0 SP:Iteration 35F (3544.680000 sec): 3 clusters Score: Raw -601358.674042 + Penalty 2782.268849 = -598576.405193 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (2513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3544.840000 sec): 2 clusters Score: Raw -273411.964306 + Penalty 1272.250287 = -272139.714019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3545.020000 sec): 3 clusters Score: Raw -272277.424651 + Penalty 2544.500575 = -269732.924076 nChanged 930 SP:Iteration 1F (3545.180000 sec): 3 clusters Score: Raw -272799.878578 + Penalty 2544.500575 = -270255.378004 nChanged 195 SP:Iteration 2F (3545.380000 sec): 3 clusters Score: Raw -272952.504939 + Penalty 2544.500575 = -270408.004365 nChanged 143 SP:Iteration 3F (3545.530000 sec): 3 clusters Score: Raw -273037.886818 + Penalty 2544.500575 = -270493.386243 nChanged 93 SP:Iteration 4Q (3545.730000 sec): 3 clusters Score: Raw -273093.956842 + Penalty 2544.500575 = -270549.456267 nChanged 71 SP:Iteration 5Q (3545.940000 sec): 3 clusters Score: Raw -273127.364133 + Penalty 2544.500575 = -270582.863558 nChanged 50 SP:Iteration 6Q (3546.150000 sec): 3 clusters Score: Raw -273158.989281 + Penalty 2544.500575 = -270614.488706 nChanged 49 SP:Iteration 7Q (3546.330000 sec): 3 clusters Score: Raw -273185.616489 + Penalty 2544.500575 = -270641.115914 nChanged 53 SP:Iteration 8Q (3546.510000 sec): 3 clusters Score: Raw -273212.060547 + Penalty 2544.500575 = -270667.559973 nChanged 43 SP:Iteration 9Q (3546.690000 sec): 3 clusters Score: Raw -273235.384575 + Penalty 2544.500575 = -270690.884000 nChanged 47 SP:Iteration 10Q (3546.880000 sec): 3 clusters Score: Raw -273261.828526 + Penalty 2544.500575 = -270717.327952 nChanged 47 SP:Iteration 11Q (3547.080000 sec): 3 clusters Score: Raw -273284.245728 + Penalty 2544.500575 = -270739.745153 nChanged 44 SP:Iteration 12Q (3547.270000 sec): 3 clusters Score: Raw -273304.591488 + Penalty 2544.500575 = -270760.090913 nChanged 37 SP:Iteration 13Q (3547.480000 sec): 3 clusters Score: Raw -273328.046487 + Penalty 2544.500575 = -270783.545912 nChanged 38 SP:Iteration 14Q (3547.660000 sec): 3 clusters Score: Raw -273348.477030 + Penalty 2544.500575 = -270803.976456 nChanged 26 SP:Iteration 15Q (3547.840000 sec): 3 clusters Score: Raw -273365.080659 + Penalty 2544.500575 = -270820.580084 nChanged 31 SP:Iteration 16Q (3548.010000 sec): 3 clusters Score: Raw -273383.728323 + Penalty 2544.500575 = -270839.227749 nChanged 41 SP:Iteration 17Q (3548.220000 sec): 3 clusters Score: Raw -273416.832661 + Penalty 2544.500575 = -270872.332086 nChanged 41 SP:Iteration 18Q (3548.410000 sec): 3 clusters Score: Raw -273447.812864 + Penalty 2544.500575 = -270903.312289 nChanged 43 SP:Iteration 19Q (3548.590000 sec): 3 clusters Score: Raw -273481.585599 + Penalty 2544.500575 = -270937.085025 nChanged 47 SP:Iteration 20F (3548.760000 sec): 3 clusters Score: Raw -273515.230034 + Penalty 2544.500575 = -270970.729459 nChanged 37 SP:Iteration 21Q (3548.990000 sec): 3 clusters Score: Raw -273542.333810 + Penalty 2544.500575 = -270997.833235 nChanged 32 SP:Iteration 22Q (3549.140000 sec): 3 clusters Score: Raw -273569.113606 + Penalty 2544.500575 = -271024.613032 nChanged 35 SP:Iteration 23Q (3549.300000 sec): 3 clusters Score: Raw -273595.531789 + Penalty 2544.500575 = -271051.031214 nChanged 23 SP:Iteration 24Q (3549.480000 sec): 3 clusters Score: Raw -273615.178962 + Penalty 2544.500575 = -271070.678387 nChanged 31 SP:Iteration 25Q (3549.630000 sec): 3 clusters Score: Raw -273639.461853 + Penalty 2544.500575 = -271094.961279 nChanged 30 SP:Iteration 26Q (3549.830000 sec): 3 clusters Score: Raw -273665.625802 + Penalty 2544.500575 = -271121.125227 nChanged 19 SP:Iteration 27Q (3550.000000 sec): 3 clusters Score: Raw -273680.823104 + Penalty 2544.500575 = -271136.322530 nChanged 11 SP:Iteration 28Q (3550.190000 sec): 3 clusters Score: Raw -273691.991154 + Penalty 2544.500575 = -271147.490580 nChanged 10 SP:Iteration 29Q (3550.270000 sec): 3 clusters Score: Raw -273699.108140 + Penalty 2544.500575 = -271154.607565 nChanged 14 SP:Iteration 30Q (3550.420000 sec): 3 clusters Score: Raw -273709.490770 + Penalty 2544.500575 = -271164.990195 nChanged 11 SP:Iteration 31Q (3550.540000 sec): 3 clusters Score: Raw -273719.997125 + Penalty 2544.500575 = -271175.496550 nChanged 8 SP:Iteration 32Q (3550.670000 sec): 3 clusters Score: Raw -273726.874541 + Penalty 2544.500575 = -271182.373966 nChanged 8 SP:Iteration 33Q (3550.790000 sec): 3 clusters Score: Raw -273733.872485 + Penalty 2544.500575 = -271189.371910 nChanged 5 SP:Iteration 34Q (3550.970000 sec): 3 clusters Score: Raw -273736.128549 + Penalty 2544.500575 = -271191.627974 nChanged 4 SP:Iteration 35Q (3551.120000 sec): 3 clusters Score: Raw -273739.421618 + Penalty 2544.500575 = -271194.921043 nChanged 6 SP:Iteration 36Q (3551.280000 sec): 3 clusters Score: Raw -273743.824238 + Penalty 2544.500575 = -271199.323663 nChanged 7 SP:Iteration 37Q (3551.410000 sec): 3 clusters Score: Raw -273747.603609 + Penalty 2544.500575 = -271203.103035 nChanged 3 SP:Iteration 38Q (3551.530000 sec): 3 clusters Score: Raw -273750.964892 + Penalty 2544.500575 = -271206.464318 nChanged 4 SP:Iteration 39Q (3551.660000 sec): 3 clusters Score: Raw -273752.587920 + Penalty 2544.500575 = -271208.087346 nChanged 2 SP:Iteration 40F (3551.790000 sec): 3 clusters Score: Raw -273753.181682 + Penalty 2544.500575 = -271208.681107 nChanged 1 SP:Iteration 41Q (3551.920000 sec): 3 clusters Score: Raw -273753.282670 + Penalty 2544.500575 = -271208.782095 nChanged 0 SP:Iteration 42F (3552.130000 sec): 3 clusters Score: Raw -273753.282670 + Penalty 2544.500575 = -271208.782095 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.190000 sec): 2 clusters Score: Raw -221757.887397 + Penalty 1228.935703 = -220528.951695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.340000 sec): 3 clusters Score: Raw -220924.226543 + Penalty 2457.871405 = -218466.355138 nChanged 647 SP:Iteration 1F (3552.490000 sec): 3 clusters Score: Raw -221296.197464 + Penalty 2457.871405 = -218838.326058 nChanged 147 SP:Iteration 2F (3552.630000 sec): 3 clusters Score: Raw -221405.440873 + Penalty 2457.871405 = -218947.569468 nChanged 93 SP:Iteration 3Q (3552.770000 sec): 3 clusters Score: Raw -221473.465621 + Penalty 2457.871405 = -219015.594216 nChanged 63 SP:Iteration 4Q (3552.920000 sec): 3 clusters Score: Raw -221519.003371 + Penalty 2457.871405 = -219061.131966 nChanged 51 SP:Iteration 5Q (3553.060000 sec): 3 clusters Score: Raw -221553.853279 + Penalty 2457.871405 = -219095.981873 nChanged 41 SP:Iteration 6Q (3553.240000 sec): 3 clusters Score: Raw -221577.723217 + Penalty 2457.871405 = -219119.851811 nChanged 34 SP:Iteration 7Q (3553.400000 sec): 3 clusters Score: Raw -221597.122685 + Penalty 2457.871405 = -219139.251279 nChanged 32 SP:Iteration 8Q (3553.550000 sec): 3 clusters Score: Raw -221613.646360 + Penalty 2457.871405 = -219155.774955 nChanged 14 SP:Iteration 9Q (3553.710000 sec): 3 clusters Score: Raw -221621.241729 + Penalty 2457.871405 = -219163.370324 nChanged 10 SP:Iteration 10Q (3553.850000 sec): 3 clusters Score: Raw -221627.934795 + Penalty 2457.871405 = -219170.063390 nChanged 8 SP:Iteration 11Q (3553.990000 sec): 3 clusters Score: Raw -221633.030506 + Penalty 2457.871405 = -219175.159100 nChanged 12 SP:Iteration 12Q (3554.140000 sec): 3 clusters Score: Raw -221638.506736 + Penalty 2457.871405 = -219180.635331 nChanged 7 SP:Iteration 13Q (3554.320000 sec): 3 clusters Score: Raw -221641.459267 + Penalty 2457.871405 = -219183.587861 nChanged 5 SP:Iteration 14Q (3554.530000 sec): 3 clusters Score: Raw -221643.414328 + Penalty 2457.871405 = -219185.542922 nChanged 1 SP:Iteration 15Q (3554.670000 sec): 3 clusters Score: Raw -221643.726507 + Penalty 2457.871405 = -219185.855102 nChanged 1 SP:Iteration 16Q (3554.830000 sec): 3 clusters Score: Raw -221643.948589 + Penalty 2457.871405 = -219186.077184 nChanged 2 SP:Iteration 17Q (3554.970000 sec): 3 clusters Score: Raw -221644.680417 + Penalty 2457.871405 = -219186.809012 nChanged 3 SP:Iteration 18Q (3555.110000 sec): 3 clusters Score: Raw -221646.488572 + Penalty 2457.871405 = -219188.617167 nChanged 3 SP:Iteration 19Q (3555.280000 sec): 3 clusters Score: Raw -221648.446921 + Penalty 2457.871405 = -219190.575516 nChanged 6 SP:Iteration 20F (3555.490000 sec): 3 clusters Score: Raw -221652.257688 + Penalty 2457.871405 = -219194.386283 nChanged 8 SP:Iteration 21Q (3555.640000 sec): 3 clusters Score: Raw -221656.344458 + Penalty 2457.871405 = -219198.473053 nChanged 11 SP:Iteration 22Q (3555.840000 sec): 3 clusters Score: Raw -221661.677883 + Penalty 2457.871405 = -219203.806477 nChanged 12 SP:Iteration 23Q (3556.010000 sec): 3 clusters Score: Raw -221668.765627 + Penalty 2457.871405 = -219210.894222 nChanged 15 SP:Iteration 24Q (3556.240000 sec): 3 clusters Score: Raw -221678.800886 + Penalty 2457.871405 = -219220.929481 nChanged 19 SP:Iteration 25Q (3556.390000 sec): 3 clusters Score: Raw -221688.685984 + Penalty 2457.871405 = -219230.814579 nChanged 12 SP:Iteration 26Q (3556.590000 sec): 3 clusters Score: Raw -221694.354435 + Penalty 2457.871405 = -219236.483030 nChanged 10 SP:Iteration 27Q (3556.750000 sec): 3 clusters Score: Raw -221699.051929 + Penalty 2457.871405 = -219241.180524 nChanged 12 SP:Iteration 28Q (3556.890000 sec): 3 clusters Score: Raw -221703.000149 + Penalty 2457.871405 = -219245.128744 nChanged 10 SP:Iteration 29Q (3557.020000 sec): 3 clusters Score: Raw -221709.705308 + Penalty 2457.871405 = -219251.833902 nChanged 10 SP:Iteration 30Q (3557.240000 sec): 3 clusters Score: Raw -221714.428087 + Penalty 2457.871405 = -219256.556682 nChanged 4 SP:Iteration 31Q (3557.360000 sec): 3 clusters Score: Raw -221716.439932 + Penalty 2457.871405 = -219258.568527 nChanged 5 SP:Iteration 32Q (3557.510000 sec): 3 clusters Score: Raw -221718.485620 + Penalty 2457.871405 = -219260.614215 nChanged 7 SP:Iteration 33Q (3557.640000 sec): 3 clusters Score: Raw -221721.759831 + Penalty 2457.871405 = -219263.888426 nChanged 4 SP:Iteration 34Q (3557.800000 sec): 3 clusters Score: Raw -221724.674626 + Penalty 2457.871405 = -219266.803221 nChanged 7 SP:Iteration 35Q (3557.950000 sec): 3 clusters Score: Raw -221731.262145 + Penalty 2457.871405 = -219273.390740 nChanged 11 SP:Iteration 36Q (3558.140000 sec): 3 clusters Score: Raw -221738.152274 + Penalty 2457.871405 = -219280.280869 nChanged 11 SP:Iteration 37Q (3558.270000 sec): 3 clusters Score: Raw -221744.847683 + Penalty 2457.871405 = -219286.976278 nChanged 9 SP:Iteration 38Q (3558.420000 sec): 3 clusters Score: Raw -221749.701921 + Penalty 2457.871405 = -219291.830516 nChanged 12 SP:Iteration 39Q (3558.560000 sec): 3 clusters Score: Raw -221756.468150 + Penalty 2457.871405 = -219298.596744 nChanged 7 SP:Iteration 40F (3558.730000 sec): 3 clusters Score: Raw -221760.200468 + Penalty 2457.871405 = -219302.329063 nChanged 7 SP:Iteration 41Q (3558.890000 sec): 3 clusters Score: Raw -221764.372402 + Penalty 2457.871405 = -219306.500997 nChanged 7 SP:Iteration 42Q (3559.040000 sec): 3 clusters Score: Raw -221767.693143 + Penalty 2457.871405 = -219309.821738 nChanged 8 SP:Iteration 43Q (3559.160000 sec): 3 clusters Score: Raw -221771.752546 + Penalty 2457.871405 = -219313.881140 nChanged 3 SP:Iteration 44Q (3559.270000 sec): 3 clusters Score: Raw -221773.881357 + Penalty 2457.871405 = -219316.009952 nChanged 9 SP:Iteration 45Q (3559.410000 sec): 3 clusters Score: Raw -221779.053922 + Penalty 2457.871405 = -219321.182517 nChanged 6 SP:Iteration 46Q (3559.560000 sec): 3 clusters Score: Raw -221781.723785 + Penalty 2457.871405 = -219323.852380 nChanged 10 SP:Iteration 47Q (3559.690000 sec): 3 clusters Score: Raw -221788.571038 + Penalty 2457.871405 = -219330.699632 nChanged 11 SP:Iteration 48Q (3559.830000 sec): 3 clusters Score: Raw -221795.402488 + Penalty 2457.871405 = -219337.531083 nChanged 10 SP:Iteration 49Q (3559.980000 sec): 3 clusters Score: Raw -221804.328784 + Penalty 2457.871405 = -219346.457379 nChanged 13 SP:Iteration 50Q (3560.180000 sec): 3 clusters Score: Raw -221816.401657 + Penalty 2457.871405 = -219358.530252 nChanged 15 SP:Iteration 51Q (3560.410000 sec): 3 clusters Score: Raw -221830.567643 + Penalty 2457.871405 = -219372.696238 nChanged 12 SP:Iteration 52Q (3560.560000 sec): 3 clusters Score: Raw -221837.110897 + Penalty 2457.871405 = -219379.239492 nChanged 15 SP:Iteration 53Q (3560.790000 sec): 3 clusters Score: Raw -221849.136329 + Penalty 2457.871405 = -219391.264923 nChanged 12 SP:Iteration 54Q (3560.950000 sec): 3 clusters Score: Raw -221866.293269 + Penalty 2457.871405 = -219408.421864 nChanged 21 SP:Iteration 55Q (3561.140000 sec): 3 clusters Score: Raw -221892.764424 + Penalty 2457.871405 = -219434.893019 nChanged 22 SP:Iteration 56Q (3561.310000 sec): 3 clusters Score: Raw -221912.301309 + Penalty 2457.871405 = -219454.429904 nChanged 18 SP:Iteration 57Q (3561.460000 sec): 3 clusters Score: Raw -221928.286270 + Penalty 2457.871405 = -219470.414865 nChanged 17 SP:Iteration 58Q (3561.670000 sec): 3 clusters Score: Raw -221946.451088 + Penalty 2457.871405 = -219488.579683 nChanged 15 SP:Iteration 59Q (3561.830000 sec): 3 clusters Score: Raw -221963.067326 + Penalty 2457.871405 = -219505.195921 nChanged 10 SP:Iteration 60F (3562.020000 sec): 3 clusters Score: Raw -221974.010993 + Penalty 2457.871405 = -219516.139588 nChanged 8 SP:Iteration 61Q (3562.150000 sec): 3 clusters Score: Raw -221980.268826 + Penalty 2457.871405 = -219522.397421 nChanged 7 SP:Iteration 62Q (3562.310000 sec): 3 clusters Score: Raw -221990.920775 + Penalty 2457.871405 = -219533.049370 nChanged 8 SP:Iteration 63Q (3562.520000 sec): 3 clusters Score: Raw -222000.941479 + Penalty 2457.871405 = -219543.070073 nChanged 7 SP:Iteration 64Q (3562.650000 sec): 3 clusters Score: Raw -222007.147278 + Penalty 2457.871405 = -219549.275873 nChanged 3 SP:Iteration 65Q (3562.810000 sec): 3 clusters Score: Raw -222009.403804 + Penalty 2457.871405 = -219551.532399 nChanged 2 SP:Iteration 66Q (3563.020000 sec): 3 clusters Score: Raw -222010.830482 + Penalty 2457.871405 = -219552.959077 nChanged 2 SP:Iteration 67Q (3563.180000 sec): 3 clusters Score: Raw -222012.078175 + Penalty 2457.871405 = -219554.206770 nChanged 0 SP:Iteration 68F (3563.340000 sec): 3 clusters Score: Raw -222012.078175 + Penalty 2457.871405 = -219554.206770 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (2361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3563.450000 sec): 2 clusters Score: Raw -269477.769396 + Penalty 1262.111587 = -268215.657809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3563.590000 sec): 3 clusters Score: Raw -268455.393700 + Penalty 2524.223175 = -265931.170526 nChanged 802 SP:Iteration 1F (3563.760000 sec): 3 clusters Score: Raw -268912.689868 + Penalty 2524.223175 = -266388.466694 nChanged 173 SP:Iteration 2F (3563.930000 sec): 3 clusters Score: Raw -269026.381365 + Penalty 2524.223175 = -266502.158191 nChanged 101 SP:Iteration 3Q (3564.090000 sec): 3 clusters Score: Raw -269086.529254 + Penalty 2524.223175 = -266562.306080 nChanged 73 SP:Iteration 4Q (3564.220000 sec): 3 clusters Score: Raw -269124.990364 + Penalty 2524.223175 = -266600.767190 nChanged 66 SP:Iteration 5Q (3564.360000 sec): 3 clusters Score: Raw -269157.722061 + Penalty 2524.223175 = -266633.498887 nChanged 42 SP:Iteration 6Q (3564.550000 sec): 3 clusters Score: Raw -269174.477201 + Penalty 2524.223175 = -266650.254026 nChanged 31 SP:Iteration 7Q (3564.730000 sec): 3 clusters Score: Raw -269187.203743 + Penalty 2524.223175 = -266662.980568 nChanged 28 SP:Iteration 8Q (3564.860000 sec): 3 clusters Score: Raw -269199.445084 + Penalty 2524.223175 = -266675.221910 nChanged 22 SP:Iteration 9Q (3565.000000 sec): 3 clusters Score: Raw -269209.334726 + Penalty 2524.223175 = -266685.111551 nChanged 10 SP:Iteration 10Q (3565.170000 sec): 3 clusters Score: Raw -269212.490514 + Penalty 2524.223175 = -266688.267340 nChanged 5 SP:Iteration 11Q (3565.370000 sec): 3 clusters Score: Raw -269214.386457 + Penalty 2524.223175 = -266690.163282 nChanged 5 SP:Iteration 12Q (3565.580000 sec): 3 clusters Score: Raw -269216.060134 + Penalty 2524.223175 = -266691.836959 nChanged 4 SP:Iteration 13Q (3565.740000 sec): 3 clusters Score: Raw -269217.538647 + Penalty 2524.223175 = -266693.315473 nChanged 2 SP:Iteration 14Q (3565.890000 sec): 3 clusters Score: Raw -269218.243391 + Penalty 2524.223175 = -266694.020216 nChanged 5 SP:Iteration 15Q (3566.080000 sec): 3 clusters Score: Raw -269220.780758 + Penalty 2524.223175 = -266696.557583 nChanged 6 SP:Iteration 16Q (3566.250000 sec): 3 clusters Score: Raw -269224.091922 + Penalty 2524.223175 = -266699.868747 nChanged 14 SP:Iteration 17Q (3566.450000 sec): 3 clusters Score: Raw -269230.497830 + Penalty 2524.223175 = -266706.274655 nChanged 13 SP:Iteration 18Q (3566.620000 sec): 3 clusters Score: Raw -269237.357916 + Penalty 2524.223175 = -266713.134742 nChanged 19 SP:Iteration 19Q (3566.800000 sec): 3 clusters Score: Raw -269245.032595 + Penalty 2524.223175 = -266720.809421 nChanged 17 SP:Iteration 20F (3566.980000 sec): 3 clusters Score: Raw -269250.012917 + Penalty 2524.223175 = -266725.789742 nChanged 11 SP:Iteration 21Q (3567.210000 sec): 3 clusters Score: Raw -269254.191149 + Penalty 2524.223175 = -266729.967974 nChanged 12 SP:Iteration 22Q (3567.410000 sec): 3 clusters Score: Raw -269259.262051 + Penalty 2524.223175 = -266735.038876 nChanged 15 SP:Iteration 23Q (3567.550000 sec): 3 clusters Score: Raw -269265.412878 + Penalty 2524.223175 = -266741.189704 nChanged 10 SP:Iteration 24Q (3567.710000 sec): 3 clusters Score: Raw -269269.843360 + Penalty 2524.223175 = -266745.620185 nChanged 9 SP:Iteration 25Q (3567.830000 sec): 3 clusters Score: Raw -269272.940728 + Penalty 2524.223175 = -266748.717554 nChanged 11 SP:Iteration 26Q (3568.010000 sec): 3 clusters Score: Raw -269277.405413 + Penalty 2524.223175 = -266753.182238 nChanged 13 SP:Iteration 27Q (3568.200000 sec): 3 clusters Score: Raw -269283.820391 + Penalty 2524.223175 = -266759.597216 nChanged 12 SP:Iteration 28Q (3568.390000 sec): 3 clusters Score: Raw -269288.162448 + Penalty 2524.223175 = -266763.939274 nChanged 12 SP:Iteration 29Q (3568.520000 sec): 3 clusters Score: Raw -269293.660096 + Penalty 2524.223175 = -266769.436922 nChanged 4 SP:Iteration 30Q (3568.650000 sec): 3 clusters Score: Raw -269295.094359 + Penalty 2524.223175 = -266770.871185 nChanged 4 SP:Iteration 31Q (3568.770000 sec): 3 clusters Score: Raw -269296.847167 + Penalty 2524.223175 = -266772.623993 nChanged 8 SP:Iteration 32Q (3568.960000 sec): 3 clusters Score: Raw -269300.204406 + Penalty 2524.223175 = -266775.981231 nChanged 6 SP:Iteration 33Q (3569.160000 sec): 3 clusters Score: Raw -269303.056926 + Penalty 2524.223175 = -266778.833751 nChanged 7 SP:Iteration 34Q (3569.290000 sec): 3 clusters Score: Raw -269306.908344 + Penalty 2524.223175 = -266782.685170 nChanged 14 SP:Iteration 35Q (3569.430000 sec): 3 clusters Score: Raw -269313.839179 + Penalty 2524.223175 = -266789.616004 nChanged 13 SP:Iteration 36Q (3569.590000 sec): 3 clusters Score: Raw -269322.373101 + Penalty 2524.223175 = -266798.149926 nChanged 16 SP:Iteration 37Q (3569.800000 sec): 3 clusters Score: Raw -269330.620453 + Penalty 2524.223175 = -266806.397278 nChanged 13 SP:Iteration 38Q (3569.950000 sec): 3 clusters Score: Raw -269336.648273 + Penalty 2524.223175 = -266812.425098 nChanged 8 SP:Iteration 39Q (3570.140000 sec): 3 clusters Score: Raw -269341.312715 + Penalty 2524.223175 = -266817.089541 nChanged 11 SP:Iteration 40F (3570.340000 sec): 3 clusters Score: Raw -269345.763346 + Penalty 2524.223175 = -266821.540172 nChanged 4 SP:Iteration 41Q (3570.530000 sec): 3 clusters Score: Raw -269347.867057 + Penalty 2524.223175 = -266823.643882 nChanged 6 SP:Iteration 42Q (3570.730000 sec): 3 clusters Score: Raw -269353.908489 + Penalty 2524.223175 = -266829.685315 nChanged 16 SP:Iteration 43Q (3570.940000 sec): 3 clusters Score: Raw -269362.224472 + Penalty 2524.223175 = -266838.001297 nChanged 11 SP:Iteration 44Q (3571.060000 sec): 3 clusters Score: Raw -269367.672298 + Penalty 2524.223175 = -266843.449124 nChanged 10 SP:Iteration 45Q (3571.240000 sec): 3 clusters Score: Raw -269373.520024 + Penalty 2524.223175 = -266849.296850 nChanged 12 SP:Iteration 46Q (3571.440000 sec): 3 clusters Score: Raw -269382.276395 + Penalty 2524.223175 = -266858.053221 nChanged 15 SP:Iteration 47Q (3571.660000 sec): 3 clusters Score: Raw -269390.032629 + Penalty 2524.223175 = -266865.809454 nChanged 10 SP:Iteration 48Q (3571.810000 sec): 3 clusters Score: Raw -269394.116120 + Penalty 2524.223175 = -266869.892946 nChanged 8 SP:Iteration 49Q (3572.000000 sec): 3 clusters Score: Raw -269398.186690 + Penalty 2524.223175 = -266873.963516 nChanged 6 SP:Iteration 50Q (3572.150000 sec): 3 clusters Score: Raw -269400.039151 + Penalty 2524.223175 = -266875.815977 nChanged 10 SP:Iteration 51Q (3572.400000 sec): 3 clusters Score: Raw -269405.969207 + Penalty 2524.223175 = -266881.746033 nChanged 13 SP:Iteration 52Q (3572.590000 sec): 3 clusters Score: Raw -269415.106931 + Penalty 2524.223175 = -266890.883757 nChanged 24 SP:Iteration 53Q (3572.760000 sec): 3 clusters Score: Raw -269425.111735 + Penalty 2524.223175 = -266900.888560 nChanged 13 SP:Iteration 54Q (3572.940000 sec): 3 clusters Score: Raw -269430.824966 + Penalty 2524.223175 = -266906.601792 nChanged 8 SP:Iteration 55Q (3573.130000 sec): 3 clusters Score: Raw -269434.125959 + Penalty 2524.223175 = -266909.902785 nChanged 7 SP:Iteration 56Q (3573.280000 sec): 3 clusters Score: Raw -269437.334082 + Penalty 2524.223175 = -266913.110908 nChanged 7 SP:Iteration 57Q (3573.440000 sec): 3 clusters Score: Raw -269440.912482 + Penalty 2524.223175 = -266916.689307 nChanged 13 SP:Iteration 58Q (3573.570000 sec): 3 clusters Score: Raw -269446.038139 + Penalty 2524.223175 = -266921.814964 nChanged 12 SP:Iteration 59Q (3573.780000 sec): 3 clusters Score: Raw -269450.438470 + Penalty 2524.223175 = -266926.215295 nChanged 11 SP:Iteration 60F (3573.920000 sec): 3 clusters Score: Raw -269456.643913 + Penalty 2524.223175 = -266932.420738 nChanged 10 SP:Iteration 61Q (3574.100000 sec): 3 clusters Score: Raw -269460.398454 + Penalty 2524.223175 = -266936.175279 nChanged 9 SP:Iteration 62Q (3574.230000 sec): 3 clusters Score: Raw -269466.543588 + Penalty 2524.223175 = -266942.320413 nChanged 12 SP:Iteration 63Q (3574.370000 sec): 3 clusters Score: Raw -269474.066009 + Penalty 2524.223175 = -266949.842835 nChanged 12 SP:Iteration 64Q (3574.510000 sec): 3 clusters Score: Raw -269480.488422 + Penalty 2524.223175 = -266956.265248 nChanged 10 SP:Iteration 65Q (3574.660000 sec): 3 clusters Score: Raw -269487.159667 + Penalty 2524.223175 = -266962.936492 nChanged 7 SP:Iteration 66Q (3574.830000 sec): 3 clusters Score: Raw -269491.187030 + Penalty 2524.223175 = -266966.963855 nChanged 9 SP:Iteration 67Q (3575.030000 sec): 3 clusters Score: Raw -269496.078596 + Penalty 2524.223175 = -266971.855421 nChanged 8 SP:Iteration 68Q (3575.140000 sec): 3 clusters Score: Raw -269500.968232 + Penalty 2524.223175 = -266976.745057 nChanged 11 SP:Iteration 69Q (3575.270000 sec): 3 clusters Score: Raw -269507.961295 + Penalty 2524.223175 = -266983.738121 nChanged 10 SP:Iteration 70Q (3575.410000 sec): 3 clusters Score: Raw -269514.072186 + Penalty 2524.223175 = -266989.849011 nChanged 12 SP:Iteration 71Q (3575.560000 sec): 3 clusters Score: Raw -269519.666371 + Penalty 2524.223175 = -266995.443197 nChanged 8 SP:Iteration 72Q (3575.700000 sec): 3 clusters Score: Raw -269525.028692 + Penalty 2524.223175 = -267000.805518 nChanged 9 SP:Iteration 73Q (3575.840000 sec): 3 clusters Score: Raw -269529.118068 + Penalty 2524.223175 = -267004.894894 nChanged 10 SP:Iteration 74Q (3576.000000 sec): 3 clusters Score: Raw -269532.941557 + Penalty 2524.223175 = -267008.718383 nChanged 9 SP:Iteration 75Q (3576.180000 sec): 3 clusters Score: Raw -269537.490626 + Penalty 2524.223175 = -267013.267451 nChanged 6 SP:Iteration 76Q (3576.380000 sec): 3 clusters Score: Raw -269541.293259 + Penalty 2524.223175 = -267017.070084 nChanged 7 SP:Iteration 77Q (3576.590000 sec): 3 clusters Score: Raw -269544.427821 + Penalty 2524.223175 = -267020.204647 nChanged 6 SP:Iteration 78Q (3576.740000 sec): 3 clusters Score: Raw -269547.484624 + Penalty 2524.223175 = -267023.261449 nChanged 9 SP:Iteration 79Q (3576.910000 sec): 3 clusters Score: Raw -269552.692359 + Penalty 2524.223175 = -267028.469185 nChanged 9 SP:Iteration 80F (3577.120000 sec): 3 clusters Score: Raw -269557.133233 + Penalty 2524.223175 = -267032.910059 nChanged 5 SP:Iteration 81Q (3577.300000 sec): 3 clusters Score: Raw -269559.672736 + Penalty 2524.223175 = -267035.449562 nChanged 7 SP:Iteration 82Q (3577.480000 sec): 3 clusters Score: Raw -269563.756026 + Penalty 2524.223175 = -267039.532852 nChanged 9 SP:Iteration 83Q (3577.660000 sec): 3 clusters Score: Raw -269569.612713 + Penalty 2524.223175 = -267045.389539 nChanged 11 SP:Iteration 84Q (3577.860000 sec): 3 clusters Score: Raw -269576.489860 + Penalty 2524.223175 = -267052.266686 nChanged 7 SP:Iteration 85Q (3578.100000 sec): 3 clusters Score: Raw -269582.090517 + Penalty 2524.223175 = -267057.867342 nChanged 11 SP:Iteration 86Q (3578.240000 sec): 3 clusters Score: Raw -269588.370960 + Penalty 2524.223175 = -267064.147786 nChanged 8 SP:Iteration 87Q (3578.380000 sec): 3 clusters Score: Raw -269593.456161 + Penalty 2524.223175 = -267069.232986 nChanged 7 SP:Iteration 88Q (3578.500000 sec): 3 clusters Score: Raw -269597.109756 + Penalty 2524.223175 = -267072.886582 nChanged 3 SP:Iteration 89Q (3578.630000 sec): 3 clusters Score: Raw -269597.808953 + Penalty 2524.223175 = -267073.585778 nChanged 2 SP:Iteration 90Q (3578.760000 sec): 3 clusters Score: Raw -269598.614084 + Penalty 2524.223175 = -267074.390909 nChanged 2 SP:Iteration 91Q (3578.890000 sec): 3 clusters Score: Raw -269599.354861 + Penalty 2524.223175 = -267075.131686 nChanged 0 SP:Iteration 92F (3579.040000 sec): 3 clusters Score: Raw -269599.354861 + Penalty 2524.223175 = -267075.131686 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (20193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3579.200000 sec): 2 clusters Score: Raw -2299252.690878 + Penalty 1610.877334 = -2297641.813544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3579.450000 sec): 3 clusters Score: Raw -2287110.270778 + Penalty 3221.754669 = -2283888.516109 nChanged 9140 SP:Iteration 1F (3579.720000 sec): 3 clusters Score: Raw -2291880.342878 + Penalty 3221.754669 = -2288658.588209 nChanged 967 SP:Iteration 2Q (3580.020000 sec): 3 clusters Score: Raw -2292189.702119 + Penalty 3221.754669 = -2288967.947450 nChanged 861 SP:Iteration 3Q (3580.280000 sec): 3 clusters Score: Raw -2292465.143510 + Penalty 3221.754669 = -2289243.388841 nChanged 815 SP:Iteration 4Q (3580.540000 sec): 3 clusters Score: Raw -2292737.244751 + Penalty 3221.754669 = -2289515.490082 nChanged 809 SP:Iteration 5Q (3580.840000 sec): 3 clusters Score: Raw -2293029.877217 + Penalty 3221.754669 = -2289808.122548 nChanged 802 SP:Iteration 6Q (3581.060000 sec): 3 clusters Score: Raw -2293374.453502 + Penalty 3221.754669 = -2290152.698833 nChanged 856 SP:Iteration 7Q (3581.360000 sec): 3 clusters Score: Raw -2293804.781494 + Penalty 3221.754669 = -2290583.026826 nChanged 949 SP:Iteration 8Q (3581.610000 sec): 3 clusters Score: Raw -2294340.086827 + Penalty 3221.754669 = -2291118.332158 nChanged 1030 SP:Iteration 9F (3581.860000 sec): 3 clusters Score: Raw -2294957.867062 + Penalty 3221.754669 = -2291736.112393 nChanged 979 SP:Iteration 10Q (3582.160000 sec): 3 clusters Score: Raw -2295658.259529 + Penalty 3221.754669 = -2292436.504860 nChanged 974 SP:Iteration 11Q (3582.480000 sec): 3 clusters Score: Raw -2296356.224423 + Penalty 3221.754669 = -2293134.469754 nChanged 837 SP:Iteration 12Q (3582.770000 sec): 3 clusters Score: Raw -2296815.157781 + Penalty 3221.754669 = -2293593.403112 nChanged 608 SP:Iteration 13Q (3583.040000 sec): 3 clusters Score: Raw -2297130.467828 + Penalty 3221.754669 = -2293908.713159 nChanged 488 SP:Iteration 14Q (3583.320000 sec): 3 clusters Score: Raw -2297354.638492 + Penalty 3221.754669 = -2294132.883824 nChanged 367 SP:Iteration 15Q (3583.620000 sec): 3 clusters Score: Raw -2297508.847073 + Penalty 3221.754669 = -2294287.092404 nChanged 309 SP:Iteration 16Q (3583.960000 sec): 3 clusters Score: Raw -2297629.021045 + Penalty 3221.754669 = -2294407.266376 nChanged 253 SP:Iteration 17Q (3584.220000 sec): 3 clusters Score: Raw -2297721.094547 + Penalty 3221.754669 = -2294499.339878 nChanged 228 SP:Iteration 18Q (3584.530000 sec): 3 clusters Score: Raw -2297805.322538 + Penalty 3221.754669 = -2294583.567869 nChanged 233 SP:Iteration 19Q (3584.770000 sec): 3 clusters Score: Raw -2297886.412589 + Penalty 3221.754669 = -2294664.657920 nChanged 238 SP:Iteration 20F (3585.070000 sec): 3 clusters Score: Raw -2297963.381196 + Penalty 3221.754669 = -2294741.626527 nChanged 225 SP:Iteration 21Q (3585.320000 sec): 3 clusters Score: Raw -2298038.010604 + Penalty 3221.754669 = -2294816.255935 nChanged 225 SP:Iteration 22Q (3585.610000 sec): 3 clusters Score: Raw -2298118.991280 + Penalty 3221.754669 = -2294897.236611 nChanged 215 SP:Iteration 23Q (3585.940000 sec): 3 clusters Score: Raw -2298187.756191 + Penalty 3221.754669 = -2294966.001522 nChanged 191 SP:Iteration 24Q (3586.220000 sec): 3 clusters Score: Raw -2298253.088604 + Penalty 3221.754669 = -2295031.333935 nChanged 193 SP:Iteration 25Q (3586.540000 sec): 3 clusters Score: Raw -2298330.851226 + Penalty 3221.754669 = -2295109.096557 nChanged 211 SP:Iteration 26Q (3586.860000 sec): 3 clusters Score: Raw -2298414.096882 + Penalty 3221.754669 = -2295192.342213 nChanged 208 SP:Iteration 27Q (3587.080000 sec): 3 clusters Score: Raw -2298497.168419 + Penalty 3221.754669 = -2295275.413750 nChanged 204 SP:Iteration 28Q (3587.350000 sec): 3 clusters Score: Raw -2298578.350589 + Penalty 3221.754669 = -2295356.595920 nChanged 182 SP:Iteration 29Q (3587.620000 sec): 3 clusters Score: Raw -2298650.263607 + Penalty 3221.754669 = -2295428.508939 nChanged 164 SP:Iteration 30Q (3587.840000 sec): 3 clusters Score: Raw -2298717.397199 + Penalty 3221.754669 = -2295495.642530 nChanged 166 SP:Iteration 31Q (3588.120000 sec): 3 clusters Score: Raw -2298785.692933 + Penalty 3221.754669 = -2295563.938264 nChanged 140 SP:Iteration 32Q (3588.390000 sec): 3 clusters Score: Raw -2298843.827842 + Penalty 3221.754669 = -2295622.073173 nChanged 125 SP:Iteration 33Q (3588.610000 sec): 3 clusters Score: Raw -2298901.355095 + Penalty 3221.754669 = -2295679.600426 nChanged 122 SP:Iteration 34Q (3588.880000 sec): 3 clusters Score: Raw -2298956.773379 + Penalty 3221.754669 = -2295735.018710 nChanged 119 SP:Iteration 35Q (3589.100000 sec): 3 clusters Score: Raw -2299011.288660 + Penalty 3221.754669 = -2295789.533992 nChanged 103 SP:Iteration 36Q (3589.380000 sec): 3 clusters Score: Raw -2299055.720056 + Penalty 3221.754669 = -2295833.965387 nChanged 107 SP:Iteration 37Q (3589.630000 sec): 3 clusters Score: Raw -2299097.050972 + Penalty 3221.754669 = -2295875.296303 nChanged 91 SP:Iteration 38Q (3589.930000 sec): 3 clusters Score: Raw -2299135.357229 + Penalty 3221.754669 = -2295913.602560 nChanged 86 SP:Iteration 39Q (3590.170000 sec): 3 clusters Score: Raw -2299170.186592 + Penalty 3221.754669 = -2295948.431923 nChanged 76 SP:Iteration 40F (3590.490000 sec): 3 clusters Score: Raw -2299205.754132 + Penalty 3221.754669 = -2295983.999463 nChanged 72 SP:Iteration 41Q (3590.790000 sec): 3 clusters Score: Raw -2299241.393312 + Penalty 3221.754669 = -2296019.638643 nChanged 63 SP:Iteration 42Q (3591.040000 sec): 3 clusters Score: Raw -2299276.790992 + Penalty 3221.754669 = -2296055.036323 nChanged 61 SP:Iteration 43Q (3591.290000 sec): 3 clusters Score: Raw -2299306.430781 + Penalty 3221.754669 = -2296084.676112 nChanged 54 SP:Iteration 44Q (3591.540000 sec): 3 clusters Score: Raw -2299333.232752 + Penalty 3221.754669 = -2296111.478084 nChanged 51 SP:Iteration 45Q (3591.790000 sec): 3 clusters Score: Raw -2299360.142401 + Penalty 3221.754669 = -2296138.387732 nChanged 41 SP:Iteration 46Q (3592.050000 sec): 3 clusters Score: Raw -2299377.563921 + Penalty 3221.754669 = -2296155.809252 nChanged 34 SP:Iteration 47Q (3592.340000 sec): 3 clusters Score: Raw -2299394.929069 + Penalty 3221.754669 = -2296173.174401 nChanged 32 SP:Iteration 48Q (3592.640000 sec): 3 clusters Score: Raw -2299414.101042 + Penalty 3221.754669 = -2296192.346373 nChanged 25 SP:Iteration 49Q (3592.840000 sec): 3 clusters Score: Raw -2299428.894858 + Penalty 3221.754669 = -2296207.140189 nChanged 30 SP:Iteration 50Q (3593.070000 sec): 3 clusters Score: Raw -2299444.564981 + Penalty 3221.754669 = -2296222.810312 nChanged 17 SP:Iteration 51Q (3593.290000 sec): 3 clusters Score: Raw -2299454.069281 + Penalty 3221.754669 = -2296232.314612 nChanged 21 SP:Iteration 52Q (3593.540000 sec): 3 clusters Score: Raw -2299466.149865 + Penalty 3221.754669 = -2296244.395196 nChanged 18 SP:Iteration 53Q (3593.850000 sec): 3 clusters Score: Raw -2299479.849767 + Penalty 3221.754669 = -2296258.095098 nChanged 9 SP:Iteration 54Q (3594.070000 sec): 3 clusters Score: Raw -2299484.728135 + Penalty 3221.754669 = -2296262.973466 nChanged 5 SP:Iteration 55Q (3594.390000 sec): 3 clusters Score: Raw -2299487.092458 + Penalty 3221.754669 = -2296265.337789 nChanged 10 SP:Iteration 56Q (3594.610000 sec): 3 clusters Score: Raw -2299491.855165 + Penalty 3221.754669 = -2296270.100496 nChanged 6 SP:Iteration 57Q (3594.870000 sec): 3 clusters Score: Raw -2299493.360942 + Penalty 3221.754669 = -2296271.606273 nChanged 1 SP:Iteration 58Q (3595.170000 sec): 3 clusters Score: Raw -2299493.602531 + Penalty 3221.754669 = -2296271.847862 nChanged 0 SP:Iteration 59F (3595.440000 sec): 3 clusters Score: Raw -2299493.602531 + Penalty 3221.754669 = -2296271.847862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3595.560000 sec): 2 clusters Score: Raw -59003.447843 + Penalty 1017.181988 = -57986.265855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3595.670000 sec): 3 clusters Score: Raw -58897.417151 + Penalty 2034.363976 = -56863.053175 nChanged 127 SP:Iteration 1F (3595.800000 sec): 3 clusters Score: Raw -59084.531237 + Penalty 2034.363976 = -57050.167261 nChanged 30 SP:Iteration 2F (3595.930000 sec): 3 clusters Score: Raw -59125.517699 + Penalty 2034.363976 = -57091.153723 nChanged 11 SP:Iteration 3Q (3596.100000 sec): 3 clusters Score: Raw -59137.366961 + Penalty 2034.363976 = -57103.002985 nChanged 4 SP:Iteration 4Q (3596.270000 sec): 3 clusters Score: Raw -59140.059611 + Penalty 2034.363976 = -57105.695635 nChanged 1 SP:Iteration 5Q (3596.410000 sec): 3 clusters Score: Raw -59140.674386 + Penalty 2034.363976 = -57106.310410 nChanged 0 SP:Iteration 6F (3596.550000 sec): 3 clusters Score: Raw -59140.674386 + Penalty 2034.363976 = -57106.310410 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (9971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3596.680000 sec): 2 clusters Score: Raw -1143071.582428 + Penalty 1496.208376 = -1141575.374052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3596.910000 sec): 3 clusters Score: Raw -1137347.677893 + Penalty 2992.416752 = -1134355.261141 nChanged 4347 SP:Iteration 1F (3597.130000 sec): 3 clusters Score: Raw -1139589.552993 + Penalty 2992.416752 = -1136597.136242 nChanged 518 SP:Iteration 2F (3597.320000 sec): 3 clusters Score: Raw -1139774.001801 + Penalty 2992.416752 = -1136781.585050 nChanged 435 SP:Iteration 3Q (3597.570000 sec): 3 clusters Score: Raw -1139927.342608 + Penalty 2992.416752 = -1136934.925857 nChanged 391 SP:Iteration 4Q (3597.740000 sec): 3 clusters Score: Raw -1140049.936363 + Penalty 2992.416752 = -1137057.519612 nChanged 325 SP:Iteration 5Q (3597.930000 sec): 3 clusters Score: Raw -1140158.783243 + Penalty 2992.416752 = -1137166.366491 nChanged 313 SP:Iteration 6Q (3598.180000 sec): 3 clusters Score: Raw -1140271.231122 + Penalty 2992.416752 = -1137278.814370 nChanged 308 SP:Iteration 7Q (3598.380000 sec): 3 clusters Score: Raw -1140382.715596 + Penalty 2992.416752 = -1137390.298845 nChanged 313 SP:Iteration 8Q (3598.590000 sec): 3 clusters Score: Raw -1140489.268368 + Penalty 2992.416752 = -1137496.851616 nChanged 287 SP:Iteration 9Q (3598.830000 sec): 3 clusters Score: Raw -1140598.876785 + Penalty 2992.416752 = -1137606.460034 nChanged 317 SP:Iteration 10Q (3598.990000 sec): 3 clusters Score: Raw -1140735.244303 + Penalty 2992.416752 = -1137742.827551 nChanged 348 SP:Iteration 11Q (3599.230000 sec): 3 clusters Score: Raw -1140916.227544 + Penalty 2992.416752 = -1137923.810793 nChanged 373 SP:Iteration 12Q (3599.470000 sec): 3 clusters Score: Raw -1141121.421191 + Penalty 2992.416752 = -1138129.004439 nChanged 384 SP:Iteration 13Q (3599.690000 sec): 3 clusters Score: Raw -1141369.751269 + Penalty 2992.416752 = -1138377.334517 nChanged 417 SP:Iteration 14Q (3599.860000 sec): 3 clusters Score: Raw -1141631.604983 + Penalty 2992.416752 = -1138639.188232 nChanged 402 SP:Iteration 15Q (3600.110000 sec): 3 clusters Score: Raw -1141872.110329 + Penalty 2992.416752 = -1138879.693577 nChanged 340 SP:Iteration 16Q (3600.330000 sec): 3 clusters Score: Raw -1142068.410389 + Penalty 2992.416752 = -1139075.993638 nChanged 255 SP:Iteration 17Q (3600.490000 sec): 3 clusters Score: Raw -1142184.614461 + Penalty 2992.416752 = -1139192.197710 nChanged 190 SP:Iteration 18Q (3600.670000 sec): 3 clusters Score: Raw -1142254.710590 + Penalty 2992.416752 = -1139262.293839 nChanged 157 SP:Iteration 19Q (3600.850000 sec): 3 clusters Score: Raw -1142319.640834 + Penalty 2992.416752 = -1139327.224082 nChanged 148 SP:Iteration 20F (3601.080000 sec): 3 clusters Score: Raw -1142362.148078 + Penalty 2992.416752 = -1139369.731327 nChanged 97 SP:Iteration 21Q (3601.290000 sec): 3 clusters Score: Raw -1142390.222565 + Penalty 2992.416752 = -1139397.805813 nChanged 94 SP:Iteration 22Q (3601.440000 sec): 3 clusters Score: Raw -1142418.897752 + Penalty 2992.416752 = -1139426.481000 nChanged 92 SP:Iteration 23Q (3601.670000 sec): 3 clusters Score: Raw -1142446.484202 + Penalty 2992.416752 = -1139454.067450 nChanged 75 SP:Iteration 24Q (3601.850000 sec): 3 clusters Score: Raw -1142469.078681 + Penalty 2992.416752 = -1139476.661929 nChanged 90 SP:Iteration 25Q (3602.040000 sec): 3 clusters Score: Raw -1142492.262661 + Penalty 2992.416752 = -1139499.845910 nChanged 67 SP:Iteration 26Q (3602.270000 sec): 3 clusters Score: Raw -1142507.385166 + Penalty 2992.416752 = -1139514.968414 nChanged 58 SP:Iteration 27Q (3602.430000 sec): 3 clusters Score: Raw -1142521.401722 + Penalty 2992.416752 = -1139528.984970 nChanged 55 SP:Iteration 28Q (3602.640000 sec): 3 clusters Score: Raw -1142532.634417 + Penalty 2992.416752 = -1139540.217665 nChanged 47 SP:Iteration 29Q (3602.900000 sec): 3 clusters Score: Raw -1142543.643242 + Penalty 2992.416752 = -1139551.226490 nChanged 42 SP:Iteration 30Q (3603.100000 sec): 3 clusters Score: Raw -1142550.980642 + Penalty 2992.416752 = -1139558.563891 nChanged 40 SP:Iteration 31Q (3603.380000 sec): 3 clusters Score: Raw -1142557.731794 + Penalty 2992.416752 = -1139565.315043 nChanged 29 SP:Iteration 32Q (3603.610000 sec): 3 clusters Score: Raw -1142564.369285 + Penalty 2992.416752 = -1139571.952533 nChanged 25 SP:Iteration 33Q (3603.770000 sec): 3 clusters Score: Raw -1142568.807336 + Penalty 2992.416752 = -1139576.390584 nChanged 33 SP:Iteration 34Q (3603.990000 sec): 3 clusters Score: Raw -1142574.573166 + Penalty 2992.416752 = -1139582.156414 nChanged 30 SP:Iteration 35Q (3604.190000 sec): 3 clusters Score: Raw -1142578.692250 + Penalty 2992.416752 = -1139586.275499 nChanged 28 SP:Iteration 36Q (3604.390000 sec): 3 clusters Score: Raw -1142581.582923 + Penalty 2992.416752 = -1139589.166171 nChanged 16 SP:Iteration 37Q (3604.570000 sec): 3 clusters Score: Raw -1142583.243567 + Penalty 2992.416752 = -1139590.826816 nChanged 12 SP:Iteration 38Q (3604.810000 sec): 3 clusters Score: Raw -1142584.756652 + Penalty 2992.416752 = -1139592.339900 nChanged 9 SP:Iteration 39Q (3605.050000 sec): 3 clusters Score: Raw -1142585.579177 + Penalty 2992.416752 = -1139593.162426 nChanged 6 SP:Iteration 40F (3605.240000 sec): 3 clusters Score: Raw -1142586.183166 + Penalty 2992.416752 = -1139593.766414 nChanged 7 SP:Iteration 41Q (3605.430000 sec): 3 clusters Score: Raw -1142587.397871 + Penalty 2992.416752 = -1139594.981119 nChanged 9 SP:Iteration 42Q (3605.660000 sec): 3 clusters Score: Raw -1142588.319611 + Penalty 2992.416752 = -1139595.902859 nChanged 9 SP:Iteration 43Q (3605.900000 sec): 3 clusters Score: Raw -1142589.418023 + Penalty 2992.416752 = -1139597.001272 nChanged 11 SP:Iteration 44Q (3606.060000 sec): 3 clusters Score: Raw -1142590.958861 + Penalty 2992.416752 = -1139598.542110 nChanged 12 SP:Iteration 45Q (3606.310000 sec): 3 clusters Score: Raw -1142593.050397 + Penalty 2992.416752 = -1139600.633645 nChanged 11 SP:Iteration 46Q (3606.550000 sec): 3 clusters Score: Raw -1142594.538412 + Penalty 2992.416752 = -1139602.121660 nChanged 14 SP:Iteration 47Q (3606.760000 sec): 3 clusters Score: Raw -1142596.290304 + Penalty 2992.416752 = -1139603.873552 nChanged 14 SP:Iteration 48Q (3606.990000 sec): 3 clusters Score: Raw -1142598.367470 + Penalty 2992.416752 = -1139605.950719 nChanged 14 SP:Iteration 49Q (3607.230000 sec): 3 clusters Score: Raw -1142600.509304 + Penalty 2992.416752 = -1139608.092553 nChanged 14 SP:Iteration 50Q (3607.450000 sec): 3 clusters Score: Raw -1142602.339589 + Penalty 2992.416752 = -1139609.922838 nChanged 12 SP:Iteration 51Q (3607.740000 sec): 3 clusters Score: Raw -1142603.691013 + Penalty 2992.416752 = -1139611.274262 nChanged 8 SP:Iteration 52Q (3607.930000 sec): 3 clusters Score: Raw -1142604.506970 + Penalty 2992.416752 = -1139612.090219 nChanged 8 SP:Iteration 53Q (3608.170000 sec): 3 clusters Score: Raw -1142605.313336 + Penalty 2992.416752 = -1139612.896584 nChanged 10 SP:Iteration 54Q (3608.390000 sec): 3 clusters Score: Raw -1142606.271056 + Penalty 2992.416752 = -1139613.854305 nChanged 13 SP:Iteration 55Q (3608.660000 sec): 3 clusters Score: Raw -1142607.366694 + Penalty 2992.416752 = -1139614.949942 nChanged 9 SP:Iteration 56Q (3608.890000 sec): 3 clusters Score: Raw -1142608.653509 + Penalty 2992.416752 = -1139616.236758 nChanged 17 SP:Iteration 57Q (3609.140000 sec): 3 clusters Score: Raw -1142611.068122 + Penalty 2992.416752 = -1139618.651370 nChanged 15 SP:Iteration 58Q (3609.310000 sec): 3 clusters Score: Raw -1142612.973781 + Penalty 2992.416752 = -1139620.557029 nChanged 16 SP:Iteration 59Q (3609.560000 sec): 3 clusters Score: Raw -1142616.365002 + Penalty 2992.416752 = -1139623.948251 nChanged 28 SP:Iteration 60F (3609.760000 sec): 3 clusters Score: Raw -1142621.673711 + Penalty 2992.416752 = -1139629.256960 nChanged 28 SP:Iteration 61Q (3610.020000 sec): 3 clusters Score: Raw -1142625.342521 + Penalty 2992.416752 = -1139632.925769 nChanged 21 SP:Iteration 62Q (3610.190000 sec): 3 clusters Score: Raw -1142628.096401 + Penalty 2992.416752 = -1139635.679649 nChanged 25 SP:Iteration 63Q (3610.390000 sec): 3 clusters Score: Raw -1142632.839220 + Penalty 2992.416752 = -1139640.422468 nChanged 28 SP:Iteration 64Q (3610.550000 sec): 3 clusters Score: Raw -1142638.436143 + Penalty 2992.416752 = -1139646.019391 nChanged 30 SP:Iteration 65Q (3610.720000 sec): 3 clusters Score: Raw -1142643.974439 + Penalty 2992.416752 = -1139651.557688 nChanged 35 SP:Iteration 66Q (3610.880000 sec): 3 clusters Score: Raw -1142651.828545 + Penalty 2992.416752 = -1139659.411794 nChanged 35 SP:Iteration 67Q (3611.120000 sec): 3 clusters Score: Raw -1142658.817457 + Penalty 2992.416752 = -1139666.400706 nChanged 20 SP:Iteration 68Q (3611.340000 sec): 3 clusters Score: Raw -1142661.632914 + Penalty 2992.416752 = -1139669.216162 nChanged 20 SP:Iteration 69Q (3611.580000 sec): 3 clusters Score: Raw -1142664.829142 + Penalty 2992.416752 = -1139672.412390 nChanged 14 SP:Iteration 70Q (3611.760000 sec): 3 clusters Score: Raw -1142666.619266 + Penalty 2992.416752 = -1139674.202514 nChanged 13 SP:Iteration 71Q (3612.060000 sec): 3 clusters Score: Raw -1142667.867721 + Penalty 2992.416752 = -1139675.450970 nChanged 7 SP:Iteration 72Q (3612.270000 sec): 3 clusters Score: Raw -1142668.651322 + Penalty 2992.416752 = -1139676.234570 nChanged 4 SP:Iteration 73Q (3612.490000 sec): 3 clusters Score: Raw -1142669.168612 + Penalty 2992.416752 = -1139676.751861 nChanged 5 SP:Iteration 74Q (3612.680000 sec): 3 clusters Score: Raw -1142669.581506 + Penalty 2992.416752 = -1139677.164754 nChanged 4 SP:Iteration 75Q (3612.920000 sec): 3 clusters Score: Raw -1142670.085008 + Penalty 2992.416752 = -1139677.668257 nChanged 4 SP:Iteration 76Q (3613.120000 sec): 3 clusters Score: Raw -1142670.364642 + Penalty 2992.416752 = -1139677.947891 nChanged 1 SP:Iteration 77Q (3613.340000 sec): 3 clusters Score: Raw -1142670.399830 + Penalty 2992.416752 = -1139677.983078 nChanged 0 SP:Iteration 78F (3613.590000 sec): 3 clusters Score: Raw -1142670.399830 + Penalty 2992.416752 = -1139677.983078 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3613.740000 sec): 2 clusters Score: Raw -55926.830190 + Penalty 1026.832318 = -54899.997871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3613.910000 sec): 3 clusters Score: Raw -55903.847400 + Penalty 2053.664637 = -53850.182763 nChanged 148 SP:Iteration 1F (3614.080000 sec): 3 clusters Score: Raw -56143.882373 + Penalty 2053.664637 = -54090.217736 nChanged 47 SP:Iteration 2F (3614.260000 sec): 3 clusters Score: Raw -56249.305574 + Penalty 2053.664637 = -54195.640937 nChanged 26 SP:Iteration 3Q (3614.440000 sec): 3 clusters Score: Raw -56420.336654 + Penalty 2053.664637 = -54366.672017 nChanged 28 SP:Iteration 4F (3614.620000 sec): 3 clusters Score: Raw -56510.260125 + Penalty 2053.664637 = -54456.595489 nChanged 21 SP:Iteration 5Q (3614.790000 sec): 3 clusters Score: Raw -56583.951008 + Penalty 2053.664637 = -54530.286371 nChanged 22 SP:Iteration 6Q (3614.960000 sec): 3 clusters Score: Raw -56650.649179 + Penalty 2053.664637 = -54596.984542 nChanged 12 SP:Iteration 7Q (3615.080000 sec): 3 clusters Score: Raw -56691.238693 + Penalty 2053.664637 = -54637.574056 nChanged 6 SP:Iteration 8Q (3615.260000 sec): 3 clusters Score: Raw -56700.331136 + Penalty 2053.664637 = -54646.666499 nChanged 1 SP:Iteration 9Q (3615.450000 sec): 3 clusters Score: Raw -56702.631357 + Penalty 2053.664637 = -54648.966720 nChanged 1 SP:Iteration 10Q (3615.650000 sec): 3 clusters Score: Raw -56703.355813 + Penalty 2053.664637 = -54649.691176 nChanged 0 SP:Iteration 11F (3615.840000 sec): 3 clusters Score: Raw -56703.355813 + Penalty 2053.664637 = -54649.691176 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3615.920000 sec): 2 clusters Score: Raw -49967.850481 + Penalty 994.548331 = -48973.302150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3616.110000 sec): 3 clusters Score: Raw -49899.084083 + Penalty 1989.096661 = -47909.987422 nChanged 95 SP:Iteration 1F (3616.270000 sec): 3 clusters Score: Raw -50064.302404 + Penalty 1989.096661 = -48075.205742 nChanged 24 SP:Iteration 2F (3616.440000 sec): 3 clusters Score: Raw -50128.417766 + Penalty 1989.096661 = -48139.321105 nChanged 17 SP:Iteration 3Q (3616.630000 sec): 3 clusters Score: Raw -50194.838224 + Penalty 1989.096661 = -48205.741563 nChanged 16 SP:Iteration 4Q (3616.780000 sec): 3 clusters Score: Raw -50318.389506 + Penalty 1989.096661 = -48329.292845 nChanged 16 SP:Iteration 5Q (3617.000000 sec): 3 clusters Score: Raw -50470.693811 + Penalty 1989.096661 = -48481.597150 nChanged 24 SP:Iteration 6F (3617.180000 sec): 3 clusters Score: Raw -50556.344052 + Penalty 1989.096661 = -48567.247391 nChanged 18 SP:Iteration 7Q (3617.340000 sec): 3 clusters Score: Raw -50603.488790 + Penalty 1989.096661 = -48614.392129 nChanged 14 SP:Iteration 8Q (3617.560000 sec): 3 clusters Score: Raw -50642.366615 + Penalty 1989.096661 = -48653.269954 nChanged 9 SP:Iteration 9Q (3617.780000 sec): 3 clusters Score: Raw -50675.033309 + Penalty 1989.096661 = -48685.936648 nChanged 4 SP:Iteration 10Q (3618.000000 sec): 3 clusters Score: Raw -50686.306932 + Penalty 1989.096661 = -48697.210271 nChanged 1 SP:Iteration 11Q (3618.150000 sec): 3 clusters Score: Raw -50690.870430 + Penalty 1989.096661 = -48701.773769 nChanged 1 SP:Iteration 12Q (3618.310000 sec): 3 clusters Score: Raw -50694.112296 + Penalty 1989.096661 = -48705.015635 nChanged 3 SP:Iteration 13Q (3618.420000 sec): 3 clusters Score: Raw -50700.607539 + Penalty 1989.096661 = -48711.510878 nChanged 2 SP:Iteration 14Q (3618.600000 sec): 3 clusters Score: Raw -50706.126346 + Penalty 1989.096661 = -48717.029685 nChanged 2 SP:Iteration 15Q (3618.780000 sec): 3 clusters Score: Raw -50712.412165 + Penalty 1989.096661 = -48723.315504 nChanged 5 SP:Iteration 16Q (3618.960000 sec): 3 clusters Score: Raw -50729.252006 + Penalty 1989.096661 = -48740.155345 nChanged 2 SP:Iteration 17Q (3619.110000 sec): 3 clusters Score: Raw -50735.077685 + Penalty 1989.096661 = -48745.981024 nChanged 2 SP:Iteration 18Q (3619.260000 sec): 3 clusters Score: Raw -50741.450364 + Penalty 1989.096661 = -48752.353703 nChanged 1 SP:Iteration 19Q (3619.440000 sec): 3 clusters Score: Raw -50744.556168 + Penalty 1989.096661 = -48755.459507 nChanged 1 SP:Iteration 20F (3619.650000 sec): 3 clusters Score: Raw -50751.985244 + Penalty 1989.096661 = -48762.888582 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3619.720000 sec): 2 clusters Score: Raw -46661.217874 + Penalty 987.243730 = -45673.974144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3619.870000 sec): 3 clusters Score: Raw -46648.152826 + Penalty 1974.487460 = -44673.665366 nChanged 91 SP:Iteration 1F (3620.050000 sec): 3 clusters Score: Raw -46776.771093 + Penalty 1974.487460 = -44802.283633 nChanged 20 SP:Iteration 2Q (3620.230000 sec): 3 clusters Score: Raw -46820.707262 + Penalty 1974.487460 = -44846.219802 nChanged 10 SP:Iteration 3Q (3620.400000 sec): 3 clusters Score: Raw -46839.872202 + Penalty 1974.487460 = -44865.384742 nChanged 10 SP:Iteration 4Q (3620.560000 sec): 3 clusters Score: Raw -46859.097102 + Penalty 1974.487460 = -44884.609642 nChanged 3 SP:Iteration 5Q (3620.750000 sec): 3 clusters Score: Raw -46863.425057 + Penalty 1974.487460 = -44888.937597 nChanged 4 SP:Iteration 6Q (3620.970000 sec): 3 clusters Score: Raw -46868.230735 + Penalty 1974.487460 = -44893.743275 nChanged 1 SP:Iteration 7Q (3621.140000 sec): 3 clusters Score: Raw -46868.826326 + Penalty 1974.487460 = -44894.338866 nChanged 0 SP:Iteration 8F (3621.340000 sec): 3 clusters Score: Raw -46868.826326 + Penalty 1974.487460 = -44894.338866 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.450000 sec): 2 clusters Score: Raw -58921.357212 + Penalty 1013.410058 = -57907.947154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.660000 sec): 3 clusters Score: Raw -58823.413582 + Penalty 2026.820117 = -56796.593465 nChanged 127 SP:Iteration 1F (3621.830000 sec): 3 clusters Score: Raw -58963.863155 + Penalty 2026.820117 = -56937.043038 nChanged 27 SP:Iteration 2F (3622.040000 sec): 3 clusters Score: Raw -59003.042375 + Penalty 2026.820117 = -56976.222258 nChanged 13 SP:Iteration 3Q (3622.170000 sec): 3 clusters Score: Raw -59022.936580 + Penalty 2026.820117 = -56996.116464 nChanged 8 SP:Iteration 4Q (3622.310000 sec): 3 clusters Score: Raw -59032.489942 + Penalty 2026.820117 = -57005.669825 nChanged 6 SP:Iteration 5Q (3622.490000 sec): 3 clusters Score: Raw -59042.590005 + Penalty 2026.820117 = -57015.769888 nChanged 1 SP:Iteration 6Q (3622.660000 sec): 3 clusters Score: Raw -59044.467791 + Penalty 2026.820117 = -57017.647674 nChanged 0 SP:Iteration 7F (3622.830000 sec): 3 clusters Score: Raw -59044.467791 + Penalty 2026.820117 = -57017.647674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 28 (247385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3623.830000 sec): 2 clusters Score: Raw -27737126.742310 + Penalty 2018.038930 = -27735108.703381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3625.090000 sec): 3 clusters Score: Raw -27572240.243906 + Penalty 4036.077860 = -27568204.166046 nChanged 120398 SP:Iteration 1F (3626.500000 sec): 3 clusters Score: Raw -27644286.385439 + Penalty 4036.077860 = -27640250.307579 nChanged 6822 SP:Iteration 2Q (3627.830000 sec): 3 clusters Score: Raw -27645666.004637 + Penalty 4036.077860 = -27641629.926777 nChanged 7482 SP:Iteration 3Q (3629.510000 sec): 3 clusters Score: Raw -27647390.464157 + Penalty 4036.077860 = -27643354.386298 nChanged 8421 SP:Iteration 4Q (3631.010000 sec): 3 clusters Score: Raw -27649633.626727 + Penalty 4036.077860 = -27645597.548868 nChanged 9744 SP:Iteration 5Q (3632.590000 sec): 3 clusters Score: Raw -27652707.636119 + Penalty 4036.077860 = -27648671.558260 nChanged 11224 SP:Iteration 6Q (3634.070000 sec): 3 clusters Score: Raw -27656969.502535 + Penalty 4036.077860 = -27652933.424675 nChanged 13099 SP:Iteration 7F (3635.390000 sec): 3 clusters Score: Raw -27663059.455384 + Penalty 4036.077860 = -27659023.377525 nChanged 14963 SP:Iteration 8F (3636.740000 sec): 3 clusters Score: Raw -27671510.485758 + Penalty 4036.077860 = -27667474.407899 nChanged 16077 SP:Iteration 9F (3638.090000 sec): 3 clusters Score: Raw -27682234.174157 + Penalty 4036.077860 = -27678198.096297 nChanged 16109 SP:Iteration 10F (3639.170000 sec): 3 clusters Score: Raw -27694474.964717 + Penalty 4036.077860 = -27690438.886858 nChanged 14697 SP:Iteration 11F (3640.390000 sec): 3 clusters Score: Raw -27706946.176141 + Penalty 4036.077860 = -27702910.098281 nChanged 12044 SP:Iteration 12Q (3641.720000 sec): 3 clusters Score: Raw -27718043.033075 + Penalty 4036.077860 = -27714006.955216 nChanged 8507 SP:Iteration 13Q (3643.000000 sec): 3 clusters Score: Raw -27726011.919189 + Penalty 4036.077860 = -27721975.841329 nChanged 5274 SP:Iteration 14Q (3644.210000 sec): 3 clusters Score: Raw -27730624.817952 + Penalty 4036.077860 = -27726588.740092 nChanged 3210 SP:Iteration 15Q (3645.380000 sec): 3 clusters Score: Raw -27733234.221408 + Penalty 4036.077860 = -27729198.143548 nChanged 1935 SP:Iteration 16Q (3646.540000 sec): 3 clusters Score: Raw -27734656.096942 + Penalty 4036.077860 = -27730620.019083 nChanged 1314 SP:Iteration 17Q (3647.710000 sec): 3 clusters Score: Raw -27735528.218819 + Penalty 4036.077860 = -27731492.140960 nChanged 947 SP:Iteration 18Q (3648.830000 sec): 3 clusters Score: Raw -27736109.770309 + Penalty 4036.077860 = -27732073.692449 nChanged 623 SP:Iteration 19Q (3649.950000 sec): 3 clusters Score: Raw -27736466.578258 + Penalty 4036.077860 = -27732430.500398 nChanged 462 SP:Iteration 20F (3651.180000 sec): 3 clusters Score: Raw -27736723.801171 + Penalty 4036.077860 = -27732687.723311 nChanged 318 SP:Iteration 21Q (3652.480000 sec): 3 clusters Score: Raw -27736907.975790 + Penalty 4036.077860 = -27732871.897930 nChanged 224 SP:Iteration 22Q (3653.620000 sec): 3 clusters Score: Raw -27737065.236209 + Penalty 4036.077860 = -27733029.158350 nChanged 196 SP:Iteration 23Q (3654.870000 sec): 3 clusters Score: Raw -27737220.353512 + Penalty 4036.077860 = -27733184.275652 nChanged 159 SP:Iteration 24Q (3655.890000 sec): 3 clusters Score: Raw -27737361.217903 + Penalty 4036.077860 = -27733325.140044 nChanged 129 SP:Iteration 25Q (3657.070000 sec): 3 clusters Score: Raw -27737457.215430 + Penalty 4036.077860 = -27733421.137570 nChanged 102 SP:Iteration 26Q (3658.240000 sec): 3 clusters Score: Raw -27737550.451389 + Penalty 4036.077860 = -27733514.373530 nChanged 93 SP:Iteration 27Q (3659.470000 sec): 3 clusters Score: Raw -27737603.459872 + Penalty 4036.077860 = -27733567.382012 nChanged 60 SP:Iteration 28Q (3660.720000 sec): 3 clusters Score: Raw -27737628.637248 + Penalty 4036.077860 = -27733592.559388 nChanged 48 SP:Iteration 29Q (3661.760000 sec): 3 clusters Score: Raw -27737647.694465 + Penalty 4036.077860 = -27733611.616606 nChanged 39 SP:Iteration 30Q (3662.930000 sec): 3 clusters Score: Raw -27737661.776735 + Penalty 4036.077860 = -27733625.698875 nChanged 30 SP:Iteration 31Q (3664.000000 sec): 3 clusters Score: Raw -27737671.371955 + Penalty 4036.077860 = -27733635.294095 nChanged 25 SP:Iteration 32Q (3665.030000 sec): 3 clusters Score: Raw -27737679.339570 + Penalty 4036.077860 = -27733643.261710 nChanged 18 SP:Iteration 33Q (3666.150000 sec): 3 clusters Score: Raw -27737684.606564 + Penalty 4036.077860 = -27733648.528704 nChanged 12 SP:Iteration 34Q (3667.270000 sec): 3 clusters Score: Raw -27737688.092285 + Penalty 4036.077860 = -27733652.014426 nChanged 14 SP:Iteration 35Q (3668.320000 sec): 3 clusters Score: Raw -27737692.646906 + Penalty 4036.077860 = -27733656.569047 nChanged 21 SP:Iteration 36Q (3669.400000 sec): 3 clusters Score: Raw -27737697.971541 + Penalty 4036.077860 = -27733661.893682 nChanged 14 SP:Iteration 37Q (3670.670000 sec): 3 clusters Score: Raw -27737701.094238 + Penalty 4036.077860 = -27733665.016378 nChanged 7 SP:Iteration 38Q (3671.700000 sec): 3 clusters Score: Raw -27737702.882581 + Penalty 4036.077860 = -27733666.804722 nChanged 7 SP:Iteration 39Q (3672.990000 sec): 3 clusters Score: Raw -27737705.201564 + Penalty 4036.077860 = -27733669.123704 nChanged 12 SP:Iteration 40F (3674.300000 sec): 3 clusters Score: Raw -27737707.870206 + Penalty 4036.077860 = -27733671.792346 nChanged 6 SP:Iteration 41Q (3675.440000 sec): 3 clusters Score: Raw -27737708.903066 + Penalty 4036.077860 = -27733672.825207 nChanged 3 SP:Iteration 42Q (3676.550000 sec): 3 clusters Score: Raw -27737709.399105 + Penalty 4036.077860 = -27733673.321245 nChanged 1 SP:Iteration 43Q (3677.480000 sec): 3 clusters Score: Raw -27737709.524840 + Penalty 4036.077860 = -27733673.446980 nChanged 3 SP:Iteration 44Q (3678.700000 sec): 3 clusters Score: Raw -27737709.987649 + Penalty 4036.077860 = -27733673.909789 nChanged 2 SP:Iteration 45Q (3679.760000 sec): 3 clusters Score: Raw -27737710.743407 + Penalty 4036.077860 = -27733674.665547 nChanged 1 SP:Iteration 46Q (3680.820000 sec): 3 clusters Score: Raw -27737710.958040 + Penalty 4036.077860 = -27733674.880181 nChanged 0 SP:Iteration 47F (3682.190000 sec): 3 clusters Score: Raw -27737710.958040 + Penalty 4036.077860 = -27733674.880181 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 29 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3682.360000 sec): 2 clusters Score: Raw -33648.532447 + Penalty 938.364626 = -32710.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3682.500000 sec): 3 clusters Score: Raw -33690.891339 + Penalty 1876.729252 = -31814.162087 nChanged 57 SP:Iteration 1F (3682.720000 sec): 3 clusters Score: Raw -33840.459220 + Penalty 1876.729252 = -31963.729968 nChanged 13 SP:Iteration 2Q (3682.830000 sec): 3 clusters Score: Raw -34027.667008 + Penalty 1876.729252 = -32150.937756 nChanged 15 SP:Iteration 3Q (3683.020000 sec): 3 clusters Score: Raw -34056.584294 + Penalty 1876.729252 = -32179.855042 nChanged 8 SP:Iteration 4Q (3683.180000 sec): 3 clusters Score: Raw -34077.981446 + Penalty 1876.729252 = -32201.252193 nChanged 12 SP:Iteration 5Q (3683.380000 sec): 3 clusters Score: Raw -34116.590580 + Penalty 1876.729252 = -32239.861328 nChanged 4 SP:Iteration 6Q (3683.560000 sec): 3 clusters Score: Raw -34127.614232 + Penalty 1876.729252 = -32250.884979 nChanged 2 SP:Iteration 7Q (3683.740000 sec): 3 clusters Score: Raw -34132.612854 + Penalty 1876.729252 = -32255.883601 nChanged 0 SP:Iteration 8F (3683.900000 sec): 3 clusters Score: Raw -34132.612854 + Penalty 1876.729252 = -32255.883601 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 30 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3684.010000 sec): 2 clusters Score: Raw -513810.413280 + Penalty 1364.081446 = -512446.331834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3684.180000 sec): 3 clusters Score: Raw -511565.909738 + Penalty 2728.162892 = -508837.746846 nChanged 1715 SP:Iteration 1F (3684.340000 sec): 3 clusters Score: Raw -512474.419560 + Penalty 2728.162892 = -509746.256668 nChanged 276 SP:Iteration 2F (3684.580000 sec): 3 clusters Score: Raw -512627.431475 + Penalty 2728.162892 = -509899.268582 nChanged 225 SP:Iteration 3F (3684.750000 sec): 3 clusters Score: Raw -512749.302846 + Penalty 2728.162892 = -510021.139953 nChanged 193 SP:Iteration 4Q (3684.950000 sec): 3 clusters Score: Raw -512835.606164 + Penalty 2728.162892 = -510107.443272 nChanged 139 SP:Iteration 5Q (3685.100000 sec): 3 clusters Score: Raw -512901.451184 + Penalty 2728.162892 = -510173.288292 nChanged 120 SP:Iteration 6Q (3685.280000 sec): 3 clusters Score: Raw -512959.998516 + Penalty 2728.162892 = -510231.835623 nChanged 132 SP:Iteration 7Q (3685.460000 sec): 3 clusters Score: Raw -513023.527201 + Penalty 2728.162892 = -510295.364309 nChanged 152 SP:Iteration 8Q (3685.650000 sec): 3 clusters Score: Raw -513104.755638 + Penalty 2728.162892 = -510376.592746 nChanged 140 SP:Iteration 9Q (3685.860000 sec): 3 clusters Score: Raw -513183.226444 + Penalty 2728.162892 = -510455.063551 nChanged 129 SP:Iteration 10Q (3686.070000 sec): 3 clusters Score: Raw -513261.870664 + Penalty 2728.162892 = -510533.707771 nChanged 136 SP:Iteration 11Q (3686.310000 sec): 3 clusters Score: Raw -513345.201488 + Penalty 2728.162892 = -510617.038596 nChanged 113 SP:Iteration 12Q (3686.510000 sec): 3 clusters Score: Raw -513423.856429 + Penalty 2728.162892 = -510695.693537 nChanged 109 SP:Iteration 13Q (3686.700000 sec): 3 clusters Score: Raw -513497.854856 + Penalty 2728.162892 = -510769.691963 nChanged 107 SP:Iteration 14Q (3686.860000 sec): 3 clusters Score: Raw -513580.572243 + Penalty 2728.162892 = -510852.409351 nChanged 108 SP:Iteration 15Q (3687.100000 sec): 3 clusters Score: Raw -513682.360815 + Penalty 2728.162892 = -510954.197923 nChanged 83 SP:Iteration 16Q (3687.270000 sec): 3 clusters Score: Raw -513764.529637 + Penalty 2728.162892 = -511036.366744 nChanged 67 SP:Iteration 17Q (3687.510000 sec): 3 clusters Score: Raw -513821.050870 + Penalty 2728.162892 = -511092.887977 nChanged 44 SP:Iteration 18Q (3687.700000 sec): 3 clusters Score: Raw -513860.252655 + Penalty 2728.162892 = -511132.089763 nChanged 41 SP:Iteration 19Q (3687.870000 sec): 3 clusters Score: Raw -513889.422488 + Penalty 2728.162892 = -511161.259596 nChanged 31 SP:Iteration 20F (3688.050000 sec): 3 clusters Score: Raw -513915.951434 + Penalty 2728.162892 = -511187.788542 nChanged 21 SP:Iteration 21Q (3688.220000 sec): 3 clusters Score: Raw -513931.624697 + Penalty 2728.162892 = -511203.461805 nChanged 22 SP:Iteration 22Q (3688.390000 sec): 3 clusters Score: Raw -513944.401903 + Penalty 2728.162892 = -511216.239010 nChanged 15 SP:Iteration 23Q (3688.570000 sec): 3 clusters Score: Raw -513955.840884 + Penalty 2728.162892 = -511227.677991 nChanged 11 SP:Iteration 24Q (3688.770000 sec): 3 clusters Score: Raw -513964.277710 + Penalty 2728.162892 = -511236.114817 nChanged 11 SP:Iteration 25Q (3688.940000 sec): 3 clusters Score: Raw -513969.770154 + Penalty 2728.162892 = -511241.607262 nChanged 4 SP:Iteration 26Q (3689.120000 sec): 3 clusters Score: Raw -513971.810424 + Penalty 2728.162892 = -511243.647532 nChanged 4 SP:Iteration 27Q (3689.310000 sec): 3 clusters Score: Raw -513974.941094 + Penalty 2728.162892 = -511246.778202 nChanged 6 SP:Iteration 28Q (3689.490000 sec): 3 clusters Score: Raw -513978.039371 + Penalty 2728.162892 = -511249.876478 nChanged 3 SP:Iteration 29Q (3689.680000 sec): 3 clusters Score: Raw -513979.028029 + Penalty 2728.162892 = -511250.865136 nChanged 0 SP:Iteration 30F (3689.870000 sec): 3 clusters Score: Raw -513979.028029 + Penalty 2728.162892 = -511250.865136 nChanged 0 ------ Evaluating fit on full set of 1161236 points ------ Score: Raw -128763091.368914 + Penalty 68079.353126 = -128695012.015788 Time taken for this iteration:3734.480000 seconds. 20->31 Clusters: Score -128695012.015788, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.70 GB would take us to total of 2.78 GB. ------ Running on subset of 387078 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (6911 points): Lose 454.750251 but Gain 2090.786994 Iteration 0F (3772.350000 sec): 20 clusters Score: Raw -40940888.015583 + Penalty 39724.952888 = -40901163.062695 nChanged 365743 Iteration 1F (3788.630000 sec): 20 clusters Score: Raw -42197281.131824 + Penalty 39724.952888 = -42157556.178936 nChanged 147199 Iteration 2F (3805.140000 sec): 20 clusters Score: Raw -42460162.287364 + Penalty 39724.952888 = -42420437.334476 nChanged 94691 Iteration 3F (3822.340000 sec): 20 clusters Score: Raw -42573951.875780 + Penalty 39724.952888 = -42534226.922892 nChanged 65226 Iteration 4F (3839.040000 sec): 20 clusters Score: Raw -42638902.729048 + Penalty 39724.952888 = -42599177.776160 nChanged 53949 Iteration 5F (3855.750000 sec): 20 clusters Score: Raw -42692578.710920 + Penalty 39724.952888 = -42652853.758032 nChanged 49009 Iteration 6F (3873.220000 sec): 20 clusters Score: Raw -42742583.907846 + Penalty 39724.952888 = -42702858.954958 nChanged 42685 Iteration 7F (3890.100000 sec): 20 clusters Score: Raw -42786402.529388 + Penalty 39724.952888 = -42746677.576500 nChanged 33122 Deleting Class 6 (1225 points): Lose 1470.141250 but Gain 2090.786994 Iteration 8F (3906.270000 sec): 19 clusters Score: Raw -42817488.608055 + Penalty 37634.165894 = -42779854.442161 nChanged 24482 Deleting Class 14 (1254 points): Lose 1507.852095 but Gain 2090.786994 Iteration 9F (3921.200000 sec): 18 clusters Score: Raw -42840730.210487 + Penalty 35543.378900 = -42805186.831588 nChanged 16395 Deleting Class 15 (1280 points): Lose 1694.252530 but Gain 2090.786994 Iteration 10Q (3930.440000 sec): 17 clusters Score: Raw -42855899.550050 + Penalty 33452.591905 = -42822446.958144 nChanged 10850 Deleting Class 19 (1268 points): Lose 1755.194285 but Gain 2090.786994 Iteration 11Q (3939.260000 sec): 16 clusters Score: Raw -42862932.965424 + Penalty 31361.804911 = -42831571.160513 nChanged 7608 Iteration 12Q (3948.010000 sec): 16 clusters Score: Raw -42868538.871244 + Penalty 31361.804911 = -42837177.066333 nChanged 4412 Iteration 13Q (3956.020000 sec): 16 clusters Score: Raw -42871574.865294 + Penalty 31361.804911 = -42840213.060382 nChanged 3336 Iteration 14Q (3964.790000 sec): 16 clusters Score: Raw -42873268.088405 + Penalty 31361.804911 = -42841906.283494 nChanged 2494 Iteration 15Q (3973.690000 sec): 16 clusters Score: Raw -42874271.961199 + Penalty 31361.804911 = -42842910.156287 nChanged 2010 Iteration 16Q (3982.160000 sec): 16 clusters Score: Raw -42874883.664799 + Penalty 31361.804911 = -42843521.859888 nChanged 1625 Iteration 17Q (3991.100000 sec): 16 clusters Score: Raw -42875247.067618 + Penalty 31361.804911 = -42843885.262706 nChanged 1289 Iteration 18Q (3999.220000 sec): 16 clusters Score: Raw -42875515.635969 + Penalty 31361.804911 = -42844153.831058 nChanged 1093 Iteration 19Q (4008.060000 sec): 16 clusters Score: Raw -42875745.111320 + Penalty 31361.804911 = -42844383.306408 nChanged 1039 Writing temp clu file Because OldScore, -42844153.831058, is greater than current (better) Score,-42844383.306408 Compute initial score before splitting: Score: Raw -42875745.111320 + Penalty 31361.804911 = -42844383.306408 Memory request: 0.01 GB would take us to total of 2.79 GB. Trying to split cluster 1 (2929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4008.190000 sec): 2 clusters Score: Raw -332800.613669 + Penalty 1297.142656 = -331503.471013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4008.400000 sec): 3 clusters Score: Raw -331440.372320 + Penalty 2594.285313 = -328846.087008 nChanged 1081 SP:Iteration 1F (4008.540000 sec): 3 clusters Score: Raw -332249.307916 + Penalty 2594.285313 = -329655.022603 nChanged 285 SP:Iteration 2F (4008.720000 sec): 3 clusters Score: Raw -332566.751441 + Penalty 2594.285313 = -329972.466129 nChanged 262 SP:Iteration 3F (4008.890000 sec): 3 clusters Score: Raw -333029.899521 + Penalty 2594.285313 = -330435.614209 nChanged 301 SP:Iteration 4F (4009.070000 sec): 3 clusters Score: Raw -333649.851991 + Penalty 2594.285313 = -331055.566679 nChanged 289 SP:Iteration 5F (4009.190000 sec): 3 clusters Score: Raw -334053.564302 + Penalty 2594.285313 = -331459.278989 nChanged 161 SP:Iteration 6F (4009.360000 sec): 3 clusters Score: Raw -334251.121029 + Penalty 2594.285313 = -331656.835717 nChanged 83 SP:Iteration 7Q (4009.480000 sec): 3 clusters Score: Raw -334334.159936 + Penalty 2594.285313 = -331739.874623 nChanged 40 SP:Iteration 8Q (4009.600000 sec): 3 clusters Score: Raw -334363.445856 + Penalty 2594.285313 = -331769.160543 nChanged 28 SP:Iteration 9Q (4009.720000 sec): 3 clusters Score: Raw -334381.226044 + Penalty 2594.285313 = -331786.940731 nChanged 16 SP:Iteration 10Q (4009.860000 sec): 3 clusters Score: Raw -334391.364850 + Penalty 2594.285313 = -331797.079537 nChanged 16 SP:Iteration 11Q (4010.010000 sec): 3 clusters Score: Raw -334402.488838 + Penalty 2594.285313 = -331808.203525 nChanged 19 SP:Iteration 12Q (4010.150000 sec): 3 clusters Score: Raw -334414.230599 + Penalty 2594.285313 = -331819.945286 nChanged 9 SP:Iteration 13Q (4010.340000 sec): 3 clusters Score: Raw -334418.947181 + Penalty 2594.285313 = -331824.661868 nChanged 10 SP:Iteration 14Q (4010.530000 sec): 3 clusters Score: Raw -334424.460617 + Penalty 2594.285313 = -331830.175304 nChanged 7 SP:Iteration 15Q (4010.710000 sec): 3 clusters Score: Raw -334427.785744 + Penalty 2594.285313 = -331833.500431 nChanged 3 SP:Iteration 16Q (4010.890000 sec): 3 clusters Score: Raw -334429.571161 + Penalty 2594.285313 = -331835.285848 nChanged 1 SP:Iteration 17Q (4011.030000 sec): 3 clusters Score: Raw -334429.660953 + Penalty 2594.285313 = -331835.375640 nChanged 0 SP:Iteration 18F (4011.170000 sec): 3 clusters Score: Raw -334429.660953 + Penalty 2594.285313 = -331835.375640 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 2.79 GB. Trying to split cluster 3 (16404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4011.360000 sec): 2 clusters Score: Raw -1877436.512382 + Penalty 1577.108079 = -1875859.404303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4011.600000 sec): 3 clusters Score: Raw -1867723.153284 + Penalty 3154.216158 = -1864568.937126 nChanged 7348 SP:Iteration 1F (4011.890000 sec): 3 clusters Score: Raw -1871747.213490 + Penalty 3154.216158 = -1868592.997332 nChanged 891 SP:Iteration 2F (4012.190000 sec): 3 clusters Score: Raw -1872053.058894 + Penalty 3154.216158 = -1868898.842736 nChanged 698 SP:Iteration 3Q (4012.450000 sec): 3 clusters Score: Raw -1872277.005274 + Penalty 3154.216158 = -1869122.789116 nChanged 607 SP:Iteration 4Q (4012.710000 sec): 3 clusters Score: Raw -1872460.345093 + Penalty 3154.216158 = -1869306.128935 nChanged 528 SP:Iteration 5Q (4012.950000 sec): 3 clusters Score: Raw -1872618.297761 + Penalty 3154.216158 = -1869464.081603 nChanged 472 SP:Iteration 6Q (4013.210000 sec): 3 clusters Score: Raw -1872763.711290 + Penalty 3154.216158 = -1869609.495132 nChanged 501 SP:Iteration 7Q (4013.510000 sec): 3 clusters Score: Raw -1872946.742848 + Penalty 3154.216158 = -1869792.526689 nChanged 545 SP:Iteration 8Q (4013.750000 sec): 3 clusters Score: Raw -1873141.540882 + Penalty 3154.216158 = -1869987.324724 nChanged 544 SP:Iteration 9Q (4014.040000 sec): 3 clusters Score: Raw -1873373.142215 + Penalty 3154.216158 = -1870218.926057 nChanged 622 SP:Iteration 10Q (4014.260000 sec): 3 clusters Score: Raw -1873712.362209 + Penalty 3154.216158 = -1870558.146051 nChanged 722 SP:Iteration 11Q (4014.540000 sec): 3 clusters Score: Raw -1874148.996965 + Penalty 3154.216158 = -1870994.780807 nChanged 769 SP:Iteration 12Q (4014.800000 sec): 3 clusters Score: Raw -1874647.226468 + Penalty 3154.216158 = -1871493.010310 nChanged 734 SP:Iteration 13Q (4015.050000 sec): 3 clusters Score: Raw -1875180.186785 + Penalty 3154.216158 = -1872025.970627 nChanged 724 SP:Iteration 14Q (4015.310000 sec): 3 clusters Score: Raw -1875787.469546 + Penalty 3154.216158 = -1872633.253388 nChanged 706 SP:Iteration 15Q (4015.540000 sec): 3 clusters Score: Raw -1876623.133482 + Penalty 3154.216158 = -1873468.917323 nChanged 723 SP:Iteration 16Q (4015.800000 sec): 3 clusters Score: Raw -1877994.129580 + Penalty 3154.216158 = -1874839.913422 nChanged 719 SP:Iteration 17Q (4016.030000 sec): 3 clusters Score: Raw -1879576.067940 + Penalty 3154.216158 = -1876421.851782 nChanged 643 SP:Iteration 18Q (4016.320000 sec): 3 clusters Score: Raw -1880494.251597 + Penalty 3154.216158 = -1877340.035439 nChanged 436 SP:Iteration 19Q (4016.570000 sec): 3 clusters Score: Raw -1881159.764697 + Penalty 3154.216158 = -1878005.548539 nChanged 347 SP:Iteration 20F (4016.830000 sec): 3 clusters Score: Raw -1881578.219951 + Penalty 3154.216158 = -1878424.003793 nChanged 244 SP:Iteration 21Q (4017.080000 sec): 3 clusters Score: Raw -1881781.842884 + Penalty 3154.216158 = -1878627.626726 nChanged 161 SP:Iteration 22Q (4017.340000 sec): 3 clusters Score: Raw -1881868.852125 + Penalty 3154.216158 = -1878714.635967 nChanged 99 SP:Iteration 23Q (4017.560000 sec): 3 clusters Score: Raw -1881912.265430 + Penalty 3154.216158 = -1878758.049272 nChanged 87 SP:Iteration 24Q (4017.790000 sec): 3 clusters Score: Raw -1881946.533488 + Penalty 3154.216158 = -1878792.317329 nChanged 70 SP:Iteration 25Q (4018.020000 sec): 3 clusters Score: Raw -1881967.429273 + Penalty 3154.216158 = -1878813.213115 nChanged 47 SP:Iteration 26Q (4018.240000 sec): 3 clusters Score: Raw -1881981.975182 + Penalty 3154.216158 = -1878827.759024 nChanged 43 SP:Iteration 27Q (4018.570000 sec): 3 clusters Score: Raw -1881994.998699 + Penalty 3154.216158 = -1878840.782541 nChanged 38 SP:Iteration 28Q (4018.820000 sec): 3 clusters Score: Raw -1882004.806063 + Penalty 3154.216158 = -1878850.589905 nChanged 19 SP:Iteration 29Q (4019.060000 sec): 3 clusters Score: Raw -1882008.387181 + Penalty 3154.216158 = -1878854.171023 nChanged 17 SP:Iteration 30Q (4019.300000 sec): 3 clusters Score: Raw -1882010.588417 + Penalty 3154.216158 = -1878856.372258 nChanged 15 SP:Iteration 31Q (4019.550000 sec): 3 clusters Score: Raw -1882012.062083 + Penalty 3154.216158 = -1878857.845925 nChanged 8 SP:Iteration 32Q (4019.800000 sec): 3 clusters Score: Raw -1882012.683286 + Penalty 3154.216158 = -1878858.467128 nChanged 4 SP:Iteration 33Q (4020.060000 sec): 3 clusters Score: Raw -1882012.864613 + Penalty 3154.216158 = -1878858.648454 nChanged 1 SP:Iteration 34Q (4020.330000 sec): 3 clusters Score: Raw -1882012.942174 + Penalty 3154.216158 = -1878858.726016 nChanged 2 SP:Iteration 35Q (4020.630000 sec): 3 clusters Score: Raw -1882012.998917 + Penalty 3154.216158 = -1878858.782759 nChanged 0 SP:Iteration 36F (4020.840000 sec): 3 clusters Score: Raw -1882012.998917 + Penalty 3154.216158 = -1878858.782759 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 2.79 GB. Trying to split cluster 4 (257788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4022.420000 sec): 2 clusters Score: Raw -28902712.877437 + Penalty 2024.732583 = -28900688.144854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4024.050000 sec): 3 clusters Score: Raw -28730715.599892 + Penalty 4049.465167 = -28726666.134725 nChanged 125623 SP:Iteration 1F (4025.260000 sec): 3 clusters Score: Raw -28807204.532714 + Penalty 4049.465167 = -28803155.067547 nChanged 8290 SP:Iteration 2Q (4026.850000 sec): 3 clusters Score: Raw -28809842.278422 + Penalty 4049.465167 = -28805792.813256 nChanged 10087 SP:Iteration 3Q (4028.650000 sec): 3 clusters Score: Raw -28813992.902632 + Penalty 4049.465167 = -28809943.437465 nChanged 12387 SP:Iteration 4Q (4030.550000 sec): 3 clusters Score: Raw -28820496.934158 + Penalty 4049.465167 = -28816447.468992 nChanged 15166 SP:Iteration 5F (4031.960000 sec): 3 clusters Score: Raw -28830442.053755 + Penalty 4049.465167 = -28826392.588588 nChanged 17213 SP:Iteration 6F (4033.300000 sec): 3 clusters Score: Raw -28843415.400996 + Penalty 4049.465167 = -28839365.935830 nChanged 17425 SP:Iteration 7F (4034.620000 sec): 3 clusters Score: Raw -28857472.831470 + Penalty 4049.465167 = -28853423.366304 nChanged 15503 SP:Iteration 8F (4036.020000 sec): 3 clusters Score: Raw -28869700.355647 + Penalty 4049.465167 = -28865650.890480 nChanged 12477 SP:Iteration 9Q (4037.460000 sec): 3 clusters Score: Raw -28878706.733881 + Penalty 4049.465167 = -28874657.268715 nChanged 9818 SP:Iteration 10Q (4038.750000 sec): 3 clusters Score: Raw -28885477.422174 + Penalty 4049.465167 = -28881427.957007 nChanged 7981 SP:Iteration 11Q (4039.930000 sec): 3 clusters Score: Raw -28890880.315228 + Penalty 4049.465167 = -28886830.850061 nChanged 6614 SP:Iteration 12Q (4041.150000 sec): 3 clusters Score: Raw -28895312.449717 + Penalty 4049.465167 = -28891262.984550 nChanged 5299 SP:Iteration 13Q (4042.420000 sec): 3 clusters Score: Raw -28898656.963805 + Penalty 4049.465167 = -28894607.498638 nChanged 4105 SP:Iteration 14Q (4043.710000 sec): 3 clusters Score: Raw -28901060.873333 + Penalty 4049.465167 = -28897011.408166 nChanged 3153 SP:Iteration 15Q (4044.950000 sec): 3 clusters Score: Raw -28902672.586616 + Penalty 4049.465167 = -28898623.121450 nChanged 2314 SP:Iteration 16Q (4046.160000 sec): 3 clusters Score: Raw -28903671.388912 + Penalty 4049.465167 = -28899621.923746 nChanged 1728 SP:Iteration 17Q (4047.410000 sec): 3 clusters Score: Raw -28904318.004812 + Penalty 4049.465167 = -28900268.539646 nChanged 1321 SP:Iteration 18Q (4048.620000 sec): 3 clusters Score: Raw -28904727.007093 + Penalty 4049.465167 = -28900677.541926 nChanged 966 SP:Iteration 19Q (4049.850000 sec): 3 clusters Score: Raw -28904967.497812 + Penalty 4049.465167 = -28900918.032645 nChanged 744 SP:Iteration 20F (4051.310000 sec): 3 clusters Score: Raw -28905132.317453 + Penalty 4049.465167 = -28901082.852287 nChanged 594 SP:Iteration 21Q (4052.520000 sec): 3 clusters Score: Raw -28905239.260887 + Penalty 4049.465167 = -28901189.795721 nChanged 441 SP:Iteration 22Q (4053.710000 sec): 3 clusters Score: Raw -28905313.401416 + Penalty 4049.465167 = -28901263.936249 nChanged 380 SP:Iteration 23Q (4054.990000 sec): 3 clusters Score: Raw -28905367.769536 + Penalty 4049.465167 = -28901318.304369 nChanged 310 SP:Iteration 24Q (4056.160000 sec): 3 clusters Score: Raw -28905407.453310 + Penalty 4049.465167 = -28901357.988143 nChanged 253 SP:Iteration 25Q (4057.330000 sec): 3 clusters Score: Raw -28905434.659276 + Penalty 4049.465167 = -28901385.194109 nChanged 193 SP:Iteration 26Q (4058.380000 sec): 3 clusters Score: Raw -28905455.193293 + Penalty 4049.465167 = -28901405.728127 nChanged 173 SP:Iteration 27Q (4059.610000 sec): 3 clusters Score: Raw -28905470.941359 + Penalty 4049.465167 = -28901421.476192 nChanged 137 SP:Iteration 28Q (4060.670000 sec): 3 clusters Score: Raw -28905484.073236 + Penalty 4049.465167 = -28901434.608069 nChanged 116 SP:Iteration 29Q (4061.810000 sec): 3 clusters Score: Raw -28905493.751977 + Penalty 4049.465167 = -28901444.286810 nChanged 108 SP:Iteration 30Q (4062.850000 sec): 3 clusters Score: Raw -28905502.108139 + Penalty 4049.465167 = -28901452.642973 nChanged 87 SP:Iteration 31Q (4063.880000 sec): 3 clusters Score: Raw -28905508.464019 + Penalty 4049.465167 = -28901458.998853 nChanged 66 SP:Iteration 32Q (4065.040000 sec): 3 clusters Score: Raw -28905512.559884 + Penalty 4049.465167 = -28901463.094717 nChanged 58 SP:Iteration 33Q (4066.360000 sec): 3 clusters Score: Raw -28905515.612612 + Penalty 4049.465167 = -28901466.147445 nChanged 34 SP:Iteration 34Q (4067.460000 sec): 3 clusters Score: Raw -28905517.230248 + Penalty 4049.465167 = -28901467.765081 nChanged 25 SP:Iteration 35Q (4068.500000 sec): 3 clusters Score: Raw -28905518.271089 + Penalty 4049.465167 = -28901468.805923 nChanged 25 SP:Iteration 36Q (4069.650000 sec): 3 clusters Score: Raw -28905519.848842 + Penalty 4049.465167 = -28901470.383675 nChanged 22 SP:Iteration 37Q (4070.970000 sec): 3 clusters Score: Raw -28905521.251955 + Penalty 4049.465167 = -28901471.786788 nChanged 21 SP:Iteration 38Q (4072.180000 sec): 3 clusters Score: Raw -28905522.245951 + Penalty 4049.465167 = -28901472.780784 nChanged 18 SP:Iteration 39Q (4073.630000 sec): 3 clusters Score: Raw -28905523.239448 + Penalty 4049.465167 = -28901473.774282 nChanged 18 SP:Iteration 40F (4074.960000 sec): 3 clusters Score: Raw -28905524.258961 + Penalty 4049.465167 = -28901474.793795 nChanged 24 SP:Iteration 41Q (4076.150000 sec): 3 clusters Score: Raw -28905525.504638 + Penalty 4049.465167 = -28901476.039472 nChanged 22 SP:Iteration 42Q (4077.200000 sec): 3 clusters Score: Raw -28905526.829775 + Penalty 4049.465167 = -28901477.364609 nChanged 24 SP:Iteration 43Q (4078.240000 sec): 3 clusters Score: Raw -28905527.972435 + Penalty 4049.465167 = -28901478.507268 nChanged 15 SP:Iteration 44Q (4079.270000 sec): 3 clusters Score: Raw -28905528.602347 + Penalty 4049.465167 = -28901479.137181 nChanged 17 SP:Iteration 45Q (4080.370000 sec): 3 clusters Score: Raw -28905529.206797 + Penalty 4049.465167 = -28901479.741631 nChanged 9 SP:Iteration 46Q (4081.620000 sec): 3 clusters Score: Raw -28905529.700463 + Penalty 4049.465167 = -28901480.235297 nChanged 11 SP:Iteration 47Q (4082.610000 sec): 3 clusters Score: Raw -28905530.044420 + Penalty 4049.465167 = -28901480.579253 nChanged 7 SP:Iteration 48Q (4083.660000 sec): 3 clusters Score: Raw -28905530.223450 + Penalty 4049.465167 = -28901480.758283 nChanged 1 SP:Iteration 49Q (4084.800000 sec): 3 clusters Score: Raw -28905530.265900 + Penalty 4049.465167 = -28901480.800733 nChanged 2 SP:Iteration 50Q (4085.940000 sec): 3 clusters Score: Raw -28905530.330327 + Penalty 4049.465167 = -28901480.865160 nChanged 1 SP:Iteration 51Q (4087.080000 sec): 3 clusters Score: Raw -28905530.350896 + Penalty 4049.465167 = -28901480.885729 nChanged 0 SP:Iteration 52F (4088.430000 sec): 3 clusters Score: Raw -28905530.350896 + Penalty 4049.465167 = -28901480.885729 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4088.660000 sec): 2 clusters Score: Raw -2263000.581534 + Penalty 1608.338791 = -2261392.242743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4088.950000 sec): 3 clusters Score: Raw -2251091.177038 + Penalty 3216.677581 = -2247874.499457 nChanged 9055 SP:Iteration 1F (4089.170000 sec): 3 clusters Score: Raw -2256317.039444 + Penalty 3216.677581 = -2253100.361863 nChanged 1246 SP:Iteration 2F (4089.470000 sec): 3 clusters Score: Raw -2256954.582653 + Penalty 3216.677581 = -2253737.905072 nChanged 1287 SP:Iteration 3F (4089.730000 sec): 3 clusters Score: Raw -2257693.398685 + Penalty 3216.677581 = -2254476.721104 nChanged 1284 SP:Iteration 4F (4089.990000 sec): 3 clusters Score: Raw -2258458.594299 + Penalty 3216.677581 = -2255241.916718 nChanged 1280 SP:Iteration 5F (4090.250000 sec): 3 clusters Score: Raw -2259302.812934 + Penalty 3216.677581 = -2256086.135353 nChanged 1234 SP:Iteration 6F (4090.520000 sec): 3 clusters Score: Raw -2260130.947441 + Penalty 3216.677581 = -2256914.269860 nChanged 1112 SP:Iteration 7F (4090.810000 sec): 3 clusters Score: Raw -2260835.369297 + Penalty 3216.677581 = -2257618.691716 nChanged 844 SP:Iteration 8Q (4091.050000 sec): 3 clusters Score: Raw -2261309.879276 + Penalty 3216.677581 = -2258093.201695 nChanged 658 SP:Iteration 9Q (4091.360000 sec): 3 clusters Score: Raw -2261648.796570 + Penalty 3216.677581 = -2258432.118989 nChanged 481 SP:Iteration 10Q (4091.640000 sec): 3 clusters Score: Raw -2261898.120344 + Penalty 3216.677581 = -2258681.442763 nChanged 382 SP:Iteration 11Q (4091.920000 sec): 3 clusters Score: Raw -2262096.961616 + Penalty 3216.677581 = -2258880.284035 nChanged 292 SP:Iteration 12Q (4092.210000 sec): 3 clusters Score: Raw -2262184.082952 + Penalty 3216.677581 = -2258967.405371 nChanged 201 SP:Iteration 13Q (4092.510000 sec): 3 clusters Score: Raw -2262237.837842 + Penalty 3216.677581 = -2259021.160261 nChanged 172 SP:Iteration 14Q (4092.790000 sec): 3 clusters Score: Raw -2262281.675185 + Penalty 3216.677581 = -2259064.997604 nChanged 152 SP:Iteration 15Q (4093.090000 sec): 3 clusters Score: Raw -2262315.056190 + Penalty 3216.677581 = -2259098.378609 nChanged 128 SP:Iteration 16Q (4093.360000 sec): 3 clusters Score: Raw -2262341.556781 + Penalty 3216.677581 = -2259124.879200 nChanged 134 SP:Iteration 17Q (4093.690000 sec): 3 clusters Score: Raw -2262371.380999 + Penalty 3216.677581 = -2259154.703417 nChanged 132 SP:Iteration 18Q (4094.110000 sec): 3 clusters Score: Raw -2262398.969830 + Penalty 3216.677581 = -2259182.292249 nChanged 122 SP:Iteration 19Q (4094.400000 sec): 3 clusters Score: Raw -2262424.716506 + Penalty 3216.677581 = -2259208.038925 nChanged 141 SP:Iteration 20F (4094.690000 sec): 3 clusters Score: Raw -2262453.327319 + Penalty 3216.677581 = -2259236.649737 nChanged 109 SP:Iteration 21Q (4094.950000 sec): 3 clusters Score: Raw -2262474.057411 + Penalty 3216.677581 = -2259257.379830 nChanged 105 SP:Iteration 22Q (4095.210000 sec): 3 clusters Score: Raw -2262495.389071 + Penalty 3216.677581 = -2259278.711490 nChanged 104 SP:Iteration 23Q (4095.560000 sec): 3 clusters Score: Raw -2262515.565858 + Penalty 3216.677581 = -2259298.888277 nChanged 112 SP:Iteration 24Q (4095.820000 sec): 3 clusters Score: Raw -2262539.440868 + Penalty 3216.677581 = -2259322.763287 nChanged 131 SP:Iteration 25Q (4096.130000 sec): 3 clusters Score: Raw -2262573.963230 + Penalty 3216.677581 = -2259357.285649 nChanged 136 SP:Iteration 26Q (4096.360000 sec): 3 clusters Score: Raw -2262613.514469 + Penalty 3216.677581 = -2259396.836888 nChanged 141 SP:Iteration 27Q (4096.590000 sec): 3 clusters Score: Raw -2262657.592243 + Penalty 3216.677581 = -2259440.914662 nChanged 161 SP:Iteration 28Q (4096.930000 sec): 3 clusters Score: Raw -2262712.816125 + Penalty 3216.677581 = -2259496.138544 nChanged 163 SP:Iteration 29Q (4097.250000 sec): 3 clusters Score: Raw -2262778.001451 + Penalty 3216.677581 = -2259561.323869 nChanged 180 SP:Iteration 30Q (4097.570000 sec): 3 clusters Score: Raw -2262854.944345 + Penalty 3216.677581 = -2259638.266764 nChanged 183 SP:Iteration 31Q (4097.900000 sec): 3 clusters Score: Raw -2262951.460482 + Penalty 3216.677581 = -2259734.782901 nChanged 190 SP:Iteration 32Q (4098.210000 sec): 3 clusters Score: Raw -2263096.086060 + Penalty 3216.677581 = -2259879.408479 nChanged 233 SP:Iteration 33Q (4098.510000 sec): 3 clusters Score: Raw -2263306.300988 + Penalty 3216.677581 = -2260089.623407 nChanged 243 SP:Iteration 34Q (4098.830000 sec): 3 clusters Score: Raw -2263610.914113 + Penalty 3216.677581 = -2260394.236532 nChanged 241 SP:Iteration 35Q (4099.090000 sec): 3 clusters Score: Raw -2263952.598725 + Penalty 3216.677581 = -2260735.921144 nChanged 228 SP:Iteration 36Q (4099.390000 sec): 3 clusters Score: Raw -2264227.752579 + Penalty 3216.677581 = -2261011.074998 nChanged 185 SP:Iteration 37Q (4099.640000 sec): 3 clusters Score: Raw -2264358.579847 + Penalty 3216.677581 = -2261141.902266 nChanged 140 SP:Iteration 38Q (4099.870000 sec): 3 clusters Score: Raw -2264407.449021 + Penalty 3216.677581 = -2261190.771440 nChanged 79 SP:Iteration 39Q (4100.150000 sec): 3 clusters Score: Raw -2264429.733716 + Penalty 3216.677581 = -2261213.056135 nChanged 60 SP:Iteration 40F (4100.430000 sec): 3 clusters Score: Raw -2264443.039112 + Penalty 3216.677581 = -2261226.361531 nChanged 54 SP:Iteration 41Q (4100.740000 sec): 3 clusters Score: Raw -2264452.390251 + Penalty 3216.677581 = -2261235.712670 nChanged 38 SP:Iteration 42Q (4101.020000 sec): 3 clusters Score: Raw -2264457.712593 + Penalty 3216.677581 = -2261241.035012 nChanged 27 SP:Iteration 43Q (4101.350000 sec): 3 clusters Score: Raw -2264460.967486 + Penalty 3216.677581 = -2261244.289905 nChanged 15 SP:Iteration 44Q (4101.640000 sec): 3 clusters Score: Raw -2264462.537330 + Penalty 3216.677581 = -2261245.859749 nChanged 8 SP:Iteration 45Q (4101.890000 sec): 3 clusters Score: Raw -2264463.273373 + Penalty 3216.677581 = -2261246.595792 nChanged 10 SP:Iteration 46Q (4102.160000 sec): 3 clusters Score: Raw -2264464.355270 + Penalty 3216.677581 = -2261247.677689 nChanged 11 SP:Iteration 47Q (4102.460000 sec): 3 clusters Score: Raw -2264465.246095 + Penalty 3216.677581 = -2261248.568514 nChanged 6 SP:Iteration 48Q (4102.700000 sec): 3 clusters Score: Raw -2264465.454596 + Penalty 3216.677581 = -2261248.777015 nChanged 2 SP:Iteration 49Q (4103.030000 sec): 3 clusters Score: Raw -2264465.519475 + Penalty 3216.677581 = -2261248.841893 nChanged 2 SP:Iteration 50Q (4103.240000 sec): 3 clusters Score: Raw -2264465.669572 + Penalty 3216.677581 = -2261248.991991 nChanged 1 SP:Iteration 51Q (4103.500000 sec): 3 clusters Score: Raw -2264465.769948 + Penalty 3216.677581 = -2261249.092367 nChanged 2 SP:Iteration 52Q (4103.820000 sec): 3 clusters Score: Raw -2264465.851332 + Penalty 3216.677581 = -2261249.173751 nChanged 2 SP:Iteration 53Q (4104.080000 sec): 3 clusters Score: Raw -2264466.058838 + Penalty 3216.677581 = -2261249.381257 nChanged 4 SP:Iteration 54Q (4104.390000 sec): 3 clusters Score: Raw -2264466.424106 + Penalty 3216.677581 = -2261249.746525 nChanged 1 SP:Iteration 55Q (4104.770000 sec): 3 clusters Score: Raw -2264466.544787 + Penalty 3216.677581 = -2261249.867206 nChanged 4 SP:Iteration 56Q (4105.040000 sec): 3 clusters Score: Raw -2264466.860097 + Penalty 3216.677581 = -2261250.182516 nChanged 2 SP:Iteration 57Q (4105.330000 sec): 3 clusters Score: Raw -2264466.962004 + Penalty 3216.677581 = -2261250.284423 nChanged 1 SP:Iteration 58Q (4105.560000 sec): 3 clusters Score: Raw -2264467.006478 + Penalty 3216.677581 = -2261250.328897 nChanged 1 SP:Iteration 59Q (4105.870000 sec): 3 clusters Score: Raw -2264467.052888 + Penalty 3216.677581 = -2261250.375307 nChanged 0 SP:Iteration 60F (4106.140000 sec): 3 clusters Score: Raw -2264467.052888 + Penalty 3216.677581 = -2261250.375307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4106.220000 sec): 2 clusters Score: Raw -332175.653888 + Penalty 1306.729598 = -330868.924290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4106.420000 sec): 3 clusters Score: Raw -330774.870232 + Penalty 2613.459196 = -328161.411037 nChanged 1196 SP:Iteration 1F (4106.600000 sec): 3 clusters Score: Raw -331704.796825 + Penalty 2613.459196 = -329091.337630 nChanged 321 SP:Iteration 2F (4106.790000 sec): 3 clusters Score: Raw -332162.597147 + Penalty 2613.459196 = -329549.137952 nChanged 284 SP:Iteration 3F (4106.960000 sec): 3 clusters Score: Raw -332687.677748 + Penalty 2613.459196 = -330074.218552 nChanged 287 SP:Iteration 4F (4107.130000 sec): 3 clusters Score: Raw -333402.278982 + Penalty 2613.459196 = -330788.819787 nChanged 221 SP:Iteration 5F (4107.370000 sec): 3 clusters Score: Raw -333868.911861 + Penalty 2613.459196 = -331255.452665 nChanged 165 SP:Iteration 6F (4107.560000 sec): 3 clusters Score: Raw -334102.771096 + Penalty 2613.459196 = -331489.311901 nChanged 109 SP:Iteration 7Q (4107.770000 sec): 3 clusters Score: Raw -334305.382846 + Penalty 2613.459196 = -331691.923651 nChanged 126 SP:Iteration 8Q (4107.920000 sec): 3 clusters Score: Raw -334744.161811 + Penalty 2613.459196 = -332130.702615 nChanged 123 SP:Iteration 9Q (4108.100000 sec): 3 clusters Score: Raw -335145.041544 + Penalty 2613.459196 = -332531.582348 nChanged 76 SP:Iteration 10Q (4108.260000 sec): 3 clusters Score: Raw -335358.559829 + Penalty 2613.459196 = -332745.100634 nChanged 51 SP:Iteration 11Q (4108.460000 sec): 3 clusters Score: Raw -335768.323690 + Penalty 2613.459196 = -333154.864495 nChanged 46 SP:Iteration 12Q (4108.590000 sec): 3 clusters Score: Raw -336312.825947 + Penalty 2613.459196 = -333699.366751 nChanged 19 SP:Iteration 13Q (4108.770000 sec): 3 clusters Score: Raw -336328.588587 + Penalty 2613.459196 = -333715.129391 nChanged 3 SP:Iteration 14Q (4108.950000 sec): 3 clusters Score: Raw -336331.192935 + Penalty 2613.459196 = -333717.733739 nChanged 1 SP:Iteration 15Q (4109.170000 sec): 3 clusters Score: Raw -336331.385024 + Penalty 2613.459196 = -333717.925828 nChanged 0 SP:Iteration 16F (4109.340000 sec): 3 clusters Score: Raw -336331.385024 + Penalty 2613.459196 = -333717.925828 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (3480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4109.470000 sec): 2 clusters Score: Raw -371777.934955 + Penalty 1325.152981 = -370452.781974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4109.660000 sec): 3 clusters Score: Raw -370084.124984 + Penalty 2650.305961 = -367433.819023 nChanged 1353 SP:Iteration 1F (4109.810000 sec): 3 clusters Score: Raw -370935.619234 + Penalty 2650.305961 = -368285.313273 nChanged 335 SP:Iteration 2F (4110.000000 sec): 3 clusters Score: Raw -371217.997536 + Penalty 2650.305961 = -368567.691575 nChanged 270 SP:Iteration 3F (4110.170000 sec): 3 clusters Score: Raw -371488.887151 + Penalty 2650.305961 = -368838.581190 nChanged 239 SP:Iteration 4F (4110.380000 sec): 3 clusters Score: Raw -371726.741465 + Penalty 2650.305961 = -369076.435503 nChanged 223 SP:Iteration 5F (4110.580000 sec): 3 clusters Score: Raw -371983.694200 + Penalty 2650.305961 = -369333.388239 nChanged 190 SP:Iteration 6F (4110.770000 sec): 3 clusters Score: Raw -372217.833727 + Penalty 2650.305961 = -369567.527765 nChanged 170 SP:Iteration 7Q (4110.960000 sec): 3 clusters Score: Raw -372395.232895 + Penalty 2650.305961 = -369744.926934 nChanged 109 SP:Iteration 8Q (4111.230000 sec): 3 clusters Score: Raw -372487.009041 + Penalty 2650.305961 = -369836.703080 nChanged 70 SP:Iteration 9Q (4111.490000 sec): 3 clusters Score: Raw -372552.620086 + Penalty 2650.305961 = -369902.314124 nChanged 61 SP:Iteration 10Q (4111.680000 sec): 3 clusters Score: Raw -372593.391385 + Penalty 2650.305961 = -369943.085424 nChanged 49 SP:Iteration 11Q (4111.840000 sec): 3 clusters Score: Raw -372624.980983 + Penalty 2650.305961 = -369974.675022 nChanged 38 SP:Iteration 12Q (4112.030000 sec): 3 clusters Score: Raw -372648.727871 + Penalty 2650.305961 = -369998.421910 nChanged 35 SP:Iteration 13Q (4112.290000 sec): 3 clusters Score: Raw -372669.830686 + Penalty 2650.305961 = -370019.524725 nChanged 25 SP:Iteration 14Q (4112.500000 sec): 3 clusters Score: Raw -372678.839529 + Penalty 2650.305961 = -370028.533568 nChanged 18 SP:Iteration 15Q (4112.650000 sec): 3 clusters Score: Raw -372684.044984 + Penalty 2650.305961 = -370033.739022 nChanged 11 SP:Iteration 16Q (4112.830000 sec): 3 clusters Score: Raw -372688.242382 + Penalty 2650.305961 = -370037.936421 nChanged 11 SP:Iteration 17Q (4112.990000 sec): 3 clusters Score: Raw -372693.764419 + Penalty 2650.305961 = -370043.458458 nChanged 15 SP:Iteration 18Q (4113.200000 sec): 3 clusters Score: Raw -372700.095102 + Penalty 2650.305961 = -370049.789141 nChanged 16 SP:Iteration 19Q (4113.390000 sec): 3 clusters Score: Raw -372706.912496 + Penalty 2650.305961 = -370056.606534 nChanged 21 SP:Iteration 20F (4113.570000 sec): 3 clusters Score: Raw -372717.392586 + Penalty 2650.305961 = -370067.086625 nChanged 20 SP:Iteration 21Q (4113.800000 sec): 3 clusters Score: Raw -372728.729439 + Penalty 2650.305961 = -370078.423478 nChanged 23 SP:Iteration 22Q (4114.050000 sec): 3 clusters Score: Raw -372750.292115 + Penalty 2650.305961 = -370099.986154 nChanged 34 SP:Iteration 23Q (4114.240000 sec): 3 clusters Score: Raw -372795.070038 + Penalty 2650.305961 = -370144.764077 nChanged 37 SP:Iteration 24Q (4114.450000 sec): 3 clusters Score: Raw -372840.433163 + Penalty 2650.305961 = -370190.127202 nChanged 36 SP:Iteration 25Q (4114.660000 sec): 3 clusters Score: Raw -372871.990879 + Penalty 2650.305961 = -370221.684918 nChanged 33 SP:Iteration 26Q (4114.860000 sec): 3 clusters Score: Raw -372894.596739 + Penalty 2650.305961 = -370244.290778 nChanged 25 SP:Iteration 27Q (4115.090000 sec): 3 clusters Score: Raw -372912.070431 + Penalty 2650.305961 = -370261.764470 nChanged 25 SP:Iteration 28Q (4115.240000 sec): 3 clusters Score: Raw -372928.157852 + Penalty 2650.305961 = -370277.851891 nChanged 20 SP:Iteration 29Q (4115.480000 sec): 3 clusters Score: Raw -372938.243062 + Penalty 2650.305961 = -370287.937101 nChanged 18 SP:Iteration 30Q (4115.730000 sec): 3 clusters Score: Raw -372945.349246 + Penalty 2650.305961 = -370295.043285 nChanged 13 SP:Iteration 31Q (4115.940000 sec): 3 clusters Score: Raw -372950.513650 + Penalty 2650.305961 = -370300.207689 nChanged 13 SP:Iteration 32Q (4116.140000 sec): 3 clusters Score: Raw -372956.240994 + Penalty 2650.305961 = -370305.935033 nChanged 11 SP:Iteration 33Q (4116.340000 sec): 3 clusters Score: Raw -372961.018065 + Penalty 2650.305961 = -370310.712104 nChanged 11 SP:Iteration 34Q (4116.470000 sec): 3 clusters Score: Raw -372966.941551 + Penalty 2650.305961 = -370316.635590 nChanged 11 SP:Iteration 35Q (4116.650000 sec): 3 clusters Score: Raw -372970.936608 + Penalty 2650.305961 = -370320.630647 nChanged 11 SP:Iteration 36Q (4116.820000 sec): 3 clusters Score: Raw -372974.373658 + Penalty 2650.305961 = -370324.067696 nChanged 5 SP:Iteration 37Q (4117.100000 sec): 3 clusters Score: Raw -372975.587688 + Penalty 2650.305961 = -370325.281727 nChanged 7 SP:Iteration 38Q (4117.290000 sec): 3 clusters Score: Raw -372977.243188 + Penalty 2650.305961 = -370326.937227 nChanged 4 SP:Iteration 39Q (4117.450000 sec): 3 clusters Score: Raw -372978.333492 + Penalty 2650.305961 = -370328.027531 nChanged 4 SP:Iteration 40F (4117.640000 sec): 3 clusters Score: Raw -372979.338579 + Penalty 2650.305961 = -370329.032618 nChanged 8 SP:Iteration 41Q (4117.840000 sec): 3 clusters Score: Raw -372982.743436 + Penalty 2650.305961 = -370332.437475 nChanged 10 SP:Iteration 42Q (4118.060000 sec): 3 clusters Score: Raw -372986.779043 + Penalty 2650.305961 = -370336.473082 nChanged 13 SP:Iteration 43Q (4118.210000 sec): 3 clusters Score: Raw -372989.823007 + Penalty 2650.305961 = -370339.517046 nChanged 2 SP:Iteration 44Q (4118.380000 sec): 3 clusters Score: Raw -372990.263092 + Penalty 2650.305961 = -370339.957131 nChanged 2 SP:Iteration 45Q (4118.540000 sec): 3 clusters Score: Raw -372990.987725 + Penalty 2650.305961 = -370340.681764 nChanged 6 SP:Iteration 46Q (4118.780000 sec): 3 clusters Score: Raw -372993.141016 + Penalty 2650.305961 = -370342.835055 nChanged 5 SP:Iteration 47Q (4118.980000 sec): 3 clusters Score: Raw -372994.854861 + Penalty 2650.305961 = -370344.548900 nChanged 9 SP:Iteration 48Q (4119.190000 sec): 3 clusters Score: Raw -372999.251696 + Penalty 2650.305961 = -370348.945735 nChanged 14 SP:Iteration 49Q (4119.440000 sec): 3 clusters Score: Raw -373005.497389 + Penalty 2650.305961 = -370355.191428 nChanged 13 SP:Iteration 50Q (4119.660000 sec): 3 clusters Score: Raw -373009.792264 + Penalty 2650.305961 = -370359.486302 nChanged 8 SP:Iteration 51Q (4119.850000 sec): 3 clusters Score: Raw -373012.355796 + Penalty 2650.305961 = -370362.049835 nChanged 8 SP:Iteration 52Q (4120.030000 sec): 3 clusters Score: Raw -373015.326028 + Penalty 2650.305961 = -370365.020067 nChanged 15 SP:Iteration 53Q (4120.250000 sec): 3 clusters Score: Raw -373020.520218 + Penalty 2650.305961 = -370370.214257 nChanged 10 SP:Iteration 54Q (4120.440000 sec): 3 clusters Score: Raw -373024.132336 + Penalty 2650.305961 = -370373.826374 nChanged 9 SP:Iteration 55Q (4120.600000 sec): 3 clusters Score: Raw -373027.628524 + Penalty 2650.305961 = -370377.322563 nChanged 16 SP:Iteration 56Q (4120.820000 sec): 3 clusters Score: Raw -373034.137464 + Penalty 2650.305961 = -370383.831502 nChanged 16 SP:Iteration 57Q (4120.980000 sec): 3 clusters Score: Raw -373043.802661 + Penalty 2650.305961 = -370393.496699 nChanged 22 SP:Iteration 58Q (4121.140000 sec): 3 clusters Score: Raw -373062.548384 + Penalty 2650.305961 = -370412.242423 nChanged 34 SP:Iteration 59Q (4121.380000 sec): 3 clusters Score: Raw -373100.580515 + Penalty 2650.305961 = -370450.274554 nChanged 44 SP:Iteration 60F (4121.610000 sec): 3 clusters Score: Raw -373142.537279 + Penalty 2650.305961 = -370492.231318 nChanged 36 SP:Iteration 61Q (4121.740000 sec): 3 clusters Score: Raw -373170.738965 + Penalty 2650.305961 = -370520.433004 nChanged 30 SP:Iteration 62Q (4121.940000 sec): 3 clusters Score: Raw -373193.362609 + Penalty 2650.305961 = -370543.056647 nChanged 23 SP:Iteration 63Q (4122.090000 sec): 3 clusters Score: Raw -373208.442463 + Penalty 2650.305961 = -370558.136501 nChanged 13 SP:Iteration 64Q (4122.260000 sec): 3 clusters Score: Raw -373216.128412 + Penalty 2650.305961 = -370565.822451 nChanged 10 SP:Iteration 65Q (4122.420000 sec): 3 clusters Score: Raw -373221.335446 + Penalty 2650.305961 = -370571.029485 nChanged 11 SP:Iteration 66Q (4122.580000 sec): 3 clusters Score: Raw -373227.295396 + Penalty 2650.305961 = -370576.989435 nChanged 8 SP:Iteration 67Q (4122.740000 sec): 3 clusters Score: Raw -373230.760070 + Penalty 2650.305961 = -370580.454109 nChanged 7 SP:Iteration 68Q (4122.940000 sec): 3 clusters Score: Raw -373234.770464 + Penalty 2650.305961 = -370584.464503 nChanged 9 SP:Iteration 69Q (4123.070000 sec): 3 clusters Score: Raw -373239.540844 + Penalty 2650.305961 = -370589.234883 nChanged 9 SP:Iteration 70Q (4123.260000 sec): 3 clusters Score: Raw -373244.717142 + Penalty 2650.305961 = -370594.411181 nChanged 9 SP:Iteration 71Q (4123.470000 sec): 3 clusters Score: Raw -373248.340261 + Penalty 2650.305961 = -370598.034300 nChanged 3 SP:Iteration 72Q (4123.700000 sec): 3 clusters Score: Raw -373249.519532 + Penalty 2650.305961 = -370599.213571 nChanged 1 SP:Iteration 73Q (4123.860000 sec): 3 clusters Score: Raw -373249.961460 + Penalty 2650.305961 = -370599.655499 nChanged 1 SP:Iteration 74Q (4124.100000 sec): 3 clusters Score: Raw -373250.151775 + Penalty 2650.305961 = -370599.845814 nChanged 3 SP:Iteration 75Q (4124.260000 sec): 3 clusters Score: Raw -373250.918545 + Penalty 2650.305961 = -370600.612584 nChanged 0 SP:Iteration 76F (4124.470000 sec): 3 clusters Score: Raw -373250.918545 + Penalty 2650.305961 = -370600.612584 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4124.640000 sec): 2 clusters Score: Raw -991285.521423 + Penalty 1472.322683 = -989813.198739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.830000 sec): 3 clusters Score: Raw -986529.318033 + Penalty 2944.645367 = -983584.672666 nChanged 3684 SP:Iteration 1F (4125.050000 sec): 3 clusters Score: Raw -988764.328292 + Penalty 2944.645367 = -985819.682925 nChanged 706 SP:Iteration 2F (4125.250000 sec): 3 clusters Score: Raw -989339.876863 + Penalty 2944.645367 = -986395.231497 nChanged 736 SP:Iteration 3F (4125.440000 sec): 3 clusters Score: Raw -989973.766426 + Penalty 2944.645367 = -987029.121060 nChanged 692 SP:Iteration 4F (4125.600000 sec): 3 clusters Score: Raw -990494.793520 + Penalty 2944.645367 = -987550.148153 nChanged 524 SP:Iteration 5F (4125.760000 sec): 3 clusters Score: Raw -990800.949725 + Penalty 2944.645367 = -987856.304358 nChanged 350 SP:Iteration 6Q (4125.930000 sec): 3 clusters Score: Raw -990980.813229 + Penalty 2944.645367 = -988036.167863 nChanged 277 SP:Iteration 7Q (4126.090000 sec): 3 clusters Score: Raw -991124.982128 + Penalty 2944.645367 = -988180.336761 nChanged 220 SP:Iteration 8Q (4126.300000 sec): 3 clusters Score: Raw -991214.395487 + Penalty 2944.645367 = -988269.750120 nChanged 139 SP:Iteration 9Q (4126.500000 sec): 3 clusters Score: Raw -991261.837019 + Penalty 2944.645367 = -988317.191652 nChanged 118 SP:Iteration 10Q (4126.700000 sec): 3 clusters Score: Raw -991303.518817 + Penalty 2944.645367 = -988358.873450 nChanged 112 SP:Iteration 11Q (4126.880000 sec): 3 clusters Score: Raw -991338.175960 + Penalty 2944.645367 = -988393.530593 nChanged 79 SP:Iteration 12Q (4127.100000 sec): 3 clusters Score: Raw -991360.828019 + Penalty 2944.645367 = -988416.182652 nChanged 59 SP:Iteration 13Q (4127.220000 sec): 3 clusters Score: Raw -991376.933381 + Penalty 2944.645367 = -988432.288014 nChanged 58 SP:Iteration 14Q (4127.370000 sec): 3 clusters Score: Raw -991393.732131 + Penalty 2944.645367 = -988449.086764 nChanged 49 SP:Iteration 15Q (4127.520000 sec): 3 clusters Score: Raw -991405.559302 + Penalty 2944.645367 = -988460.913935 nChanged 44 SP:Iteration 16Q (4127.700000 sec): 3 clusters Score: Raw -991417.201726 + Penalty 2944.645367 = -988472.556359 nChanged 44 SP:Iteration 17Q (4127.840000 sec): 3 clusters Score: Raw -991429.451864 + Penalty 2944.645367 = -988484.806497 nChanged 37 SP:Iteration 18Q (4127.990000 sec): 3 clusters Score: Raw -991438.650720 + Penalty 2944.645367 = -988494.005353 nChanged 50 SP:Iteration 19Q (4128.140000 sec): 3 clusters Score: Raw -991452.244499 + Penalty 2944.645367 = -988507.599133 nChanged 59 SP:Iteration 20F (4128.390000 sec): 3 clusters Score: Raw -991468.225294 + Penalty 2944.645367 = -988523.579927 nChanged 47 SP:Iteration 21Q (4128.620000 sec): 3 clusters Score: Raw -991483.500982 + Penalty 2944.645367 = -988538.855615 nChanged 47 SP:Iteration 22Q (4128.850000 sec): 3 clusters Score: Raw -991496.789285 + Penalty 2944.645367 = -988552.143918 nChanged 42 SP:Iteration 23Q (4129.040000 sec): 3 clusters Score: Raw -991508.963875 + Penalty 2944.645367 = -988564.318508 nChanged 35 SP:Iteration 24Q (4129.190000 sec): 3 clusters Score: Raw -991516.936489 + Penalty 2944.645367 = -988572.291122 nChanged 32 SP:Iteration 25Q (4129.350000 sec): 3 clusters Score: Raw -991524.316754 + Penalty 2944.645367 = -988579.671387 nChanged 29 SP:Iteration 26Q (4129.510000 sec): 3 clusters Score: Raw -991533.732689 + Penalty 2944.645367 = -988589.087323 nChanged 36 SP:Iteration 27Q (4129.710000 sec): 3 clusters Score: Raw -991546.267434 + Penalty 2944.645367 = -988601.622067 nChanged 32 SP:Iteration 28Q (4129.870000 sec): 3 clusters Score: Raw -991559.025322 + Penalty 2944.645367 = -988614.379956 nChanged 33 SP:Iteration 29Q (4130.060000 sec): 3 clusters Score: Raw -991568.273786 + Penalty 2944.645367 = -988623.628419 nChanged 29 SP:Iteration 30Q (4130.220000 sec): 3 clusters Score: Raw -991575.455320 + Penalty 2944.645367 = -988630.809953 nChanged 16 SP:Iteration 31Q (4130.440000 sec): 3 clusters Score: Raw -991579.732336 + Penalty 2944.645367 = -988635.086969 nChanged 16 SP:Iteration 32Q (4130.660000 sec): 3 clusters Score: Raw -991582.735054 + Penalty 2944.645367 = -988638.089688 nChanged 14 SP:Iteration 33Q (4130.840000 sec): 3 clusters Score: Raw -991585.650027 + Penalty 2944.645367 = -988641.004660 nChanged 14 SP:Iteration 34Q (4131.070000 sec): 3 clusters Score: Raw -991588.351303 + Penalty 2944.645367 = -988643.705937 nChanged 6 SP:Iteration 35Q (4131.290000 sec): 3 clusters Score: Raw -991589.306794 + Penalty 2944.645367 = -988644.661427 nChanged 4 SP:Iteration 36Q (4131.450000 sec): 3 clusters Score: Raw -991590.619277 + Penalty 2944.645367 = -988645.973911 nChanged 7 SP:Iteration 37Q (4131.630000 sec): 3 clusters Score: Raw -991591.889053 + Penalty 2944.645367 = -988647.243686 nChanged 5 SP:Iteration 38Q (4131.890000 sec): 3 clusters Score: Raw -991592.471392 + Penalty 2944.645367 = -988647.826026 nChanged 6 SP:Iteration 39Q (4132.120000 sec): 3 clusters Score: Raw -991593.568962 + Penalty 2944.645367 = -988648.923595 nChanged 6 SP:Iteration 40F (4132.310000 sec): 3 clusters Score: Raw -991595.083669 + Penalty 2944.645367 = -988650.438302 nChanged 7 SP:Iteration 41Q (4132.570000 sec): 3 clusters Score: Raw -991596.242555 + Penalty 2944.645367 = -988651.597188 nChanged 7 SP:Iteration 42Q (4132.750000 sec): 3 clusters Score: Raw -991597.138358 + Penalty 2944.645367 = -988652.492991 nChanged 8 SP:Iteration 43Q (4132.950000 sec): 3 clusters Score: Raw -991599.477739 + Penalty 2944.645367 = -988654.832372 nChanged 14 SP:Iteration 44Q (4133.110000 sec): 3 clusters Score: Raw -991603.709474 + Penalty 2944.645367 = -988659.064107 nChanged 14 SP:Iteration 45Q (4133.270000 sec): 3 clusters Score: Raw -991609.161411 + Penalty 2944.645367 = -988664.516044 nChanged 20 SP:Iteration 46Q (4133.430000 sec): 3 clusters Score: Raw -991614.834269 + Penalty 2944.645367 = -988670.188902 nChanged 15 SP:Iteration 47Q (4133.700000 sec): 3 clusters Score: Raw -991618.118150 + Penalty 2944.645367 = -988673.472783 nChanged 10 SP:Iteration 48Q (4133.900000 sec): 3 clusters Score: Raw -991620.342438 + Penalty 2944.645367 = -988675.697071 nChanged 14 SP:Iteration 49Q (4134.070000 sec): 3 clusters Score: Raw -991623.354549 + Penalty 2944.645367 = -988678.709182 nChanged 15 SP:Iteration 50Q (4134.220000 sec): 3 clusters Score: Raw -991627.334898 + Penalty 2944.645367 = -988682.689532 nChanged 11 SP:Iteration 51Q (4134.370000 sec): 3 clusters Score: Raw -991630.347681 + Penalty 2944.645367 = -988685.702314 nChanged 14 SP:Iteration 52Q (4134.520000 sec): 3 clusters Score: Raw -991633.942853 + Penalty 2944.645367 = -988689.297487 nChanged 10 SP:Iteration 53Q (4134.670000 sec): 3 clusters Score: Raw -991636.152072 + Penalty 2944.645367 = -988691.506705 nChanged 12 SP:Iteration 54Q (4134.860000 sec): 3 clusters Score: Raw -991639.105182 + Penalty 2944.645367 = -988694.459816 nChanged 15 SP:Iteration 55Q (4135.080000 sec): 3 clusters Score: Raw -991642.613368 + Penalty 2944.645367 = -988697.968001 nChanged 16 SP:Iteration 56Q (4135.230000 sec): 3 clusters Score: Raw -991645.886749 + Penalty 2944.645367 = -988701.241382 nChanged 10 SP:Iteration 57Q (4135.380000 sec): 3 clusters Score: Raw -991647.660167 + Penalty 2944.645367 = -988703.014800 nChanged 7 SP:Iteration 58Q (4135.630000 sec): 3 clusters Score: Raw -991649.385003 + Penalty 2944.645367 = -988704.739637 nChanged 7 SP:Iteration 59Q (4135.860000 sec): 3 clusters Score: Raw -991652.162424 + Penalty 2944.645367 = -988707.517057 nChanged 13 SP:Iteration 60F (4135.970000 sec): 3 clusters Score: Raw -991656.848708 + Penalty 2944.645367 = -988712.203341 nChanged 18 SP:Iteration 61Q (4136.140000 sec): 3 clusters Score: Raw -991662.518011 + Penalty 2944.645367 = -988717.872645 nChanged 16 SP:Iteration 62Q (4136.380000 sec): 3 clusters Score: Raw -991668.173426 + Penalty 2944.645367 = -988723.528059 nChanged 18 SP:Iteration 63Q (4136.560000 sec): 3 clusters Score: Raw -991673.443850 + Penalty 2944.645367 = -988728.798484 nChanged 11 SP:Iteration 64Q (4136.800000 sec): 3 clusters Score: Raw -991677.168503 + Penalty 2944.645367 = -988732.523137 nChanged 16 SP:Iteration 65Q (4136.980000 sec): 3 clusters Score: Raw -991683.763986 + Penalty 2944.645367 = -988739.118619 nChanged 19 SP:Iteration 66Q (4137.210000 sec): 3 clusters Score: Raw -991690.012624 + Penalty 2944.645367 = -988745.367258 nChanged 14 SP:Iteration 67Q (4137.410000 sec): 3 clusters Score: Raw -991693.994601 + Penalty 2944.645367 = -988749.349235 nChanged 11 SP:Iteration 68Q (4137.570000 sec): 3 clusters Score: Raw -991696.927313 + Penalty 2944.645367 = -988752.281946 nChanged 8 SP:Iteration 69Q (4137.780000 sec): 3 clusters Score: Raw -991699.815252 + Penalty 2944.645367 = -988755.169885 nChanged 3 SP:Iteration 70Q (4137.990000 sec): 3 clusters Score: Raw -991700.492476 + Penalty 2944.645367 = -988755.847109 nChanged 3 SP:Iteration 71Q (4138.190000 sec): 3 clusters Score: Raw -991701.228236 + Penalty 2944.645367 = -988756.582869 nChanged 3 SP:Iteration 72Q (4138.350000 sec): 3 clusters Score: Raw -991701.669091 + Penalty 2944.645367 = -988757.023724 nChanged 1 SP:Iteration 73Q (4138.590000 sec): 3 clusters Score: Raw -991701.877979 + Penalty 2944.645367 = -988757.232613 nChanged 1 SP:Iteration 74Q (4138.800000 sec): 3 clusters Score: Raw -991702.124220 + Penalty 2944.645367 = -988757.478853 nChanged 1 SP:Iteration 75Q (4138.990000 sec): 3 clusters Score: Raw -991702.609249 + Penalty 2944.645367 = -988757.963882 nChanged 3 SP:Iteration 76Q (4139.190000 sec): 3 clusters Score: Raw -991704.226960 + Penalty 2944.645367 = -988759.581594 nChanged 3 SP:Iteration 77Q (4139.400000 sec): 3 clusters Score: Raw -991705.413703 + Penalty 2944.645367 = -988760.768336 nChanged 8 SP:Iteration 78Q (4139.600000 sec): 3 clusters Score: Raw -991707.307430 + Penalty 2944.645367 = -988762.662063 nChanged 9 SP:Iteration 79Q (4139.790000 sec): 3 clusters Score: Raw -991711.483012 + Penalty 2944.645367 = -988766.837646 nChanged 12 SP:Iteration 80F (4140.010000 sec): 3 clusters Score: Raw -991715.631200 + Penalty 2944.645367 = -988770.985834 nChanged 6 SP:Iteration 81Q (4140.170000 sec): 3 clusters Score: Raw -991716.722302 + Penalty 2944.645367 = -988772.076935 nChanged 3 SP:Iteration 82Q (4140.370000 sec): 3 clusters Score: Raw -991717.631509 + Penalty 2944.645367 = -988772.986142 nChanged 2 SP:Iteration 83Q (4140.570000 sec): 3 clusters Score: Raw -991718.139404 + Penalty 2944.645367 = -988773.494037 nChanged 2 SP:Iteration 84Q (4140.790000 sec): 3 clusters Score: Raw -991718.570778 + Penalty 2944.645367 = -988773.925412 nChanged 3 SP:Iteration 85Q (4141.000000 sec): 3 clusters Score: Raw -991719.375299 + Penalty 2944.645367 = -988774.729933 nChanged 5 SP:Iteration 86Q (4141.210000 sec): 3 clusters Score: Raw -991720.716669 + Penalty 2944.645367 = -988776.071303 nChanged 4 SP:Iteration 87Q (4141.420000 sec): 3 clusters Score: Raw -991721.673756 + Penalty 2944.645367 = -988777.028389 nChanged 1 SP:Iteration 88Q (4141.640000 sec): 3 clusters Score: Raw -991721.922807 + Penalty 2944.645367 = -988777.277441 nChanged 1 SP:Iteration 89Q (4141.870000 sec): 3 clusters Score: Raw -991722.445197 + Penalty 2944.645367 = -988777.799830 nChanged 1 SP:Iteration 90Q (4142.040000 sec): 3 clusters Score: Raw -991722.853436 + Penalty 2944.645367 = -988778.208069 nChanged 1 SP:Iteration 91Q (4142.280000 sec): 3 clusters Score: Raw -991723.138367 + Penalty 2944.645367 = -988778.493001 nChanged 1 SP:Iteration 92Q (4142.500000 sec): 3 clusters Score: Raw -991723.605412 + Penalty 2944.645367 = -988778.960046 nChanged 0 SP:Iteration 93F (4142.720000 sec): 3 clusters Score: Raw -991723.605412 + Penalty 2944.645367 = -988778.960046 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (18063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4142.860000 sec): 2 clusters Score: Raw -2019459.707859 + Penalty 1592.763400 = -2017866.944458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4143.140000 sec): 3 clusters Score: Raw -2008677.043455 + Penalty 3185.526801 = -2005491.516654 nChanged 8088 SP:Iteration 1F (4143.380000 sec): 3 clusters Score: Raw -2013177.919973 + Penalty 3185.526801 = -2009992.393172 nChanged 853 SP:Iteration 2Q (4143.610000 sec): 3 clusters Score: Raw -2013474.443482 + Penalty 3185.526801 = -2010288.916681 nChanged 775 SP:Iteration 3Q (4143.890000 sec): 3 clusters Score: Raw -2013744.703714 + Penalty 3185.526801 = -2010559.176913 nChanged 695 SP:Iteration 4Q (4144.140000 sec): 3 clusters Score: Raw -2014010.733515 + Penalty 3185.526801 = -2010825.206714 nChanged 737 SP:Iteration 5Q (4144.340000 sec): 3 clusters Score: Raw -2014350.358071 + Penalty 3185.526801 = -2011164.831270 nChanged 797 SP:Iteration 6Q (4144.620000 sec): 3 clusters Score: Raw -2014764.202270 + Penalty 3185.526801 = -2011578.675469 nChanged 846 SP:Iteration 7Q (4144.890000 sec): 3 clusters Score: Raw -2015265.486665 + Penalty 3185.526801 = -2012079.959864 nChanged 925 SP:Iteration 8F (4145.120000 sec): 3 clusters Score: Raw -2015895.805039 + Penalty 3185.526801 = -2012710.278238 nChanged 976 SP:Iteration 9F (4145.360000 sec): 3 clusters Score: Raw -2016634.291988 + Penalty 3185.526801 = -2013448.765187 nChanged 911 SP:Iteration 10F (4145.610000 sec): 3 clusters Score: Raw -2017337.965436 + Penalty 3185.526801 = -2014152.438635 nChanged 747 SP:Iteration 11Q (4145.850000 sec): 3 clusters Score: Raw -2017814.999572 + Penalty 3185.526801 = -2014629.472771 nChanged 520 SP:Iteration 12Q (4146.100000 sec): 3 clusters Score: Raw -2018095.208959 + Penalty 3185.526801 = -2014909.682158 nChanged 356 SP:Iteration 13Q (4146.390000 sec): 3 clusters Score: Raw -2018287.888017 + Penalty 3185.526801 = -2015102.361216 nChanged 314 SP:Iteration 14Q (4146.650000 sec): 3 clusters Score: Raw -2018452.505851 + Penalty 3185.526801 = -2015266.979050 nChanged 282 SP:Iteration 15Q (4146.890000 sec): 3 clusters Score: Raw -2018581.684853 + Penalty 3185.526801 = -2015396.158052 nChanged 251 SP:Iteration 16Q (4147.160000 sec): 3 clusters Score: Raw -2018675.707516 + Penalty 3185.526801 = -2015490.180715 nChanged 191 SP:Iteration 17Q (4147.400000 sec): 3 clusters Score: Raw -2018735.517243 + Penalty 3185.526801 = -2015549.990442 nChanged 171 SP:Iteration 18Q (4147.640000 sec): 3 clusters Score: Raw -2018782.613477 + Penalty 3185.526801 = -2015597.086676 nChanged 149 SP:Iteration 19Q (4147.910000 sec): 3 clusters Score: Raw -2018822.848810 + Penalty 3185.526801 = -2015637.322009 nChanged 139 SP:Iteration 20F (4148.140000 sec): 3 clusters Score: Raw -2018862.843292 + Penalty 3185.526801 = -2015677.316491 nChanged 132 SP:Iteration 21Q (4148.340000 sec): 3 clusters Score: Raw -2018896.405580 + Penalty 3185.526801 = -2015710.878779 nChanged 114 SP:Iteration 22Q (4148.550000 sec): 3 clusters Score: Raw -2018924.220050 + Penalty 3185.526801 = -2015738.693249 nChanged 111 SP:Iteration 23Q (4148.780000 sec): 3 clusters Score: Raw -2018948.520583 + Penalty 3185.526801 = -2015762.993782 nChanged 103 SP:Iteration 24Q (4149.040000 sec): 3 clusters Score: Raw -2018971.230156 + Penalty 3185.526801 = -2015785.703355 nChanged 126 SP:Iteration 25Q (4149.290000 sec): 3 clusters Score: Raw -2019000.173825 + Penalty 3185.526801 = -2015814.647024 nChanged 99 SP:Iteration 26Q (4149.530000 sec): 3 clusters Score: Raw -2019019.549940 + Penalty 3185.526801 = -2015834.023139 nChanged 102 SP:Iteration 27Q (4149.740000 sec): 3 clusters Score: Raw -2019041.234313 + Penalty 3185.526801 = -2015855.707512 nChanged 88 SP:Iteration 28Q (4150.010000 sec): 3 clusters Score: Raw -2019058.416901 + Penalty 3185.526801 = -2015872.890100 nChanged 79 SP:Iteration 29Q (4150.260000 sec): 3 clusters Score: Raw -2019074.691400 + Penalty 3185.526801 = -2015889.164599 nChanged 95 SP:Iteration 30Q (4150.460000 sec): 3 clusters Score: Raw -2019095.022421 + Penalty 3185.526801 = -2015909.495620 nChanged 91 SP:Iteration 31Q (4150.750000 sec): 3 clusters Score: Raw -2019111.091720 + Penalty 3185.526801 = -2015925.564919 nChanged 77 SP:Iteration 32Q (4151.010000 sec): 3 clusters Score: Raw -2019124.223327 + Penalty 3185.526801 = -2015938.696526 nChanged 80 SP:Iteration 33Q (4151.280000 sec): 3 clusters Score: Raw -2019139.446536 + Penalty 3185.526801 = -2015953.919735 nChanged 91 SP:Iteration 34Q (4151.570000 sec): 3 clusters Score: Raw -2019156.011247 + Penalty 3185.526801 = -2015970.484446 nChanged 89 SP:Iteration 35Q (4151.830000 sec): 3 clusters Score: Raw -2019172.417968 + Penalty 3185.526801 = -2015986.891167 nChanged 86 SP:Iteration 36Q (4152.080000 sec): 3 clusters Score: Raw -2019189.141547 + Penalty 3185.526801 = -2016003.614746 nChanged 74 SP:Iteration 37Q (4152.310000 sec): 3 clusters Score: Raw -2019203.356533 + Penalty 3185.526801 = -2016017.829732 nChanged 80 SP:Iteration 38Q (4152.570000 sec): 3 clusters Score: Raw -2019220.603537 + Penalty 3185.526801 = -2016035.076736 nChanged 71 SP:Iteration 39Q (4152.840000 sec): 3 clusters Score: Raw -2019235.814431 + Penalty 3185.526801 = -2016050.287630 nChanged 57 SP:Iteration 40F (4153.110000 sec): 3 clusters Score: Raw -2019244.032436 + Penalty 3185.526801 = -2016058.505635 nChanged 50 SP:Iteration 41Q (4153.330000 sec): 3 clusters Score: Raw -2019252.631789 + Penalty 3185.526801 = -2016067.104988 nChanged 64 SP:Iteration 42Q (4153.560000 sec): 3 clusters Score: Raw -2019265.820242 + Penalty 3185.526801 = -2016080.293441 nChanged 63 SP:Iteration 43Q (4153.790000 sec): 3 clusters Score: Raw -2019280.727548 + Penalty 3185.526801 = -2016095.200747 nChanged 70 SP:Iteration 44Q (4154.030000 sec): 3 clusters Score: Raw -2019296.193254 + Penalty 3185.526801 = -2016110.666453 nChanged 56 SP:Iteration 45Q (4154.270000 sec): 3 clusters Score: Raw -2019305.233876 + Penalty 3185.526801 = -2016119.707075 nChanged 41 SP:Iteration 46Q (4154.520000 sec): 3 clusters Score: Raw -2019311.091639 + Penalty 3185.526801 = -2016125.564838 nChanged 35 SP:Iteration 47Q (4154.770000 sec): 3 clusters Score: Raw -2019317.162703 + Penalty 3185.526801 = -2016131.635902 nChanged 35 SP:Iteration 48Q (4155.080000 sec): 3 clusters Score: Raw -2019321.915810 + Penalty 3185.526801 = -2016136.389009 nChanged 22 SP:Iteration 49Q (4155.320000 sec): 3 clusters Score: Raw -2019324.648628 + Penalty 3185.526801 = -2016139.121827 nChanged 19 SP:Iteration 50Q (4155.590000 sec): 3 clusters Score: Raw -2019328.250736 + Penalty 3185.526801 = -2016142.723935 nChanged 23 SP:Iteration 51Q (4155.810000 sec): 3 clusters Score: Raw -2019331.444024 + Penalty 3185.526801 = -2016145.917223 nChanged 25 SP:Iteration 52Q (4156.060000 sec): 3 clusters Score: Raw -2019334.972092 + Penalty 3185.526801 = -2016149.445291 nChanged 16 SP:Iteration 53Q (4156.300000 sec): 3 clusters Score: Raw -2019336.995626 + Penalty 3185.526801 = -2016151.468825 nChanged 19 SP:Iteration 54Q (4156.540000 sec): 3 clusters Score: Raw -2019339.798064 + Penalty 3185.526801 = -2016154.271263 nChanged 13 SP:Iteration 55Q (4156.770000 sec): 3 clusters Score: Raw -2019341.377917 + Penalty 3185.526801 = -2016155.851116 nChanged 14 SP:Iteration 56Q (4157.050000 sec): 3 clusters Score: Raw -2019343.327249 + Penalty 3185.526801 = -2016157.800448 nChanged 16 SP:Iteration 57Q (4157.300000 sec): 3 clusters Score: Raw -2019345.788390 + Penalty 3185.526801 = -2016160.261589 nChanged 16 SP:Iteration 58Q (4157.540000 sec): 3 clusters Score: Raw -2019347.912618 + Penalty 3185.526801 = -2016162.385817 nChanged 19 SP:Iteration 59Q (4157.840000 sec): 3 clusters Score: Raw -2019350.381448 + Penalty 3185.526801 = -2016164.854647 nChanged 12 SP:Iteration 60F (4158.090000 sec): 3 clusters Score: Raw -2019351.617531 + Penalty 3185.526801 = -2016166.090730 nChanged 13 SP:Iteration 61Q (4158.390000 sec): 3 clusters Score: Raw -2019353.676785 + Penalty 3185.526801 = -2016168.149984 nChanged 18 SP:Iteration 62Q (4158.650000 sec): 3 clusters Score: Raw -2019355.976310 + Penalty 3185.526801 = -2016170.449509 nChanged 16 SP:Iteration 63Q (4158.890000 sec): 3 clusters Score: Raw -2019358.111345 + Penalty 3185.526801 = -2016172.584544 nChanged 18 SP:Iteration 64Q (4159.100000 sec): 3 clusters Score: Raw -2019360.735314 + Penalty 3185.526801 = -2016175.208513 nChanged 16 SP:Iteration 65Q (4159.350000 sec): 3 clusters Score: Raw -2019362.948157 + Penalty 3185.526801 = -2016177.421356 nChanged 15 SP:Iteration 66Q (4159.620000 sec): 3 clusters Score: Raw -2019364.687493 + Penalty 3185.526801 = -2016179.160692 nChanged 15 SP:Iteration 67Q (4159.900000 sec): 3 clusters Score: Raw -2019366.873288 + Penalty 3185.526801 = -2016181.346487 nChanged 18 SP:Iteration 68Q (4160.090000 sec): 3 clusters Score: Raw -2019369.362347 + Penalty 3185.526801 = -2016183.835546 nChanged 24 SP:Iteration 69Q (4160.380000 sec): 3 clusters Score: Raw -2019373.266359 + Penalty 3185.526801 = -2016187.739558 nChanged 25 SP:Iteration 70Q (4160.580000 sec): 3 clusters Score: Raw -2019377.163349 + Penalty 3185.526801 = -2016191.636548 nChanged 19 SP:Iteration 71Q (4160.830000 sec): 3 clusters Score: Raw -2019379.935709 + Penalty 3185.526801 = -2016194.408908 nChanged 19 SP:Iteration 72Q (4161.060000 sec): 3 clusters Score: Raw -2019382.081149 + Penalty 3185.526801 = -2016196.554348 nChanged 16 SP:Iteration 73Q (4161.300000 sec): 3 clusters Score: Raw -2019384.019081 + Penalty 3185.526801 = -2016198.492280 nChanged 14 SP:Iteration 74Q (4161.540000 sec): 3 clusters Score: Raw -2019385.688845 + Penalty 3185.526801 = -2016200.162044 nChanged 14 SP:Iteration 75Q (4161.750000 sec): 3 clusters Score: Raw -2019387.763543 + Penalty 3185.526801 = -2016202.236742 nChanged 19 SP:Iteration 76Q (4162.000000 sec): 3 clusters Score: Raw -2019390.456263 + Penalty 3185.526801 = -2016204.929462 nChanged 22 SP:Iteration 77Q (4162.210000 sec): 3 clusters Score: Raw -2019393.741135 + Penalty 3185.526801 = -2016208.214334 nChanged 19 SP:Iteration 78Q (4162.490000 sec): 3 clusters Score: Raw -2019396.490217 + Penalty 3185.526801 = -2016210.963416 nChanged 23 SP:Iteration 79Q (4162.750000 sec): 3 clusters Score: Raw -2019400.065664 + Penalty 3185.526801 = -2016214.538863 nChanged 20 SP:Iteration 80F (4163.000000 sec): 3 clusters Score: Raw -2019402.676165 + Penalty 3185.526801 = -2016217.149364 nChanged 16 SP:Iteration 81Q (4163.210000 sec): 3 clusters Score: Raw -2019404.459519 + Penalty 3185.526801 = -2016218.932718 nChanged 12 SP:Iteration 82Q (4163.450000 sec): 3 clusters Score: Raw -2019405.444249 + Penalty 3185.526801 = -2016219.917448 nChanged 7 SP:Iteration 83Q (4163.720000 sec): 3 clusters Score: Raw -2019406.428310 + Penalty 3185.526801 = -2016220.901509 nChanged 8 SP:Iteration 84Q (4163.930000 sec): 3 clusters Score: Raw -2019407.655483 + Penalty 3185.526801 = -2016222.128682 nChanged 16 SP:Iteration 85Q (4164.170000 sec): 3 clusters Score: Raw -2019409.911572 + Penalty 3185.526801 = -2016224.384771 nChanged 12 SP:Iteration 86Q (4164.360000 sec): 3 clusters Score: Raw -2019411.470666 + Penalty 3185.526801 = -2016225.943865 nChanged 15 SP:Iteration 87Q (4164.630000 sec): 3 clusters Score: Raw -2019413.800529 + Penalty 3185.526801 = -2016228.273728 nChanged 21 SP:Iteration 88Q (4164.860000 sec): 3 clusters Score: Raw -2019416.609442 + Penalty 3185.526801 = -2016231.082641 nChanged 21 SP:Iteration 89Q (4165.100000 sec): 3 clusters Score: Raw -2019419.472628 + Penalty 3185.526801 = -2016233.945827 nChanged 18 SP:Iteration 90Q (4165.360000 sec): 3 clusters Score: Raw -2019422.006448 + Penalty 3185.526801 = -2016236.479647 nChanged 8 SP:Iteration 91Q (4165.590000 sec): 3 clusters Score: Raw -2019423.002542 + Penalty 3185.526801 = -2016237.475741 nChanged 7 SP:Iteration 92Q (4165.800000 sec): 3 clusters Score: Raw -2019423.709852 + Penalty 3185.526801 = -2016238.183051 nChanged 5 SP:Iteration 93Q (4166.020000 sec): 3 clusters Score: Raw -2019424.034524 + Penalty 3185.526801 = -2016238.507723 nChanged 3 SP:Iteration 94Q (4166.270000 sec): 3 clusters Score: Raw -2019424.217347 + Penalty 3185.526801 = -2016238.690546 nChanged 4 SP:Iteration 95Q (4166.490000 sec): 3 clusters Score: Raw -2019424.501988 + Penalty 3185.526801 = -2016238.975187 nChanged 2 SP:Iteration 96Q (4166.750000 sec): 3 clusters Score: Raw -2019424.631294 + Penalty 3185.526801 = -2016239.104493 nChanged 4 SP:Iteration 97Q (4166.930000 sec): 3 clusters Score: Raw -2019425.230566 + Penalty 3185.526801 = -2016239.703765 nChanged 4 SP:Iteration 98Q (4167.160000 sec): 3 clusters Score: Raw -2019425.766390 + Penalty 3185.526801 = -2016240.239589 nChanged 5 SP:Iteration 99Q (4167.430000 sec): 3 clusters Score: Raw -2019426.396305 + Penalty 3185.526801 = -2016240.869504 nChanged 5 SP:Iteration 100F (4167.710000 sec): 3 clusters Score: Raw -2019427.091921 + Penalty 3185.526801 = -2016241.565120 nChanged 5 SP:Iteration 101Q (4167.930000 sec): 3 clusters Score: Raw -2019427.623660 + Penalty 3185.526801 = -2016242.096859 nChanged 7 SP:Iteration 102Q (4168.130000 sec): 3 clusters Score: Raw -2019428.526060 + Penalty 3185.526801 = -2016242.999259 nChanged 9 SP:Iteration 103Q (4168.380000 sec): 3 clusters Score: Raw -2019429.697788 + Penalty 3185.526801 = -2016244.170987 nChanged 10 SP:Iteration 104Q (4168.620000 sec): 3 clusters Score: Raw -2019431.106867 + Penalty 3185.526801 = -2016245.580066 nChanged 16 SP:Iteration 105Q (4168.860000 sec): 3 clusters Score: Raw -2019433.339601 + Penalty 3185.526801 = -2016247.812800 nChanged 16 SP:Iteration 106Q (4169.050000 sec): 3 clusters Score: Raw -2019434.947806 + Penalty 3185.526801 = -2016249.421005 nChanged 10 SP:Iteration 107Q (4169.300000 sec): 3 clusters Score: Raw -2019436.337639 + Penalty 3185.526801 = -2016250.810838 nChanged 7 SP:Iteration 108Q (4169.500000 sec): 3 clusters Score: Raw -2019437.443494 + Penalty 3185.526801 = -2016251.916693 nChanged 5 SP:Iteration 109Q (4169.780000 sec): 3 clusters Score: Raw -2019438.035893 + Penalty 3185.526801 = -2016252.509092 nChanged 5 SP:Iteration 110Q (4170.000000 sec): 3 clusters Score: Raw -2019438.783461 + Penalty 3185.526801 = -2016253.256660 nChanged 8 SP:Iteration 111Q (4170.220000 sec): 3 clusters Score: Raw -2019439.528055 + Penalty 3185.526801 = -2016254.001254 nChanged 5 SP:Iteration 112Q (4170.480000 sec): 3 clusters Score: Raw -2019440.059741 + Penalty 3185.526801 = -2016254.532940 nChanged 5 SP:Iteration 113Q (4170.710000 sec): 3 clusters Score: Raw -2019440.609769 + Penalty 3185.526801 = -2016255.082968 nChanged 6 SP:Iteration 114Q (4170.980000 sec): 3 clusters Score: Raw -2019441.163454 + Penalty 3185.526801 = -2016255.636653 nChanged 3 SP:Iteration 115Q (4171.240000 sec): 3 clusters Score: Raw -2019441.505311 + Penalty 3185.526801 = -2016255.978510 nChanged 5 SP:Iteration 116Q (4171.560000 sec): 3 clusters Score: Raw -2019442.059730 + Penalty 3185.526801 = -2016256.532929 nChanged 4 SP:Iteration 117Q (4171.760000 sec): 3 clusters Score: Raw -2019442.485190 + Penalty 3185.526801 = -2016256.958389 nChanged 4 SP:Iteration 118Q (4172.030000 sec): 3 clusters Score: Raw -2019442.920079 + Penalty 3185.526801 = -2016257.393278 nChanged 3 SP:Iteration 119Q (4172.220000 sec): 3 clusters Score: Raw -2019443.360031 + Penalty 3185.526801 = -2016257.833230 nChanged 2 SP:Iteration 120F (4172.520000 sec): 3 clusters Score: Raw -2019443.508599 + Penalty 3185.526801 = -2016257.981798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4172.580000 sec): 2 clusters Score: Raw -213905.412861 + Penalty 1222.741199 = -212682.671662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4172.800000 sec): 3 clusters Score: Raw -213132.221465 + Penalty 2445.482399 = -210686.739066 nChanged 628 SP:Iteration 1F (4172.950000 sec): 3 clusters Score: Raw -213513.722690 + Penalty 2445.482399 = -211068.240291 nChanged 114 SP:Iteration 2F (4173.110000 sec): 3 clusters Score: Raw -213598.664963 + Penalty 2445.482399 = -211153.182564 nChanged 85 SP:Iteration 3Q (4173.290000 sec): 3 clusters Score: Raw -213656.002143 + Penalty 2445.482399 = -211210.519744 nChanged 58 SP:Iteration 4Q (4173.440000 sec): 3 clusters Score: Raw -213695.839981 + Penalty 2445.482399 = -211250.357582 nChanged 53 SP:Iteration 5Q (4173.660000 sec): 3 clusters Score: Raw -213727.666812 + Penalty 2445.482399 = -211282.184414 nChanged 38 SP:Iteration 6Q (4173.790000 sec): 3 clusters Score: Raw -213750.401848 + Penalty 2445.482399 = -211304.919449 nChanged 25 SP:Iteration 7Q (4174.010000 sec): 3 clusters Score: Raw -213763.262043 + Penalty 2445.482399 = -211317.779644 nChanged 12 SP:Iteration 8Q (4174.190000 sec): 3 clusters Score: Raw -213768.768113 + Penalty 2445.482399 = -211323.285715 nChanged 7 SP:Iteration 9Q (4174.390000 sec): 3 clusters Score: Raw -213773.322246 + Penalty 2445.482399 = -211327.839847 nChanged 5 SP:Iteration 10Q (4174.580000 sec): 3 clusters Score: Raw -213776.869093 + Penalty 2445.482399 = -211331.386694 nChanged 10 SP:Iteration 11Q (4174.730000 sec): 3 clusters Score: Raw -213781.618119 + Penalty 2445.482399 = -211336.135720 nChanged 10 SP:Iteration 12Q (4174.910000 sec): 3 clusters Score: Raw -213785.164031 + Penalty 2445.482399 = -211339.681632 nChanged 2 SP:Iteration 13Q (4175.070000 sec): 3 clusters Score: Raw -213786.102615 + Penalty 2445.482399 = -211340.620216 nChanged 2 SP:Iteration 14Q (4175.260000 sec): 3 clusters Score: Raw -213786.411477 + Penalty 2445.482399 = -211340.929079 nChanged 1 SP:Iteration 15Q (4175.450000 sec): 3 clusters Score: Raw -213786.665309 + Penalty 2445.482399 = -211341.182910 nChanged 1 SP:Iteration 16Q (4175.620000 sec): 3 clusters Score: Raw -213786.824565 + Penalty 2445.482399 = -211341.342167 nChanged 0 SP:Iteration 17F (4175.800000 sec): 3 clusters Score: Raw -213786.824565 + Penalty 2445.482399 = -211341.342167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (13340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4175.930000 sec): 2 clusters Score: Raw -1512905.373946 + Penalty 1543.509877 = -1511361.864069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4176.160000 sec): 3 clusters Score: Raw -1505214.386879 + Penalty 3087.019754 = -1502127.367125 nChanged 5969 SP:Iteration 1F (4176.390000 sec): 3 clusters Score: Raw -1508991.514967 + Penalty 3087.019754 = -1505904.495214 nChanged 1188 SP:Iteration 2F (4176.630000 sec): 3 clusters Score: Raw -1510524.649116 + Penalty 3087.019754 = -1507437.629363 nChanged 1267 SP:Iteration 3F (4176.860000 sec): 3 clusters Score: Raw -1512061.636585 + Penalty 3087.019754 = -1508974.616831 nChanged 1127 SP:Iteration 4F (4177.070000 sec): 3 clusters Score: Raw -1512946.834333 + Penalty 3087.019754 = -1509859.814579 nChanged 795 SP:Iteration 5F (4177.300000 sec): 3 clusters Score: Raw -1513425.047164 + Penalty 3087.019754 = -1510338.027411 nChanged 568 SP:Iteration 6Q (4177.540000 sec): 3 clusters Score: Raw -1513701.954856 + Penalty 3087.019754 = -1510614.935102 nChanged 380 SP:Iteration 7Q (4177.760000 sec): 3 clusters Score: Raw -1513861.096600 + Penalty 3087.019754 = -1510774.076846 nChanged 316 SP:Iteration 8Q (4177.990000 sec): 3 clusters Score: Raw -1513978.744758 + Penalty 3087.019754 = -1510891.725005 nChanged 260 SP:Iteration 9Q (4178.200000 sec): 3 clusters Score: Raw -1514072.005279 + Penalty 3087.019754 = -1510984.985526 nChanged 244 SP:Iteration 10Q (4178.420000 sec): 3 clusters Score: Raw -1514158.940440 + Penalty 3087.019754 = -1511071.920686 nChanged 230 SP:Iteration 11Q (4178.670000 sec): 3 clusters Score: Raw -1514228.884325 + Penalty 3087.019754 = -1511141.864571 nChanged 175 SP:Iteration 12Q (4178.930000 sec): 3 clusters Score: Raw -1514282.070795 + Penalty 3087.019754 = -1511195.051041 nChanged 159 SP:Iteration 13Q (4179.140000 sec): 3 clusters Score: Raw -1514323.160172 + Penalty 3087.019754 = -1511236.140419 nChanged 130 SP:Iteration 14Q (4179.380000 sec): 3 clusters Score: Raw -1514359.308752 + Penalty 3087.019754 = -1511272.288998 nChanged 130 SP:Iteration 15Q (4179.600000 sec): 3 clusters Score: Raw -1514393.715970 + Penalty 3087.019754 = -1511306.696216 nChanged 125 SP:Iteration 16Q (4179.840000 sec): 3 clusters Score: Raw -1514430.892264 + Penalty 3087.019754 = -1511343.872510 nChanged 137 SP:Iteration 17Q (4180.050000 sec): 3 clusters Score: Raw -1514465.707193 + Penalty 3087.019754 = -1511378.687439 nChanged 121 SP:Iteration 18Q (4180.280000 sec): 3 clusters Score: Raw -1514492.785089 + Penalty 3087.019754 = -1511405.765336 nChanged 114 SP:Iteration 19Q (4180.480000 sec): 3 clusters Score: Raw -1514513.806076 + Penalty 3087.019754 = -1511426.786322 nChanged 91 SP:Iteration 20F (4180.660000 sec): 3 clusters Score: Raw -1514528.555349 + Penalty 3087.019754 = -1511441.535595 nChanged 81 SP:Iteration 21Q (4180.900000 sec): 3 clusters Score: Raw -1514542.505832 + Penalty 3087.019754 = -1511455.486078 nChanged 84 SP:Iteration 22Q (4181.100000 sec): 3 clusters Score: Raw -1514557.793749 + Penalty 3087.019754 = -1511470.773995 nChanged 88 SP:Iteration 23Q (4181.310000 sec): 3 clusters Score: Raw -1514572.726066 + Penalty 3087.019754 = -1511485.706312 nChanged 86 SP:Iteration 24Q (4181.480000 sec): 3 clusters Score: Raw -1514585.487958 + Penalty 3087.019754 = -1511498.468204 nChanged 73 SP:Iteration 25Q (4181.700000 sec): 3 clusters Score: Raw -1514595.489037 + Penalty 3087.019754 = -1511508.469284 nChanged 60 SP:Iteration 26Q (4181.910000 sec): 3 clusters Score: Raw -1514603.501410 + Penalty 3087.019754 = -1511516.481656 nChanged 55 SP:Iteration 27Q (4182.130000 sec): 3 clusters Score: Raw -1514611.384741 + Penalty 3087.019754 = -1511524.364987 nChanged 59 SP:Iteration 28Q (4182.370000 sec): 3 clusters Score: Raw -1514619.337827 + Penalty 3087.019754 = -1511532.318073 nChanged 63 SP:Iteration 29Q (4182.580000 sec): 3 clusters Score: Raw -1514628.289692 + Penalty 3087.019754 = -1511541.269938 nChanged 59 SP:Iteration 30Q (4182.840000 sec): 3 clusters Score: Raw -1514635.804941 + Penalty 3087.019754 = -1511548.785188 nChanged 58 SP:Iteration 31Q (4183.050000 sec): 3 clusters Score: Raw -1514643.547564 + Penalty 3087.019754 = -1511556.527810 nChanged 53 SP:Iteration 32Q (4183.290000 sec): 3 clusters Score: Raw -1514649.938742 + Penalty 3087.019754 = -1511562.918988 nChanged 54 SP:Iteration 33Q (4183.520000 sec): 3 clusters Score: Raw -1514657.524416 + Penalty 3087.019754 = -1511570.504662 nChanged 52 SP:Iteration 34Q (4183.760000 sec): 3 clusters Score: Raw -1514665.638202 + Penalty 3087.019754 = -1511578.618449 nChanged 59 SP:Iteration 35Q (4184.010000 sec): 3 clusters Score: Raw -1514674.029179 + Penalty 3087.019754 = -1511587.009426 nChanged 60 SP:Iteration 36Q (4184.220000 sec): 3 clusters Score: Raw -1514682.149087 + Penalty 3087.019754 = -1511595.129333 nChanged 60 SP:Iteration 37Q (4184.440000 sec): 3 clusters Score: Raw -1514690.503270 + Penalty 3087.019754 = -1511603.483516 nChanged 56 SP:Iteration 38Q (4184.660000 sec): 3 clusters Score: Raw -1514698.780179 + Penalty 3087.019754 = -1511611.760425 nChanged 66 SP:Iteration 39Q (4184.890000 sec): 3 clusters Score: Raw -1514711.221044 + Penalty 3087.019754 = -1511624.201290 nChanged 86 SP:Iteration 40F (4185.090000 sec): 3 clusters Score: Raw -1514727.299971 + Penalty 3087.019754 = -1511640.280218 nChanged 85 SP:Iteration 41Q (4185.280000 sec): 3 clusters Score: Raw -1514741.594795 + Penalty 3087.019754 = -1511654.575042 nChanged 82 SP:Iteration 42Q (4185.440000 sec): 3 clusters Score: Raw -1514756.810779 + Penalty 3087.019754 = -1511669.791026 nChanged 90 SP:Iteration 43Q (4185.680000 sec): 3 clusters Score: Raw -1514774.119686 + Penalty 3087.019754 = -1511687.099933 nChanged 100 SP:Iteration 44Q (4185.930000 sec): 3 clusters Score: Raw -1514796.018454 + Penalty 3087.019754 = -1511708.998700 nChanged 109 SP:Iteration 45Q (4186.120000 sec): 3 clusters Score: Raw -1514819.729752 + Penalty 3087.019754 = -1511732.709999 nChanged 90 SP:Iteration 46Q (4186.320000 sec): 3 clusters Score: Raw -1514838.950053 + Penalty 3087.019754 = -1511751.930299 nChanged 106 SP:Iteration 47Q (4186.550000 sec): 3 clusters Score: Raw -1514861.422475 + Penalty 3087.019754 = -1511774.402721 nChanged 107 SP:Iteration 48Q (4186.760000 sec): 3 clusters Score: Raw -1514885.618274 + Penalty 3087.019754 = -1511798.598520 nChanged 105 SP:Iteration 49Q (4186.970000 sec): 3 clusters Score: Raw -1514907.999958 + Penalty 3087.019754 = -1511820.980204 nChanged 107 SP:Iteration 50Q (4187.190000 sec): 3 clusters Score: Raw -1514933.533364 + Penalty 3087.019754 = -1511846.513610 nChanged 115 SP:Iteration 51Q (4187.420000 sec): 3 clusters Score: Raw -1514964.375535 + Penalty 3087.019754 = -1511877.355781 nChanged 132 SP:Iteration 52Q (4187.630000 sec): 3 clusters Score: Raw -1515007.795157 + Penalty 3087.019754 = -1511920.775403 nChanged 155 SP:Iteration 53Q (4187.810000 sec): 3 clusters Score: Raw -1515062.966902 + Penalty 3087.019754 = -1511975.947149 nChanged 152 SP:Iteration 54Q (4188.030000 sec): 3 clusters Score: Raw -1515114.063205 + Penalty 3087.019754 = -1512027.043451 nChanged 155 SP:Iteration 55Q (4188.290000 sec): 3 clusters Score: Raw -1515173.584558 + Penalty 3087.019754 = -1512086.564805 nChanged 150 SP:Iteration 56Q (4188.540000 sec): 3 clusters Score: Raw -1515232.105555 + Penalty 3087.019754 = -1512145.085802 nChanged 159 SP:Iteration 57Q (4188.740000 sec): 3 clusters Score: Raw -1515303.787430 + Penalty 3087.019754 = -1512216.767676 nChanged 173 SP:Iteration 58Q (4188.960000 sec): 3 clusters Score: Raw -1515389.285913 + Penalty 3087.019754 = -1512302.266159 nChanged 172 SP:Iteration 59Q (4189.130000 sec): 3 clusters Score: Raw -1515470.001456 + Penalty 3087.019754 = -1512382.981702 nChanged 138 SP:Iteration 60F (4189.340000 sec): 3 clusters Score: Raw -1515526.338022 + Penalty 3087.019754 = -1512439.318268 nChanged 130 SP:Iteration 61Q (4189.570000 sec): 3 clusters Score: Raw -1515572.923428 + Penalty 3087.019754 = -1512485.903674 nChanged 103 SP:Iteration 62Q (4189.770000 sec): 3 clusters Score: Raw -1515606.204404 + Penalty 3087.019754 = -1512519.184650 nChanged 86 SP:Iteration 63Q (4190.020000 sec): 3 clusters Score: Raw -1515626.229509 + Penalty 3087.019754 = -1512539.209755 nChanged 64 SP:Iteration 64Q (4190.240000 sec): 3 clusters Score: Raw -1515638.858624 + Penalty 3087.019754 = -1512551.838871 nChanged 43 SP:Iteration 65Q (4190.440000 sec): 3 clusters Score: Raw -1515647.306215 + Penalty 3087.019754 = -1512560.286462 nChanged 33 SP:Iteration 66Q (4190.710000 sec): 3 clusters Score: Raw -1515654.170540 + Penalty 3087.019754 = -1512567.150787 nChanged 35 SP:Iteration 67Q (4190.980000 sec): 3 clusters Score: Raw -1515660.633245 + Penalty 3087.019754 = -1512573.613491 nChanged 27 SP:Iteration 68Q (4191.170000 sec): 3 clusters Score: Raw -1515664.484462 + Penalty 3087.019754 = -1512577.464708 nChanged 23 SP:Iteration 69Q (4191.430000 sec): 3 clusters Score: Raw -1515667.368639 + Penalty 3087.019754 = -1512580.348885 nChanged 15 SP:Iteration 70Q (4191.660000 sec): 3 clusters Score: Raw -1515669.024588 + Penalty 3087.019754 = -1512582.004835 nChanged 8 SP:Iteration 71Q (4191.860000 sec): 3 clusters Score: Raw -1515669.581627 + Penalty 3087.019754 = -1512582.561873 nChanged 5 SP:Iteration 72Q (4192.100000 sec): 3 clusters Score: Raw -1515670.391422 + Penalty 3087.019754 = -1512583.371668 nChanged 5 SP:Iteration 73Q (4192.320000 sec): 3 clusters Score: Raw -1515671.028531 + Penalty 3087.019754 = -1512584.008777 nChanged 3 SP:Iteration 74Q (4192.540000 sec): 3 clusters Score: Raw -1515671.232916 + Penalty 3087.019754 = -1512584.213162 nChanged 2 SP:Iteration 75Q (4192.780000 sec): 3 clusters Score: Raw -1515671.411738 + Penalty 3087.019754 = -1512584.391984 nChanged 2 SP:Iteration 76Q (4192.960000 sec): 3 clusters Score: Raw -1515671.577992 + Penalty 3087.019754 = -1512584.558238 nChanged 1 SP:Iteration 77Q (4193.180000 sec): 3 clusters Score: Raw -1515671.671348 + Penalty 3087.019754 = -1512584.651594 nChanged 0 SP:Iteration 78F (4193.420000 sec): 3 clusters Score: Raw -1515671.671348 + Penalty 3087.019754 = -1512584.651594 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 2.79 GB. Trying to split cluster 13 (9722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4193.560000 sec): 2 clusters Score: Raw -1108815.985107 + Penalty 1492.098829 = -1107323.886278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4193.750000 sec): 3 clusters Score: Raw -1103320.617316 + Penalty 2984.197657 = -1100336.419659 nChanged 4167 SP:Iteration 1F (4193.930000 sec): 3 clusters Score: Raw -1105479.208635 + Penalty 2984.197657 = -1102495.010978 nChanged 609 SP:Iteration 2F (4194.150000 sec): 3 clusters Score: Raw -1105807.636864 + Penalty 2984.197657 = -1102823.439207 nChanged 553 SP:Iteration 3F (4194.340000 sec): 3 clusters Score: Raw -1106126.742070 + Penalty 2984.197657 = -1103142.544413 nChanged 507 SP:Iteration 4F (4194.550000 sec): 3 clusters Score: Raw -1106374.315930 + Penalty 2984.197657 = -1103390.118273 nChanged 452 SP:Iteration 5Q (4194.800000 sec): 3 clusters Score: Raw -1106561.233898 + Penalty 2984.197657 = -1103577.036240 nChanged 399 SP:Iteration 6Q (4194.980000 sec): 3 clusters Score: Raw -1106742.767330 + Penalty 2984.197657 = -1103758.569673 nChanged 354 SP:Iteration 7Q (4195.210000 sec): 3 clusters Score: Raw -1106889.704525 + Penalty 2984.197657 = -1103905.506868 nChanged 277 SP:Iteration 8Q (4195.460000 sec): 3 clusters Score: Raw -1107002.864693 + Penalty 2984.197657 = -1104018.667036 nChanged 284 SP:Iteration 9Q (4195.670000 sec): 3 clusters Score: Raw -1107109.347765 + Penalty 2984.197657 = -1104125.150108 nChanged 280 SP:Iteration 10Q (4195.840000 sec): 3 clusters Score: Raw -1107214.811612 + Penalty 2984.197657 = -1104230.613955 nChanged 270 SP:Iteration 11Q (4196.080000 sec): 3 clusters Score: Raw -1107329.524713 + Penalty 2984.197657 = -1104345.327056 nChanged 264 SP:Iteration 12Q (4196.310000 sec): 3 clusters Score: Raw -1107450.335138 + Penalty 2984.197657 = -1104466.137481 nChanged 280 SP:Iteration 13Q (4196.530000 sec): 3 clusters Score: Raw -1107591.743614 + Penalty 2984.197657 = -1104607.545956 nChanged 303 SP:Iteration 14Q (4196.690000 sec): 3 clusters Score: Raw -1107753.068719 + Penalty 2984.197657 = -1104768.871061 nChanged 280 SP:Iteration 15Q (4196.900000 sec): 3 clusters Score: Raw -1107901.891120 + Penalty 2984.197657 = -1104917.693463 nChanged 256 SP:Iteration 16Q (4197.110000 sec): 3 clusters Score: Raw -1108017.646842 + Penalty 2984.197657 = -1105033.449185 nChanged 193 SP:Iteration 17Q (4197.360000 sec): 3 clusters Score: Raw -1108087.355258 + Penalty 2984.197657 = -1105103.157600 nChanged 147 SP:Iteration 18Q (4197.560000 sec): 3 clusters Score: Raw -1108136.874280 + Penalty 2984.197657 = -1105152.676622 nChanged 138 SP:Iteration 19Q (4197.780000 sec): 3 clusters Score: Raw -1108182.820933 + Penalty 2984.197657 = -1105198.623276 nChanged 120 SP:Iteration 20F (4198.010000 sec): 3 clusters Score: Raw -1108215.197478 + Penalty 2984.197657 = -1105230.999820 nChanged 99 SP:Iteration 21Q (4198.230000 sec): 3 clusters Score: Raw -1108246.755080 + Penalty 2984.197657 = -1105262.557423 nChanged 103 SP:Iteration 22Q (4198.410000 sec): 3 clusters Score: Raw -1108281.948470 + Penalty 2984.197657 = -1105297.750813 nChanged 109 SP:Iteration 23Q (4198.630000 sec): 3 clusters Score: Raw -1108319.729674 + Penalty 2984.197657 = -1105335.532017 nChanged 102 SP:Iteration 24Q (4198.870000 sec): 3 clusters Score: Raw -1108352.408440 + Penalty 2984.197657 = -1105368.210783 nChanged 91 SP:Iteration 25Q (4199.100000 sec): 3 clusters Score: Raw -1108376.391219 + Penalty 2984.197657 = -1105392.193562 nChanged 93 SP:Iteration 26Q (4199.330000 sec): 3 clusters Score: Raw -1108403.580439 + Penalty 2984.197657 = -1105419.382782 nChanged 93 SP:Iteration 27Q (4199.510000 sec): 3 clusters Score: Raw -1108431.645775 + Penalty 2984.197657 = -1105447.448118 nChanged 89 SP:Iteration 28Q (4199.730000 sec): 3 clusters Score: Raw -1108462.412059 + Penalty 2984.197657 = -1105478.214402 nChanged 107 SP:Iteration 29Q (4199.920000 sec): 3 clusters Score: Raw -1108497.697298 + Penalty 2984.197657 = -1105513.499641 nChanged 104 SP:Iteration 30Q (4200.200000 sec): 3 clusters Score: Raw -1108529.043220 + Penalty 2984.197657 = -1105544.845563 nChanged 87 SP:Iteration 31Q (4200.380000 sec): 3 clusters Score: Raw -1108554.585308 + Penalty 2984.197657 = -1105570.387651 nChanged 76 SP:Iteration 32Q (4200.590000 sec): 3 clusters Score: Raw -1108577.797600 + Penalty 2984.197657 = -1105593.599943 nChanged 86 SP:Iteration 33Q (4200.810000 sec): 3 clusters Score: Raw -1108606.429302 + Penalty 2984.197657 = -1105622.231644 nChanged 86 SP:Iteration 34Q (4201.010000 sec): 3 clusters Score: Raw -1108631.715754 + Penalty 2984.197657 = -1105647.518097 nChanged 81 SP:Iteration 35Q (4201.250000 sec): 3 clusters Score: Raw -1108659.671163 + Penalty 2984.197657 = -1105675.473506 nChanged 77 SP:Iteration 36Q (4201.410000 sec): 3 clusters Score: Raw -1108683.127812 + Penalty 2984.197657 = -1105698.930155 nChanged 75 SP:Iteration 37Q (4201.620000 sec): 3 clusters Score: Raw -1108705.278224 + Penalty 2984.197657 = -1105721.080567 nChanged 73 SP:Iteration 38Q (4201.830000 sec): 3 clusters Score: Raw -1108728.601676 + Penalty 2984.197657 = -1105744.404019 nChanged 75 SP:Iteration 39Q (4202.010000 sec): 3 clusters Score: Raw -1108752.830015 + Penalty 2984.197657 = -1105768.632358 nChanged 75 SP:Iteration 40F (4202.250000 sec): 3 clusters Score: Raw -1108778.878518 + Penalty 2984.197657 = -1105794.680861 nChanged 73 SP:Iteration 41Q (4202.430000 sec): 3 clusters Score: Raw -1108802.069256 + Penalty 2984.197657 = -1105817.871599 nChanged 60 SP:Iteration 42Q (4202.640000 sec): 3 clusters Score: Raw -1108821.107545 + Penalty 2984.197657 = -1105836.909888 nChanged 69 SP:Iteration 43Q (4202.810000 sec): 3 clusters Score: Raw -1108845.147149 + Penalty 2984.197657 = -1105860.949491 nChanged 66 SP:Iteration 44Q (4203.020000 sec): 3 clusters Score: Raw -1108870.696350 + Penalty 2984.197657 = -1105886.498693 nChanged 67 SP:Iteration 45Q (4203.250000 sec): 3 clusters Score: Raw -1108897.058063 + Penalty 2984.197657 = -1105912.860406 nChanged 62 SP:Iteration 46Q (4203.450000 sec): 3 clusters Score: Raw -1108921.130180 + Penalty 2984.197657 = -1105936.932523 nChanged 61 SP:Iteration 47Q (4203.630000 sec): 3 clusters Score: Raw -1108942.595041 + Penalty 2984.197657 = -1105958.397384 nChanged 64 SP:Iteration 48Q (4203.810000 sec): 3 clusters Score: Raw -1108966.737783 + Penalty 2984.197657 = -1105982.540125 nChanged 71 SP:Iteration 49Q (4204.020000 sec): 3 clusters Score: Raw -1108997.683824 + Penalty 2984.197657 = -1106013.486167 nChanged 87 SP:Iteration 50Q (4204.240000 sec): 3 clusters Score: Raw -1109041.561228 + Penalty 2984.197657 = -1106057.363571 nChanged 82 SP:Iteration 51Q (4204.450000 sec): 3 clusters Score: Raw -1109085.359358 + Penalty 2984.197657 = -1106101.161701 nChanged 73 SP:Iteration 52Q (4204.650000 sec): 3 clusters Score: Raw -1109127.254919 + Penalty 2984.197657 = -1106143.057262 nChanged 78 SP:Iteration 53Q (4204.860000 sec): 3 clusters Score: Raw -1109177.885785 + Penalty 2984.197657 = -1106193.688128 nChanged 74 SP:Iteration 54Q (4205.060000 sec): 3 clusters Score: Raw -1109223.290402 + Penalty 2984.197657 = -1106239.092745 nChanged 69 SP:Iteration 55Q (4205.240000 sec): 3 clusters Score: Raw -1109265.753470 + Penalty 2984.197657 = -1106281.555813 nChanged 63 SP:Iteration 56Q (4205.450000 sec): 3 clusters Score: Raw -1109306.264276 + Penalty 2984.197657 = -1106322.066619 nChanged 60 SP:Iteration 57Q (4205.640000 sec): 3 clusters Score: Raw -1109343.174863 + Penalty 2984.197657 = -1106358.977206 nChanged 54 SP:Iteration 58Q (4205.820000 sec): 3 clusters Score: Raw -1109379.685017 + Penalty 2984.197657 = -1106395.487360 nChanged 47 SP:Iteration 59Q (4206.020000 sec): 3 clusters Score: Raw -1109410.476383 + Penalty 2984.197657 = -1106426.278726 nChanged 43 SP:Iteration 60F (4206.240000 sec): 3 clusters Score: Raw -1109438.988678 + Penalty 2984.197657 = -1106454.791021 nChanged 34 SP:Iteration 61Q (4206.390000 sec): 3 clusters Score: Raw -1109460.339864 + Penalty 2984.197657 = -1106476.142207 nChanged 28 SP:Iteration 62Q (4206.640000 sec): 3 clusters Score: Raw -1109477.003082 + Penalty 2984.197657 = -1106492.805425 nChanged 23 SP:Iteration 63Q (4206.820000 sec): 3 clusters Score: Raw -1109492.930988 + Penalty 2984.197657 = -1106508.733330 nChanged 17 SP:Iteration 64Q (4207.020000 sec): 3 clusters Score: Raw -1109505.032079 + Penalty 2984.197657 = -1106520.834422 nChanged 14 SP:Iteration 65Q (4207.230000 sec): 3 clusters Score: Raw -1109512.597673 + Penalty 2984.197657 = -1106528.400016 nChanged 9 SP:Iteration 66Q (4207.420000 sec): 3 clusters Score: Raw -1109517.683276 + Penalty 2984.197657 = -1106533.485619 nChanged 7 SP:Iteration 67Q (4207.620000 sec): 3 clusters Score: Raw -1109520.759017 + Penalty 2984.197657 = -1106536.561359 nChanged 6 SP:Iteration 68Q (4207.820000 sec): 3 clusters Score: Raw -1109525.845830 + Penalty 2984.197657 = -1106541.648172 nChanged 9 SP:Iteration 69Q (4208.020000 sec): 3 clusters Score: Raw -1109533.806105 + Penalty 2984.197657 = -1106549.608448 nChanged 7 SP:Iteration 70Q (4208.240000 sec): 3 clusters Score: Raw -1109537.063396 + Penalty 2984.197657 = -1106552.865739 nChanged 3 SP:Iteration 71Q (4208.420000 sec): 3 clusters Score: Raw -1109538.760809 + Penalty 2984.197657 = -1106554.563151 nChanged 3 SP:Iteration 72Q (4208.660000 sec): 3 clusters Score: Raw -1109540.622663 + Penalty 2984.197657 = -1106556.425006 nChanged 3 SP:Iteration 73Q (4208.850000 sec): 3 clusters Score: Raw -1109543.619178 + Penalty 2984.197657 = -1106559.421521 nChanged 6 SP:Iteration 74Q (4209.080000 sec): 3 clusters Score: Raw -1109548.305130 + Penalty 2984.197657 = -1106564.107472 nChanged 6 SP:Iteration 75Q (4209.290000 sec): 3 clusters Score: Raw -1109553.984276 + Penalty 2984.197657 = -1106569.786619 nChanged 4 SP:Iteration 76Q (4209.460000 sec): 3 clusters Score: Raw -1109559.033897 + Penalty 2984.197657 = -1106574.836240 nChanged 4 SP:Iteration 77Q (4209.730000 sec): 3 clusters Score: Raw -1109563.014195 + Penalty 2984.197657 = -1106578.816538 nChanged 7 SP:Iteration 78Q (4209.930000 sec): 3 clusters Score: Raw -1109567.722224 + Penalty 2984.197657 = -1106583.524566 nChanged 8 SP:Iteration 79Q (4210.100000 sec): 3 clusters Score: Raw -1109572.439636 + Penalty 2984.197657 = -1106588.241979 nChanged 4 SP:Iteration 80F (4210.300000 sec): 3 clusters Score: Raw -1109576.791976 + Penalty 2984.197657 = -1106592.594319 nChanged 5 SP:Iteration 81Q (4210.550000 sec): 3 clusters Score: Raw -1109580.412420 + Penalty 2984.197657 = -1106596.214763 nChanged 3 SP:Iteration 82Q (4210.730000 sec): 3 clusters Score: Raw -1109582.271038 + Penalty 2984.197657 = -1106598.073380 nChanged 4 SP:Iteration 83Q (4210.930000 sec): 3 clusters Score: Raw -1109584.791660 + Penalty 2984.197657 = -1106600.594003 nChanged 2 SP:Iteration 84Q (4211.150000 sec): 3 clusters Score: Raw -1109586.604410 + Penalty 2984.197657 = -1106602.406753 nChanged 0 SP:Iteration 85F (4211.340000 sec): 3 clusters Score: Raw -1109586.604410 + Penalty 2984.197657 = -1106602.406753 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4211.430000 sec): 2 clusters Score: Raw -136533.626955 + Penalty 1189.262677 = -135344.364279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4211.590000 sec): 3 clusters Score: Raw -136369.046323 + Penalty 2378.525353 = -133990.520970 nChanged 605 SP:Iteration 1F (4211.790000 sec): 3 clusters Score: Raw -138378.565959 + Penalty 2378.525353 = -136000.040606 nChanged 229 SP:Iteration 2F (4211.930000 sec): 3 clusters Score: Raw -139630.798834 + Penalty 2378.525353 = -137252.273480 nChanged 113 SP:Iteration 3F (4212.120000 sec): 3 clusters Score: Raw -140293.847307 + Penalty 2378.525353 = -137915.321953 nChanged 90 SP:Iteration 4F (4212.310000 sec): 3 clusters Score: Raw -140938.880164 + Penalty 2378.525353 = -138560.354811 nChanged 73 SP:Iteration 5Q (4212.500000 sec): 3 clusters Score: Raw -141175.360036 + Penalty 2378.525353 = -138796.834683 nChanged 49 SP:Iteration 6Q (4212.690000 sec): 3 clusters Score: Raw -141354.270948 + Penalty 2378.525353 = -138975.745595 nChanged 25 SP:Iteration 7Q (4212.870000 sec): 3 clusters Score: Raw -141444.299757 + Penalty 2378.525353 = -139065.774404 nChanged 16 SP:Iteration 8Q (4213.060000 sec): 3 clusters Score: Raw -141519.051765 + Penalty 2378.525353 = -139140.526411 nChanged 9 SP:Iteration 9Q (4213.230000 sec): 3 clusters Score: Raw -141563.876281 + Penalty 2378.525353 = -139185.350928 nChanged 4 SP:Iteration 10Q (4213.380000 sec): 3 clusters Score: Raw -141574.236500 + Penalty 2378.525353 = -139195.711147 nChanged 1 SP:Iteration 11Q (4213.530000 sec): 3 clusters Score: Raw -141575.479009 + Penalty 2378.525353 = -139196.953656 nChanged 0 SP:Iteration 12F (4213.690000 sec): 3 clusters Score: Raw -141575.479009 + Penalty 2378.525353 = -139196.953656 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 2.79 GB. Trying to split cluster 17 (13007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4213.840000 sec): 2 clusters Score: Raw -1490281.636510 + Penalty 1539.401980 = -1488742.234530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4214.080000 sec): 3 clusters Score: Raw -1482742.216888 + Penalty 3078.803960 = -1479663.412928 nChanged 5720 SP:Iteration 1F (4214.310000 sec): 3 clusters Score: Raw -1485765.193516 + Penalty 3078.803960 = -1482686.389556 nChanged 686 SP:Iteration 2F (4214.540000 sec): 3 clusters Score: Raw -1486043.650522 + Penalty 3078.803960 = -1482964.846562 nChanged 653 SP:Iteration 3F (4214.740000 sec): 3 clusters Score: Raw -1486308.279819 + Penalty 3078.803960 = -1483229.475859 nChanged 616 SP:Iteration 4Q (4214.970000 sec): 3 clusters Score: Raw -1486610.134889 + Penalty 3078.803960 = -1483531.330929 nChanged 675 SP:Iteration 5F (4215.170000 sec): 3 clusters Score: Raw -1487006.785896 + Penalty 3078.803960 = -1483927.981936 nChanged 787 SP:Iteration 6F (4215.410000 sec): 3 clusters Score: Raw -1487539.758629 + Penalty 3078.803960 = -1484460.954669 nChanged 846 SP:Iteration 7F (4215.670000 sec): 3 clusters Score: Raw -1488234.210076 + Penalty 3078.803960 = -1485155.406116 nChanged 871 SP:Iteration 8F (4215.890000 sec): 3 clusters Score: Raw -1489011.966438 + Penalty 3078.803960 = -1485933.162478 nChanged 750 SP:Iteration 9F (4216.100000 sec): 3 clusters Score: Raw -1489676.280269 + Penalty 3078.803960 = -1486597.476309 nChanged 521 SP:Iteration 10Q (4216.360000 sec): 3 clusters Score: Raw -1490058.280775 + Penalty 3078.803960 = -1486979.476816 nChanged 330 SP:Iteration 11Q (4216.590000 sec): 3 clusters Score: Raw -1490236.466760 + Penalty 3078.803960 = -1487157.662800 nChanged 210 SP:Iteration 12Q (4216.830000 sec): 3 clusters Score: Raw -1490332.425184 + Penalty 3078.803960 = -1487253.621224 nChanged 158 SP:Iteration 13Q (4217.020000 sec): 3 clusters Score: Raw -1490393.275626 + Penalty 3078.803960 = -1487314.471666 nChanged 105 SP:Iteration 14Q (4217.260000 sec): 3 clusters Score: Raw -1490429.382224 + Penalty 3078.803960 = -1487350.578264 nChanged 77 SP:Iteration 15Q (4217.440000 sec): 3 clusters Score: Raw -1490454.563536 + Penalty 3078.803960 = -1487375.759576 nChanged 64 SP:Iteration 16Q (4217.650000 sec): 3 clusters Score: Raw -1490476.514443 + Penalty 3078.803960 = -1487397.710483 nChanged 43 SP:Iteration 17Q (4217.920000 sec): 3 clusters Score: Raw -1490489.087163 + Penalty 3078.803960 = -1487410.283203 nChanged 34 SP:Iteration 18Q (4218.130000 sec): 3 clusters Score: Raw -1490499.350573 + Penalty 3078.803960 = -1487420.546613 nChanged 31 SP:Iteration 19Q (4218.330000 sec): 3 clusters Score: Raw -1490507.208536 + Penalty 3078.803960 = -1487428.404577 nChanged 27 SP:Iteration 20F (4218.590000 sec): 3 clusters Score: Raw -1490513.254346 + Penalty 3078.803960 = -1487434.450387 nChanged 20 SP:Iteration 21Q (4218.790000 sec): 3 clusters Score: Raw -1490517.908175 + Penalty 3078.803960 = -1487439.104215 nChanged 15 SP:Iteration 22Q (4219.060000 sec): 3 clusters Score: Raw -1490521.718247 + Penalty 3078.803960 = -1487442.914287 nChanged 22 SP:Iteration 23Q (4219.260000 sec): 3 clusters Score: Raw -1490527.964549 + Penalty 3078.803960 = -1487449.160590 nChanged 24 SP:Iteration 24Q (4219.470000 sec): 3 clusters Score: Raw -1490534.527158 + Penalty 3078.803960 = -1487455.723199 nChanged 21 SP:Iteration 25Q (4219.670000 sec): 3 clusters Score: Raw -1490540.264422 + Penalty 3078.803960 = -1487461.460462 nChanged 11 SP:Iteration 26Q (4219.910000 sec): 3 clusters Score: Raw -1490543.035455 + Penalty 3078.803960 = -1487464.231495 nChanged 12 SP:Iteration 27Q (4220.150000 sec): 3 clusters Score: Raw -1490546.169193 + Penalty 3078.803960 = -1487467.365233 nChanged 11 SP:Iteration 28Q (4220.360000 sec): 3 clusters Score: Raw -1490548.746366 + Penalty 3078.803960 = -1487469.942406 nChanged 6 SP:Iteration 29Q (4220.560000 sec): 3 clusters Score: Raw -1490550.224890 + Penalty 3078.803960 = -1487471.420930 nChanged 10 SP:Iteration 30Q (4220.810000 sec): 3 clusters Score: Raw -1490552.960653 + Penalty 3078.803960 = -1487474.156693 nChanged 13 SP:Iteration 31Q (4221.010000 sec): 3 clusters Score: Raw -1490555.507421 + Penalty 3078.803960 = -1487476.703462 nChanged 6 SP:Iteration 32Q (4221.250000 sec): 3 clusters Score: Raw -1490556.411011 + Penalty 3078.803960 = -1487477.607051 nChanged 5 SP:Iteration 33Q (4221.480000 sec): 3 clusters Score: Raw -1490557.403453 + Penalty 3078.803960 = -1487478.599493 nChanged 6 SP:Iteration 34Q (4221.660000 sec): 3 clusters Score: Raw -1490558.880567 + Penalty 3078.803960 = -1487480.076608 nChanged 4 SP:Iteration 35Q (4221.900000 sec): 3 clusters Score: Raw -1490559.525752 + Penalty 3078.803960 = -1487480.721792 nChanged 3 SP:Iteration 36Q (4222.130000 sec): 3 clusters Score: Raw -1490559.979618 + Penalty 3078.803960 = -1487481.175658 nChanged 2 SP:Iteration 37Q (4222.310000 sec): 3 clusters Score: Raw -1490560.372126 + Penalty 3078.803960 = -1487481.568166 nChanged 4 SP:Iteration 38Q (4222.570000 sec): 3 clusters Score: Raw -1490561.653321 + Penalty 3078.803960 = -1487482.849361 nChanged 2 SP:Iteration 39Q (4222.790000 sec): 3 clusters Score: Raw -1490562.176887 + Penalty 3078.803960 = -1487483.372927 nChanged 3 SP:Iteration 40F (4223.060000 sec): 3 clusters Score: Raw -1490562.621001 + Penalty 3078.803960 = -1487483.817041 nChanged 1 SP:Iteration 41Q (4223.280000 sec): 3 clusters Score: Raw -1490562.866502 + Penalty 3078.803960 = -1487484.062543 nChanged 1 SP:Iteration 42Q (4223.480000 sec): 3 clusters Score: Raw -1490563.754060 + Penalty 3078.803960 = -1487484.950101 nChanged 2 SP:Iteration 43Q (4223.700000 sec): 3 clusters Score: Raw -1490564.513729 + Penalty 3078.803960 = -1487485.709769 nChanged 5 SP:Iteration 44Q (4223.960000 sec): 3 clusters Score: Raw -1490565.687515 + Penalty 3078.803960 = -1487486.883555 nChanged 3 SP:Iteration 45Q (4224.210000 sec): 3 clusters Score: Raw -1490566.576934 + Penalty 3078.803960 = -1487487.772975 nChanged 6 SP:Iteration 46Q (4224.400000 sec): 3 clusters Score: Raw -1490568.296326 + Penalty 3078.803960 = -1487489.492366 nChanged 4 SP:Iteration 47Q (4224.630000 sec): 3 clusters Score: Raw -1490569.269964 + Penalty 3078.803960 = -1487490.466004 nChanged 3 SP:Iteration 48Q (4224.850000 sec): 3 clusters Score: Raw -1490569.924984 + Penalty 3078.803960 = -1487491.121024 nChanged 5 SP:Iteration 49Q (4225.050000 sec): 3 clusters Score: Raw -1490571.276263 + Penalty 3078.803960 = -1487492.472303 nChanged 6 SP:Iteration 50Q (4225.270000 sec): 3 clusters Score: Raw -1490572.414057 + Penalty 3078.803960 = -1487493.610097 nChanged 6 SP:Iteration 51Q (4225.480000 sec): 3 clusters Score: Raw -1490573.902434 + Penalty 3078.803960 = -1487495.098475 nChanged 7 SP:Iteration 52Q (4225.680000 sec): 3 clusters Score: Raw -1490574.860444 + Penalty 3078.803960 = -1487496.056485 nChanged 2 SP:Iteration 53Q (4225.930000 sec): 3 clusters Score: Raw -1490575.404465 + Penalty 3078.803960 = -1487496.600505 nChanged 2 SP:Iteration 54Q (4226.110000 sec): 3 clusters Score: Raw -1490575.814436 + Penalty 3078.803960 = -1487497.010476 nChanged 3 SP:Iteration 55Q (4226.330000 sec): 3 clusters Score: Raw -1490576.684653 + Penalty 3078.803960 = -1487497.880694 nChanged 6 SP:Iteration 56Q (4226.570000 sec): 3 clusters Score: Raw -1490578.615039 + Penalty 3078.803960 = -1487499.811079 nChanged 7 SP:Iteration 57Q (4226.780000 sec): 3 clusters Score: Raw -1490580.487031 + Penalty 3078.803960 = -1487501.683071 nChanged 4 SP:Iteration 58Q (4227.060000 sec): 3 clusters Score: Raw -1490580.973508 + Penalty 3078.803960 = -1487502.169548 nChanged 2 SP:Iteration 59Q (4227.310000 sec): 3 clusters Score: Raw -1490581.754832 + Penalty 3078.803960 = -1487502.950873 nChanged 3 SP:Iteration 60F (4227.530000 sec): 3 clusters Score: Raw -1490582.564913 + Penalty 3078.803960 = -1487503.760954 nChanged 3 SP:Iteration 61Q (4227.800000 sec): 3 clusters Score: Raw -1490582.915373 + Penalty 3078.803960 = -1487504.111413 nChanged 0 SP:Iteration 62F (4228.030000 sec): 3 clusters Score: Raw -1490582.915373 + Penalty 3078.803960 = -1487504.111413 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4228.130000 sec): 2 clusters Score: Raw -59494.447015 + Penalty 1023.579253 = -58470.867762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4228.290000 sec): 3 clusters Score: Raw -59370.668854 + Penalty 2047.158505 = -57323.510348 nChanged 113 SP:Iteration 1F (4228.450000 sec): 3 clusters Score: Raw -59538.530884 + Penalty 2047.158505 = -57491.372378 nChanged 39 SP:Iteration 2F (4228.630000 sec): 3 clusters Score: Raw -59670.045211 + Penalty 2047.158505 = -57622.886706 nChanged 35 SP:Iteration 3F (4228.820000 sec): 3 clusters Score: Raw -59772.359211 + Penalty 2047.158505 = -57725.200706 nChanged 25 SP:Iteration 4Q (4228.970000 sec): 3 clusters Score: Raw -59826.811341 + Penalty 2047.158505 = -57779.652835 nChanged 18 SP:Iteration 5Q (4229.140000 sec): 3 clusters Score: Raw -59857.159345 + Penalty 2047.158505 = -57810.000840 nChanged 12 SP:Iteration 6Q (4229.310000 sec): 3 clusters Score: Raw -59878.114606 + Penalty 2047.158505 = -57830.956101 nChanged 12 SP:Iteration 7Q (4229.500000 sec): 3 clusters Score: Raw -59900.261234 + Penalty 2047.158505 = -57853.102729 nChanged 9 SP:Iteration 8Q (4229.690000 sec): 3 clusters Score: Raw -59916.889232 + Penalty 2047.158505 = -57869.730727 nChanged 12 SP:Iteration 9Q (4229.850000 sec): 3 clusters Score: Raw -59946.459460 + Penalty 2047.158505 = -57899.300955 nChanged 10 SP:Iteration 10Q (4230.060000 sec): 3 clusters Score: Raw -59961.862970 + Penalty 2047.158505 = -57914.704465 nChanged 3 SP:Iteration 11Q (4230.200000 sec): 3 clusters Score: Raw -59966.214179 + Penalty 2047.158505 = -57919.055673 nChanged 3 SP:Iteration 12Q (4230.380000 sec): 3 clusters Score: Raw -59971.168461 + Penalty 2047.158505 = -57924.009956 nChanged 2 SP:Iteration 13Q (4230.590000 sec): 3 clusters Score: Raw -59975.658174 + Penalty 2047.158505 = -57928.499669 nChanged 3 SP:Iteration 14Q (4230.750000 sec): 3 clusters Score: Raw -59980.861010 + Penalty 2047.158505 = -57933.702504 nChanged 3 SP:Iteration 15Q (4230.920000 sec): 3 clusters Score: Raw -59988.102420 + Penalty 2047.158505 = -57940.943915 nChanged 4 SP:Iteration 16Q (4231.130000 sec): 3 clusters Score: Raw -59996.255940 + Penalty 2047.158505 = -57949.097435 nChanged 4 SP:Iteration 17Q (4231.270000 sec): 3 clusters Score: Raw -60003.826484 + Penalty 2047.158505 = -57956.667978 nChanged 6 SP:Iteration 18Q (4231.450000 sec): 3 clusters Score: Raw -60014.951416 + Penalty 2047.158505 = -57967.792911 nChanged 7 SP:Iteration 19Q (4231.640000 sec): 3 clusters Score: Raw -60037.650842 + Penalty 2047.158505 = -57990.492337 nChanged 4 SP:Iteration 20F (4231.790000 sec): 3 clusters Score: Raw -60047.656189 + Penalty 2047.158505 = -58000.497684 nChanged 1 SP:Iteration 21Q (4232.000000 sec): 3 clusters Score: Raw -60050.261147 + Penalty 2047.158505 = -58003.102642 nChanged 4 SP:Iteration 22Q (4232.190000 sec): 3 clusters Score: Raw -60058.322768 + Penalty 2047.158505 = -58011.164263 nChanged 5 SP:Iteration 23Q (4232.340000 sec): 3 clusters Score: Raw -60072.392467 + Penalty 2047.158505 = -58025.233962 nChanged 4 SP:Iteration 24Q (4232.550000 sec): 3 clusters Score: Raw -60084.138910 + Penalty 2047.158505 = -58036.980404 nChanged 3 SP:Iteration 25Q (4232.680000 sec): 3 clusters Score: Raw -60091.056181 + Penalty 2047.158505 = -58043.897676 nChanged 2 SP:Iteration 26Q (4232.870000 sec): 3 clusters Score: Raw -60094.929574 + Penalty 2047.158505 = -58047.771069 nChanged 2 SP:Iteration 27Q (4233.080000 sec): 3 clusters Score: Raw -60096.506531 + Penalty 2047.158505 = -58049.348026 nChanged 0 SP:Iteration 28F (4233.250000 sec): 3 clusters Score: Raw -60096.506531 + Penalty 2047.158505 = -58049.348026 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (16817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4233.400000 sec): 2 clusters Score: Raw -1812462.655343 + Penalty 1581.148653 = -1810881.506690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4233.660000 sec): 3 clusters Score: Raw -1802508.057430 + Penalty 3162.297307 = -1799345.760124 nChanged 7475 SP:Iteration 1F (4233.880000 sec): 3 clusters Score: Raw -1806728.933005 + Penalty 3162.297307 = -1803566.635699 nChanged 1127 SP:Iteration 2F (4234.140000 sec): 3 clusters Score: Raw -1807568.246797 + Penalty 3162.297307 = -1804405.949490 nChanged 1337 SP:Iteration 3F (4234.380000 sec): 3 clusters Score: Raw -1808809.245883 + Penalty 3162.297307 = -1805646.948576 nChanged 1614 SP:Iteration 4F (4234.610000 sec): 3 clusters Score: Raw -1810329.446472 + Penalty 3162.297307 = -1807167.149166 nChanged 1573 SP:Iteration 5F (4234.860000 sec): 3 clusters Score: Raw -1811816.586349 + Penalty 3162.297307 = -1808654.289042 nChanged 1224 SP:Iteration 6F (4235.080000 sec): 3 clusters Score: Raw -1812907.470077 + Penalty 3162.297307 = -1809745.172771 nChanged 765 SP:Iteration 7Q (4235.320000 sec): 3 clusters Score: Raw -1813513.648634 + Penalty 3162.297307 = -1810351.351327 nChanged 456 SP:Iteration 8Q (4235.580000 sec): 3 clusters Score: Raw -1813860.143200 + Penalty 3162.297307 = -1810697.845893 nChanged 313 SP:Iteration 9Q (4235.790000 sec): 3 clusters Score: Raw -1814127.497356 + Penalty 3162.297307 = -1810965.200049 nChanged 224 SP:Iteration 10Q (4236.040000 sec): 3 clusters Score: Raw -1814294.585896 + Penalty 3162.297307 = -1811132.288590 nChanged 133 SP:Iteration 11Q (4236.260000 sec): 3 clusters Score: Raw -1814381.682624 + Penalty 3162.297307 = -1811219.385318 nChanged 99 SP:Iteration 12Q (4236.520000 sec): 3 clusters Score: Raw -1814437.642832 + Penalty 3162.297307 = -1811275.345526 nChanged 70 SP:Iteration 13Q (4236.740000 sec): 3 clusters Score: Raw -1814470.746546 + Penalty 3162.297307 = -1811308.449239 nChanged 48 SP:Iteration 14Q (4236.990000 sec): 3 clusters Score: Raw -1814485.410413 + Penalty 3162.297307 = -1811323.113107 nChanged 40 SP:Iteration 15Q (4237.210000 sec): 3 clusters Score: Raw -1814498.051564 + Penalty 3162.297307 = -1811335.754258 nChanged 23 SP:Iteration 16Q (4237.470000 sec): 3 clusters Score: Raw -1814504.661222 + Penalty 3162.297307 = -1811342.363916 nChanged 21 SP:Iteration 17Q (4237.700000 sec): 3 clusters Score: Raw -1814509.829842 + Penalty 3162.297307 = -1811347.532535 nChanged 19 SP:Iteration 18Q (4237.980000 sec): 3 clusters Score: Raw -1814513.809436 + Penalty 3162.297307 = -1811351.512129 nChanged 11 SP:Iteration 19Q (4238.180000 sec): 3 clusters Score: Raw -1814515.632236 + Penalty 3162.297307 = -1811353.334930 nChanged 8 SP:Iteration 20F (4238.420000 sec): 3 clusters Score: Raw -1814517.910470 + Penalty 3162.297307 = -1811355.613163 nChanged 6 SP:Iteration 21Q (4238.700000 sec): 3 clusters Score: Raw -1814518.934494 + Penalty 3162.297307 = -1811356.637187 nChanged 4 SP:Iteration 22Q (4238.920000 sec): 3 clusters Score: Raw -1814519.394379 + Penalty 3162.297307 = -1811357.097073 nChanged 1 SP:Iteration 23Q (4239.160000 sec): 3 clusters Score: Raw -1814519.501100 + Penalty 3162.297307 = -1811357.203793 nChanged 0 SP:Iteration 24F (4239.390000 sec): 3 clusters Score: Raw -1814519.501100 + Penalty 3162.297307 = -1811357.203793 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Iteration 20F (4258.880000 sec): 24 clusters Score: Raw -42904707.262351 + Penalty 48088.100864 = -42856619.161486 nChanged 5593 Iteration 21Q (4270.350000 sec): 24 clusters Score: Raw -42907191.449803 + Penalty 48088.100864 = -42859103.348939 nChanged 2504 Iteration 22Q (4281.680000 sec): 24 clusters Score: Raw -42907882.371968 + Penalty 48088.100864 = -42859794.271104 nChanged 1591 Iteration 23Q (4291.890000 sec): 24 clusters Score: Raw -42908214.241841 + Penalty 48088.100864 = -42860126.140977 nChanged 1162 Iteration 24Q (4302.740000 sec): 24 clusters Score: Raw -42908427.876254 + Penalty 48088.100864 = -42860339.775390 nChanged 895 Iteration 25Q (4314.220000 sec): 24 clusters Score: Raw -42908565.483480 + Penalty 48088.100864 = -42860477.382616 nChanged 668 Iteration 26Q (4324.630000 sec): 24 clusters Score: Raw -42908659.234214 + Penalty 48088.100864 = -42860571.133350 nChanged 552 Iteration 27Q (4335.800000 sec): 24 clusters Score: Raw -42908736.497991 + Penalty 48088.100864 = -42860648.397127 nChanged 472 Iteration 28Q (4346.490000 sec): 24 clusters Score: Raw -42908792.705487 + Penalty 48088.100864 = -42860704.604623 nChanged 427 Iteration 29Q (4357.250000 sec): 24 clusters Score: Raw -42908843.029447 + Penalty 48088.100864 = -42860754.928583 nChanged 368 Iteration 30Q (4367.170000 sec): 24 clusters Score: Raw -42908889.190599 + Penalty 48088.100864 = -42860801.089735 nChanged 371 Iteration 31Q (4377.490000 sec): 24 clusters Score: Raw -42908931.895721 + Penalty 48088.100864 = -42860843.794857 nChanged 316 Iteration 32Q (4386.770000 sec): 24 clusters Score: Raw -42908966.324794 + Penalty 48088.100864 = -42860878.223930 nChanged 296 Iteration 33Q (4399.680000 sec): 24 clusters Score: Raw -42909002.258711 + Penalty 48088.100864 = -42860914.157847 nChanged 289 Iteration 34Q (4410.160000 sec): 24 clusters Score: Raw -42909037.433539 + Penalty 48088.100864 = -42860949.332675 nChanged 238 Iteration 35Q (4419.610000 sec): 24 clusters Score: Raw -42909068.327003 + Penalty 48088.100864 = -42860980.226139 nChanged 239 Iteration 36Q (4430.900000 sec): 24 clusters Score: Raw -42909101.856023 + Penalty 48088.100864 = -42861013.755159 nChanged 252 Iteration 37Q (4441.540000 sec): 24 clusters Score: Raw -42909142.026397 + Penalty 48088.100864 = -42861053.925533 nChanged 261 Iteration 38Q (4451.980000 sec): 24 clusters Score: Raw -42909176.843685 + Penalty 48088.100864 = -42861088.742821 nChanged 263 Iteration 39Q (4463.210000 sec): 24 clusters Score: Raw -42909209.209543 + Penalty 48088.100864 = -42861121.108679 nChanged 247 Iteration 40F (4479.820000 sec): 24 clusters Score: Raw -42909258.137141 + Penalty 48088.100864 = -42861170.036277 nChanged 233 Iteration 41Q (4490.840000 sec): 24 clusters Score: Raw -42909350.015204 + Penalty 48088.100864 = -42861261.914340 nChanged 245 Iteration 42Q (4500.900000 sec): 24 clusters Score: Raw -42909396.952722 + Penalty 48088.100864 = -42861308.851858 nChanged 236 Iteration 43Q (4511.120000 sec): 24 clusters Score: Raw -42909442.776975 + Penalty 48088.100864 = -42861354.676111 nChanged 249 Iteration 44Q (4522.900000 sec): 24 clusters Score: Raw -42909482.527148 + Penalty 48088.100864 = -42861394.426284 nChanged 206 Iteration 45Q (4533.550000 sec): 24 clusters Score: Raw -42909520.842395 + Penalty 48088.100864 = -42861432.741531 nChanged 205 Iteration 46Q (4544.090000 sec): 24 clusters Score: Raw -42909554.246966 + Penalty 48088.100864 = -42861466.146102 nChanged 206 Iteration 47Q (4554.870000 sec): 24 clusters Score: Raw -42909580.645970 + Penalty 48088.100864 = -42861492.545106 nChanged 193 Iteration 48Q (4565.850000 sec): 24 clusters Score: Raw -42909603.329429 + Penalty 48088.100864 = -42861515.228565 nChanged 168 Iteration 49Q (4576.650000 sec): 24 clusters Score: Raw -42909627.587179 + Penalty 48088.100864 = -42861539.486315 nChanged 177 Iteration 50Q (4587.650000 sec): 24 clusters Score: Raw -42909651.311819 + Penalty 48088.100864 = -42861563.210955 nChanged 155 Iteration 51Q (4598.730000 sec): 24 clusters Score: Raw -42909667.123617 + Penalty 48088.100864 = -42861579.022753 nChanged 135 Iteration 52Q (4609.910000 sec): 24 clusters Score: Raw -42909684.451973 + Penalty 48088.100864 = -42861596.351109 nChanged 156 Iteration 53Q (4619.940000 sec): 24 clusters Score: Raw -42909708.666350 + Penalty 48088.100864 = -42861620.565486 nChanged 145 Iteration 54Q (4631.100000 sec): 24 clusters Score: Raw -42909733.418235 + Penalty 48088.100864 = -42861645.317371 nChanged 129 Iteration 55Q (4643.180000 sec): 24 clusters Score: Raw -42909756.484519 + Penalty 48088.100864 = -42861668.383655 nChanged 135 Iteration 56Q (4654.160000 sec): 24 clusters Score: Raw -42909775.414747 + Penalty 48088.100864 = -42861687.313883 nChanged 112 Iteration 57Q (4664.550000 sec): 24 clusters Score: Raw -42909788.340345 + Penalty 48088.100864 = -42861700.239481 nChanged 102 Iteration 58Q (4674.850000 sec): 24 clusters Score: Raw -42909803.551033 + Penalty 48088.100864 = -42861715.450168 nChanged 102 Writing temp clu file Because OldScore, -42861700.239481, is greater than current (better) Score,-42861715.450168 Compute initial score before splitting: Score: Raw -42909803.551033 + Penalty 48088.100864 = -42861715.450168 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (1395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4675.060000 sec): 2 clusters Score: Raw -159725.313648 + Penalty 1176.605575 = -158548.708073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4675.250000 sec): 3 clusters Score: Raw -159218.974034 + Penalty 2353.211151 = -156865.762883 nChanged 448 SP:Iteration 1F (4675.450000 sec): 3 clusters Score: Raw -159541.114541 + Penalty 2353.211151 = -157187.903390 nChanged 95 SP:Iteration 2F (4675.660000 sec): 3 clusters Score: Raw -159619.908007 + Penalty 2353.211151 = -157266.696857 nChanged 55 SP:Iteration 3Q (4675.810000 sec): 3 clusters Score: Raw -159665.118320 + Penalty 2353.211151 = -157311.907170 nChanged 42 SP:Iteration 4Q (4675.990000 sec): 3 clusters Score: Raw -159690.745403 + Penalty 2353.211151 = -157337.534253 nChanged 22 SP:Iteration 5Q (4676.150000 sec): 3 clusters Score: Raw -159703.513748 + Penalty 2353.211151 = -157350.302597 nChanged 20 SP:Iteration 6Q (4676.340000 sec): 3 clusters Score: Raw -159720.678928 + Penalty 2353.211151 = -157367.467777 nChanged 19 SP:Iteration 7Q (4676.570000 sec): 3 clusters Score: Raw -159731.376909 + Penalty 2353.211151 = -157378.165759 nChanged 14 SP:Iteration 8Q (4676.760000 sec): 3 clusters Score: Raw -159739.337257 + Penalty 2353.211151 = -157386.126107 nChanged 6 SP:Iteration 9Q (4676.960000 sec): 3 clusters Score: Raw -159742.827293 + Penalty 2353.211151 = -157389.616143 nChanged 3 SP:Iteration 10Q (4677.160000 sec): 3 clusters Score: Raw -159744.477124 + Penalty 2353.211151 = -157391.265973 nChanged 1 SP:Iteration 11Q (4677.390000 sec): 3 clusters Score: Raw -159744.801671 + Penalty 2353.211151 = -157391.590520 nChanged 2 SP:Iteration 12Q (4677.590000 sec): 3 clusters Score: Raw -159745.263433 + Penalty 2353.211151 = -157392.052282 nChanged 1 SP:Iteration 13Q (4677.760000 sec): 3 clusters Score: Raw -159745.500577 + Penalty 2353.211151 = -157392.289426 nChanged 1 SP:Iteration 14Q (4677.950000 sec): 3 clusters Score: Raw -159745.611102 + Penalty 2353.211151 = -157392.399951 nChanged 0 SP:Iteration 15F (4678.170000 sec): 3 clusters Score: Raw -159745.611102 + Penalty 2353.211151 = -157392.399951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.270000 sec): 2 clusters Score: Raw -62348.789057 + Penalty 1030.594731 = -61318.194326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.470000 sec): 3 clusters Score: Raw -62264.342393 + Penalty 2061.189461 = -60203.152932 nChanged 142 SP:Iteration 1F (4678.680000 sec): 3 clusters Score: Raw -62432.921042 + Penalty 2061.189461 = -60371.731581 nChanged 32 SP:Iteration 2F (4678.850000 sec): 3 clusters Score: Raw -62478.794065 + Penalty 2061.189461 = -60417.604604 nChanged 16 SP:Iteration 3Q (4679.090000 sec): 3 clusters Score: Raw -62501.171150 + Penalty 2061.189461 = -60439.981689 nChanged 9 SP:Iteration 4Q (4679.280000 sec): 3 clusters Score: Raw -62509.797613 + Penalty 2061.189461 = -60448.608152 nChanged 2 SP:Iteration 5Q (4679.480000 sec): 3 clusters Score: Raw -62510.583159 + Penalty 2061.189461 = -60449.393698 nChanged 0 SP:Iteration 6F (4679.670000 sec): 3 clusters Score: Raw -62510.583159 + Penalty 2061.189461 = -60449.393698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (5009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4679.800000 sec): 2 clusters Score: Raw -576778.022631 + Penalty 1384.336131 = -575393.686501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4679.980000 sec): 3 clusters Score: Raw -574144.524464 + Penalty 2768.672261 = -571375.852203 nChanged 1993 SP:Iteration 1F (4680.190000 sec): 3 clusters Score: Raw -575277.456477 + Penalty 2768.672261 = -572508.784215 nChanged 377 SP:Iteration 2F (4680.410000 sec): 3 clusters Score: Raw -575489.317034 + Penalty 2768.672261 = -572720.644773 nChanged 284 SP:Iteration 3F (4680.590000 sec): 3 clusters Score: Raw -575638.728514 + Penalty 2768.672261 = -572870.056253 nChanged 209 SP:Iteration 4Q (4680.820000 sec): 3 clusters Score: Raw -575756.819612 + Penalty 2768.672261 = -572988.147351 nChanged 192 SP:Iteration 5Q (4681.000000 sec): 3 clusters Score: Raw -575870.451522 + Penalty 2768.672261 = -573101.779260 nChanged 221 SP:Iteration 6Q (4681.230000 sec): 3 clusters Score: Raw -575997.229115 + Penalty 2768.672261 = -573228.556854 nChanged 201 SP:Iteration 7Q (4681.400000 sec): 3 clusters Score: Raw -576111.299246 + Penalty 2768.672261 = -573342.626984 nChanged 183 SP:Iteration 8Q (4681.590000 sec): 3 clusters Score: Raw -576215.190817 + Penalty 2768.672261 = -573446.518556 nChanged 179 SP:Iteration 9Q (4681.800000 sec): 3 clusters Score: Raw -576326.842112 + Penalty 2768.672261 = -573558.169851 nChanged 176 SP:Iteration 10Q (4682.050000 sec): 3 clusters Score: Raw -576438.339030 + Penalty 2768.672261 = -573669.666769 nChanged 154 SP:Iteration 11Q (4682.220000 sec): 3 clusters Score: Raw -576530.338421 + Penalty 2768.672261 = -573761.666159 nChanged 124 SP:Iteration 12Q (4682.440000 sec): 3 clusters Score: Raw -576610.064270 + Penalty 2768.672261 = -573841.392008 nChanged 124 SP:Iteration 13Q (4682.640000 sec): 3 clusters Score: Raw -576691.462080 + Penalty 2768.672261 = -573922.789819 nChanged 102 SP:Iteration 14Q (4682.820000 sec): 3 clusters Score: Raw -576756.642959 + Penalty 2768.672261 = -573987.970697 nChanged 75 SP:Iteration 15Q (4683.020000 sec): 3 clusters Score: Raw -576803.447520 + Penalty 2768.672261 = -574034.775259 nChanged 59 SP:Iteration 16Q (4683.250000 sec): 3 clusters Score: Raw -576837.665383 + Penalty 2768.672261 = -574068.993121 nChanged 47 SP:Iteration 17Q (4683.420000 sec): 3 clusters Score: Raw -576865.012052 + Penalty 2768.672261 = -574096.339791 nChanged 31 SP:Iteration 18Q (4683.660000 sec): 3 clusters Score: Raw -576880.007962 + Penalty 2768.672261 = -574111.335701 nChanged 24 SP:Iteration 19Q (4683.890000 sec): 3 clusters Score: Raw -576892.542526 + Penalty 2768.672261 = -574123.870264 nChanged 21 SP:Iteration 20F (4684.090000 sec): 3 clusters Score: Raw -576904.660133 + Penalty 2768.672261 = -574135.987872 nChanged 16 SP:Iteration 21Q (4684.320000 sec): 3 clusters Score: Raw -576914.269903 + Penalty 2768.672261 = -574145.597642 nChanged 16 SP:Iteration 22Q (4684.520000 sec): 3 clusters Score: Raw -576923.116129 + Penalty 2768.672261 = -574154.443868 nChanged 16 SP:Iteration 23Q (4684.740000 sec): 3 clusters Score: Raw -576931.963564 + Penalty 2768.672261 = -574163.291303 nChanged 13 SP:Iteration 24Q (4684.930000 sec): 3 clusters Score: Raw -576941.475544 + Penalty 2768.672261 = -574172.803283 nChanged 14 SP:Iteration 25Q (4685.130000 sec): 3 clusters Score: Raw -576951.300829 + Penalty 2768.672261 = -574182.628567 nChanged 15 SP:Iteration 26Q (4685.360000 sec): 3 clusters Score: Raw -576961.029085 + Penalty 2768.672261 = -574192.356824 nChanged 12 SP:Iteration 27Q (4685.570000 sec): 3 clusters Score: Raw -576967.369606 + Penalty 2768.672261 = -574198.697344 nChanged 14 SP:Iteration 28Q (4685.830000 sec): 3 clusters Score: Raw -576979.477414 + Penalty 2768.672261 = -574210.805153 nChanged 9 SP:Iteration 29Q (4685.990000 sec): 3 clusters Score: Raw -576986.075979 + Penalty 2768.672261 = -574217.403718 nChanged 5 SP:Iteration 30Q (4686.210000 sec): 3 clusters Score: Raw -576990.022324 + Penalty 2768.672261 = -574221.350063 nChanged 3 SP:Iteration 31Q (4686.470000 sec): 3 clusters Score: Raw -576991.130444 + Penalty 2768.672261 = -574222.458182 nChanged 3 SP:Iteration 32Q (4686.660000 sec): 3 clusters Score: Raw -576992.775692 + Penalty 2768.672261 = -574224.103431 nChanged 5 SP:Iteration 33Q (4686.880000 sec): 3 clusters Score: Raw -576995.246102 + Penalty 2768.672261 = -574226.573841 nChanged 3 SP:Iteration 34Q (4687.060000 sec): 3 clusters Score: Raw -576997.037910 + Penalty 2768.672261 = -574228.365649 nChanged 3 SP:Iteration 35Q (4687.260000 sec): 3 clusters Score: Raw -576998.780601 + Penalty 2768.672261 = -574230.108340 nChanged 2 SP:Iteration 36Q (4687.440000 sec): 3 clusters Score: Raw -577000.608461 + Penalty 2768.672261 = -574231.936200 nChanged 3 SP:Iteration 37Q (4687.700000 sec): 3 clusters Score: Raw -577001.882850 + Penalty 2768.672261 = -574233.210588 nChanged 3 SP:Iteration 38Q (4687.900000 sec): 3 clusters Score: Raw -577003.947632 + Penalty 2768.672261 = -574235.275370 nChanged 3 SP:Iteration 39Q (4688.130000 sec): 3 clusters Score: Raw -577005.571325 + Penalty 2768.672261 = -574236.899064 nChanged 0 SP:Iteration 40F (4688.360000 sec): 3 clusters Score: Raw -577005.571325 + Penalty 2768.672261 = -574236.899064 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (249054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4689.400000 sec): 2 clusters Score: Raw -27912222.943213 + Penalty 2019.131566 = -27910203.811648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4690.600000 sec): 3 clusters Score: Raw -27746398.315995 + Penalty 4038.263131 = -27742360.052864 nChanged 120959 SP:Iteration 1F (4691.870000 sec): 3 clusters Score: Raw -27818959.885777 + Penalty 4038.263131 = -27814921.622646 nChanged 8001 SP:Iteration 2Q (4693.150000 sec): 3 clusters Score: Raw -27821063.490345 + Penalty 4038.263131 = -27817025.227214 nChanged 10083 SP:Iteration 3Q (4694.580000 sec): 3 clusters Score: Raw -27824624.556518 + Penalty 4038.263131 = -27820586.293386 nChanged 13126 SP:Iteration 4F (4696.160000 sec): 3 clusters Score: Raw -27831043.939835 + Penalty 4038.263131 = -27827005.676703 nChanged 17365 SP:Iteration 5F (4697.440000 sec): 3 clusters Score: Raw -27842595.550791 + Penalty 4038.263131 = -27838557.287660 nChanged 21532 SP:Iteration 6F (4698.700000 sec): 3 clusters Score: Raw -27861069.343572 + Penalty 4038.263131 = -27857031.080441 nChanged 22485 SP:Iteration 7F (4700.000000 sec): 3 clusters Score: Raw -27883674.332044 + Penalty 4038.263131 = -27879636.068913 nChanged 16874 SP:Iteration 8F (4701.280000 sec): 3 clusters Score: Raw -27901307.532394 + Penalty 4038.263131 = -27897269.269263 nChanged 8208 SP:Iteration 9Q (4702.610000 sec): 3 clusters Score: Raw -27909347.035483 + Penalty 4038.263131 = -27905308.772352 nChanged 2669 SP:Iteration 10Q (4703.720000 sec): 3 clusters Score: Raw -27911689.871889 + Penalty 4038.263131 = -27907651.608758 nChanged 738 SP:Iteration 11Q (4704.930000 sec): 3 clusters Score: Raw -27912277.596498 + Penalty 4038.263131 = -27908239.333367 nChanged 235 SP:Iteration 12Q (4706.100000 sec): 3 clusters Score: Raw -27912480.073438 + Penalty 4038.263131 = -27908441.810307 nChanged 97 SP:Iteration 13Q (4707.240000 sec): 3 clusters Score: Raw -27912555.980237 + Penalty 4038.263131 = -27908517.717105 nChanged 44 SP:Iteration 14Q (4708.390000 sec): 3 clusters Score: Raw -27912588.552757 + Penalty 4038.263131 = -27908550.289625 nChanged 22 SP:Iteration 15Q (4709.610000 sec): 3 clusters Score: Raw -27912605.155035 + Penalty 4038.263131 = -27908566.891904 nChanged 10 SP:Iteration 16Q (4710.790000 sec): 3 clusters Score: Raw -27912614.736591 + Penalty 4038.263131 = -27908576.473460 nChanged 9 SP:Iteration 17Q (4711.910000 sec): 3 clusters Score: Raw -27912623.492086 + Penalty 4038.263131 = -27908585.228955 nChanged 7 SP:Iteration 18Q (4712.980000 sec): 3 clusters Score: Raw -27912629.629502 + Penalty 4038.263131 = -27908591.366371 nChanged 6 SP:Iteration 19Q (4714.250000 sec): 3 clusters Score: Raw -27912633.434661 + Penalty 4038.263131 = -27908595.171529 nChanged 3 SP:Iteration 20F (4715.520000 sec): 3 clusters Score: Raw -27912635.008853 + Penalty 4038.263131 = -27908596.745722 nChanged 2 SP:Iteration 21Q (4716.660000 sec): 3 clusters Score: Raw -27912636.797786 + Penalty 4038.263131 = -27908598.534655 nChanged 1 SP:Iteration 22Q (4717.790000 sec): 3 clusters Score: Raw -27912638.363479 + Penalty 4038.263131 = -27908600.100348 nChanged 1 SP:Iteration 23Q (4718.750000 sec): 3 clusters Score: Raw -27912639.565088 + Penalty 4038.263131 = -27908601.301957 nChanged 0 SP:Iteration 24F (4720.210000 sec): 3 clusters Score: Raw -27912639.565088 + Penalty 4038.263131 = -27908601.301957 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4720.500000 sec): 2 clusters Score: Raw -2261268.937607 + Penalty 1608.224314 = -2259660.713293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4720.810000 sec): 3 clusters Score: Raw -2249301.566977 + Penalty 3216.448627 = -2246085.118350 nChanged 8917 SP:Iteration 1F (4721.110000 sec): 3 clusters Score: Raw -2254151.137625 + Penalty 3216.448627 = -2250934.688998 nChanged 951 SP:Iteration 2Q (4721.390000 sec): 3 clusters Score: Raw -2254468.183023 + Penalty 3216.448627 = -2251251.734396 nChanged 859 SP:Iteration 3Q (4721.710000 sec): 3 clusters Score: Raw -2254776.122199 + Penalty 3216.448627 = -2251559.673571 nChanged 797 SP:Iteration 4Q (4722.000000 sec): 3 clusters Score: Raw -2255109.756303 + Penalty 3216.448627 = -2251893.307676 nChanged 849 SP:Iteration 5Q (4722.280000 sec): 3 clusters Score: Raw -2255517.992821 + Penalty 3216.448627 = -2252301.544194 nChanged 1007 SP:Iteration 6F (4722.560000 sec): 3 clusters Score: Raw -2256108.568859 + Penalty 3216.448627 = -2252892.120231 nChanged 1151 SP:Iteration 7F (4722.830000 sec): 3 clusters Score: Raw -2256910.126177 + Penalty 3216.448627 = -2253693.677549 nChanged 1326 SP:Iteration 8F (4723.050000 sec): 3 clusters Score: Raw -2257982.505726 + Penalty 3216.448627 = -2254766.057099 nChanged 1286 SP:Iteration 9F (4723.290000 sec): 3 clusters Score: Raw -2259095.176672 + Penalty 3216.448627 = -2255878.728045 nChanged 1070 SP:Iteration 10F (4723.550000 sec): 3 clusters Score: Raw -2260085.607776 + Penalty 3216.448627 = -2256869.159149 nChanged 731 SP:Iteration 11Q (4723.840000 sec): 3 clusters Score: Raw -2260765.688286 + Penalty 3216.448627 = -2257549.239659 nChanged 402 SP:Iteration 12Q (4724.150000 sec): 3 clusters Score: Raw -2261094.743452 + Penalty 3216.448627 = -2257878.294825 nChanged 188 SP:Iteration 13Q (4724.420000 sec): 3 clusters Score: Raw -2261246.724719 + Penalty 3216.448627 = -2258030.276091 nChanged 108 SP:Iteration 14Q (4724.670000 sec): 3 clusters Score: Raw -2261342.635537 + Penalty 3216.448627 = -2258126.186910 nChanged 59 SP:Iteration 15Q (4724.930000 sec): 3 clusters Score: Raw -2261398.290973 + Penalty 3216.448627 = -2258181.842346 nChanged 46 SP:Iteration 16Q (4725.260000 sec): 3 clusters Score: Raw -2261436.657639 + Penalty 3216.448627 = -2258220.209012 nChanged 34 SP:Iteration 17Q (4725.450000 sec): 3 clusters Score: Raw -2261466.614212 + Penalty 3216.448627 = -2258250.165585 nChanged 26 SP:Iteration 18Q (4725.780000 sec): 3 clusters Score: Raw -2261499.444281 + Penalty 3216.448627 = -2258282.995654 nChanged 23 SP:Iteration 19Q (4726.060000 sec): 3 clusters Score: Raw -2261519.233218 + Penalty 3216.448627 = -2258302.784591 nChanged 10 SP:Iteration 20F (4726.340000 sec): 3 clusters Score: Raw -2261527.046602 + Penalty 3216.448627 = -2258310.597975 nChanged 7 SP:Iteration 21Q (4726.650000 sec): 3 clusters Score: Raw -2261535.461269 + Penalty 3216.448627 = -2258319.012642 nChanged 5 SP:Iteration 22Q (4726.900000 sec): 3 clusters Score: Raw -2261540.113784 + Penalty 3216.448627 = -2258323.665157 nChanged 6 SP:Iteration 23Q (4727.220000 sec): 3 clusters Score: Raw -2261548.273985 + Penalty 3216.448627 = -2258331.825358 nChanged 3 SP:Iteration 24Q (4727.520000 sec): 3 clusters Score: Raw -2261549.461912 + Penalty 3216.448627 = -2258333.013285 nChanged 2 SP:Iteration 25Q (4727.760000 sec): 3 clusters Score: Raw -2261550.609544 + Penalty 3216.448627 = -2258334.160917 nChanged 1 SP:Iteration 26Q (4728.070000 sec): 3 clusters Score: Raw -2261551.046016 + Penalty 3216.448627 = -2258334.597389 nChanged 0 SP:Iteration 27F (4728.310000 sec): 3 clusters Score: Raw -2261551.046016 + Penalty 3216.448627 = -2258334.597389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4728.450000 sec): 2 clusters Score: Raw -1196496.815433 + Penalty 1502.474520 = -1194994.340912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4728.730000 sec): 3 clusters Score: Raw -1190623.905890 + Penalty 3004.949041 = -1187618.956849 nChanged 4445 SP:Iteration 1F (4728.930000 sec): 3 clusters Score: Raw -1192967.000826 + Penalty 3004.949041 = -1189962.051785 nChanged 586 SP:Iteration 2F (4729.150000 sec): 3 clusters Score: Raw -1193189.329901 + Penalty 3004.949041 = -1190184.380860 nChanged 475 SP:Iteration 3Q (4729.380000 sec): 3 clusters Score: Raw -1193361.236754 + Penalty 3004.949041 = -1190356.287713 nChanged 399 SP:Iteration 4Q (4729.640000 sec): 3 clusters Score: Raw -1193501.745740 + Penalty 3004.949041 = -1190496.796699 nChanged 388 SP:Iteration 5Q (4729.890000 sec): 3 clusters Score: Raw -1193650.597740 + Penalty 3004.949041 = -1190645.648699 nChanged 385 SP:Iteration 6Q (4730.160000 sec): 3 clusters Score: Raw -1193811.809671 + Penalty 3004.949041 = -1190806.860630 nChanged 417 SP:Iteration 7Q (4730.380000 sec): 3 clusters Score: Raw -1194011.340522 + Penalty 3004.949041 = -1191006.391481 nChanged 485 SP:Iteration 8Q (4730.640000 sec): 3 clusters Score: Raw -1194272.233491 + Penalty 3004.949041 = -1191267.284450 nChanged 553 SP:Iteration 9F (4730.860000 sec): 3 clusters Score: Raw -1194640.661208 + Penalty 3004.949041 = -1191635.712168 nChanged 566 SP:Iteration 10F (4731.110000 sec): 3 clusters Score: Raw -1195050.843816 + Penalty 3004.949041 = -1192045.894775 nChanged 533 SP:Iteration 11F (4731.360000 sec): 3 clusters Score: Raw -1195439.257809 + Penalty 3004.949041 = -1192434.308769 nChanged 450 SP:Iteration 12Q (4731.620000 sec): 3 clusters Score: Raw -1195763.892366 + Penalty 3004.949041 = -1192758.943325 nChanged 356 SP:Iteration 13Q (4731.830000 sec): 3 clusters Score: Raw -1196017.705472 + Penalty 3004.949041 = -1193012.756431 nChanged 260 SP:Iteration 14Q (4732.110000 sec): 3 clusters Score: Raw -1196175.181789 + Penalty 3004.949041 = -1193170.232748 nChanged 198 SP:Iteration 15Q (4732.340000 sec): 3 clusters Score: Raw -1196290.044210 + Penalty 3004.949041 = -1193285.095169 nChanged 139 SP:Iteration 16Q (4732.560000 sec): 3 clusters Score: Raw -1196366.967317 + Penalty 3004.949041 = -1193362.018276 nChanged 89 SP:Iteration 17Q (4732.830000 sec): 3 clusters Score: Raw -1196414.265108 + Penalty 3004.949041 = -1193409.316067 nChanged 81 SP:Iteration 18Q (4733.040000 sec): 3 clusters Score: Raw -1196459.091445 + Penalty 3004.949041 = -1193454.142404 nChanged 72 SP:Iteration 19Q (4733.290000 sec): 3 clusters Score: Raw -1196491.042581 + Penalty 3004.949041 = -1193486.093540 nChanged 51 SP:Iteration 20F (4733.570000 sec): 3 clusters Score: Raw -1196515.687384 + Penalty 3004.949041 = -1193510.738343 nChanged 41 SP:Iteration 21Q (4733.820000 sec): 3 clusters Score: Raw -1196532.847086 + Penalty 3004.949041 = -1193527.898045 nChanged 25 SP:Iteration 22Q (4734.120000 sec): 3 clusters Score: Raw -1196545.923622 + Penalty 3004.949041 = -1193540.974581 nChanged 30 SP:Iteration 23Q (4734.360000 sec): 3 clusters Score: Raw -1196563.329876 + Penalty 3004.949041 = -1193558.380835 nChanged 27 SP:Iteration 24Q (4734.550000 sec): 3 clusters Score: Raw -1196575.868744 + Penalty 3004.949041 = -1193570.919703 nChanged 24 SP:Iteration 25Q (4734.820000 sec): 3 clusters Score: Raw -1196587.415747 + Penalty 3004.949041 = -1193582.466706 nChanged 19 SP:Iteration 26Q (4735.010000 sec): 3 clusters Score: Raw -1196599.027948 + Penalty 3004.949041 = -1193594.078907 nChanged 15 SP:Iteration 27Q (4735.210000 sec): 3 clusters Score: Raw -1196607.410741 + Penalty 3004.949041 = -1193602.461700 nChanged 13 SP:Iteration 28Q (4735.490000 sec): 3 clusters Score: Raw -1196613.745519 + Penalty 3004.949041 = -1193608.796478 nChanged 13 SP:Iteration 29Q (4735.710000 sec): 3 clusters Score: Raw -1196621.333501 + Penalty 3004.949041 = -1193616.384460 nChanged 11 SP:Iteration 30Q (4735.950000 sec): 3 clusters Score: Raw -1196627.714635 + Penalty 3004.949041 = -1193622.765594 nChanged 11 SP:Iteration 31Q (4736.210000 sec): 3 clusters Score: Raw -1196633.739573 + Penalty 3004.949041 = -1193628.790532 nChanged 10 SP:Iteration 32Q (4736.490000 sec): 3 clusters Score: Raw -1196639.783659 + Penalty 3004.949041 = -1193634.834619 nChanged 11 SP:Iteration 33Q (4736.720000 sec): 3 clusters Score: Raw -1196644.848266 + Penalty 3004.949041 = -1193639.899225 nChanged 6 SP:Iteration 34Q (4736.990000 sec): 3 clusters Score: Raw -1196648.764242 + Penalty 3004.949041 = -1193643.815201 nChanged 7 SP:Iteration 35Q (4737.190000 sec): 3 clusters Score: Raw -1196653.732410 + Penalty 3004.949041 = -1193648.783369 nChanged 11 SP:Iteration 36Q (4737.450000 sec): 3 clusters Score: Raw -1196660.043798 + Penalty 3004.949041 = -1193655.094757 nChanged 10 SP:Iteration 37Q (4737.660000 sec): 3 clusters Score: Raw -1196665.852264 + Penalty 3004.949041 = -1193660.903223 nChanged 8 SP:Iteration 38Q (4737.880000 sec): 3 clusters Score: Raw -1196669.521344 + Penalty 3004.949041 = -1193664.572303 nChanged 1 SP:Iteration 39Q (4738.160000 sec): 3 clusters Score: Raw -1196670.076308 + Penalty 3004.949041 = -1193665.127267 nChanged 1 SP:Iteration 40F (4738.330000 sec): 3 clusters Score: Raw -1196670.200256 + Penalty 3004.949041 = -1193665.251215 nChanged 2 SP:Iteration 41Q (4738.540000 sec): 3 clusters Score: Raw -1196670.978168 + Penalty 3004.949041 = -1193666.029128 nChanged 2 SP:Iteration 42Q (4738.840000 sec): 3 clusters Score: Raw -1196671.588116 + Penalty 3004.949041 = -1193666.639075 nChanged 2 SP:Iteration 43Q (4739.050000 sec): 3 clusters Score: Raw -1196673.106128 + Penalty 3004.949041 = -1193668.157087 nChanged 1 SP:Iteration 44Q (4739.250000 sec): 3 clusters Score: Raw -1196675.187050 + Penalty 3004.949041 = -1193670.238009 nChanged 1 SP:Iteration 45Q (4739.490000 sec): 3 clusters Score: Raw -1196675.713901 + Penalty 3004.949041 = -1193670.764860 nChanged 1 SP:Iteration 46Q (4739.720000 sec): 3 clusters Score: Raw -1196676.101377 + Penalty 3004.949041 = -1193671.152336 nChanged 0 SP:Iteration 47F (4739.920000 sec): 3 clusters Score: Raw -1196676.101377 + Penalty 3004.949041 = -1193671.152336 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4740.010000 sec): 2 clusters Score: Raw -171026.588694 + Penalty 1193.621787 = -169832.966907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4740.190000 sec): 3 clusters Score: Raw -170408.366095 + Penalty 2387.243573 = -168021.122522 nChanged 499 SP:Iteration 1F (4740.330000 sec): 3 clusters Score: Raw -170808.384021 + Penalty 2387.243573 = -168421.140447 nChanged 142 SP:Iteration 2F (4740.460000 sec): 3 clusters Score: Raw -170983.196429 + Penalty 2387.243573 = -168595.952856 nChanged 111 SP:Iteration 3F (4740.600000 sec): 3 clusters Score: Raw -171280.794999 + Penalty 2387.243573 = -168893.551426 nChanged 86 SP:Iteration 4F (4740.730000 sec): 3 clusters Score: Raw -171539.995688 + Penalty 2387.243573 = -169152.752115 nChanged 106 SP:Iteration 5F (4740.870000 sec): 3 clusters Score: Raw -171742.794602 + Penalty 2387.243573 = -169355.551029 nChanged 112 SP:Iteration 6F (4741.010000 sec): 3 clusters Score: Raw -171895.781960 + Penalty 2387.243573 = -169508.538387 nChanged 102 SP:Iteration 7F (4741.230000 sec): 3 clusters Score: Raw -172056.359883 + Penalty 2387.243573 = -169669.116310 nChanged 78 SP:Iteration 8F (4741.360000 sec): 3 clusters Score: Raw -172197.835400 + Penalty 2387.243573 = -169810.591827 nChanged 44 SP:Iteration 9Q (4741.570000 sec): 3 clusters Score: Raw -172299.834470 + Penalty 2387.243573 = -169912.590897 nChanged 27 SP:Iteration 10Q (4741.690000 sec): 3 clusters Score: Raw -172373.901828 + Penalty 2387.243573 = -169986.658255 nChanged 14 SP:Iteration 11Q (4741.830000 sec): 3 clusters Score: Raw -172390.245458 + Penalty 2387.243573 = -170003.001885 nChanged 10 SP:Iteration 12Q (4741.980000 sec): 3 clusters Score: Raw -172398.018533 + Penalty 2387.243573 = -170010.774960 nChanged 10 SP:Iteration 13Q (4742.120000 sec): 3 clusters Score: Raw -172411.776242 + Penalty 2387.243573 = -170024.532669 nChanged 7 SP:Iteration 14Q (4742.270000 sec): 3 clusters Score: Raw -172417.162955 + Penalty 2387.243573 = -170029.919382 nChanged 5 SP:Iteration 15Q (4742.410000 sec): 3 clusters Score: Raw -172423.781111 + Penalty 2387.243573 = -170036.537538 nChanged 3 SP:Iteration 16Q (4742.570000 sec): 3 clusters Score: Raw -172425.424287 + Penalty 2387.243573 = -170038.180713 nChanged 1 SP:Iteration 17Q (4742.800000 sec): 3 clusters Score: Raw -172426.211097 + Penalty 2387.243573 = -170038.967524 nChanged 0 SP:Iteration 18F (4742.950000 sec): 3 clusters Score: Raw -172426.211097 + Penalty 2387.243573 = -170038.967524 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 2.79 GB. Trying to split cluster 8 (2124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4743.050000 sec): 2 clusters Score: Raw -226283.132201 + Penalty 1244.921662 = -225038.210539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4743.220000 sec): 3 clusters Score: Raw -225347.403324 + Penalty 2489.843324 = -222857.560000 nChanged 788 SP:Iteration 1F (4743.360000 sec): 3 clusters Score: Raw -225871.219567 + Penalty 2489.843324 = -223381.376243 nChanged 180 SP:Iteration 2F (4743.500000 sec): 3 clusters Score: Raw -225989.812424 + Penalty 2489.843324 = -223499.969100 nChanged 104 SP:Iteration 3Q (4743.640000 sec): 3 clusters Score: Raw -226056.627150 + Penalty 2489.843324 = -223566.783826 nChanged 65 SP:Iteration 4Q (4743.790000 sec): 3 clusters Score: Raw -226102.464080 + Penalty 2489.843324 = -223612.620756 nChanged 56 SP:Iteration 5Q (4743.930000 sec): 3 clusters Score: Raw -226131.022008 + Penalty 2489.843324 = -223641.178683 nChanged 33 SP:Iteration 6Q (4744.160000 sec): 3 clusters Score: Raw -226146.887084 + Penalty 2489.843324 = -223657.043759 nChanged 30 SP:Iteration 7Q (4744.310000 sec): 3 clusters Score: Raw -226160.534796 + Penalty 2489.843324 = -223670.691472 nChanged 24 SP:Iteration 8Q (4744.460000 sec): 3 clusters Score: Raw -226174.638048 + Penalty 2489.843324 = -223684.794724 nChanged 20 SP:Iteration 9Q (4744.650000 sec): 3 clusters Score: Raw -226187.780547 + Penalty 2489.843324 = -223697.937223 nChanged 22 SP:Iteration 10Q (4744.800000 sec): 3 clusters Score: Raw -226200.706382 + Penalty 2489.843324 = -223710.863057 nChanged 32 SP:Iteration 11Q (4744.950000 sec): 3 clusters Score: Raw -226217.301751 + Penalty 2489.843324 = -223727.458427 nChanged 26 SP:Iteration 12Q (4745.080000 sec): 3 clusters Score: Raw -226232.746178 + Penalty 2489.843324 = -223742.902854 nChanged 32 SP:Iteration 13Q (4745.220000 sec): 3 clusters Score: Raw -226248.226483 + Penalty 2489.843324 = -223758.383158 nChanged 30 SP:Iteration 14Q (4745.390000 sec): 3 clusters Score: Raw -226265.345539 + Penalty 2489.843324 = -223775.502215 nChanged 28 SP:Iteration 15Q (4745.580000 sec): 3 clusters Score: Raw -226281.038401 + Penalty 2489.843324 = -223791.195077 nChanged 31 SP:Iteration 16Q (4745.750000 sec): 3 clusters Score: Raw -226297.226765 + Penalty 2489.843324 = -223807.383440 nChanged 37 SP:Iteration 17Q (4745.880000 sec): 3 clusters Score: Raw -226314.911910 + Penalty 2489.843324 = -223825.068586 nChanged 44 SP:Iteration 18Q (4746.070000 sec): 3 clusters Score: Raw -226344.098445 + Penalty 2489.843324 = -223854.255121 nChanged 54 SP:Iteration 19Q (4746.220000 sec): 3 clusters Score: Raw -226381.599002 + Penalty 2489.843324 = -223891.755678 nChanged 54 SP:Iteration 20F (4746.390000 sec): 3 clusters Score: Raw -226429.089968 + Penalty 2489.843324 = -223939.246643 nChanged 66 SP:Iteration 21Q (4746.520000 sec): 3 clusters Score: Raw -226491.909892 + Penalty 2489.843324 = -224002.066568 nChanged 67 SP:Iteration 22Q (4746.680000 sec): 3 clusters Score: Raw -226562.373567 + Penalty 2489.843324 = -224072.530243 nChanged 60 SP:Iteration 23Q (4746.810000 sec): 3 clusters Score: Raw -226615.191746 + Penalty 2489.843324 = -224125.348421 nChanged 51 SP:Iteration 24Q (4746.940000 sec): 3 clusters Score: Raw -226668.467879 + Penalty 2489.843324 = -224178.624554 nChanged 56 SP:Iteration 25Q (4747.060000 sec): 3 clusters Score: Raw -226741.619597 + Penalty 2489.843324 = -224251.776273 nChanged 46 SP:Iteration 26Q (4747.190000 sec): 3 clusters Score: Raw -226792.512102 + Penalty 2489.843324 = -224302.668778 nChanged 35 SP:Iteration 27Q (4747.320000 sec): 3 clusters Score: Raw -226848.873862 + Penalty 2489.843324 = -224359.030537 nChanged 35 SP:Iteration 28Q (4747.450000 sec): 3 clusters Score: Raw -226901.503756 + Penalty 2489.843324 = -224411.660432 nChanged 22 SP:Iteration 29Q (4747.580000 sec): 3 clusters Score: Raw -226925.818697 + Penalty 2489.843324 = -224435.975372 nChanged 13 SP:Iteration 30Q (4747.700000 sec): 3 clusters Score: Raw -226939.815549 + Penalty 2489.843324 = -224449.972225 nChanged 13 SP:Iteration 31Q (4747.870000 sec): 3 clusters Score: Raw -226949.484979 + Penalty 2489.843324 = -224459.641655 nChanged 8 SP:Iteration 32Q (4748.060000 sec): 3 clusters Score: Raw -226956.493135 + Penalty 2489.843324 = -224466.649811 nChanged 7 SP:Iteration 33Q (4748.220000 sec): 3 clusters Score: Raw -226964.816359 + Penalty 2489.843324 = -224474.973034 nChanged 9 SP:Iteration 34Q (4748.380000 sec): 3 clusters Score: Raw -226976.600838 + Penalty 2489.843324 = -224486.757514 nChanged 6 SP:Iteration 35Q (4748.500000 sec): 3 clusters Score: Raw -226982.036196 + Penalty 2489.843324 = -224492.192872 nChanged 5 SP:Iteration 36Q (4748.630000 sec): 3 clusters Score: Raw -226986.160584 + Penalty 2489.843324 = -224496.317260 nChanged 3 SP:Iteration 37Q (4748.760000 sec): 3 clusters Score: Raw -226988.774935 + Penalty 2489.843324 = -224498.931611 nChanged 2 SP:Iteration 38Q (4748.920000 sec): 3 clusters Score: Raw -226989.544476 + Penalty 2489.843324 = -224499.701152 nChanged 0 SP:Iteration 39F (4749.040000 sec): 3 clusters Score: Raw -226999.320045 + Penalty 2489.843324 = -224509.476721 nChanged 3 SP:Iteration 40F (4749.160000 sec): 3 clusters Score: Raw -227005.032304 + Penalty 2489.843324 = -224515.188980 nChanged 3 SP:Iteration 41Q (4749.310000 sec): 3 clusters Score: Raw -227009.447022 + Penalty 2489.843324 = -224519.603697 nChanged 3 SP:Iteration 42Q (4749.510000 sec): 3 clusters Score: Raw -227010.548321 + Penalty 2489.843324 = -224520.704997 nChanged 0 SP:Iteration 43F (4749.660000 sec): 3 clusters Score: Raw -227010.548321 + Penalty 2489.843324 = -224520.704997 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4749.790000 sec): 2 clusters Score: Raw -984945.385160 + Penalty 1471.243071 = -983474.142089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4749.960000 sec): 3 clusters Score: Raw -980265.643985 + Penalty 2942.486142 = -977323.157843 nChanged 3667 SP:Iteration 1F (4750.250000 sec): 3 clusters Score: Raw -982321.766264 + Penalty 2942.486142 = -979379.280122 nChanged 664 SP:Iteration 2F (4750.460000 sec): 3 clusters Score: Raw -982837.063756 + Penalty 2942.486142 = -979894.577614 nChanged 675 SP:Iteration 3F (4750.660000 sec): 3 clusters Score: Raw -983346.880507 + Penalty 2942.486142 = -980404.394364 nChanged 662 SP:Iteration 4F (4750.860000 sec): 3 clusters Score: Raw -983802.866727 + Penalty 2942.486142 = -980860.380585 nChanged 566 SP:Iteration 5F (4751.070000 sec): 3 clusters Score: Raw -984170.449028 + Penalty 2942.486142 = -981227.962885 nChanged 451 SP:Iteration 6F (4751.260000 sec): 3 clusters Score: Raw -984414.996895 + Penalty 2942.486142 = -981472.510752 nChanged 338 SP:Iteration 7Q (4751.440000 sec): 3 clusters Score: Raw -984564.321182 + Penalty 2942.486142 = -981621.835040 nChanged 239 SP:Iteration 8Q (4751.670000 sec): 3 clusters Score: Raw -984660.602423 + Penalty 2942.486142 = -981718.116281 nChanged 170 SP:Iteration 9Q (4751.910000 sec): 3 clusters Score: Raw -984711.935935 + Penalty 2942.486142 = -981769.449793 nChanged 117 SP:Iteration 10Q (4752.110000 sec): 3 clusters Score: Raw -984744.437426 + Penalty 2942.486142 = -981801.951284 nChanged 92 SP:Iteration 11Q (4752.340000 sec): 3 clusters Score: Raw -984769.773524 + Penalty 2942.486142 = -981827.287382 nChanged 76 SP:Iteration 12Q (4752.550000 sec): 3 clusters Score: Raw -984789.985274 + Penalty 2942.486142 = -981847.499132 nChanged 53 SP:Iteration 13Q (4752.780000 sec): 3 clusters Score: Raw -984801.764294 + Penalty 2942.486142 = -981859.278152 nChanged 58 SP:Iteration 14Q (4753.000000 sec): 3 clusters Score: Raw -984814.593337 + Penalty 2942.486142 = -981872.107195 nChanged 56 SP:Iteration 15Q (4753.240000 sec): 3 clusters Score: Raw -984827.200968 + Penalty 2942.486142 = -981884.714826 nChanged 47 SP:Iteration 16Q (4753.430000 sec): 3 clusters Score: Raw -984836.867171 + Penalty 2942.486142 = -981894.381029 nChanged 43 SP:Iteration 17Q (4753.630000 sec): 3 clusters Score: Raw -984845.180715 + Penalty 2942.486142 = -981902.694573 nChanged 39 SP:Iteration 18Q (4753.860000 sec): 3 clusters Score: Raw -984852.511279 + Penalty 2942.486142 = -981910.025137 nChanged 33 SP:Iteration 19Q (4754.150000 sec): 3 clusters Score: Raw -984857.640571 + Penalty 2942.486142 = -981915.154429 nChanged 28 SP:Iteration 20F (4754.370000 sec): 3 clusters Score: Raw -984863.569313 + Penalty 2942.486142 = -981921.083171 nChanged 37 SP:Iteration 21Q (4754.610000 sec): 3 clusters Score: Raw -984870.094091 + Penalty 2942.486142 = -981927.607949 nChanged 29 SP:Iteration 22Q (4754.870000 sec): 3 clusters Score: Raw -984875.486659 + Penalty 2942.486142 = -981933.000517 nChanged 35 SP:Iteration 23Q (4755.090000 sec): 3 clusters Score: Raw -984881.783992 + Penalty 2942.486142 = -981939.297850 nChanged 34 SP:Iteration 24Q (4755.290000 sec): 3 clusters Score: Raw -984888.329877 + Penalty 2942.486142 = -981945.843735 nChanged 33 SP:Iteration 25Q (4755.530000 sec): 3 clusters Score: Raw -984893.631406 + Penalty 2942.486142 = -981951.145264 nChanged 27 SP:Iteration 26Q (4755.770000 sec): 3 clusters Score: Raw -984898.970540 + Penalty 2942.486142 = -981956.484398 nChanged 26 SP:Iteration 27Q (4756.030000 sec): 3 clusters Score: Raw -984903.878876 + Penalty 2942.486142 = -981961.392734 nChanged 32 SP:Iteration 28Q (4756.170000 sec): 3 clusters Score: Raw -984911.131361 + Penalty 2942.486142 = -981968.645219 nChanged 40 SP:Iteration 29Q (4756.490000 sec): 3 clusters Score: Raw -984918.629154 + Penalty 2942.486142 = -981976.143012 nChanged 37 SP:Iteration 30Q (4756.700000 sec): 3 clusters Score: Raw -984924.965385 + Penalty 2942.486142 = -981982.479243 nChanged 31 SP:Iteration 31Q (4756.880000 sec): 3 clusters Score: Raw -984932.713587 + Penalty 2942.486142 = -981990.227444 nChanged 50 SP:Iteration 32Q (4757.120000 sec): 3 clusters Score: Raw -984946.386681 + Penalty 2942.486142 = -982003.900539 nChanged 52 SP:Iteration 33Q (4757.350000 sec): 3 clusters Score: Raw -984961.140860 + Penalty 2942.486142 = -982018.654718 nChanged 53 SP:Iteration 34Q (4757.600000 sec): 3 clusters Score: Raw -984974.773790 + Penalty 2942.486142 = -982032.287648 nChanged 45 SP:Iteration 35Q (4757.870000 sec): 3 clusters Score: Raw -984985.950110 + Penalty 2942.486142 = -982043.463968 nChanged 44 SP:Iteration 36Q (4758.100000 sec): 3 clusters Score: Raw -984995.979422 + Penalty 2942.486142 = -982053.493280 nChanged 36 SP:Iteration 37Q (4758.300000 sec): 3 clusters Score: Raw -985004.987781 + Penalty 2942.486142 = -982062.501639 nChanged 40 SP:Iteration 38Q (4758.630000 sec): 3 clusters Score: Raw -985015.371420 + Penalty 2942.486142 = -982072.885278 nChanged 34 SP:Iteration 39Q (4758.850000 sec): 3 clusters Score: Raw -985024.577400 + Penalty 2942.486142 = -982082.091258 nChanged 36 SP:Iteration 40F (4759.110000 sec): 3 clusters Score: Raw -985032.378412 + Penalty 2942.486142 = -982089.892270 nChanged 30 SP:Iteration 41Q (4759.330000 sec): 3 clusters Score: Raw -985040.127959 + Penalty 2942.486142 = -982097.641816 nChanged 34 SP:Iteration 42Q (4759.560000 sec): 3 clusters Score: Raw -985047.681453 + Penalty 2942.486142 = -982105.195311 nChanged 30 SP:Iteration 43Q (4759.790000 sec): 3 clusters Score: Raw -985054.205282 + Penalty 2942.486142 = -982111.719140 nChanged 25 SP:Iteration 44Q (4759.980000 sec): 3 clusters Score: Raw -985059.518788 + Penalty 2942.486142 = -982117.032646 nChanged 34 SP:Iteration 45Q (4760.170000 sec): 3 clusters Score: Raw -985068.697069 + Penalty 2942.486142 = -982126.210927 nChanged 44 SP:Iteration 46Q (4760.470000 sec): 3 clusters Score: Raw -985082.506034 + Penalty 2942.486142 = -982140.019892 nChanged 45 SP:Iteration 47Q (4760.690000 sec): 3 clusters Score: Raw -985096.588229 + Penalty 2942.486142 = -982154.102087 nChanged 43 SP:Iteration 48Q (4760.900000 sec): 3 clusters Score: Raw -985109.931619 + Penalty 2942.486142 = -982167.445477 nChanged 51 SP:Iteration 49Q (4761.170000 sec): 3 clusters Score: Raw -985123.287099 + Penalty 2942.486142 = -982180.800957 nChanged 44 SP:Iteration 50Q (4761.440000 sec): 3 clusters Score: Raw -985135.894112 + Penalty 2942.486142 = -982193.407970 nChanged 35 SP:Iteration 51Q (4761.660000 sec): 3 clusters Score: Raw -985146.358444 + Penalty 2942.486142 = -982203.872302 nChanged 39 SP:Iteration 52Q (4761.880000 sec): 3 clusters Score: Raw -985157.989818 + Penalty 2942.486142 = -982215.503676 nChanged 41 SP:Iteration 53Q (4762.120000 sec): 3 clusters Score: Raw -985169.479095 + Penalty 2942.486142 = -982226.992953 nChanged 42 SP:Iteration 54Q (4762.360000 sec): 3 clusters Score: Raw -985182.365447 + Penalty 2942.486142 = -982239.879305 nChanged 37 SP:Iteration 55Q (4762.600000 sec): 3 clusters Score: Raw -985192.729360 + Penalty 2942.486142 = -982250.243218 nChanged 35 SP:Iteration 56Q (4762.800000 sec): 3 clusters Score: Raw -985202.586304 + Penalty 2942.486142 = -982260.100162 nChanged 25 SP:Iteration 57Q (4763.010000 sec): 3 clusters Score: Raw -985208.620575 + Penalty 2942.486142 = -982266.134433 nChanged 22 SP:Iteration 58Q (4763.250000 sec): 3 clusters Score: Raw -985214.020072 + Penalty 2942.486142 = -982271.533930 nChanged 19 SP:Iteration 59Q (4763.480000 sec): 3 clusters Score: Raw -985217.991282 + Penalty 2942.486142 = -982275.505140 nChanged 13 SP:Iteration 60F (4763.710000 sec): 3 clusters Score: Raw -985221.057073 + Penalty 2942.486142 = -982278.570931 nChanged 13 SP:Iteration 61Q (4763.950000 sec): 3 clusters Score: Raw -985224.221592 + Penalty 2942.486142 = -982281.735450 nChanged 11 SP:Iteration 62Q (4764.160000 sec): 3 clusters Score: Raw -985226.792965 + Penalty 2942.486142 = -982284.306823 nChanged 10 SP:Iteration 63Q (4764.390000 sec): 3 clusters Score: Raw -985229.820225 + Penalty 2942.486142 = -982287.334083 nChanged 14 SP:Iteration 64Q (4764.690000 sec): 3 clusters Score: Raw -985232.774042 + Penalty 2942.486142 = -982290.287899 nChanged 10 SP:Iteration 65Q (4764.960000 sec): 3 clusters Score: Raw -985234.815056 + Penalty 2942.486142 = -982292.328914 nChanged 8 SP:Iteration 66Q (4765.190000 sec): 3 clusters Score: Raw -985236.872666 + Penalty 2942.486142 = -982294.386524 nChanged 7 SP:Iteration 67Q (4765.450000 sec): 3 clusters Score: Raw -985238.449372 + Penalty 2942.486142 = -982295.963230 nChanged 9 SP:Iteration 68Q (4765.670000 sec): 3 clusters Score: Raw -985240.461304 + Penalty 2942.486142 = -982297.975162 nChanged 8 SP:Iteration 69Q (4765.880000 sec): 3 clusters Score: Raw -985242.891817 + Penalty 2942.486142 = -982300.405675 nChanged 14 SP:Iteration 70Q (4766.080000 sec): 3 clusters Score: Raw -985247.671009 + Penalty 2942.486142 = -982305.184867 nChanged 17 SP:Iteration 71Q (4766.280000 sec): 3 clusters Score: Raw -985252.567654 + Penalty 2942.486142 = -982310.081511 nChanged 13 SP:Iteration 72Q (4766.480000 sec): 3 clusters Score: Raw -985257.403779 + Penalty 2942.486142 = -982314.917637 nChanged 14 SP:Iteration 73Q (4766.670000 sec): 3 clusters Score: Raw -985261.136726 + Penalty 2942.486142 = -982318.650584 nChanged 12 SP:Iteration 74Q (4766.880000 sec): 3 clusters Score: Raw -985265.356145 + Penalty 2942.486142 = -982322.870003 nChanged 17 SP:Iteration 75Q (4767.160000 sec): 3 clusters Score: Raw -985270.509645 + Penalty 2942.486142 = -982328.023502 nChanged 15 SP:Iteration 76Q (4767.380000 sec): 3 clusters Score: Raw -985273.706478 + Penalty 2942.486142 = -982331.220336 nChanged 11 SP:Iteration 77Q (4767.560000 sec): 3 clusters Score: Raw -985276.852520 + Penalty 2942.486142 = -982334.366378 nChanged 8 SP:Iteration 78Q (4767.790000 sec): 3 clusters Score: Raw -985279.622055 + Penalty 2942.486142 = -982337.135913 nChanged 13 SP:Iteration 79Q (4768.020000 sec): 3 clusters Score: Raw -985283.527263 + Penalty 2942.486142 = -982341.041120 nChanged 7 SP:Iteration 80F (4768.250000 sec): 3 clusters Score: Raw -985285.328594 + Penalty 2942.486142 = -982342.842452 nChanged 14 SP:Iteration 81Q (4768.470000 sec): 3 clusters Score: Raw -985289.357875 + Penalty 2942.486142 = -982346.871733 nChanged 12 SP:Iteration 82Q (4768.680000 sec): 3 clusters Score: Raw -985291.895799 + Penalty 2942.486142 = -982349.409657 nChanged 8 SP:Iteration 83Q (4768.910000 sec): 3 clusters Score: Raw -985294.006987 + Penalty 2942.486142 = -982351.520845 nChanged 12 SP:Iteration 84Q (4769.130000 sec): 3 clusters Score: Raw -985297.402415 + Penalty 2942.486142 = -982354.916273 nChanged 7 SP:Iteration 85Q (4769.360000 sec): 3 clusters Score: Raw -985299.973849 + Penalty 2942.486142 = -982357.487707 nChanged 10 SP:Iteration 86Q (4769.560000 sec): 3 clusters Score: Raw -985302.459776 + Penalty 2942.486142 = -982359.973633 nChanged 8 SP:Iteration 87Q (4769.810000 sec): 3 clusters Score: Raw -985305.569434 + Penalty 2942.486142 = -982363.083292 nChanged 12 SP:Iteration 88Q (4769.990000 sec): 3 clusters Score: Raw -985309.582408 + Penalty 2942.486142 = -982367.096266 nChanged 11 SP:Iteration 89Q (4770.230000 sec): 3 clusters Score: Raw -985314.402844 + Penalty 2942.486142 = -982371.916702 nChanged 17 SP:Iteration 90Q (4770.420000 sec): 3 clusters Score: Raw -985321.270004 + Penalty 2942.486142 = -982378.783862 nChanged 14 SP:Iteration 91Q (4770.680000 sec): 3 clusters Score: Raw -985326.367269 + Penalty 2942.486142 = -982383.881127 nChanged 10 SP:Iteration 92Q (4770.850000 sec): 3 clusters Score: Raw -985330.005834 + Penalty 2942.486142 = -982387.519692 nChanged 9 SP:Iteration 93Q (4771.100000 sec): 3 clusters Score: Raw -985332.059116 + Penalty 2942.486142 = -982389.572974 nChanged 5 SP:Iteration 94Q (4771.270000 sec): 3 clusters Score: Raw -985333.321892 + Penalty 2942.486142 = -982390.835750 nChanged 3 SP:Iteration 95Q (4771.480000 sec): 3 clusters Score: Raw -985334.218225 + Penalty 2942.486142 = -982391.732083 nChanged 1 SP:Iteration 96Q (4771.680000 sec): 3 clusters Score: Raw -985334.475415 + Penalty 2942.486142 = -982391.989272 nChanged 2 SP:Iteration 97Q (4771.870000 sec): 3 clusters Score: Raw -985334.804650 + Penalty 2942.486142 = -982392.318508 nChanged 1 SP:Iteration 98Q (4772.160000 sec): 3 clusters Score: Raw -985334.909652 + Penalty 2942.486142 = -982392.423510 nChanged 2 SP:Iteration 99Q (4772.370000 sec): 3 clusters Score: Raw -985335.684887 + Penalty 2942.486142 = -982393.198745 nChanged 1 SP:Iteration 100F (4772.570000 sec): 3 clusters Score: Raw -985336.144824 + Penalty 2942.486142 = -982393.658682 nChanged 2 SP:Iteration 101Q (4772.770000 sec): 3 clusters Score: Raw -985336.481262 + Penalty 2942.486142 = -982393.995120 nChanged 0 SP:Iteration 102F (4773.010000 sec): 3 clusters Score: Raw -985336.481262 + Penalty 2942.486142 = -982393.995120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (19526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4773.200000 sec): 2 clusters Score: Raw -2175980.005415 + Penalty 1605.419106 = -2174374.586309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4773.460000 sec): 3 clusters Score: Raw -2164243.702142 + Penalty 3210.838212 = -2161032.863931 nChanged 8749 SP:Iteration 1F (4773.740000 sec): 3 clusters Score: Raw -2168911.542156 + Penalty 3210.838212 = -2165700.703945 nChanged 899 SP:Iteration 2Q (4773.980000 sec): 3 clusters Score: Raw -2169225.375638 + Penalty 3210.838212 = -2166014.537426 nChanged 869 SP:Iteration 3Q (4774.250000 sec): 3 clusters Score: Raw -2169559.259842 + Penalty 3210.838212 = -2166348.421630 nChanged 879 SP:Iteration 4Q (4774.540000 sec): 3 clusters Score: Raw -2169914.635679 + Penalty 3210.838212 = -2166703.797468 nChanged 905 SP:Iteration 5Q (4774.880000 sec): 3 clusters Score: Raw -2170331.888810 + Penalty 3210.838212 = -2167121.050599 nChanged 953 SP:Iteration 6Q (4775.160000 sec): 3 clusters Score: Raw -2170844.192104 + Penalty 3210.838212 = -2167633.353893 nChanged 1049 SP:Iteration 7F (4775.490000 sec): 3 clusters Score: Raw -2171477.687967 + Penalty 3210.838212 = -2168266.849756 nChanged 1159 SP:Iteration 8F (4775.790000 sec): 3 clusters Score: Raw -2172277.697714 + Penalty 3210.838212 = -2169066.859502 nChanged 1191 SP:Iteration 9F (4776.050000 sec): 3 clusters Score: Raw -2173185.726691 + Penalty 3210.838212 = -2169974.888479 nChanged 1124 SP:Iteration 10F (4776.340000 sec): 3 clusters Score: Raw -2174122.273899 + Penalty 3210.838212 = -2170911.435687 nChanged 896 SP:Iteration 11Q (4776.610000 sec): 3 clusters Score: Raw -2174906.142168 + Penalty 3210.838212 = -2171695.303956 nChanged 596 SP:Iteration 12Q (4776.850000 sec): 3 clusters Score: Raw -2175451.934929 + Penalty 3210.838212 = -2172241.096718 nChanged 348 SP:Iteration 13Q (4777.140000 sec): 3 clusters Score: Raw -2175776.567969 + Penalty 3210.838212 = -2172565.729757 nChanged 181 SP:Iteration 14Q (4777.380000 sec): 3 clusters Score: Raw -2175945.993781 + Penalty 3210.838212 = -2172735.155569 nChanged 106 SP:Iteration 15Q (4777.650000 sec): 3 clusters Score: Raw -2176059.940623 + Penalty 3210.838212 = -2172849.102412 nChanged 50 SP:Iteration 16Q (4777.900000 sec): 3 clusters Score: Raw -2176115.704930 + Penalty 3210.838212 = -2172904.866718 nChanged 20 SP:Iteration 17Q (4778.140000 sec): 3 clusters Score: Raw -2176142.084989 + Penalty 3210.838212 = -2172931.246777 nChanged 22 SP:Iteration 18Q (4778.460000 sec): 3 clusters Score: Raw -2176167.598329 + Penalty 3210.838212 = -2172956.760117 nChanged 16 SP:Iteration 19Q (4778.710000 sec): 3 clusters Score: Raw -2176183.352751 + Penalty 3210.838212 = -2172972.514540 nChanged 7 SP:Iteration 20F (4779.010000 sec): 3 clusters Score: Raw -2176187.764952 + Penalty 3210.838212 = -2172976.926740 nChanged 5 SP:Iteration 21Q (4779.260000 sec): 3 clusters Score: Raw -2176192.962525 + Penalty 3210.838212 = -2172982.124313 nChanged 5 SP:Iteration 22Q (4779.510000 sec): 3 clusters Score: Raw -2176199.550182 + Penalty 3210.838212 = -2172988.711970 nChanged 5 SP:Iteration 23Q (4779.810000 sec): 3 clusters Score: Raw -2176204.880449 + Penalty 3210.838212 = -2172994.042237 nChanged 3 SP:Iteration 24Q (4780.010000 sec): 3 clusters Score: Raw -2176207.424708 + Penalty 3210.838212 = -2172996.586497 nChanged 2 SP:Iteration 25Q (4780.210000 sec): 3 clusters Score: Raw -2176209.009439 + Penalty 3210.838212 = -2172998.171227 nChanged 0 SP:Iteration 26F (4780.510000 sec): 3 clusters Score: Raw -2176209.009439 + Penalty 3210.838212 = -2172998.171227 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4780.610000 sec): 2 clusters Score: Raw -212004.872130 + Penalty 1221.331976 = -210783.540154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4780.810000 sec): 3 clusters Score: Raw -211216.304232 + Penalty 2442.663953 = -208773.640280 nChanged 640 SP:Iteration 1F (4781.030000 sec): 3 clusters Score: Raw -211605.203007 + Penalty 2442.663953 = -209162.539055 nChanged 126 SP:Iteration 2F (4781.200000 sec): 3 clusters Score: Raw -211708.733730 + Penalty 2442.663953 = -209266.069777 nChanged 84 SP:Iteration 3Q (4781.380000 sec): 3 clusters Score: Raw -211777.415177 + Penalty 2442.663953 = -209334.751225 nChanged 52 SP:Iteration 4Q (4781.590000 sec): 3 clusters Score: Raw -211810.713253 + Penalty 2442.663953 = -209368.049301 nChanged 37 SP:Iteration 5Q (4781.750000 sec): 3 clusters Score: Raw -211838.144016 + Penalty 2442.663953 = -209395.480063 nChanged 27 SP:Iteration 6Q (4781.950000 sec): 3 clusters Score: Raw -211854.489096 + Penalty 2442.663953 = -209411.825144 nChanged 26 SP:Iteration 7Q (4782.120000 sec): 3 clusters Score: Raw -211868.231851 + Penalty 2442.663953 = -209425.567899 nChanged 30 SP:Iteration 8Q (4782.290000 sec): 3 clusters Score: Raw -211883.164499 + Penalty 2442.663953 = -209440.500546 nChanged 22 SP:Iteration 9Q (4782.490000 sec): 3 clusters Score: Raw -211894.178181 + Penalty 2442.663953 = -209451.514229 nChanged 17 SP:Iteration 10Q (4782.720000 sec): 3 clusters Score: Raw -211903.737543 + Penalty 2442.663953 = -209461.073590 nChanged 12 SP:Iteration 11Q (4782.910000 sec): 3 clusters Score: Raw -211910.528919 + Penalty 2442.663953 = -209467.864967 nChanged 12 SP:Iteration 12Q (4783.060000 sec): 3 clusters Score: Raw -211916.862668 + Penalty 2442.663953 = -209474.198715 nChanged 14 SP:Iteration 13Q (4783.200000 sec): 3 clusters Score: Raw -211924.642594 + Penalty 2442.663953 = -209481.978641 nChanged 12 SP:Iteration 14Q (4783.350000 sec): 3 clusters Score: Raw -211928.865818 + Penalty 2442.663953 = -209486.201865 nChanged 10 SP:Iteration 15Q (4783.570000 sec): 3 clusters Score: Raw -211934.475025 + Penalty 2442.663953 = -209491.811072 nChanged 8 SP:Iteration 16Q (4783.790000 sec): 3 clusters Score: Raw -211937.554647 + Penalty 2442.663953 = -209494.890694 nChanged 7 SP:Iteration 17Q (4783.990000 sec): 3 clusters Score: Raw -211940.893415 + Penalty 2442.663953 = -209498.229462 nChanged 9 SP:Iteration 18Q (4784.170000 sec): 3 clusters Score: Raw -211943.772922 + Penalty 2442.663953 = -209501.108969 nChanged 3 SP:Iteration 19Q (4784.390000 sec): 3 clusters Score: Raw -211944.514852 + Penalty 2442.663953 = -209501.850900 nChanged 2 SP:Iteration 20F (4784.550000 sec): 3 clusters Score: Raw -211945.697179 + Penalty 2442.663953 = -209503.033226 nChanged 1 SP:Iteration 21Q (4784.710000 sec): 3 clusters Score: Raw -211946.617062 + Penalty 2442.663953 = -209503.953109 nChanged 2 SP:Iteration 22Q (4784.880000 sec): 3 clusters Score: Raw -211947.604201 + Penalty 2442.663953 = -209504.940249 nChanged 1 SP:Iteration 23Q (4785.090000 sec): 3 clusters Score: Raw -211947.928032 + Penalty 2442.663953 = -209505.264079 nChanged 0 SP:Iteration 24F (4785.260000 sec): 3 clusters Score: Raw -211947.928032 + Penalty 2442.663953 = -209505.264079 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.380000 sec): 2 clusters Score: Raw -316816.594434 + Penalty 1288.424527 = -315528.169907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.590000 sec): 3 clusters Score: Raw -315573.513236 + Penalty 2576.849055 = -312996.664181 nChanged 1029 SP:Iteration 1F (4785.720000 sec): 3 clusters Score: Raw -316176.648845 + Penalty 2576.849055 = -313599.799791 nChanged 213 SP:Iteration 2F (4785.930000 sec): 3 clusters Score: Raw -316292.566741 + Penalty 2576.849055 = -313715.717687 nChanged 112 SP:Iteration 3Q (4786.100000 sec): 3 clusters Score: Raw -316350.465101 + Penalty 2576.849055 = -313773.616046 nChanged 78 SP:Iteration 4Q (4786.310000 sec): 3 clusters Score: Raw -316390.083550 + Penalty 2576.849055 = -313813.234496 nChanged 58 SP:Iteration 5Q (4786.530000 sec): 3 clusters Score: Raw -316419.848388 + Penalty 2576.849055 = -313842.999334 nChanged 51 SP:Iteration 6Q (4786.720000 sec): 3 clusters Score: Raw -316449.162544 + Penalty 2576.849055 = -313872.313490 nChanged 63 SP:Iteration 7Q (4786.900000 sec): 3 clusters Score: Raw -316487.996449 + Penalty 2576.849055 = -313911.147394 nChanged 57 SP:Iteration 8Q (4787.070000 sec): 3 clusters Score: Raw -316520.247837 + Penalty 2576.849055 = -313943.398782 nChanged 53 SP:Iteration 9Q (4787.260000 sec): 3 clusters Score: Raw -316541.100655 + Penalty 2576.849055 = -313964.251600 nChanged 46 SP:Iteration 10Q (4787.430000 sec): 3 clusters Score: Raw -316562.345550 + Penalty 2576.849055 = -313985.496496 nChanged 36 SP:Iteration 11Q (4787.610000 sec): 3 clusters Score: Raw -316583.007945 + Penalty 2576.849055 = -314006.158891 nChanged 44 SP:Iteration 12Q (4787.790000 sec): 3 clusters Score: Raw -316609.048873 + Penalty 2576.849055 = -314032.199819 nChanged 45 SP:Iteration 13Q (4787.960000 sec): 3 clusters Score: Raw -316630.536724 + Penalty 2576.849055 = -314053.687669 nChanged 35 SP:Iteration 14Q (4788.150000 sec): 3 clusters Score: Raw -316647.310101 + Penalty 2576.849055 = -314070.461047 nChanged 31 SP:Iteration 15Q (4788.390000 sec): 3 clusters Score: Raw -316662.010453 + Penalty 2576.849055 = -314085.161398 nChanged 31 SP:Iteration 16Q (4788.600000 sec): 3 clusters Score: Raw -316673.674838 + Penalty 2576.849055 = -314096.825784 nChanged 33 SP:Iteration 17Q (4788.790000 sec): 3 clusters Score: Raw -316691.163165 + Penalty 2576.849055 = -314114.314110 nChanged 41 SP:Iteration 18Q (4789.010000 sec): 3 clusters Score: Raw -316713.348422 + Penalty 2576.849055 = -314136.499367 nChanged 46 SP:Iteration 19Q (4789.230000 sec): 3 clusters Score: Raw -316736.207980 + Penalty 2576.849055 = -314159.358925 nChanged 40 SP:Iteration 20F (4789.380000 sec): 3 clusters Score: Raw -316756.229431 + Penalty 2576.849055 = -314179.380376 nChanged 43 SP:Iteration 21Q (4789.620000 sec): 3 clusters Score: Raw -316778.554702 + Penalty 2576.849055 = -314201.705647 nChanged 38 SP:Iteration 22Q (4789.800000 sec): 3 clusters Score: Raw -316803.422367 + Penalty 2576.849055 = -314226.573312 nChanged 38 SP:Iteration 23Q (4789.950000 sec): 3 clusters Score: Raw -316825.395402 + Penalty 2576.849055 = -314248.546347 nChanged 31 SP:Iteration 24Q (4790.150000 sec): 3 clusters Score: Raw -316846.092025 + Penalty 2576.849055 = -314269.242971 nChanged 28 SP:Iteration 25Q (4790.370000 sec): 3 clusters Score: Raw -316864.791304 + Penalty 2576.849055 = -314287.942250 nChanged 27 SP:Iteration 26Q (4790.560000 sec): 3 clusters Score: Raw -316883.531497 + Penalty 2576.849055 = -314306.682442 nChanged 22 SP:Iteration 27Q (4790.770000 sec): 3 clusters Score: Raw -316896.404035 + Penalty 2576.849055 = -314319.554980 nChanged 18 SP:Iteration 28Q (4790.940000 sec): 3 clusters Score: Raw -316907.460019 + Penalty 2576.849055 = -314330.610964 nChanged 17 SP:Iteration 29Q (4791.140000 sec): 3 clusters Score: Raw -316917.892409 + Penalty 2576.849055 = -314341.043355 nChanged 15 SP:Iteration 30Q (4791.340000 sec): 3 clusters Score: Raw -316928.556754 + Penalty 2576.849055 = -314351.707699 nChanged 18 SP:Iteration 31Q (4791.560000 sec): 3 clusters Score: Raw -316941.526603 + Penalty 2576.849055 = -314364.677548 nChanged 13 SP:Iteration 32Q (4791.760000 sec): 3 clusters Score: Raw -316952.434212 + Penalty 2576.849055 = -314375.585157 nChanged 17 SP:Iteration 33Q (4791.960000 sec): 3 clusters Score: Raw -316966.830927 + Penalty 2576.849055 = -314389.981873 nChanged 15 SP:Iteration 34Q (4792.120000 sec): 3 clusters Score: Raw -316977.566359 + Penalty 2576.849055 = -314400.717304 nChanged 11 SP:Iteration 35Q (4792.310000 sec): 3 clusters Score: Raw -316985.306253 + Penalty 2576.849055 = -314408.457199 nChanged 6 SP:Iteration 36Q (4792.530000 sec): 3 clusters Score: Raw -316989.083935 + Penalty 2576.849055 = -314412.234880 nChanged 3 SP:Iteration 37Q (4792.680000 sec): 3 clusters Score: Raw -316990.892777 + Penalty 2576.849055 = -314414.043722 nChanged 1 SP:Iteration 38Q (4792.850000 sec): 3 clusters Score: Raw -316991.735804 + Penalty 2576.849055 = -314414.886749 nChanged 2 SP:Iteration 39Q (4793.010000 sec): 3 clusters Score: Raw -316993.016715 + Penalty 2576.849055 = -314416.167660 nChanged 3 SP:Iteration 40F (4793.210000 sec): 3 clusters Score: Raw -316995.051423 + Penalty 2576.849055 = -314418.202368 nChanged 3 SP:Iteration 41Q (4793.370000 sec): 3 clusters Score: Raw -316996.549541 + Penalty 2576.849055 = -314419.700487 nChanged 2 SP:Iteration 42Q (4793.530000 sec): 3 clusters Score: Raw -316997.418088 + Penalty 2576.849055 = -314420.569033 nChanged 1 SP:Iteration 43Q (4793.770000 sec): 3 clusters Score: Raw -316998.875884 + Penalty 2576.849055 = -314422.026829 nChanged 1 SP:Iteration 44Q (4793.930000 sec): 3 clusters Score: Raw -316999.986316 + Penalty 2576.849055 = -314423.137262 nChanged 0 SP:Iteration 45F (4794.090000 sec): 3 clusters Score: Raw -316999.986316 + Penalty 2576.849055 = -314423.137262 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4794.230000 sec): 2 clusters Score: Raw -1097056.652990 + Penalty 1490.232828 = -1095566.420162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4794.470000 sec): 3 clusters Score: Raw -1091606.331893 + Penalty 2980.465655 = -1088625.866238 nChanged 4179 SP:Iteration 1F (4794.740000 sec): 3 clusters Score: Raw -1093920.023382 + Penalty 2980.465655 = -1090939.557726 nChanged 599 SP:Iteration 2F (4794.960000 sec): 3 clusters Score: Raw -1094195.484216 + Penalty 2980.465655 = -1091215.018561 nChanged 478 SP:Iteration 3Q (4795.230000 sec): 3 clusters Score: Raw -1094400.826756 + Penalty 2980.465655 = -1091420.361101 nChanged 378 SP:Iteration 4Q (4795.510000 sec): 3 clusters Score: Raw -1094536.973666 + Penalty 2980.465655 = -1091556.508011 nChanged 328 SP:Iteration 5Q (4795.730000 sec): 3 clusters Score: Raw -1094653.770456 + Penalty 2980.465655 = -1091673.304801 nChanged 289 SP:Iteration 6Q (4795.990000 sec): 3 clusters Score: Raw -1094760.633104 + Penalty 2980.465655 = -1091780.167449 nChanged 310 SP:Iteration 7Q (4796.270000 sec): 3 clusters Score: Raw -1094877.008868 + Penalty 2980.465655 = -1091896.543213 nChanged 302 SP:Iteration 8Q (4796.540000 sec): 3 clusters Score: Raw -1094998.703099 + Penalty 2980.465655 = -1092018.237444 nChanged 327 SP:Iteration 9Q (4796.750000 sec): 3 clusters Score: Raw -1095163.539834 + Penalty 2980.465655 = -1092183.074178 nChanged 396 SP:Iteration 10Q (4796.980000 sec): 3 clusters Score: Raw -1095393.631243 + Penalty 2980.465655 = -1092413.165588 nChanged 433 SP:Iteration 11Q (4797.210000 sec): 3 clusters Score: Raw -1095669.637746 + Penalty 2980.465655 = -1092689.172090 nChanged 455 SP:Iteration 12Q (4797.410000 sec): 3 clusters Score: Raw -1095971.436710 + Penalty 2980.465655 = -1092990.971055 nChanged 439 SP:Iteration 13Q (4797.630000 sec): 3 clusters Score: Raw -1096288.315409 + Penalty 2980.465655 = -1093307.849754 nChanged 362 SP:Iteration 14Q (4797.840000 sec): 3 clusters Score: Raw -1096556.839539 + Penalty 2980.465655 = -1093576.373884 nChanged 290 SP:Iteration 15Q (4798.080000 sec): 3 clusters Score: Raw -1096760.429405 + Penalty 2980.465655 = -1093779.963750 nChanged 206 SP:Iteration 16Q (4798.360000 sec): 3 clusters Score: Raw -1096902.294152 + Penalty 2980.465655 = -1093921.828496 nChanged 131 SP:Iteration 17Q (4798.580000 sec): 3 clusters Score: Raw -1096994.142985 + Penalty 2980.465655 = -1094013.677330 nChanged 83 SP:Iteration 18Q (4798.760000 sec): 3 clusters Score: Raw -1097049.932158 + Penalty 2980.465655 = -1094069.466503 nChanged 64 SP:Iteration 19Q (4799.070000 sec): 3 clusters Score: Raw -1097102.602150 + Penalty 2980.465655 = -1094122.136495 nChanged 52 SP:Iteration 20F (4799.280000 sec): 3 clusters Score: Raw -1097149.526147 + Penalty 2980.465655 = -1094169.060492 nChanged 48 SP:Iteration 21Q (4799.530000 sec): 3 clusters Score: Raw -1097196.550706 + Penalty 2980.465655 = -1094216.085051 nChanged 40 SP:Iteration 22Q (4799.830000 sec): 3 clusters Score: Raw -1097237.540808 + Penalty 2980.465655 = -1094257.075152 nChanged 34 SP:Iteration 23Q (4800.010000 sec): 3 clusters Score: Raw -1097277.694382 + Penalty 2980.465655 = -1094297.228726 nChanged 25 SP:Iteration 24Q (4800.350000 sec): 3 clusters Score: Raw -1097309.711255 + Penalty 2980.465655 = -1094329.245599 nChanged 19 SP:Iteration 25Q (4800.600000 sec): 3 clusters Score: Raw -1097334.056679 + Penalty 2980.465655 = -1094353.591024 nChanged 14 SP:Iteration 26Q (4800.830000 sec): 3 clusters Score: Raw -1097348.692154 + Penalty 2980.465655 = -1094368.226499 nChanged 19 SP:Iteration 27Q (4801.130000 sec): 3 clusters Score: Raw -1097363.141036 + Penalty 2980.465655 = -1094382.675380 nChanged 10 SP:Iteration 28Q (4801.340000 sec): 3 clusters Score: Raw -1097370.174255 + Penalty 2980.465655 = -1094389.708600 nChanged 14 SP:Iteration 29Q (4801.630000 sec): 3 clusters Score: Raw -1097384.517158 + Penalty 2980.465655 = -1094404.051502 nChanged 17 SP:Iteration 30Q (4801.890000 sec): 3 clusters Score: Raw -1097399.055841 + Penalty 2980.465655 = -1094418.590186 nChanged 10 SP:Iteration 31Q (4802.150000 sec): 3 clusters Score: Raw -1097407.085701 + Penalty 2980.465655 = -1094426.620046 nChanged 9 SP:Iteration 32Q (4802.390000 sec): 3 clusters Score: Raw -1097421.260153 + Penalty 2980.465655 = -1094440.794498 nChanged 13 SP:Iteration 33Q (4802.620000 sec): 3 clusters Score: Raw -1097431.163902 + Penalty 2980.465655 = -1094450.698247 nChanged 10 SP:Iteration 34Q (4802.800000 sec): 3 clusters Score: Raw -1097436.370437 + Penalty 2980.465655 = -1094455.904782 nChanged 5 SP:Iteration 35Q (4803.090000 sec): 3 clusters Score: Raw -1097439.900162 + Penalty 2980.465655 = -1094459.434506 nChanged 4 SP:Iteration 36Q (4803.270000 sec): 3 clusters Score: Raw -1097441.466635 + Penalty 2980.465655 = -1094461.000980 nChanged 2 SP:Iteration 37Q (4803.490000 sec): 3 clusters Score: Raw -1097443.999396 + Penalty 2980.465655 = -1094463.533740 nChanged 4 SP:Iteration 38Q (4803.680000 sec): 3 clusters Score: Raw -1097447.143001 + Penalty 2980.465655 = -1094466.677345 nChanged 3 SP:Iteration 39Q (4803.950000 sec): 3 clusters Score: Raw -1097449.070468 + Penalty 2980.465655 = -1094468.604813 nChanged 2 SP:Iteration 40F (4804.150000 sec): 3 clusters Score: Raw -1097451.789701 + Penalty 2980.465655 = -1094471.324045 nChanged 3 SP:Iteration 41Q (4804.410000 sec): 3 clusters Score: Raw -1097453.486837 + Penalty 2980.465655 = -1094473.021182 nChanged 1 SP:Iteration 42Q (4804.670000 sec): 3 clusters Score: Raw -1097457.146708 + Penalty 2980.465655 = -1094476.681053 nChanged 2 SP:Iteration 43Q (4804.900000 sec): 3 clusters Score: Raw -1097457.696858 + Penalty 2980.465655 = -1094477.231203 nChanged 1 SP:Iteration 44Q (4805.140000 sec): 3 clusters Score: Raw -1097458.148602 + Penalty 2980.465655 = -1094477.682947 nChanged 1 SP:Iteration 45Q (4805.340000 sec): 3 clusters Score: Raw -1097458.542271 + Penalty 2980.465655 = -1094478.076616 nChanged 3 SP:Iteration 46Q (4805.650000 sec): 3 clusters Score: Raw -1097459.358271 + Penalty 2980.465655 = -1094478.892616 nChanged 0 SP:Iteration 47F (4805.870000 sec): 3 clusters Score: Raw -1097459.358271 + Penalty 2980.465655 = -1094478.892616 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (10934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4806.000000 sec): 2 clusters Score: Raw -1291106.438447 + Penalty 1511.190278 = -1289595.248170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4806.290000 sec): 3 clusters Score: Raw -1284855.942548 + Penalty 3022.380556 = -1281833.561992 nChanged 4800 SP:Iteration 1F (4806.520000 sec): 3 clusters Score: Raw -1287552.070759 + Penalty 3022.380556 = -1284529.690204 nChanged 743 SP:Iteration 2F (4806.740000 sec): 3 clusters Score: Raw -1287991.008218 + Penalty 3022.380556 = -1284968.627662 nChanged 745 SP:Iteration 3F (4806.970000 sec): 3 clusters Score: Raw -1288459.531858 + Penalty 3022.380556 = -1285437.151302 nChanged 780 SP:Iteration 4F (4807.210000 sec): 3 clusters Score: Raw -1289034.831674 + Penalty 3022.380556 = -1286012.451119 nChanged 758 SP:Iteration 5F (4807.410000 sec): 3 clusters Score: Raw -1289666.393726 + Penalty 3022.380556 = -1286644.013170 nChanged 704 SP:Iteration 6F (4807.620000 sec): 3 clusters Score: Raw -1290280.443688 + Penalty 3022.380556 = -1287258.063132 nChanged 537 SP:Iteration 7Q (4807.880000 sec): 3 clusters Score: Raw -1290745.648450 + Penalty 3022.380556 = -1287723.267895 nChanged 391 SP:Iteration 8Q (4808.090000 sec): 3 clusters Score: Raw -1291085.307854 + Penalty 3022.380556 = -1288062.927298 nChanged 265 SP:Iteration 9Q (4808.370000 sec): 3 clusters Score: Raw -1291288.684227 + Penalty 3022.380556 = -1288266.303671 nChanged 180 SP:Iteration 10Q (4808.570000 sec): 3 clusters Score: Raw -1291420.797572 + Penalty 3022.380556 = -1288398.417016 nChanged 120 SP:Iteration 11Q (4808.840000 sec): 3 clusters Score: Raw -1291506.508687 + Penalty 3022.380556 = -1288484.128131 nChanged 85 SP:Iteration 12Q (4809.040000 sec): 3 clusters Score: Raw -1291566.195143 + Penalty 3022.380556 = -1288543.814587 nChanged 76 SP:Iteration 13Q (4809.250000 sec): 3 clusters Score: Raw -1291615.832798 + Penalty 3022.380556 = -1288593.452243 nChanged 52 SP:Iteration 14Q (4809.510000 sec): 3 clusters Score: Raw -1291659.863155 + Penalty 3022.380556 = -1288637.482599 nChanged 38 SP:Iteration 15Q (4809.750000 sec): 3 clusters Score: Raw -1291689.570680 + Penalty 3022.380556 = -1288667.190125 nChanged 32 SP:Iteration 16Q (4809.980000 sec): 3 clusters Score: Raw -1291706.331337 + Penalty 3022.380556 = -1288683.950781 nChanged 27 SP:Iteration 17Q (4810.220000 sec): 3 clusters Score: Raw -1291722.724157 + Penalty 3022.380556 = -1288700.343601 nChanged 26 SP:Iteration 18Q (4810.470000 sec): 3 clusters Score: Raw -1291738.517421 + Penalty 3022.380556 = -1288716.136866 nChanged 21 SP:Iteration 19Q (4810.690000 sec): 3 clusters Score: Raw -1291748.098559 + Penalty 3022.380556 = -1288725.718003 nChanged 13 SP:Iteration 20F (4810.910000 sec): 3 clusters Score: Raw -1291753.723150 + Penalty 3022.380556 = -1288731.342594 nChanged 12 SP:Iteration 21Q (4811.150000 sec): 3 clusters Score: Raw -1291760.102038 + Penalty 3022.380556 = -1288737.721482 nChanged 9 SP:Iteration 22Q (4811.410000 sec): 3 clusters Score: Raw -1291763.862103 + Penalty 3022.380556 = -1288741.481547 nChanged 5 SP:Iteration 23Q (4811.670000 sec): 3 clusters Score: Raw -1291765.718450 + Penalty 3022.380556 = -1288743.337894 nChanged 3 SP:Iteration 24Q (4811.870000 sec): 3 clusters Score: Raw -1291767.490797 + Penalty 3022.380556 = -1288745.110241 nChanged 2 SP:Iteration 25Q (4812.140000 sec): 3 clusters Score: Raw -1291768.242733 + Penalty 3022.380556 = -1288745.862178 nChanged 0 SP:Iteration 26F (4812.390000 sec): 3 clusters Score: Raw -1291768.242733 + Penalty 3022.380556 = -1288745.862178 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4812.510000 sec): 2 clusters Score: Raw -176775.841170 + Penalty 1202.004148 = -175573.837023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4812.710000 sec): 3 clusters Score: Raw -176148.064576 + Penalty 2404.008296 = -173744.056280 nChanged 554 SP:Iteration 1F (4812.870000 sec): 3 clusters Score: Raw -176568.423419 + Penalty 2404.008296 = -174164.415123 nChanged 140 SP:Iteration 2F (4813.030000 sec): 3 clusters Score: Raw -176759.804187 + Penalty 2404.008296 = -174355.795891 nChanged 135 SP:Iteration 3F (4813.250000 sec): 3 clusters Score: Raw -177059.914316 + Penalty 2404.008296 = -174655.906020 nChanged 155 SP:Iteration 4F (4813.420000 sec): 3 clusters Score: Raw -177458.949553 + Penalty 2404.008296 = -175054.941257 nChanged 151 SP:Iteration 5F (4813.580000 sec): 3 clusters Score: Raw -177878.896563 + Penalty 2404.008296 = -175474.888267 nChanged 129 SP:Iteration 6F (4813.800000 sec): 3 clusters Score: Raw -178270.003385 + Penalty 2404.008296 = -175865.995089 nChanged 71 SP:Iteration 7Q (4813.980000 sec): 3 clusters Score: Raw -178465.398706 + Penalty 2404.008296 = -176061.390410 nChanged 53 SP:Iteration 8Q (4814.130000 sec): 3 clusters Score: Raw -178624.448444 + Penalty 2404.008296 = -176220.440148 nChanged 51 SP:Iteration 9Q (4814.360000 sec): 3 clusters Score: Raw -179011.560246 + Penalty 2404.008296 = -176607.551950 nChanged 27 SP:Iteration 10Q (4814.570000 sec): 3 clusters Score: Raw -179218.583385 + Penalty 2404.008296 = -176814.575089 nChanged 8 SP:Iteration 11Q (4814.780000 sec): 3 clusters Score: Raw -179226.250533 + Penalty 2404.008296 = -176822.242237 nChanged 3 SP:Iteration 12Q (4814.950000 sec): 3 clusters Score: Raw -179227.839396 + Penalty 2404.008296 = -176823.831100 nChanged 1 SP:Iteration 13Q (4815.160000 sec): 3 clusters Score: Raw -179228.285941 + Penalty 2404.008296 = -176824.277645 nChanged 1 SP:Iteration 14Q (4815.340000 sec): 3 clusters Score: Raw -179228.844239 + Penalty 2404.008296 = -176824.835943 nChanged 0 SP:Iteration 15F (4815.510000 sec): 3 clusters Score: Raw -179228.844239 + Penalty 2404.008296 = -176824.835943 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 2.79 GB. Trying to split cluster 16 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4815.650000 sec): 2 clusters Score: Raw -43143.739559 + Penalty 1004.588797 = -42139.150761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4815.820000 sec): 3 clusters Score: Raw -43408.670718 + Penalty 2009.177595 = -41399.493123 nChanged 160 SP:Iteration 1F (4816.000000 sec): 3 clusters Score: Raw -44284.595282 + Penalty 2009.177595 = -42275.417687 nChanged 43 SP:Iteration 2F (4816.150000 sec): 3 clusters Score: Raw -44650.750462 + Penalty 2009.177595 = -42641.572867 nChanged 22 SP:Iteration 3Q (4816.350000 sec): 3 clusters Score: Raw -44816.930306 + Penalty 2009.177595 = -42807.752712 nChanged 12 SP:Iteration 4Q (4816.510000 sec): 3 clusters Score: Raw -44910.115448 + Penalty 2009.177595 = -42900.937853 nChanged 11 SP:Iteration 5Q (4816.690000 sec): 3 clusters Score: Raw -45028.498395 + Penalty 2009.177595 = -43019.320800 nChanged 8 SP:Iteration 6Q (4816.880000 sec): 3 clusters Score: Raw -45069.985398 + Penalty 2009.177595 = -43060.807803 nChanged 14 SP:Iteration 7Q (4817.030000 sec): 3 clusters Score: Raw -45144.003310 + Penalty 2009.177595 = -43134.825716 nChanged 13 SP:Iteration 8Q (4817.210000 sec): 3 clusters Score: Raw -45239.841501 + Penalty 2009.177595 = -43230.663907 nChanged 11 SP:Iteration 9Q (4817.380000 sec): 3 clusters Score: Raw -45346.792309 + Penalty 2009.177595 = -43337.614714 nChanged 8 SP:Iteration 10Q (4817.540000 sec): 3 clusters Score: Raw -45408.726155 + Penalty 2009.177595 = -43399.548560 nChanged 4 SP:Iteration 11Q (4817.720000 sec): 3 clusters Score: Raw -45509.784868 + Penalty 2009.177595 = -43500.607273 nChanged 2 SP:Iteration 12Q (4817.920000 sec): 3 clusters Score: Raw -45517.126896 + Penalty 2009.177595 = -43507.949301 nChanged 1 SP:Iteration 13Q (4818.100000 sec): 3 clusters Score: Raw -45524.242024 + Penalty 2009.177595 = -43515.064429 nChanged 2 SP:Iteration 14Q (4818.260000 sec): 3 clusters Score: Raw -45532.434482 + Penalty 2009.177595 = -43523.256887 nChanged 0 SP:Iteration 15F (4818.420000 sec): 3 clusters Score: Raw -45538.489033 + Penalty 2009.177595 = -43529.311438 nChanged 1 SP:Iteration 16Q (4818.610000 sec): 3 clusters Score: Raw -45565.286599 + Penalty 2009.177595 = -43556.109004 nChanged 2 SP:Iteration 17Q (4818.840000 sec): 3 clusters Score: Raw -45581.586150 + Penalty 2009.177595 = -43572.408556 nChanged 2 SP:Iteration 18Q (4818.980000 sec): 3 clusters Score: Raw -45599.798659 + Penalty 2009.177595 = -43590.621064 nChanged 2 SP:Iteration 19Q (4819.160000 sec): 3 clusters Score: Raw -45616.117905 + Penalty 2009.177595 = -43606.940310 nChanged 2 SP:Iteration 20F (4819.370000 sec): 3 clusters Score: Raw -45627.826396 + Penalty 2009.177595 = -43618.648801 nChanged 1 SP:Iteration 21Q (4819.530000 sec): 3 clusters Score: Raw -45630.633646 + Penalty 2009.177595 = -43621.456052 nChanged 0 SP:Iteration 22F (4819.730000 sec): 3 clusters Score: Raw -45630.633646 + Penalty 2009.177595 = -43621.456052 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 2.79 GB. Trying to split cluster 17 (12236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4819.890000 sec): 2 clusters Score: Raw -1404255.650575 + Penalty 1529.472377 = -1402726.178198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4820.070000 sec): 3 clusters Score: Raw -1397162.172406 + Penalty 3058.944754 = -1394103.227651 nChanged 5406 SP:Iteration 1F (4820.310000 sec): 3 clusters Score: Raw -1400048.059816 + Penalty 3058.944754 = -1396989.115061 nChanged 740 SP:Iteration 2F (4820.550000 sec): 3 clusters Score: Raw -1400383.182717 + Penalty 3058.944754 = -1397324.237963 nChanged 701 SP:Iteration 3F (4820.810000 sec): 3 clusters Score: Raw -1400679.263435 + Penalty 3058.944754 = -1397620.318681 nChanged 556 SP:Iteration 4Q (4821.010000 sec): 3 clusters Score: Raw -1400936.534200 + Penalty 3058.944754 = -1397877.589446 nChanged 524 SP:Iteration 5Q (4821.290000 sec): 3 clusters Score: Raw -1401194.948880 + Penalty 3058.944754 = -1398136.004126 nChanged 519 SP:Iteration 6Q (4821.550000 sec): 3 clusters Score: Raw -1401458.478697 + Penalty 3058.944754 = -1398399.533942 nChanged 506 SP:Iteration 7Q (4821.800000 sec): 3 clusters Score: Raw -1401738.560084 + Penalty 3058.944754 = -1398679.615329 nChanged 526 SP:Iteration 8Q (4822.010000 sec): 3 clusters Score: Raw -1402066.537919 + Penalty 3058.944754 = -1399007.593165 nChanged 568 SP:Iteration 9Q (4822.270000 sec): 3 clusters Score: Raw -1402442.187668 + Penalty 3058.944754 = -1399383.242913 nChanged 532 SP:Iteration 10Q (4822.480000 sec): 3 clusters Score: Raw -1402809.007738 + Penalty 3058.944754 = -1399750.062984 nChanged 527 SP:Iteration 11Q (4822.760000 sec): 3 clusters Score: Raw -1403171.266752 + Penalty 3058.944754 = -1400112.321998 nChanged 449 SP:Iteration 12Q (4822.990000 sec): 3 clusters Score: Raw -1403492.212862 + Penalty 3058.944754 = -1400433.268108 nChanged 395 SP:Iteration 13Q (4823.200000 sec): 3 clusters Score: Raw -1403738.968306 + Penalty 3058.944754 = -1400680.023552 nChanged 319 SP:Iteration 14Q (4823.460000 sec): 3 clusters Score: Raw -1403928.422401 + Penalty 3058.944754 = -1400869.477647 nChanged 260 SP:Iteration 15Q (4823.730000 sec): 3 clusters Score: Raw -1404091.021059 + Penalty 3058.944754 = -1401032.076305 nChanged 220 SP:Iteration 16Q (4823.920000 sec): 3 clusters Score: Raw -1404212.174926 + Penalty 3058.944754 = -1401153.230172 nChanged 187 SP:Iteration 17Q (4824.190000 sec): 3 clusters Score: Raw -1404306.841942 + Penalty 3058.944754 = -1401247.897188 nChanged 184 SP:Iteration 18Q (4824.380000 sec): 3 clusters Score: Raw -1404389.912083 + Penalty 3058.944754 = -1401330.967329 nChanged 162 SP:Iteration 19Q (4824.590000 sec): 3 clusters Score: Raw -1404466.540453 + Penalty 3058.944754 = -1401407.595699 nChanged 135 SP:Iteration 20F (4824.830000 sec): 3 clusters Score: Raw -1404519.407257 + Penalty 3058.944754 = -1401460.462502 nChanged 97 SP:Iteration 21Q (4825.010000 sec): 3 clusters Score: Raw -1404548.672763 + Penalty 3058.944754 = -1401489.728008 nChanged 83 SP:Iteration 22Q (4825.250000 sec): 3 clusters Score: Raw -1404573.140573 + Penalty 3058.944754 = -1401514.195819 nChanged 83 SP:Iteration 23Q (4825.490000 sec): 3 clusters Score: Raw -1404598.768701 + Penalty 3058.944754 = -1401539.823947 nChanged 68 SP:Iteration 24Q (4825.720000 sec): 3 clusters Score: Raw -1404617.168057 + Penalty 3058.944754 = -1401558.223302 nChanged 60 SP:Iteration 25Q (4826.000000 sec): 3 clusters Score: Raw -1404631.757872 + Penalty 3058.944754 = -1401572.813117 nChanged 52 SP:Iteration 26Q (4826.190000 sec): 3 clusters Score: Raw -1404644.277761 + Penalty 3058.944754 = -1401585.333007 nChanged 57 SP:Iteration 27Q (4826.410000 sec): 3 clusters Score: Raw -1404660.197612 + Penalty 3058.944754 = -1401601.252858 nChanged 42 SP:Iteration 28Q (4826.590000 sec): 3 clusters Score: Raw -1404667.490253 + Penalty 3058.944754 = -1401608.545499 nChanged 29 SP:Iteration 29Q (4826.840000 sec): 3 clusters Score: Raw -1404672.933903 + Penalty 3058.944754 = -1401613.989149 nChanged 21 SP:Iteration 30Q (4827.080000 sec): 3 clusters Score: Raw -1404676.387345 + Penalty 3058.944754 = -1401617.442591 nChanged 15 SP:Iteration 31Q (4827.300000 sec): 3 clusters Score: Raw -1404678.401176 + Penalty 3058.944754 = -1401619.456421 nChanged 9 SP:Iteration 32Q (4827.570000 sec): 3 clusters Score: Raw -1404679.379812 + Penalty 3058.944754 = -1401620.435057 nChanged 5 SP:Iteration 33Q (4827.780000 sec): 3 clusters Score: Raw -1404679.751269 + Penalty 3058.944754 = -1401620.806515 nChanged 3 SP:Iteration 34Q (4828.030000 sec): 3 clusters Score: Raw -1404679.911611 + Penalty 3058.944754 = -1401620.966857 nChanged 3 SP:Iteration 35Q (4828.290000 sec): 3 clusters Score: Raw -1404680.254887 + Penalty 3058.944754 = -1401621.310132 nChanged 3 SP:Iteration 36Q (4828.540000 sec): 3 clusters Score: Raw -1404680.876990 + Penalty 3058.944754 = -1401621.932236 nChanged 6 SP:Iteration 37Q (4828.790000 sec): 3 clusters Score: Raw -1404681.580436 + Penalty 3058.944754 = -1401622.635682 nChanged 4 SP:Iteration 38Q (4829.010000 sec): 3 clusters Score: Raw -1404682.157068 + Penalty 3058.944754 = -1401623.212314 nChanged 3 SP:Iteration 39Q (4829.220000 sec): 3 clusters Score: Raw -1404682.464623 + Penalty 3058.944754 = -1401623.519868 nChanged 1 SP:Iteration 40F (4829.470000 sec): 3 clusters Score: Raw -1404682.513084 + Penalty 3058.944754 = -1401623.568330 nChanged 1 SP:Iteration 41Q (4829.720000 sec): 3 clusters Score: Raw -1404682.601934 + Penalty 3058.944754 = -1401623.657180 nChanged 0 SP:Iteration 42F (4829.930000 sec): 3 clusters Score: Raw -1404682.601934 + Penalty 3058.944754 = -1401623.657180 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4830.080000 sec): 2 clusters Score: Raw -59494.447015 + Penalty 1023.579253 = -58470.867762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4830.250000 sec): 3 clusters Score: Raw -59403.026349 + Penalty 2047.158505 = -57355.867844 nChanged 138 SP:Iteration 1F (4830.440000 sec): 3 clusters Score: Raw -59687.964589 + Penalty 2047.158505 = -57640.806084 nChanged 44 SP:Iteration 2F (4830.600000 sec): 3 clusters Score: Raw -59780.366268 + Penalty 2047.158505 = -57733.207763 nChanged 17 SP:Iteration 3Q (4830.760000 sec): 3 clusters Score: Raw -59822.327771 + Penalty 2047.158505 = -57775.169266 nChanged 13 SP:Iteration 4Q (4830.960000 sec): 3 clusters Score: Raw -59843.033565 + Penalty 2047.158505 = -57795.875060 nChanged 12 SP:Iteration 5Q (4831.200000 sec): 3 clusters Score: Raw -59862.132981 + Penalty 2047.158505 = -57814.974476 nChanged 10 SP:Iteration 6Q (4831.390000 sec): 3 clusters Score: Raw -59880.056302 + Penalty 2047.158505 = -57832.897797 nChanged 7 SP:Iteration 7Q (4831.580000 sec): 3 clusters Score: Raw -59897.011022 + Penalty 2047.158505 = -57849.852517 nChanged 6 SP:Iteration 8Q (4831.790000 sec): 3 clusters Score: Raw -59911.277750 + Penalty 2047.158505 = -57864.119245 nChanged 7 SP:Iteration 9Q (4831.940000 sec): 3 clusters Score: Raw -59930.230148 + Penalty 2047.158505 = -57883.071642 nChanged 8 SP:Iteration 10Q (4832.160000 sec): 3 clusters Score: Raw -59951.697619 + Penalty 2047.158505 = -57904.539113 nChanged 8 SP:Iteration 11Q (4832.340000 sec): 3 clusters Score: Raw -59980.672180 + Penalty 2047.158505 = -57933.513675 nChanged 10 SP:Iteration 12Q (4832.500000 sec): 3 clusters Score: Raw -60011.122037 + Penalty 2047.158505 = -57963.963532 nChanged 8 SP:Iteration 13Q (4832.640000 sec): 3 clusters Score: Raw -60041.621897 + Penalty 2047.158505 = -57994.463392 nChanged 5 SP:Iteration 14Q (4832.840000 sec): 3 clusters Score: Raw -60055.383676 + Penalty 2047.158505 = -58008.225171 nChanged 5 SP:Iteration 15Q (4833.040000 sec): 3 clusters Score: Raw -60065.962036 + Penalty 2047.158505 = -58018.803531 nChanged 1 SP:Iteration 16Q (4833.210000 sec): 3 clusters Score: Raw -60067.492319 + Penalty 2047.158505 = -58020.333814 nChanged 2 SP:Iteration 17Q (4833.420000 sec): 3 clusters Score: Raw -60072.991505 + Penalty 2047.158505 = -58025.833000 nChanged 0 SP:Iteration 18F (4833.570000 sec): 3 clusters Score: Raw -60072.991505 + Penalty 2047.158505 = -58025.833000 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4833.660000 sec): 2 clusters Score: Raw -206496.632571 + Penalty 1222.916496 = -205273.716075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4833.830000 sec): 3 clusters Score: Raw -205730.126754 + Penalty 2445.832992 = -203284.293762 nChanged 651 SP:Iteration 1F (4834.040000 sec): 3 clusters Score: Raw -206147.283340 + Penalty 2445.832992 = -203701.450348 nChanged 133 SP:Iteration 2F (4834.270000 sec): 3 clusters Score: Raw -206234.609421 + Penalty 2445.832992 = -203788.776429 nChanged 72 SP:Iteration 3Q (4834.450000 sec): 3 clusters Score: Raw -206284.304151 + Penalty 2445.832992 = -203838.471159 nChanged 45 SP:Iteration 4Q (4834.650000 sec): 3 clusters Score: Raw -206314.381367 + Penalty 2445.832992 = -203868.548375 nChanged 41 SP:Iteration 5Q (4834.830000 sec): 3 clusters Score: Raw -206339.453333 + Penalty 2445.832992 = -203893.620341 nChanged 27 SP:Iteration 6Q (4835.030000 sec): 3 clusters Score: Raw -206357.649909 + Penalty 2445.832992 = -203911.816917 nChanged 27 SP:Iteration 7Q (4835.190000 sec): 3 clusters Score: Raw -206373.572069 + Penalty 2445.832992 = -203927.739077 nChanged 23 SP:Iteration 8Q (4835.370000 sec): 3 clusters Score: Raw -206389.335577 + Penalty 2445.832992 = -203943.502585 nChanged 28 SP:Iteration 9Q (4835.590000 sec): 3 clusters Score: Raw -206402.890577 + Penalty 2445.832992 = -203957.057585 nChanged 20 SP:Iteration 10Q (4835.760000 sec): 3 clusters Score: Raw -206412.408351 + Penalty 2445.832992 = -203966.575359 nChanged 10 SP:Iteration 11Q (4835.920000 sec): 3 clusters Score: Raw -206416.452320 + Penalty 2445.832992 = -203970.619328 nChanged 4 SP:Iteration 12Q (4836.100000 sec): 3 clusters Score: Raw -206417.818390 + Penalty 2445.832992 = -203971.985399 nChanged 4 SP:Iteration 13Q (4836.270000 sec): 3 clusters Score: Raw -206419.163220 + Penalty 2445.832992 = -203973.330228 nChanged 3 SP:Iteration 14Q (4836.420000 sec): 3 clusters Score: Raw -206420.310419 + Penalty 2445.832992 = -203974.477427 nChanged 2 SP:Iteration 15Q (4836.620000 sec): 3 clusters Score: Raw -206420.824598 + Penalty 2445.832992 = -203974.991606 nChanged 1 SP:Iteration 16Q (4836.750000 sec): 3 clusters Score: Raw -206420.942592 + Penalty 2445.832992 = -203975.109600 nChanged 1 SP:Iteration 17Q (4836.900000 sec): 3 clusters Score: Raw -206421.511638 + Penalty 2445.832992 = -203975.678646 nChanged 1 SP:Iteration 18Q (4837.110000 sec): 3 clusters Score: Raw -206421.779901 + Penalty 2445.832992 = -203975.946909 nChanged 1 SP:Iteration 19Q (4837.300000 sec): 3 clusters Score: Raw -206422.120709 + Penalty 2445.832992 = -203976.287717 nChanged 3 SP:Iteration 20F (4837.530000 sec): 3 clusters Score: Raw -206424.551257 + Penalty 2445.832992 = -203978.718265 nChanged 4 SP:Iteration 21Q (4837.690000 sec): 3 clusters Score: Raw -206427.783243 + Penalty 2445.832992 = -203981.950251 nChanged 8 SP:Iteration 22Q (4837.890000 sec): 3 clusters Score: Raw -206431.369517 + Penalty 2445.832992 = -203985.536525 nChanged 8 SP:Iteration 23Q (4838.080000 sec): 3 clusters Score: Raw -206434.842330 + Penalty 2445.832992 = -203989.009339 nChanged 8 SP:Iteration 24Q (4838.240000 sec): 3 clusters Score: Raw -206439.543970 + Penalty 2445.832992 = -203993.710978 nChanged 10 SP:Iteration 25Q (4838.400000 sec): 3 clusters Score: Raw -206443.944218 + Penalty 2445.832992 = -203998.111226 nChanged 3 SP:Iteration 26Q (4838.550000 sec): 3 clusters Score: Raw -206444.758757 + Penalty 2445.832992 = -203998.925765 nChanged 2 SP:Iteration 27Q (4838.700000 sec): 3 clusters Score: Raw -206446.106325 + Penalty 2445.832992 = -204000.273333 nChanged 1 SP:Iteration 28Q (4838.880000 sec): 3 clusters Score: Raw -206446.682256 + Penalty 2445.832992 = -204000.849264 nChanged 2 SP:Iteration 29Q (4839.070000 sec): 3 clusters Score: Raw -206447.291765 + Penalty 2445.832992 = -204001.458773 nChanged 2 SP:Iteration 30Q (4839.280000 sec): 3 clusters Score: Raw -206448.068244 + Penalty 2445.832992 = -204002.235252 nChanged 1 SP:Iteration 31Q (4839.470000 sec): 3 clusters Score: Raw -206448.513036 + Penalty 2445.832992 = -204002.680044 nChanged 0 SP:Iteration 32F (4839.660000 sec): 3 clusters Score: Raw -206448.513036 + Penalty 2445.832992 = -204002.680044 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (14116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4839.800000 sec): 2 clusters Score: Raw -1535029.759465 + Penalty 1552.697930 = -1533477.061535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4840.070000 sec): 3 clusters Score: Raw -1526780.583902 + Penalty 3105.395860 = -1523675.188042 nChanged 6189 SP:Iteration 1F (4840.360000 sec): 3 clusters Score: Raw -1530078.303670 + Penalty 3105.395860 = -1526972.907809 nChanged 824 SP:Iteration 2F (4840.660000 sec): 3 clusters Score: Raw -1530442.013054 + Penalty 3105.395860 = -1527336.617194 nChanged 787 SP:Iteration 3F (4840.940000 sec): 3 clusters Score: Raw -1530819.980254 + Penalty 3105.395860 = -1527714.584394 nChanged 773 SP:Iteration 4F (4841.220000 sec): 3 clusters Score: Raw -1531197.223365 + Penalty 3105.395860 = -1528091.827505 nChanged 754 SP:Iteration 5F (4841.490000 sec): 3 clusters Score: Raw -1531569.149180 + Penalty 3105.395860 = -1528463.753320 nChanged 742 SP:Iteration 6F (4841.710000 sec): 3 clusters Score: Raw -1531917.330001 + Penalty 3105.395860 = -1528811.934140 nChanged 694 SP:Iteration 7Q (4842.000000 sec): 3 clusters Score: Raw -1532252.112502 + Penalty 3105.395860 = -1529146.716642 nChanged 638 SP:Iteration 8Q (4842.260000 sec): 3 clusters Score: Raw -1532549.761597 + Penalty 3105.395860 = -1529444.365737 nChanged 586 SP:Iteration 9Q (4842.510000 sec): 3 clusters Score: Raw -1532813.716072 + Penalty 3105.395860 = -1529708.320212 nChanged 525 SP:Iteration 10Q (4842.790000 sec): 3 clusters Score: Raw -1533049.642021 + Penalty 3105.395860 = -1529944.246161 nChanged 427 SP:Iteration 11Q (4843.090000 sec): 3 clusters Score: Raw -1533245.250221 + Penalty 3105.395860 = -1530139.854361 nChanged 428 SP:Iteration 12Q (4843.360000 sec): 3 clusters Score: Raw -1533440.844877 + Penalty 3105.395860 = -1530335.449017 nChanged 375 SP:Iteration 13Q (4843.650000 sec): 3 clusters Score: Raw -1533608.687711 + Penalty 3105.395860 = -1530503.291850 nChanged 334 SP:Iteration 14Q (4843.890000 sec): 3 clusters Score: Raw -1533751.367252 + Penalty 3105.395860 = -1530645.971392 nChanged 316 SP:Iteration 15Q (4844.140000 sec): 3 clusters Score: Raw -1533888.946161 + Penalty 3105.395860 = -1530783.550301 nChanged 302 SP:Iteration 16Q (4844.440000 sec): 3 clusters Score: Raw -1534040.236518 + Penalty 3105.395860 = -1530934.840658 nChanged 296 SP:Iteration 17Q (4844.730000 sec): 3 clusters Score: Raw -1534197.549460 + Penalty 3105.395860 = -1531092.153600 nChanged 274 SP:Iteration 18Q (4845.030000 sec): 3 clusters Score: Raw -1534362.331975 + Penalty 3105.395860 = -1531256.936115 nChanged 278 SP:Iteration 19Q (4845.260000 sec): 3 clusters Score: Raw -1534552.651808 + Penalty 3105.395860 = -1531447.255948 nChanged 248 SP:Iteration 20F (4845.480000 sec): 3 clusters Score: Raw -1534722.270993 + Penalty 3105.395860 = -1531616.875133 nChanged 194 SP:Iteration 21Q (4845.780000 sec): 3 clusters Score: Raw -1534860.516828 + Penalty 3105.395860 = -1531755.120968 nChanged 149 SP:Iteration 22Q (4846.020000 sec): 3 clusters Score: Raw -1534964.435387 + Penalty 3105.395860 = -1531859.039527 nChanged 130 SP:Iteration 23Q (4846.220000 sec): 3 clusters Score: Raw -1535059.640317 + Penalty 3105.395860 = -1531954.244457 nChanged 102 SP:Iteration 24Q (4846.470000 sec): 3 clusters Score: Raw -1535131.979341 + Penalty 3105.395860 = -1532026.583481 nChanged 70 SP:Iteration 25Q (4846.710000 sec): 3 clusters Score: Raw -1535181.154282 + Penalty 3105.395860 = -1532075.758422 nChanged 47 SP:Iteration 26Q (4846.960000 sec): 3 clusters Score: Raw -1535218.458298 + Penalty 3105.395860 = -1532113.062437 nChanged 42 SP:Iteration 27Q (4847.190000 sec): 3 clusters Score: Raw -1535248.120777 + Penalty 3105.395860 = -1532142.724917 nChanged 23 SP:Iteration 28Q (4847.430000 sec): 3 clusters Score: Raw -1535265.719042 + Penalty 3105.395860 = -1532160.323182 nChanged 19 SP:Iteration 29Q (4847.660000 sec): 3 clusters Score: Raw -1535282.508770 + Penalty 3105.395860 = -1532177.112910 nChanged 12 SP:Iteration 30Q (4847.880000 sec): 3 clusters Score: Raw -1535290.348054 + Penalty 3105.395860 = -1532184.952194 nChanged 8 SP:Iteration 31Q (4848.110000 sec): 3 clusters Score: Raw -1535299.237066 + Penalty 3105.395860 = -1532193.841205 nChanged 9 SP:Iteration 32Q (4848.380000 sec): 3 clusters Score: Raw -1535307.113867 + Penalty 3105.395860 = -1532201.718007 nChanged 8 SP:Iteration 33Q (4848.550000 sec): 3 clusters Score: Raw -1535313.132090 + Penalty 3105.395860 = -1532207.736230 nChanged 5 SP:Iteration 34Q (4848.820000 sec): 3 clusters Score: Raw -1535317.677792 + Penalty 3105.395860 = -1532212.281932 nChanged 8 SP:Iteration 35Q (4849.040000 sec): 3 clusters Score: Raw -1535323.404187 + Penalty 3105.395860 = -1532218.008327 nChanged 5 SP:Iteration 36Q (4849.250000 sec): 3 clusters Score: Raw -1535328.629959 + Penalty 3105.395860 = -1532223.234099 nChanged 2 SP:Iteration 37Q (4849.500000 sec): 3 clusters Score: Raw -1535330.380882 + Penalty 3105.395860 = -1532224.985022 nChanged 2 SP:Iteration 38Q (4849.760000 sec): 3 clusters Score: Raw -1535331.469917 + Penalty 3105.395860 = -1532226.074057 nChanged 1 SP:Iteration 39Q (4850.020000 sec): 3 clusters Score: Raw -1535331.716247 + Penalty 3105.395860 = -1532226.320387 nChanged 1 SP:Iteration 40F (4850.280000 sec): 3 clusters Score: Raw -1535332.727130 + Penalty 3105.395860 = -1532227.331269 nChanged 1 SP:Iteration 41Q (4850.510000 sec): 3 clusters Score: Raw -1535333.316714 + Penalty 3105.395860 = -1532227.920854 nChanged 1 SP:Iteration 42Q (4850.740000 sec): 3 clusters Score: Raw -1535334.321666 + Penalty 3105.395860 = -1532228.925805 nChanged 3 SP:Iteration 43Q (4850.960000 sec): 3 clusters Score: Raw -1535337.227103 + Penalty 3105.395860 = -1532231.831243 nChanged 3 SP:Iteration 44Q (4851.150000 sec): 3 clusters Score: Raw -1535340.052009 + Penalty 3105.395860 = -1532234.656149 nChanged 0 SP:Iteration 45F (4851.420000 sec): 3 clusters Score: Raw -1535340.052009 + Penalty 3105.395860 = -1532234.656149 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4851.550000 sec): 2 clusters Score: Raw -1191758.367556 + Penalty 1503.646344 = -1190254.721212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4851.750000 sec): 3 clusters Score: Raw -1185784.886691 + Penalty 3007.292688 = -1182777.594003 nChanged 4527 SP:Iteration 1F (4851.980000 sec): 3 clusters Score: Raw -1188283.731126 + Penalty 3007.292688 = -1185276.438437 nChanged 666 SP:Iteration 2F (4852.180000 sec): 3 clusters Score: Raw -1188646.043165 + Penalty 3007.292688 = -1185638.750477 nChanged 656 SP:Iteration 3F (4852.380000 sec): 3 clusters Score: Raw -1189051.272414 + Penalty 3007.292688 = -1186043.979725 nChanged 646 SP:Iteration 4F (4852.580000 sec): 3 clusters Score: Raw -1189487.443166 + Penalty 3007.292688 = -1186480.150478 nChanged 690 SP:Iteration 5F (4852.820000 sec): 3 clusters Score: Raw -1190063.761610 + Penalty 3007.292688 = -1187056.468921 nChanged 753 SP:Iteration 6F (4853.040000 sec): 3 clusters Score: Raw -1190772.007369 + Penalty 3007.292688 = -1187764.714680 nChanged 726 SP:Iteration 7F (4853.230000 sec): 3 clusters Score: Raw -1191461.197837 + Penalty 3007.292688 = -1188453.905148 nChanged 576 SP:Iteration 8F (4853.460000 sec): 3 clusters Score: Raw -1191930.636294 + Penalty 3007.292688 = -1188923.343605 nChanged 402 SP:Iteration 9Q (4853.690000 sec): 3 clusters Score: Raw -1192216.216121 + Penalty 3007.292688 = -1189208.923432 nChanged 282 SP:Iteration 10Q (4853.900000 sec): 3 clusters Score: Raw -1192367.733447 + Penalty 3007.292688 = -1189360.440758 nChanged 176 SP:Iteration 11Q (4854.120000 sec): 3 clusters Score: Raw -1192435.356903 + Penalty 3007.292688 = -1189428.064214 nChanged 103 SP:Iteration 12Q (4854.330000 sec): 3 clusters Score: Raw -1192469.019544 + Penalty 3007.292688 = -1189461.726856 nChanged 58 SP:Iteration 13Q (4854.540000 sec): 3 clusters Score: Raw -1192485.067970 + Penalty 3007.292688 = -1189477.775281 nChanged 35 SP:Iteration 14Q (4854.790000 sec): 3 clusters Score: Raw -1192495.241391 + Penalty 3007.292688 = -1189487.948703 nChanged 35 SP:Iteration 15Q (4854.990000 sec): 3 clusters Score: Raw -1192507.027601 + Penalty 3007.292688 = -1189499.734913 nChanged 39 SP:Iteration 16Q (4855.180000 sec): 3 clusters Score: Raw -1192519.904124 + Penalty 3007.292688 = -1189512.611436 nChanged 30 SP:Iteration 17Q (4855.430000 sec): 3 clusters Score: Raw -1192528.847793 + Penalty 3007.292688 = -1189521.555105 nChanged 19 SP:Iteration 18Q (4855.670000 sec): 3 clusters Score: Raw -1192534.448509 + Penalty 3007.292688 = -1189527.155821 nChanged 14 SP:Iteration 19Q (4855.860000 sec): 3 clusters Score: Raw -1192537.846248 + Penalty 3007.292688 = -1189530.553560 nChanged 16 SP:Iteration 20F (4856.080000 sec): 3 clusters Score: Raw -1192542.760430 + Penalty 3007.292688 = -1189535.467741 nChanged 12 SP:Iteration 21Q (4856.310000 sec): 3 clusters Score: Raw -1192545.968863 + Penalty 3007.292688 = -1189538.676174 nChanged 15 SP:Iteration 22Q (4856.520000 sec): 3 clusters Score: Raw -1192549.983048 + Penalty 3007.292688 = -1189542.690359 nChanged 14 SP:Iteration 23Q (4856.750000 sec): 3 clusters Score: Raw -1192553.386592 + Penalty 3007.292688 = -1189546.093904 nChanged 11 SP:Iteration 24Q (4856.990000 sec): 3 clusters Score: Raw -1192555.830985 + Penalty 3007.292688 = -1189548.538296 nChanged 12 SP:Iteration 25Q (4857.220000 sec): 3 clusters Score: Raw -1192558.748944 + Penalty 3007.292688 = -1189551.456256 nChanged 12 SP:Iteration 26Q (4857.480000 sec): 3 clusters Score: Raw -1192562.094226 + Penalty 3007.292688 = -1189554.801537 nChanged 15 SP:Iteration 27Q (4857.750000 sec): 3 clusters Score: Raw -1192566.059503 + Penalty 3007.292688 = -1189558.766814 nChanged 13 SP:Iteration 28Q (4858.010000 sec): 3 clusters Score: Raw -1192569.873990 + Penalty 3007.292688 = -1189562.581301 nChanged 16 SP:Iteration 29Q (4858.200000 sec): 3 clusters Score: Raw -1192573.627049 + Penalty 3007.292688 = -1189566.334361 nChanged 14 SP:Iteration 30Q (4858.420000 sec): 3 clusters Score: Raw -1192577.623730 + Penalty 3007.292688 = -1189570.331041 nChanged 12 SP:Iteration 31Q (4858.670000 sec): 3 clusters Score: Raw -1192580.032505 + Penalty 3007.292688 = -1189572.739816 nChanged 8 SP:Iteration 32Q (4858.880000 sec): 3 clusters Score: Raw -1192581.677710 + Penalty 3007.292688 = -1189574.385021 nChanged 11 SP:Iteration 33Q (4859.170000 sec): 3 clusters Score: Raw -1192584.060672 + Penalty 3007.292688 = -1189576.767983 nChanged 15 SP:Iteration 34Q (4859.390000 sec): 3 clusters Score: Raw -1192588.824916 + Penalty 3007.292688 = -1189581.532227 nChanged 12 SP:Iteration 35Q (4859.620000 sec): 3 clusters Score: Raw -1192592.918113 + Penalty 3007.292688 = -1189585.625425 nChanged 16 SP:Iteration 36Q (4859.820000 sec): 3 clusters Score: Raw -1192598.384225 + Penalty 3007.292688 = -1189591.091537 nChanged 9 SP:Iteration 37Q (4860.100000 sec): 3 clusters Score: Raw -1192600.496784 + Penalty 3007.292688 = -1189593.204095 nChanged 10 SP:Iteration 38Q (4860.300000 sec): 3 clusters Score: Raw -1192603.375979 + Penalty 3007.292688 = -1189596.083290 nChanged 8 SP:Iteration 39Q (4860.530000 sec): 3 clusters Score: Raw -1192605.518740 + Penalty 3007.292688 = -1189598.226051 nChanged 12 SP:Iteration 40F (4860.780000 sec): 3 clusters Score: Raw -1192608.986268 + Penalty 3007.292688 = -1189601.693579 nChanged 4 SP:Iteration 41Q (4860.960000 sec): 3 clusters Score: Raw -1192609.827726 + Penalty 3007.292688 = -1189602.535037 nChanged 1 SP:Iteration 42Q (4861.170000 sec): 3 clusters Score: Raw -1192609.985674 + Penalty 3007.292688 = -1189602.692985 nChanged 1 SP:Iteration 43Q (4861.430000 sec): 3 clusters Score: Raw -1192610.406849 + Penalty 3007.292688 = -1189603.114161 nChanged 1 SP:Iteration 44Q (4861.660000 sec): 3 clusters Score: Raw -1192610.564229 + Penalty 3007.292688 = -1189603.271540 nChanged 0 SP:Iteration 45F (4861.880000 sec): 3 clusters Score: Raw -1192610.564229 + Penalty 3007.292688 = -1189603.271540 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.020000 sec): 2 clusters Score: Raw -90850.072924 + Penalty 1111.240845 = -89738.832079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.190000 sec): 3 clusters Score: Raw -90681.387982 + Penalty 2222.481690 = -88458.906292 nChanged 323 SP:Iteration 1F (4862.390000 sec): 3 clusters Score: Raw -91595.795482 + Penalty 2222.481690 = -89373.313792 nChanged 154 SP:Iteration 2F (4862.600000 sec): 3 clusters Score: Raw -92375.250891 + Penalty 2222.481690 = -90152.769200 nChanged 97 SP:Iteration 3F (4862.770000 sec): 3 clusters Score: Raw -93268.321415 + Penalty 2222.481690 = -91045.839724 nChanged 59 SP:Iteration 4F (4862.970000 sec): 3 clusters Score: Raw -93852.986675 + Penalty 2222.481690 = -91630.504985 nChanged 28 SP:Iteration 5Q (4863.150000 sec): 3 clusters Score: Raw -94217.362596 + Penalty 2222.481690 = -91994.880906 nChanged 4 SP:Iteration 6Q (4863.350000 sec): 3 clusters Score: Raw -94276.457558 + Penalty 2222.481690 = -92053.975868 nChanged 1 SP:Iteration 7Q (4863.570000 sec): 3 clusters Score: Raw -94280.132745 + Penalty 2222.481690 = -92057.651055 nChanged 0 SP:Iteration 8F (4863.780000 sec): 3 clusters Score: Raw -94280.132745 + Penalty 2222.481690 = -92057.651055 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 2.79 GB. Trying to split cluster 23 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.850000 sec): 2 clusters Score: Raw -173384.092314 + Penalty 1204.965955 = -172179.126358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.040000 sec): 3 clusters Score: Raw -172694.682948 + Penalty 2409.931911 = -170284.751037 nChanged 583 SP:Iteration 1F (4864.200000 sec): 3 clusters Score: Raw -173091.272479 + Penalty 2409.931911 = -170681.340568 nChanged 116 SP:Iteration 2F (4864.400000 sec): 3 clusters Score: Raw -173181.185835 + Penalty 2409.931911 = -170771.253925 nChanged 84 SP:Iteration 3F (4864.600000 sec): 3 clusters Score: Raw -173263.285919 + Penalty 2409.931911 = -170853.354008 nChanged 75 SP:Iteration 4Q (4864.790000 sec): 3 clusters Score: Raw -173345.036416 + Penalty 2409.931911 = -170935.104506 nChanged 80 SP:Iteration 5Q (4864.990000 sec): 3 clusters Score: Raw -173448.500210 + Penalty 2409.931911 = -171038.568300 nChanged 75 SP:Iteration 6Q (4865.160000 sec): 3 clusters Score: Raw -173554.569656 + Penalty 2409.931911 = -171144.637745 nChanged 82 SP:Iteration 7Q (4865.360000 sec): 3 clusters Score: Raw -173694.557792 + Penalty 2409.931911 = -171284.625882 nChanged 84 SP:Iteration 8F (4865.550000 sec): 3 clusters Score: Raw -173826.384104 + Penalty 2409.931911 = -171416.452193 nChanged 63 SP:Iteration 9Q (4865.740000 sec): 3 clusters Score: Raw -173910.405720 + Penalty 2409.931911 = -171500.473810 nChanged 45 SP:Iteration 10Q (4865.920000 sec): 3 clusters Score: Raw -173956.137697 + Penalty 2409.931911 = -171546.205787 nChanged 32 SP:Iteration 11Q (4866.120000 sec): 3 clusters Score: Raw -173984.373955 + Penalty 2409.931911 = -171574.442044 nChanged 20 SP:Iteration 12Q (4866.270000 sec): 3 clusters Score: Raw -174004.479421 + Penalty 2409.931911 = -171594.547510 nChanged 20 SP:Iteration 13Q (4866.480000 sec): 3 clusters Score: Raw -174017.183326 + Penalty 2409.931911 = -171607.251415 nChanged 13 SP:Iteration 14Q (4866.650000 sec): 3 clusters Score: Raw -174028.165969 + Penalty 2409.931911 = -171618.234058 nChanged 10 SP:Iteration 15Q (4866.800000 sec): 3 clusters Score: Raw -174035.841120 + Penalty 2409.931911 = -171625.909209 nChanged 12 SP:Iteration 16Q (4867.040000 sec): 3 clusters Score: Raw -174043.340887 + Penalty 2409.931911 = -171633.408976 nChanged 12 SP:Iteration 17Q (4867.170000 sec): 3 clusters Score: Raw -174055.018373 + Penalty 2409.931911 = -171645.086462 nChanged 12 SP:Iteration 18Q (4867.390000 sec): 3 clusters Score: Raw -174062.601347 + Penalty 2409.931911 = -171652.669436 nChanged 7 SP:Iteration 19Q (4867.550000 sec): 3 clusters Score: Raw -174067.946262 + Penalty 2409.931911 = -171658.014352 nChanged 8 SP:Iteration 20F (4867.710000 sec): 3 clusters Score: Raw -174073.246516 + Penalty 2409.931911 = -171663.314605 nChanged 5 SP:Iteration 21Q (4867.920000 sec): 3 clusters Score: Raw -174074.650225 + Penalty 2409.931911 = -171664.718314 nChanged 1 SP:Iteration 22Q (4868.050000 sec): 3 clusters Score: Raw -174074.869085 + Penalty 2409.931911 = -171664.937174 nChanged 0 SP:Iteration 23F (4868.250000 sec): 3 clusters Score: Raw -174074.869085 + Penalty 2409.931911 = -171664.937174 nChanged 0 Deleting Class 24 (321 points): Lose 1691.310147 but Gain 2090.786994 Iteration 59Q (4878.090000 sec): 27 clusters Score: Raw -42918220.349784 + Penalty 54360.461846 = -42863859.887938 nChanged 585 Iteration 60F (4897.790000 sec): 27 clusters Score: Raw -42919582.586188 + Penalty 54360.461846 = -42865222.124341 nChanged 360 Iteration 61Q (4908.470000 sec): 27 clusters Score: Raw -42920361.020789 + Penalty 54360.461846 = -42866000.558943 nChanged 248 Iteration 62Q (4919.160000 sec): 27 clusters Score: Raw -42920595.327121 + Penalty 54360.461846 = -42866234.865274 nChanged 191 Iteration 63Q (4930.810000 sec): 27 clusters Score: Raw -42920684.914868 + Penalty 54360.461846 = -42866324.453022 nChanged 132 Iteration 64Q (4943.540000 sec): 27 clusters Score: Raw -42920714.052561 + Penalty 54360.461846 = -42866353.590715 nChanged 113 Iteration 65Q (4953.730000 sec): 27 clusters Score: Raw -42920733.192195 + Penalty 54360.461846 = -42866372.730349 nChanged 106 Iteration 66Q (4966.420000 sec): 27 clusters Score: Raw -42920743.281520 + Penalty 54360.461846 = -42866382.819674 nChanged 89 Iteration 67Q (4976.720000 sec): 27 clusters Score: Raw -42920748.982730 + Penalty 54360.461846 = -42866388.520884 nChanged 71 Iteration 68Q (4990.620000 sec): 27 clusters Score: Raw -42920755.515463 + Penalty 54360.461846 = -42866395.053617 nChanged 64 Iteration 69Q (5001.480000 sec): 27 clusters Score: Raw -42920759.869323 + Penalty 54360.461846 = -42866399.407477 nChanged 67 Iteration 70Q (5011.560000 sec): 27 clusters Score: Raw -42920765.113501 + Penalty 54360.461846 = -42866404.651655 nChanged 72 Iteration 71Q (5021.990000 sec): 27 clusters Score: Raw -42920772.734960 + Penalty 54360.461846 = -42866412.273113 nChanged 74 Iteration 72Q (5032.680000 sec): 27 clusters Score: Raw -42920779.207289 + Penalty 54360.461846 = -42866418.745442 nChanged 68 Iteration 73Q (5043.910000 sec): 27 clusters Score: Raw -42920786.495026 + Penalty 54360.461846 = -42866426.033179 nChanged 63 Iteration 74Q (5055.580000 sec): 27 clusters Score: Raw -42920792.187236 + Penalty 54360.461846 = -42866431.725390 nChanged 69 Iteration 75Q (5064.670000 sec): 27 clusters Score: Raw -42920797.611810 + Penalty 54360.461846 = -42866437.149963 nChanged 64 Iteration 76Q (5074.680000 sec): 27 clusters Score: Raw -42920802.289933 + Penalty 54360.461846 = -42866441.828086 nChanged 51 Iteration 77Q (5085.550000 sec): 27 clusters Score: Raw -42920805.409733 + Penalty 54360.461846 = -42866444.947887 nChanged 52 Iteration 78Q (5095.840000 sec): 27 clusters Score: Raw -42920808.640435 + Penalty 54360.461846 = -42866448.178588 nChanged 45 Iteration 79Q (5105.070000 sec): 27 clusters Score: Raw -42920810.726600 + Penalty 54360.461846 = -42866450.264754 nChanged 38 Iteration 80F (5122.340000 sec): 27 clusters Score: Raw -42920812.895199 + Penalty 54360.461846 = -42866452.433353 nChanged 41 Iteration 81Q (5132.880000 sec): 27 clusters Score: Raw -42920815.424529 + Penalty 54360.461846 = -42866454.962683 nChanged 44 Iteration 82Q (5143.680000 sec): 27 clusters Score: Raw -42920817.260799 + Penalty 54360.461846 = -42866456.798953 nChanged 35 Iteration 83Q (5153.740000 sec): 27 clusters Score: Raw -42920819.243027 + Penalty 54360.461846 = -42866458.781181 nChanged 40 Iteration 84Q (5165.360000 sec): 27 clusters Score: Raw -42920823.247698 + Penalty 54360.461846 = -42866462.785852 nChanged 43 Iteration 85Q (5176.460000 sec): 27 clusters Score: Raw -42920827.423889 + Penalty 54360.461846 = -42866466.962043 nChanged 33 Iteration 86Q (5187.390000 sec): 27 clusters Score: Raw -42920829.781127 + Penalty 54360.461846 = -42866469.319280 nChanged 25 Iteration 87Q (5198.350000 sec): 27 clusters Score: Raw -42920832.954552 + Penalty 54360.461846 = -42866472.492706 nChanged 33 Iteration 88Q (5208.350000 sec): 27 clusters Score: Raw -42920836.979387 + Penalty 54360.461846 = -42866476.517541 nChanged 46 Iteration 89Q (5218.270000 sec): 27 clusters Score: Raw -42920842.005418 + Penalty 54360.461846 = -42866481.543572 nChanged 63 Iteration 90Q (5229.800000 sec): 27 clusters Score: Raw -42920850.308165 + Penalty 54360.461846 = -42866489.846318 nChanged 76 Iteration 91Q (5241.160000 sec): 27 clusters Score: Raw -42920858.857684 + Penalty 54360.461846 = -42866498.395837 nChanged 76 Iteration 92Q (5250.960000 sec): 27 clusters Score: Raw -42920869.192745 + Penalty 54360.461846 = -42866508.730899 nChanged 69 Iteration 93Q (5261.250000 sec): 27 clusters Score: Raw -42920880.441016 + Penalty 54360.461846 = -42866519.979170 nChanged 72 Iteration 94Q (5271.600000 sec): 27 clusters Score: Raw -42920887.217665 + Penalty 54360.461846 = -42866526.755819 nChanged 61 Iteration 95Q (5282.780000 sec): 27 clusters Score: Raw -42920892.764975 + Penalty 54360.461846 = -42866532.303128 nChanged 60 Iteration 96Q (5294.640000 sec): 27 clusters Score: Raw -42920900.377172 + Penalty 54360.461846 = -42866539.915326 nChanged 52 Iteration 97Q (5305.840000 sec): 27 clusters Score: Raw -42920906.606302 + Penalty 54360.461846 = -42866546.144455 nChanged 55 Iteration 98Q (5316.370000 sec): 27 clusters Score: Raw -42920912.027351 + Penalty 54360.461846 = -42866551.565505 nChanged 57 Writing temp clu file Because OldScore, -42866546.144455, is greater than current (better) Score,-42866551.565505 Compute initial score before splitting: Score: Raw -42920912.027351 + Penalty 54360.461846 = -42866551.565505 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5316.550000 sec): 2 clusters Score: Raw -120311.853169 + Penalty 1130.283799 = -119181.569370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5316.750000 sec): 3 clusters Score: Raw -119954.270711 + Penalty 2260.567598 = -117693.703114 nChanged 307 SP:Iteration 1F (5316.930000 sec): 3 clusters Score: Raw -120212.910364 + Penalty 2260.567598 = -117952.342766 nChanged 69 SP:Iteration 2F (5317.120000 sec): 3 clusters Score: Raw -120282.813213 + Penalty 2260.567598 = -118022.245615 nChanged 38 SP:Iteration 3Q (5317.340000 sec): 3 clusters Score: Raw -120318.169749 + Penalty 2260.567598 = -118057.602151 nChanged 24 SP:Iteration 4Q (5317.490000 sec): 3 clusters Score: Raw -120343.906289 + Penalty 2260.567598 = -118083.338691 nChanged 23 SP:Iteration 5Q (5317.730000 sec): 3 clusters Score: Raw -120365.083863 + Penalty 2260.567598 = -118104.516265 nChanged 13 SP:Iteration 6Q (5317.930000 sec): 3 clusters Score: Raw -120377.351937 + Penalty 2260.567598 = -118116.784339 nChanged 11 SP:Iteration 7Q (5318.080000 sec): 3 clusters Score: Raw -120389.269377 + Penalty 2260.567598 = -118128.701779 nChanged 13 SP:Iteration 8Q (5318.270000 sec): 3 clusters Score: Raw -120401.216886 + Penalty 2260.567598 = -118140.649289 nChanged 10 SP:Iteration 9Q (5318.440000 sec): 3 clusters Score: Raw -120407.478170 + Penalty 2260.567598 = -118146.910572 nChanged 4 SP:Iteration 10Q (5318.640000 sec): 3 clusters Score: Raw -120409.897639 + Penalty 2260.567598 = -118149.330041 nChanged 3 SP:Iteration 11Q (5318.780000 sec): 3 clusters Score: Raw -120413.001187 + Penalty 2260.567598 = -118152.433589 nChanged 3 SP:Iteration 12Q (5318.980000 sec): 3 clusters Score: Raw -120414.968406 + Penalty 2260.567598 = -118154.400808 nChanged 2 SP:Iteration 13Q (5319.130000 sec): 3 clusters Score: Raw -120417.145435 + Penalty 2260.567598 = -118156.577837 nChanged 2 SP:Iteration 14Q (5319.310000 sec): 3 clusters Score: Raw -120419.237629 + Penalty 2260.567598 = -118158.670031 nChanged 3 SP:Iteration 15Q (5319.460000 sec): 3 clusters Score: Raw -120420.493615 + Penalty 2260.567598 = -118159.926017 nChanged 1 SP:Iteration 16Q (5319.680000 sec): 3 clusters Score: Raw -120420.807787 + Penalty 2260.567598 = -118160.240189 nChanged 0 SP:Iteration 17F (5319.860000 sec): 3 clusters Score: Raw -120420.807787 + Penalty 2260.567598 = -118160.240189 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5319.950000 sec): 2 clusters Score: Raw -59278.723163 + Penalty 1021.777016 = -58256.946147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5320.200000 sec): 3 clusters Score: Raw -59162.450553 + Penalty 2043.554032 = -57118.896521 nChanged 117 SP:Iteration 1F (5320.400000 sec): 3 clusters Score: Raw -59323.041593 + Penalty 2043.554032 = -57279.487561 nChanged 28 SP:Iteration 2F (5320.580000 sec): 3 clusters Score: Raw -59371.246320 + Penalty 2043.554032 = -57327.692288 nChanged 14 SP:Iteration 3Q (5320.770000 sec): 3 clusters Score: Raw -59391.616174 + Penalty 2043.554032 = -57348.062142 nChanged 9 SP:Iteration 4Q (5320.920000 sec): 3 clusters Score: Raw -59404.812915 + Penalty 2043.554032 = -57361.258883 nChanged 8 SP:Iteration 5Q (5321.080000 sec): 3 clusters Score: Raw -59413.731542 + Penalty 2043.554032 = -57370.177510 nChanged 1 SP:Iteration 6Q (5321.290000 sec): 3 clusters Score: Raw -59414.986784 + Penalty 2043.554032 = -57371.432752 nChanged 1 SP:Iteration 7Q (5321.450000 sec): 3 clusters Score: Raw -59416.648658 + Penalty 2043.554032 = -57373.094626 nChanged 0 SP:Iteration 8F (5321.660000 sec): 3 clusters Score: Raw -59416.648658 + Penalty 2043.554032 = -57373.094626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.840000 sec): 2 clusters Score: Raw -575540.356063 + Penalty 1384.011390 = -574156.344673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.040000 sec): 3 clusters Score: Raw -572962.971972 + Penalty 2768.022781 = -570194.949191 nChanged 1985 SP:Iteration 1F (5322.290000 sec): 3 clusters Score: Raw -573993.591080 + Penalty 2768.022781 = -571225.568299 nChanged 331 SP:Iteration 2F (5322.530000 sec): 3 clusters Score: Raw -574168.616211 + Penalty 2768.022781 = -571400.593430 nChanged 272 SP:Iteration 3F (5322.720000 sec): 3 clusters Score: Raw -574297.394635 + Penalty 2768.022781 = -571529.371854 nChanged 202 SP:Iteration 4Q (5322.910000 sec): 3 clusters Score: Raw -574394.828490 + Penalty 2768.022781 = -571626.805710 nChanged 165 SP:Iteration 5Q (5323.080000 sec): 3 clusters Score: Raw -574466.710762 + Penalty 2768.022781 = -571698.687981 nChanged 166 SP:Iteration 6Q (5323.270000 sec): 3 clusters Score: Raw -574543.392255 + Penalty 2768.022781 = -571775.369474 nChanged 165 SP:Iteration 7Q (5323.460000 sec): 3 clusters Score: Raw -574629.017413 + Penalty 2768.022781 = -571860.994632 nChanged 177 SP:Iteration 8Q (5323.640000 sec): 3 clusters Score: Raw -574717.980144 + Penalty 2768.022781 = -571949.957363 nChanged 174 SP:Iteration 9Q (5323.830000 sec): 3 clusters Score: Raw -574814.970588 + Penalty 2768.022781 = -572046.947808 nChanged 169 SP:Iteration 10Q (5324.000000 sec): 3 clusters Score: Raw -574921.048039 + Penalty 2768.022781 = -572153.025259 nChanged 188 SP:Iteration 11Q (5324.180000 sec): 3 clusters Score: Raw -575040.055847 + Penalty 2768.022781 = -572272.033066 nChanged 184 SP:Iteration 12Q (5324.390000 sec): 3 clusters Score: Raw -575166.145895 + Penalty 2768.022781 = -572398.123115 nChanged 157 SP:Iteration 13Q (5324.610000 sec): 3 clusters Score: Raw -575277.780767 + Penalty 2768.022781 = -572509.757986 nChanged 149 SP:Iteration 14Q (5324.760000 sec): 3 clusters Score: Raw -575395.685906 + Penalty 2768.022781 = -572627.663125 nChanged 128 SP:Iteration 15Q (5324.950000 sec): 3 clusters Score: Raw -575506.725200 + Penalty 2768.022781 = -572738.702420 nChanged 91 SP:Iteration 16Q (5325.180000 sec): 3 clusters Score: Raw -575591.460195 + Penalty 2768.022781 = -572823.437414 nChanged 75 SP:Iteration 17Q (5325.330000 sec): 3 clusters Score: Raw -575656.826847 + Penalty 2768.022781 = -572888.804067 nChanged 55 SP:Iteration 18Q (5325.550000 sec): 3 clusters Score: Raw -575704.218137 + Penalty 2768.022781 = -572936.195356 nChanged 36 SP:Iteration 19Q (5325.760000 sec): 3 clusters Score: Raw -575736.869702 + Penalty 2768.022781 = -572968.846921 nChanged 16 SP:Iteration 20F (5325.930000 sec): 3 clusters Score: Raw -575750.731227 + Penalty 2768.022781 = -572982.708446 nChanged 10 SP:Iteration 21Q (5326.110000 sec): 3 clusters Score: Raw -575759.032346 + Penalty 2768.022781 = -572991.009565 nChanged 5 SP:Iteration 22Q (5326.340000 sec): 3 clusters Score: Raw -575762.337484 + Penalty 2768.022781 = -572994.314704 nChanged 8 SP:Iteration 23Q (5326.540000 sec): 3 clusters Score: Raw -575770.293727 + Penalty 2768.022781 = -573002.270946 nChanged 6 SP:Iteration 24Q (5326.750000 sec): 3 clusters Score: Raw -575775.206463 + Penalty 2768.022781 = -573007.183682 nChanged 3 SP:Iteration 25Q (5326.950000 sec): 3 clusters Score: Raw -575778.755939 + Penalty 2768.022781 = -573010.733158 nChanged 8 SP:Iteration 26Q (5327.130000 sec): 3 clusters Score: Raw -575787.309084 + Penalty 2768.022781 = -573019.286303 nChanged 3 SP:Iteration 27Q (5327.300000 sec): 3 clusters Score: Raw -575789.862996 + Penalty 2768.022781 = -573021.840216 nChanged 1 SP:Iteration 28Q (5327.510000 sec): 3 clusters Score: Raw -575790.128482 + Penalty 2768.022781 = -573022.105701 nChanged 1 SP:Iteration 29Q (5327.710000 sec): 3 clusters Score: Raw -575790.733649 + Penalty 2768.022781 = -573022.710868 nChanged 1 SP:Iteration 30Q (5327.860000 sec): 3 clusters Score: Raw -575791.916566 + Penalty 2768.022781 = -573023.893785 nChanged 0 SP:Iteration 31F (5328.070000 sec): 3 clusters Score: Raw -575791.916566 + Penalty 2768.022781 = -573023.893785 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5329.200000 sec): 2 clusters Score: Raw -27854125.557623 + Penalty 2018.785389 = -27852106.772234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5330.590000 sec): 3 clusters Score: Raw -27688253.088404 + Penalty 4037.570777 = -27684215.517627 nChanged 121125 SP:Iteration 1F (5331.940000 sec): 3 clusters Score: Raw -27760477.824452 + Penalty 4037.570777 = -27756440.253675 nChanged 6653 SP:Iteration 2Q (5333.340000 sec): 3 clusters Score: Raw -27761952.665161 + Penalty 4037.570777 = -27757915.094384 nChanged 7932 SP:Iteration 3Q (5334.700000 sec): 3 clusters Score: Raw -27764103.389255 + Penalty 4037.570777 = -27760065.818478 nChanged 9679 SP:Iteration 4Q (5336.110000 sec): 3 clusters Score: Raw -27767343.643787 + Penalty 4037.570777 = -27763306.073010 nChanged 12067 SP:Iteration 5Q (5337.450000 sec): 3 clusters Score: Raw -27772380.940931 + Penalty 4037.570777 = -27768343.370154 nChanged 14549 SP:Iteration 6F (5338.790000 sec): 3 clusters Score: Raw -27779800.383316 + Penalty 4037.570777 = -27775762.812538 nChanged 16607 SP:Iteration 7F (5340.110000 sec): 3 clusters Score: Raw -27789939.623354 + Penalty 4037.570777 = -27785902.052577 nChanged 17551 SP:Iteration 8F (5341.420000 sec): 3 clusters Score: Raw -27802511.325674 + Penalty 4037.570777 = -27798473.754896 nChanged 16637 SP:Iteration 9F (5342.730000 sec): 3 clusters Score: Raw -27815739.639231 + Penalty 4037.570777 = -27811702.068454 nChanged 14136 SP:Iteration 10F (5343.940000 sec): 3 clusters Score: Raw -27827451.085381 + Penalty 4037.570777 = -27823413.514604 nChanged 10874 SP:Iteration 11Q (5345.270000 sec): 3 clusters Score: Raw -27836405.583314 + Penalty 4037.570777 = -27832368.012536 nChanged 8306 SP:Iteration 12Q (5346.560000 sec): 3 clusters Score: Raw -27843417.526124 + Penalty 4037.570777 = -27839379.955346 nChanged 5922 SP:Iteration 13Q (5347.870000 sec): 3 clusters Score: Raw -27848608.982219 + Penalty 4037.570777 = -27844571.411441 nChanged 3596 SP:Iteration 14Q (5349.140000 sec): 3 clusters Score: Raw -27851888.042172 + Penalty 4037.570777 = -27847850.471395 nChanged 1663 SP:Iteration 15Q (5350.270000 sec): 3 clusters Score: Raw -27853453.242745 + Penalty 4037.570777 = -27849415.671967 nChanged 573 SP:Iteration 16Q (5351.280000 sec): 3 clusters Score: Raw -27853998.681117 + Penalty 4037.570777 = -27849961.110340 nChanged 161 SP:Iteration 17Q (5352.310000 sec): 3 clusters Score: Raw -27854190.437126 + Penalty 4037.570777 = -27850152.866348 nChanged 62 SP:Iteration 18Q (5353.260000 sec): 3 clusters Score: Raw -27854283.563984 + Penalty 4037.570777 = -27850245.993207 nChanged 19 SP:Iteration 19Q (5354.270000 sec): 3 clusters Score: Raw -27854322.074173 + Penalty 4037.570777 = -27850284.503395 nChanged 12 SP:Iteration 20F (5355.500000 sec): 3 clusters Score: Raw -27854337.283430 + Penalty 4037.570777 = -27850299.712653 nChanged 7 SP:Iteration 21Q (5356.510000 sec): 3 clusters Score: Raw -27854347.541956 + Penalty 4037.570777 = -27850309.971178 nChanged 3 SP:Iteration 22Q (5357.620000 sec): 3 clusters Score: Raw -27854351.772545 + Penalty 4037.570777 = -27850314.201768 nChanged 5 SP:Iteration 23Q (5358.730000 sec): 3 clusters Score: Raw -27854358.099121 + Penalty 4037.570777 = -27850320.528344 nChanged 5 SP:Iteration 24Q (5359.700000 sec): 3 clusters Score: Raw -27854364.073033 + Penalty 4037.570777 = -27850326.502256 nChanged 3 SP:Iteration 25Q (5360.690000 sec): 3 clusters Score: Raw -27854366.950314 + Penalty 4037.570777 = -27850329.379537 nChanged 1 SP:Iteration 26Q (5361.640000 sec): 3 clusters Score: Raw -27854368.329049 + Penalty 4037.570777 = -27850330.758272 nChanged 0 SP:Iteration 27F (5362.810000 sec): 3 clusters Score: Raw -27854368.329049 + Penalty 4037.570777 = -27850330.758272 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5363.050000 sec): 2 clusters Score: Raw -2248092.415800 + Penalty 1607.215070 = -2246485.200730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5363.320000 sec): 3 clusters Score: Raw -2236127.745856 + Penalty 3214.430140 = -2232913.315716 nChanged 8923 SP:Iteration 1F (5363.610000 sec): 3 clusters Score: Raw -2240862.754580 + Penalty 3214.430140 = -2237648.324440 nChanged 886 SP:Iteration 2Q (5363.860000 sec): 3 clusters Score: Raw -2241149.091946 + Penalty 3214.430140 = -2237934.661806 nChanged 826 SP:Iteration 3Q (5364.090000 sec): 3 clusters Score: Raw -2241405.671641 + Penalty 3214.430140 = -2238191.241500 nChanged 732 SP:Iteration 4Q (5364.370000 sec): 3 clusters Score: Raw -2241622.801255 + Penalty 3214.430140 = -2238408.371115 nChanged 698 SP:Iteration 5Q (5364.680000 sec): 3 clusters Score: Raw -2241840.195884 + Penalty 3214.430140 = -2238625.765744 nChanged 675 SP:Iteration 6Q (5364.930000 sec): 3 clusters Score: Raw -2242074.298072 + Penalty 3214.430140 = -2238859.867932 nChanged 715 SP:Iteration 7Q (5365.180000 sec): 3 clusters Score: Raw -2242347.574016 + Penalty 3214.430140 = -2239133.143876 nChanged 719 SP:Iteration 8Q (5365.450000 sec): 3 clusters Score: Raw -2242616.757844 + Penalty 3214.430140 = -2239402.327704 nChanged 776 SP:Iteration 9Q (5365.750000 sec): 3 clusters Score: Raw -2242953.515370 + Penalty 3214.430140 = -2239739.085230 nChanged 832 SP:Iteration 10Q (5366.020000 sec): 3 clusters Score: Raw -2243376.147855 + Penalty 3214.430140 = -2240161.717715 nChanged 946 SP:Iteration 11Q (5366.310000 sec): 3 clusters Score: Raw -2243888.284021 + Penalty 3214.430140 = -2240673.853881 nChanged 970 SP:Iteration 12Q (5366.610000 sec): 3 clusters Score: Raw -2244484.722434 + Penalty 3214.430140 = -2241270.292294 nChanged 971 SP:Iteration 13Q (5366.890000 sec): 3 clusters Score: Raw -2245100.852900 + Penalty 3214.430140 = -2241886.422760 nChanged 874 SP:Iteration 14Q (5367.150000 sec): 3 clusters Score: Raw -2245717.875847 + Penalty 3214.430140 = -2242503.445707 nChanged 776 SP:Iteration 15Q (5367.400000 sec): 3 clusters Score: Raw -2246321.198915 + Penalty 3214.430140 = -2243106.768775 nChanged 623 SP:Iteration 16Q (5367.640000 sec): 3 clusters Score: Raw -2246794.708903 + Penalty 3214.430140 = -2243580.278763 nChanged 478 SP:Iteration 17Q (5367.940000 sec): 3 clusters Score: Raw -2247181.904550 + Penalty 3214.430140 = -2243967.474410 nChanged 416 SP:Iteration 18Q (5368.170000 sec): 3 clusters Score: Raw -2247500.292780 + Penalty 3214.430140 = -2244285.862640 nChanged 357 SP:Iteration 19Q (5368.450000 sec): 3 clusters Score: Raw -2247747.146328 + Penalty 3214.430140 = -2244532.716188 nChanged 268 SP:Iteration 20F (5368.730000 sec): 3 clusters Score: Raw -2247917.375481 + Penalty 3214.430140 = -2244702.945340 nChanged 208 SP:Iteration 21Q (5368.950000 sec): 3 clusters Score: Raw -2248033.425503 + Penalty 3214.430140 = -2244818.995363 nChanged 168 SP:Iteration 22Q (5369.190000 sec): 3 clusters Score: Raw -2248111.238110 + Penalty 3214.430140 = -2244896.807970 nChanged 127 SP:Iteration 23Q (5369.470000 sec): 3 clusters Score: Raw -2248157.234047 + Penalty 3214.430140 = -2244942.803907 nChanged 81 SP:Iteration 24Q (5369.760000 sec): 3 clusters Score: Raw -2248183.993429 + Penalty 3214.430140 = -2244969.563289 nChanged 72 SP:Iteration 25Q (5369.980000 sec): 3 clusters Score: Raw -2248205.867426 + Penalty 3214.430140 = -2244991.437286 nChanged 54 SP:Iteration 26Q (5370.270000 sec): 3 clusters Score: Raw -2248218.887282 + Penalty 3214.430140 = -2245004.457142 nChanged 55 SP:Iteration 27Q (5370.540000 sec): 3 clusters Score: Raw -2248234.082711 + Penalty 3214.430140 = -2245019.652571 nChanged 48 SP:Iteration 28Q (5370.750000 sec): 3 clusters Score: Raw -2248248.216270 + Penalty 3214.430140 = -2245033.786130 nChanged 48 SP:Iteration 29Q (5371.030000 sec): 3 clusters Score: Raw -2248264.968855 + Penalty 3214.430140 = -2245050.538715 nChanged 51 SP:Iteration 30Q (5371.260000 sec): 3 clusters Score: Raw -2248283.949961 + Penalty 3214.430140 = -2245069.519821 nChanged 60 SP:Iteration 31Q (5371.490000 sec): 3 clusters Score: Raw -2248319.632919 + Penalty 3214.430140 = -2245105.202779 nChanged 57 SP:Iteration 32Q (5371.770000 sec): 3 clusters Score: Raw -2248357.009896 + Penalty 3214.430140 = -2245142.579756 nChanged 55 SP:Iteration 33Q (5372.030000 sec): 3 clusters Score: Raw -2248430.874304 + Penalty 3214.430140 = -2245216.444164 nChanged 76 SP:Iteration 34Q (5372.320000 sec): 3 clusters Score: Raw -2248578.085820 + Penalty 3214.430140 = -2245363.655680 nChanged 80 SP:Iteration 35Q (5372.600000 sec): 3 clusters Score: Raw -2248701.605274 + Penalty 3214.430140 = -2245487.175134 nChanged 81 SP:Iteration 36Q (5372.860000 sec): 3 clusters Score: Raw -2248750.218369 + Penalty 3214.430140 = -2245535.788229 nChanged 58 SP:Iteration 37Q (5373.120000 sec): 3 clusters Score: Raw -2248765.381069 + Penalty 3214.430140 = -2245550.950929 nChanged 29 SP:Iteration 38Q (5373.330000 sec): 3 clusters Score: Raw -2248771.859746 + Penalty 3214.430140 = -2245557.429606 nChanged 19 SP:Iteration 39Q (5373.580000 sec): 3 clusters Score: Raw -2248776.119119 + Penalty 3214.430140 = -2245561.688979 nChanged 14 SP:Iteration 40F (5373.840000 sec): 3 clusters Score: Raw -2248779.379445 + Penalty 3214.430140 = -2245564.949305 nChanged 12 SP:Iteration 41Q (5374.050000 sec): 3 clusters Score: Raw -2248781.875123 + Penalty 3214.430140 = -2245567.444983 nChanged 9 SP:Iteration 42Q (5374.330000 sec): 3 clusters Score: Raw -2248783.712440 + Penalty 3214.430140 = -2245569.282300 nChanged 7 SP:Iteration 43Q (5374.560000 sec): 3 clusters Score: Raw -2248785.224979 + Penalty 3214.430140 = -2245570.794839 nChanged 8 SP:Iteration 44Q (5374.800000 sec): 3 clusters Score: Raw -2248786.476445 + Penalty 3214.430140 = -2245572.046305 nChanged 8 SP:Iteration 45Q (5375.060000 sec): 3 clusters Score: Raw -2248787.884881 + Penalty 3214.430140 = -2245573.454741 nChanged 6 SP:Iteration 46Q (5375.260000 sec): 3 clusters Score: Raw -2248790.203903 + Penalty 3214.430140 = -2245575.773763 nChanged 10 SP:Iteration 47Q (5375.510000 sec): 3 clusters Score: Raw -2248792.165713 + Penalty 3214.430140 = -2245577.735573 nChanged 15 SP:Iteration 48Q (5375.800000 sec): 3 clusters Score: Raw -2248794.810169 + Penalty 3214.430140 = -2245580.380029 nChanged 11 SP:Iteration 49Q (5376.040000 sec): 3 clusters Score: Raw -2248796.273917 + Penalty 3214.430140 = -2245581.843777 nChanged 5 SP:Iteration 50Q (5376.330000 sec): 3 clusters Score: Raw -2248797.136081 + Penalty 3214.430140 = -2245582.705941 nChanged 4 SP:Iteration 51Q (5376.590000 sec): 3 clusters Score: Raw -2248798.162911 + Penalty 3214.430140 = -2245583.732771 nChanged 7 SP:Iteration 52Q (5376.840000 sec): 3 clusters Score: Raw -2248799.034044 + Penalty 3214.430140 = -2245584.603904 nChanged 3 SP:Iteration 53Q (5377.120000 sec): 3 clusters Score: Raw -2248799.575457 + Penalty 3214.430140 = -2245585.145317 nChanged 2 SP:Iteration 54Q (5377.360000 sec): 3 clusters Score: Raw -2248799.911835 + Penalty 3214.430140 = -2245585.481695 nChanged 1 SP:Iteration 55Q (5377.640000 sec): 3 clusters Score: Raw -2248800.021140 + Penalty 3214.430140 = -2245585.591000 nChanged 1 SP:Iteration 56Q (5377.930000 sec): 3 clusters Score: Raw -2248800.226086 + Penalty 3214.430140 = -2245585.795946 nChanged 1 SP:Iteration 57Q (5378.230000 sec): 3 clusters Score: Raw -2248800.284420 + Penalty 3214.430140 = -2245585.854280 nChanged 0 SP:Iteration 58F (5378.530000 sec): 3 clusters Score: Raw -2248800.284420 + Penalty 3214.430140 = -2245585.854280 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5378.650000 sec): 2 clusters Score: Raw -1192209.447085 + Penalty 1501.861816 = -1190707.585269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5378.850000 sec): 3 clusters Score: Raw -1186350.776139 + Penalty 3003.723632 = -1183347.052507 nChanged 4490 SP:Iteration 1F (5379.130000 sec): 3 clusters Score: Raw -1188648.091608 + Penalty 3003.723632 = -1185644.367975 nChanged 520 SP:Iteration 2F (5379.330000 sec): 3 clusters Score: Raw -1188814.139588 + Penalty 3003.723632 = -1185810.415956 nChanged 423 SP:Iteration 3Q (5379.580000 sec): 3 clusters Score: Raw -1188950.393728 + Penalty 3003.723632 = -1185946.670096 nChanged 374 SP:Iteration 4Q (5379.890000 sec): 3 clusters Score: Raw -1189070.727068 + Penalty 3003.723632 = -1186067.003436 nChanged 332 SP:Iteration 5Q (5380.120000 sec): 3 clusters Score: Raw -1189177.609315 + Penalty 3003.723632 = -1186173.885683 nChanged 295 SP:Iteration 6Q (5380.360000 sec): 3 clusters Score: Raw -1189289.951184 + Penalty 3003.723632 = -1186286.227552 nChanged 313 SP:Iteration 7Q (5380.590000 sec): 3 clusters Score: Raw -1189413.194200 + Penalty 3003.723632 = -1186409.470568 nChanged 331 SP:Iteration 8Q (5380.830000 sec): 3 clusters Score: Raw -1189552.624431 + Penalty 3003.723632 = -1186548.900799 nChanged 373 SP:Iteration 9Q (5381.070000 sec): 3 clusters Score: Raw -1189747.670542 + Penalty 3003.723632 = -1186743.946910 nChanged 401 SP:Iteration 10Q (5381.320000 sec): 3 clusters Score: Raw -1189967.854093 + Penalty 3003.723632 = -1186964.130461 nChanged 371 SP:Iteration 11Q (5381.550000 sec): 3 clusters Score: Raw -1190183.467288 + Penalty 3003.723632 = -1187179.743656 nChanged 413 SP:Iteration 12Q (5381.780000 sec): 3 clusters Score: Raw -1190416.030063 + Penalty 3003.723632 = -1187412.306431 nChanged 402 SP:Iteration 13Q (5382.010000 sec): 3 clusters Score: Raw -1190630.822803 + Penalty 3003.723632 = -1187627.099171 nChanged 373 SP:Iteration 14Q (5382.260000 sec): 3 clusters Score: Raw -1190813.065284 + Penalty 3003.723632 = -1187809.341652 nChanged 338 SP:Iteration 15Q (5382.490000 sec): 3 clusters Score: Raw -1190980.669210 + Penalty 3003.723632 = -1187976.945577 nChanged 313 SP:Iteration 16Q (5382.780000 sec): 3 clusters Score: Raw -1191132.432796 + Penalty 3003.723632 = -1188128.709164 nChanged 300 SP:Iteration 17Q (5383.000000 sec): 3 clusters Score: Raw -1191276.190283 + Penalty 3003.723632 = -1188272.466651 nChanged 270 SP:Iteration 18Q (5383.240000 sec): 3 clusters Score: Raw -1191409.287253 + Penalty 3003.723632 = -1188405.563621 nChanged 266 SP:Iteration 19Q (5383.500000 sec): 3 clusters Score: Raw -1191546.321553 + Penalty 3003.723632 = -1188542.597921 nChanged 270 SP:Iteration 20F (5383.740000 sec): 3 clusters Score: Raw -1191702.487552 + Penalty 3003.723632 = -1188698.763920 nChanged 255 SP:Iteration 21Q (5383.940000 sec): 3 clusters Score: Raw -1191843.389198 + Penalty 3003.723632 = -1188839.665565 nChanged 215 SP:Iteration 22Q (5384.150000 sec): 3 clusters Score: Raw -1191953.780233 + Penalty 3003.723632 = -1188950.056601 nChanged 157 SP:Iteration 23Q (5384.380000 sec): 3 clusters Score: Raw -1192040.699510 + Penalty 3003.723632 = -1189036.975878 nChanged 122 SP:Iteration 24Q (5384.640000 sec): 3 clusters Score: Raw -1192106.603056 + Penalty 3003.723632 = -1189102.879424 nChanged 120 SP:Iteration 25Q (5384.880000 sec): 3 clusters Score: Raw -1192164.632282 + Penalty 3003.723632 = -1189160.908650 nChanged 89 SP:Iteration 26Q (5385.090000 sec): 3 clusters Score: Raw -1192208.604426 + Penalty 3003.723632 = -1189204.880794 nChanged 82 SP:Iteration 27Q (5385.330000 sec): 3 clusters Score: Raw -1192250.807997 + Penalty 3003.723632 = -1189247.084365 nChanged 63 SP:Iteration 28Q (5385.550000 sec): 3 clusters Score: Raw -1192282.696589 + Penalty 3003.723632 = -1189278.972957 nChanged 47 SP:Iteration 29Q (5385.800000 sec): 3 clusters Score: Raw -1192306.961431 + Penalty 3003.723632 = -1189303.237799 nChanged 31 SP:Iteration 30Q (5386.040000 sec): 3 clusters Score: Raw -1192322.837446 + Penalty 3003.723632 = -1189319.113814 nChanged 27 SP:Iteration 31Q (5386.250000 sec): 3 clusters Score: Raw -1192336.180620 + Penalty 3003.723632 = -1189332.456988 nChanged 13 SP:Iteration 32Q (5386.460000 sec): 3 clusters Score: Raw -1192341.945851 + Penalty 3003.723632 = -1189338.222218 nChanged 14 SP:Iteration 33Q (5386.720000 sec): 3 clusters Score: Raw -1192350.474037 + Penalty 3003.723632 = -1189346.750405 nChanged 17 SP:Iteration 34Q (5387.020000 sec): 3 clusters Score: Raw -1192359.003573 + Penalty 3003.723632 = -1189355.279941 nChanged 15 SP:Iteration 35Q (5387.240000 sec): 3 clusters Score: Raw -1192368.752444 + Penalty 3003.723632 = -1189365.028812 nChanged 17 SP:Iteration 36Q (5387.510000 sec): 3 clusters Score: Raw -1192377.072911 + Penalty 3003.723632 = -1189373.349278 nChanged 4 SP:Iteration 37Q (5387.700000 sec): 3 clusters Score: Raw -1192378.642090 + Penalty 3003.723632 = -1189374.918457 nChanged 5 SP:Iteration 38Q (5387.930000 sec): 3 clusters Score: Raw -1192382.000434 + Penalty 3003.723632 = -1189378.276802 nChanged 7 SP:Iteration 39Q (5388.150000 sec): 3 clusters Score: Raw -1192384.041843 + Penalty 3003.723632 = -1189380.318211 nChanged 2 SP:Iteration 40F (5388.380000 sec): 3 clusters Score: Raw -1192384.418006 + Penalty 3003.723632 = -1189380.694374 nChanged 4 SP:Iteration 41Q (5388.610000 sec): 3 clusters Score: Raw -1192385.114281 + Penalty 3003.723632 = -1189381.390648 nChanged 1 SP:Iteration 42Q (5388.870000 sec): 3 clusters Score: Raw -1192385.374078 + Penalty 3003.723632 = -1189381.650446 nChanged 2 SP:Iteration 43Q (5389.080000 sec): 3 clusters Score: Raw -1192386.195523 + Penalty 3003.723632 = -1189382.471890 nChanged 1 SP:Iteration 44Q (5389.270000 sec): 3 clusters Score: Raw -1192386.516430 + Penalty 3003.723632 = -1189382.792798 nChanged 1 SP:Iteration 45Q (5389.550000 sec): 3 clusters Score: Raw -1192387.173805 + Penalty 3003.723632 = -1189383.450173 nChanged 2 SP:Iteration 46Q (5389.770000 sec): 3 clusters Score: Raw -1192388.737202 + Penalty 3003.723632 = -1189385.013570 nChanged 3 SP:Iteration 47Q (5389.960000 sec): 3 clusters Score: Raw -1192390.290625 + Penalty 3003.723632 = -1189386.566993 nChanged 2 SP:Iteration 48Q (5390.180000 sec): 3 clusters Score: Raw -1192390.861838 + Penalty 3003.723632 = -1189387.138206 nChanged 1 SP:Iteration 49Q (5390.440000 sec): 3 clusters Score: Raw -1192391.244004 + Penalty 3003.723632 = -1189387.520371 nChanged 1 SP:Iteration 50Q (5390.660000 sec): 3 clusters Score: Raw -1192391.410176 + Penalty 3003.723632 = -1189387.686544 nChanged 0 SP:Iteration 51F (5390.900000 sec): 3 clusters Score: Raw -1192391.410176 + Penalty 3003.723632 = -1189387.686544 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5391.000000 sec): 2 clusters Score: Raw -141910.179437 + Penalty 1159.936868 = -140750.242569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5391.180000 sec): 3 clusters Score: Raw -141440.724476 + Penalty 2319.873736 = -139120.850740 nChanged 374 SP:Iteration 1F (5391.340000 sec): 3 clusters Score: Raw -141762.149981 + Penalty 2319.873736 = -139442.276245 nChanged 97 SP:Iteration 2F (5391.480000 sec): 3 clusters Score: Raw -141917.635097 + Penalty 2319.873736 = -139597.761361 nChanged 65 SP:Iteration 3F (5391.650000 sec): 3 clusters Score: Raw -142048.442358 + Penalty 2319.873736 = -139728.568622 nChanged 58 SP:Iteration 4Q (5391.780000 sec): 3 clusters Score: Raw -142107.539768 + Penalty 2319.873736 = -139787.666032 nChanged 33 SP:Iteration 5Q (5391.930000 sec): 3 clusters Score: Raw -142146.454855 + Penalty 2319.873736 = -139826.581119 nChanged 33 SP:Iteration 6Q (5392.150000 sec): 3 clusters Score: Raw -142179.754878 + Penalty 2319.873736 = -139859.881141 nChanged 26 SP:Iteration 7Q (5392.300000 sec): 3 clusters Score: Raw -142202.060645 + Penalty 2319.873736 = -139882.186909 nChanged 15 SP:Iteration 8Q (5392.540000 sec): 3 clusters Score: Raw -142214.061070 + Penalty 2319.873736 = -139894.187334 nChanged 11 SP:Iteration 9Q (5392.680000 sec): 3 clusters Score: Raw -142219.662983 + Penalty 2319.873736 = -139899.789247 nChanged 6 SP:Iteration 10Q (5392.880000 sec): 3 clusters Score: Raw -142223.035036 + Penalty 2319.873736 = -139903.161299 nChanged 6 SP:Iteration 11Q (5393.060000 sec): 3 clusters Score: Raw -142228.017913 + Penalty 2319.873736 = -139908.144177 nChanged 9 SP:Iteration 12Q (5393.220000 sec): 3 clusters Score: Raw -142234.309231 + Penalty 2319.873736 = -139914.435495 nChanged 4 SP:Iteration 13Q (5393.400000 sec): 3 clusters Score: Raw -142236.390549 + Penalty 2319.873736 = -139916.516812 nChanged 4 SP:Iteration 14Q (5393.580000 sec): 3 clusters Score: Raw -142238.432227 + Penalty 2319.873736 = -139918.558491 nChanged 2 SP:Iteration 15Q (5393.710000 sec): 3 clusters Score: Raw -142239.285629 + Penalty 2319.873736 = -139919.411893 nChanged 3 SP:Iteration 16Q (5393.840000 sec): 3 clusters Score: Raw -142241.175176 + Penalty 2319.873736 = -139921.301440 nChanged 0 SP:Iteration 17F (5393.970000 sec): 3 clusters Score: Raw -142241.175176 + Penalty 2319.873736 = -139921.301440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5394.040000 sec): 2 clusters Score: Raw -235389.990212 + Penalty 1251.297971 = -234138.692241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5394.180000 sec): 3 clusters Score: Raw -234444.649813 + Penalty 2502.595941 = -231942.053872 nChanged 770 SP:Iteration 1F (5394.330000 sec): 3 clusters Score: Raw -234941.218980 + Penalty 2502.595941 = -232438.623039 nChanged 186 SP:Iteration 2F (5394.470000 sec): 3 clusters Score: Raw -235134.651872 + Penalty 2502.595941 = -232632.055931 nChanged 155 SP:Iteration 3F (5394.620000 sec): 3 clusters Score: Raw -235298.334093 + Penalty 2502.595941 = -232795.738152 nChanged 140 SP:Iteration 4F (5394.760000 sec): 3 clusters Score: Raw -235456.633445 + Penalty 2502.595941 = -232954.037504 nChanged 107 SP:Iteration 5Q (5394.900000 sec): 3 clusters Score: Raw -235561.774619 + Penalty 2502.595941 = -233059.178678 nChanged 94 SP:Iteration 6Q (5395.050000 sec): 3 clusters Score: Raw -235628.687010 + Penalty 2502.595941 = -233126.091069 nChanged 66 SP:Iteration 7Q (5395.190000 sec): 3 clusters Score: Raw -235696.248675 + Penalty 2502.595941 = -233193.652734 nChanged 63 SP:Iteration 8Q (5395.340000 sec): 3 clusters Score: Raw -235768.831708 + Penalty 2502.595941 = -233266.235767 nChanged 64 SP:Iteration 9Q (5395.480000 sec): 3 clusters Score: Raw -235835.143825 + Penalty 2502.595941 = -233332.547884 nChanged 65 SP:Iteration 10Q (5395.620000 sec): 3 clusters Score: Raw -235891.728483 + Penalty 2502.595941 = -233389.132541 nChanged 43 SP:Iteration 11Q (5395.770000 sec): 3 clusters Score: Raw -235919.139916 + Penalty 2502.595941 = -233416.543975 nChanged 27 SP:Iteration 12Q (5395.910000 sec): 3 clusters Score: Raw -235933.920765 + Penalty 2502.595941 = -233431.324824 nChanged 29 SP:Iteration 13Q (5396.050000 sec): 3 clusters Score: Raw -235951.094866 + Penalty 2502.595941 = -233448.498925 nChanged 19 SP:Iteration 14Q (5396.200000 sec): 3 clusters Score: Raw -235962.216258 + Penalty 2502.595941 = -233459.620317 nChanged 17 SP:Iteration 15Q (5396.340000 sec): 3 clusters Score: Raw -235972.847721 + Penalty 2502.595941 = -233470.251780 nChanged 12 SP:Iteration 16Q (5396.480000 sec): 3 clusters Score: Raw -235979.791907 + Penalty 2502.595941 = -233477.195966 nChanged 14 SP:Iteration 17Q (5396.630000 sec): 3 clusters Score: Raw -235988.103821 + Penalty 2502.595941 = -233485.507880 nChanged 12 SP:Iteration 18Q (5396.770000 sec): 3 clusters Score: Raw -235995.008583 + Penalty 2502.595941 = -233492.412641 nChanged 9 SP:Iteration 19Q (5396.920000 sec): 3 clusters Score: Raw -236001.598111 + Penalty 2502.595941 = -233499.002170 nChanged 10 SP:Iteration 20F (5397.060000 sec): 3 clusters Score: Raw -236007.717225 + Penalty 2502.595941 = -233505.121284 nChanged 12 SP:Iteration 21Q (5397.200000 sec): 3 clusters Score: Raw -236020.512089 + Penalty 2502.595941 = -233517.916148 nChanged 21 SP:Iteration 22Q (5397.350000 sec): 3 clusters Score: Raw -236033.154629 + Penalty 2502.595941 = -233530.558688 nChanged 11 SP:Iteration 23Q (5397.490000 sec): 3 clusters Score: Raw -236039.485053 + Penalty 2502.595941 = -233536.889112 nChanged 11 SP:Iteration 24Q (5397.640000 sec): 3 clusters Score: Raw -236046.074105 + Penalty 2502.595941 = -233543.478163 nChanged 8 SP:Iteration 25Q (5397.780000 sec): 3 clusters Score: Raw -236050.587856 + Penalty 2502.595941 = -233547.991915 nChanged 7 SP:Iteration 26Q (5397.920000 sec): 3 clusters Score: Raw -236053.564088 + Penalty 2502.595941 = -233550.968147 nChanged 5 SP:Iteration 27Q (5398.070000 sec): 3 clusters Score: Raw -236055.737020 + Penalty 2502.595941 = -233553.141079 nChanged 3 SP:Iteration 28Q (5398.210000 sec): 3 clusters Score: Raw -236057.153004 + Penalty 2502.595941 = -233554.557062 nChanged 3 SP:Iteration 29Q (5398.360000 sec): 3 clusters Score: Raw -236058.425073 + Penalty 2502.595941 = -233555.829132 nChanged 4 SP:Iteration 30Q (5398.500000 sec): 3 clusters Score: Raw -236060.170155 + Penalty 2502.595941 = -233557.574214 nChanged 2 SP:Iteration 31Q (5398.640000 sec): 3 clusters Score: Raw -236060.501493 + Penalty 2502.595941 = -233557.905552 nChanged 0 SP:Iteration 32F (5398.790000 sec): 3 clusters Score: Raw -236060.501493 + Penalty 2502.595941 = -233557.905552 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5398.920000 sec): 2 clusters Score: Raw -984438.240713 + Penalty 1471.167039 = -982967.073675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5399.110000 sec): 3 clusters Score: Raw -979643.885594 + Penalty 2942.334078 = -976701.551517 nChanged 3662 SP:Iteration 1F (5399.300000 sec): 3 clusters Score: Raw -981541.832975 + Penalty 2942.334078 = -978599.498897 nChanged 515 SP:Iteration 2F (5399.490000 sec): 3 clusters Score: Raw -981777.742374 + Penalty 2942.334078 = -978835.408297 nChanged 440 SP:Iteration 3F (5399.680000 sec): 3 clusters Score: Raw -981975.749277 + Penalty 2942.334078 = -979033.415199 nChanged 376 SP:Iteration 4Q (5399.870000 sec): 3 clusters Score: Raw -982176.959083 + Penalty 2942.334078 = -979234.625005 nChanged 416 SP:Iteration 5Q (5400.060000 sec): 3 clusters Score: Raw -982454.680532 + Penalty 2942.334078 = -979512.346454 nChanged 468 SP:Iteration 6F (5400.280000 sec): 3 clusters Score: Raw -982809.997962 + Penalty 2942.334078 = -979867.663884 nChanged 562 SP:Iteration 7F (5400.440000 sec): 3 clusters Score: Raw -983217.469195 + Penalty 2942.334078 = -980275.135118 nChanged 540 SP:Iteration 8F (5400.620000 sec): 3 clusters Score: Raw -983566.145112 + Penalty 2942.334078 = -980623.811035 nChanged 471 SP:Iteration 9F (5400.800000 sec): 3 clusters Score: Raw -983835.111653 + Penalty 2942.334078 = -980892.777576 nChanged 368 SP:Iteration 10Q (5400.990000 sec): 3 clusters Score: Raw -984011.974924 + Penalty 2942.334078 = -981069.640846 nChanged 251 SP:Iteration 11Q (5401.220000 sec): 3 clusters Score: Raw -984105.159734 + Penalty 2942.334078 = -981162.825657 nChanged 168 SP:Iteration 12Q (5401.430000 sec): 3 clusters Score: Raw -984161.011413 + Penalty 2942.334078 = -981218.677336 nChanged 147 SP:Iteration 13Q (5401.630000 sec): 3 clusters Score: Raw -984203.536794 + Penalty 2942.334078 = -981261.202717 nChanged 110 SP:Iteration 14Q (5401.820000 sec): 3 clusters Score: Raw -984237.442755 + Penalty 2942.334078 = -981295.108678 nChanged 94 SP:Iteration 15Q (5401.980000 sec): 3 clusters Score: Raw -984266.169865 + Penalty 2942.334078 = -981323.835787 nChanged 91 SP:Iteration 16Q (5402.180000 sec): 3 clusters Score: Raw -984288.723087 + Penalty 2942.334078 = -981346.389010 nChanged 70 SP:Iteration 17Q (5402.370000 sec): 3 clusters Score: Raw -984304.138578 + Penalty 2942.334078 = -981361.804500 nChanged 51 SP:Iteration 18Q (5402.610000 sec): 3 clusters Score: Raw -984314.825707 + Penalty 2942.334078 = -981372.491630 nChanged 47 SP:Iteration 19Q (5402.790000 sec): 3 clusters Score: Raw -984324.110654 + Penalty 2942.334078 = -981381.776576 nChanged 34 SP:Iteration 20F (5402.970000 sec): 3 clusters Score: Raw -984330.094969 + Penalty 2942.334078 = -981387.760891 nChanged 40 SP:Iteration 21Q (5403.160000 sec): 3 clusters Score: Raw -984337.982290 + Penalty 2942.334078 = -981395.648212 nChanged 38 SP:Iteration 22Q (5403.400000 sec): 3 clusters Score: Raw -984344.654305 + Penalty 2942.334078 = -981402.320227 nChanged 34 SP:Iteration 23Q (5403.580000 sec): 3 clusters Score: Raw -984351.180303 + Penalty 2942.334078 = -981408.846225 nChanged 36 SP:Iteration 24Q (5403.730000 sec): 3 clusters Score: Raw -984357.879129 + Penalty 2942.334078 = -981415.545052 nChanged 31 SP:Iteration 25Q (5403.900000 sec): 3 clusters Score: Raw -984363.956503 + Penalty 2942.334078 = -981421.622426 nChanged 38 SP:Iteration 26Q (5404.070000 sec): 3 clusters Score: Raw -984371.554559 + Penalty 2942.334078 = -981429.220481 nChanged 35 SP:Iteration 27Q (5404.280000 sec): 3 clusters Score: Raw -984380.165929 + Penalty 2942.334078 = -981437.831851 nChanged 35 SP:Iteration 28Q (5404.440000 sec): 3 clusters Score: Raw -984386.852520 + Penalty 2942.334078 = -981444.518442 nChanged 35 SP:Iteration 29Q (5404.600000 sec): 3 clusters Score: Raw -984393.007740 + Penalty 2942.334078 = -981450.673663 nChanged 31 SP:Iteration 30Q (5404.840000 sec): 3 clusters Score: Raw -984399.690051 + Penalty 2942.334078 = -981457.355973 nChanged 37 SP:Iteration 31Q (5405.070000 sec): 3 clusters Score: Raw -984407.704076 + Penalty 2942.334078 = -981465.369999 nChanged 31 SP:Iteration 32Q (5405.320000 sec): 3 clusters Score: Raw -984413.508864 + Penalty 2942.334078 = -981471.174787 nChanged 28 SP:Iteration 33Q (5405.540000 sec): 3 clusters Score: Raw -984419.737309 + Penalty 2942.334078 = -981477.403231 nChanged 32 SP:Iteration 34Q (5405.740000 sec): 3 clusters Score: Raw -984425.867411 + Penalty 2942.334078 = -981483.533333 nChanged 40 SP:Iteration 35Q (5405.940000 sec): 3 clusters Score: Raw -984433.255973 + Penalty 2942.334078 = -981490.921896 nChanged 37 SP:Iteration 36Q (5406.130000 sec): 3 clusters Score: Raw -984443.209139 + Penalty 2942.334078 = -981500.875061 nChanged 47 SP:Iteration 37Q (5406.310000 sec): 3 clusters Score: Raw -984455.642694 + Penalty 2942.334078 = -981513.308617 nChanged 38 SP:Iteration 38Q (5406.540000 sec): 3 clusters Score: Raw -984465.684841 + Penalty 2942.334078 = -981523.350764 nChanged 34 SP:Iteration 39Q (5406.790000 sec): 3 clusters Score: Raw -984475.895014 + Penalty 2942.334078 = -981533.560936 nChanged 40 SP:Iteration 40F (5407.010000 sec): 3 clusters Score: Raw -984484.785314 + Penalty 2942.334078 = -981542.451236 nChanged 30 SP:Iteration 41Q (5407.220000 sec): 3 clusters Score: Raw -984492.433049 + Penalty 2942.334078 = -981550.098971 nChanged 27 SP:Iteration 42Q (5407.450000 sec): 3 clusters Score: Raw -984498.366495 + Penalty 2942.334078 = -981556.032417 nChanged 28 SP:Iteration 43Q (5407.730000 sec): 3 clusters Score: Raw -984505.220973 + Penalty 2942.334078 = -981562.886895 nChanged 31 SP:Iteration 44Q (5407.950000 sec): 3 clusters Score: Raw -984511.901797 + Penalty 2942.334078 = -981569.567720 nChanged 28 SP:Iteration 45Q (5408.180000 sec): 3 clusters Score: Raw -984518.205915 + Penalty 2942.334078 = -981575.871838 nChanged 33 SP:Iteration 46Q (5408.430000 sec): 3 clusters Score: Raw -984527.544985 + Penalty 2942.334078 = -981585.210907 nChanged 39 SP:Iteration 47Q (5408.660000 sec): 3 clusters Score: Raw -984537.764177 + Penalty 2942.334078 = -981595.430099 nChanged 36 SP:Iteration 48Q (5408.940000 sec): 3 clusters Score: Raw -984546.138349 + Penalty 2942.334078 = -981603.804271 nChanged 37 SP:Iteration 49Q (5409.120000 sec): 3 clusters Score: Raw -984555.905395 + Penalty 2942.334078 = -981613.571318 nChanged 40 SP:Iteration 50Q (5409.310000 sec): 3 clusters Score: Raw -984566.762424 + Penalty 2942.334078 = -981624.428346 nChanged 50 SP:Iteration 51Q (5409.600000 sec): 3 clusters Score: Raw -984582.251046 + Penalty 2942.334078 = -981639.916968 nChanged 53 SP:Iteration 52Q (5409.850000 sec): 3 clusters Score: Raw -984597.581288 + Penalty 2942.334078 = -981655.247211 nChanged 52 SP:Iteration 53Q (5410.070000 sec): 3 clusters Score: Raw -984614.306774 + Penalty 2942.334078 = -981671.972696 nChanged 46 SP:Iteration 54Q (5410.330000 sec): 3 clusters Score: Raw -984627.255271 + Penalty 2942.334078 = -981684.921193 nChanged 47 SP:Iteration 55Q (5410.560000 sec): 3 clusters Score: Raw -984640.958164 + Penalty 2942.334078 = -981698.624086 nChanged 41 SP:Iteration 56Q (5410.810000 sec): 3 clusters Score: Raw -984652.312973 + Penalty 2942.334078 = -981709.978895 nChanged 35 SP:Iteration 57Q (5411.010000 sec): 3 clusters Score: Raw -984662.648228 + Penalty 2942.334078 = -981720.314151 nChanged 43 SP:Iteration 58Q (5411.270000 sec): 3 clusters Score: Raw -984677.036979 + Penalty 2942.334078 = -981734.702901 nChanged 39 SP:Iteration 59Q (5411.470000 sec): 3 clusters Score: Raw -984687.373357 + Penalty 2942.334078 = -981745.039280 nChanged 26 SP:Iteration 60F (5411.670000 sec): 3 clusters Score: Raw -984694.402375 + Penalty 2942.334078 = -981752.068298 nChanged 29 SP:Iteration 61Q (5411.960000 sec): 3 clusters Score: Raw -984704.021228 + Penalty 2942.334078 = -981761.687151 nChanged 21 SP:Iteration 62Q (5412.130000 sec): 3 clusters Score: Raw -984708.539264 + Penalty 2942.334078 = -981766.205187 nChanged 15 SP:Iteration 63Q (5412.360000 sec): 3 clusters Score: Raw -984712.993463 + Penalty 2942.334078 = -981770.659386 nChanged 23 SP:Iteration 64Q (5412.590000 sec): 3 clusters Score: Raw -984717.462248 + Penalty 2942.334078 = -981775.128171 nChanged 21 SP:Iteration 65Q (5412.790000 sec): 3 clusters Score: Raw -984722.451068 + Penalty 2942.334078 = -981780.116990 nChanged 15 SP:Iteration 66Q (5413.030000 sec): 3 clusters Score: Raw -984726.267442 + Penalty 2942.334078 = -981783.933364 nChanged 9 SP:Iteration 67Q (5413.300000 sec): 3 clusters Score: Raw -984727.959442 + Penalty 2942.334078 = -981785.625365 nChanged 9 SP:Iteration 68Q (5413.490000 sec): 3 clusters Score: Raw -984730.201084 + Penalty 2942.334078 = -981787.867006 nChanged 10 SP:Iteration 69Q (5413.720000 sec): 3 clusters Score: Raw -984732.730802 + Penalty 2942.334078 = -981790.396725 nChanged 12 SP:Iteration 70Q (5413.950000 sec): 3 clusters Score: Raw -984735.488979 + Penalty 2942.334078 = -981793.154902 nChanged 14 SP:Iteration 71Q (5414.200000 sec): 3 clusters Score: Raw -984739.481528 + Penalty 2942.334078 = -981797.147450 nChanged 9 SP:Iteration 72Q (5414.460000 sec): 3 clusters Score: Raw -984741.490215 + Penalty 2942.334078 = -981799.156138 nChanged 9 SP:Iteration 73Q (5414.710000 sec): 3 clusters Score: Raw -984744.189664 + Penalty 2942.334078 = -981801.855586 nChanged 11 SP:Iteration 74Q (5414.960000 sec): 3 clusters Score: Raw -984746.875352 + Penalty 2942.334078 = -981804.541274 nChanged 7 SP:Iteration 75Q (5415.200000 sec): 3 clusters Score: Raw -984748.985820 + Penalty 2942.334078 = -981806.651743 nChanged 4 SP:Iteration 76Q (5415.470000 sec): 3 clusters Score: Raw -984750.061544 + Penalty 2942.334078 = -981807.727467 nChanged 8 SP:Iteration 77Q (5415.680000 sec): 3 clusters Score: Raw -984753.675288 + Penalty 2942.334078 = -981811.341210 nChanged 14 SP:Iteration 78Q (5415.900000 sec): 3 clusters Score: Raw -984758.942727 + Penalty 2942.334078 = -981816.608650 nChanged 12 SP:Iteration 79Q (5416.110000 sec): 3 clusters Score: Raw -984762.983391 + Penalty 2942.334078 = -981820.649314 nChanged 16 SP:Iteration 80F (5416.310000 sec): 3 clusters Score: Raw -984767.942641 + Penalty 2942.334078 = -981825.608563 nChanged 12 SP:Iteration 81Q (5416.540000 sec): 3 clusters Score: Raw -984771.812216 + Penalty 2942.334078 = -981829.478139 nChanged 9 SP:Iteration 82Q (5416.810000 sec): 3 clusters Score: Raw -984775.169223 + Penalty 2942.334078 = -981832.835146 nChanged 14 SP:Iteration 83Q (5417.070000 sec): 3 clusters Score: Raw -984780.281735 + Penalty 2942.334078 = -981837.947657 nChanged 17 SP:Iteration 84Q (5417.300000 sec): 3 clusters Score: Raw -984785.146126 + Penalty 2942.334078 = -981842.812048 nChanged 13 SP:Iteration 85Q (5417.510000 sec): 3 clusters Score: Raw -984788.184245 + Penalty 2942.334078 = -981845.850167 nChanged 7 SP:Iteration 86Q (5417.750000 sec): 3 clusters Score: Raw -984789.660256 + Penalty 2942.334078 = -981847.326178 nChanged 4 SP:Iteration 87Q (5418.000000 sec): 3 clusters Score: Raw -984790.255987 + Penalty 2942.334078 = -981847.921910 nChanged 0 SP:Iteration 88F (5418.250000 sec): 3 clusters Score: Raw -984790.255987 + Penalty 2942.334078 = -981847.921910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (19982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5418.400000 sec): 2 clusters Score: Raw -2225495.718809 + Penalty 1609.170411 = -2223886.548398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5418.680000 sec): 3 clusters Score: Raw -2213391.194067 + Penalty 3218.340823 = -2210172.853245 nChanged 9053 SP:Iteration 1F (5418.920000 sec): 3 clusters Score: Raw -2218258.496209 + Penalty 3218.340823 = -2215040.155386 nChanged 926 SP:Iteration 2Q (5419.180000 sec): 3 clusters Score: Raw -2218533.333799 + Penalty 3218.340823 = -2215314.992976 nChanged 816 SP:Iteration 3Q (5419.400000 sec): 3 clusters Score: Raw -2218780.409100 + Penalty 3218.340823 = -2215562.068277 nChanged 720 SP:Iteration 4Q (5419.690000 sec): 3 clusters Score: Raw -2218981.258356 + Penalty 3218.340823 = -2215762.917533 nChanged 668 SP:Iteration 5Q (5419.970000 sec): 3 clusters Score: Raw -2219188.459125 + Penalty 3218.340823 = -2215970.118303 nChanged 691 SP:Iteration 6Q (5420.280000 sec): 3 clusters Score: Raw -2219434.190079 + Penalty 3218.340823 = -2216215.849256 nChanged 716 SP:Iteration 7Q (5420.540000 sec): 3 clusters Score: Raw -2219721.796612 + Penalty 3218.340823 = -2216503.455789 nChanged 767 SP:Iteration 8Q (5420.760000 sec): 3 clusters Score: Raw -2220107.220290 + Penalty 3218.340823 = -2216888.879468 nChanged 875 SP:Iteration 9Q (5421.050000 sec): 3 clusters Score: Raw -2220585.892731 + Penalty 3218.340823 = -2217367.551909 nChanged 949 SP:Iteration 10Q (5421.370000 sec): 3 clusters Score: Raw -2221106.216977 + Penalty 3218.340823 = -2217887.876154 nChanged 878 SP:Iteration 11Q (5421.660000 sec): 3 clusters Score: Raw -2221609.102429 + Penalty 3218.340823 = -2218390.761606 nChanged 871 SP:Iteration 12Q (5421.950000 sec): 3 clusters Score: Raw -2222125.747151 + Penalty 3218.340823 = -2218907.406328 nChanged 855 SP:Iteration 13Q (5422.250000 sec): 3 clusters Score: Raw -2222604.459687 + Penalty 3218.340823 = -2219386.118864 nChanged 733 SP:Iteration 14Q (5422.470000 sec): 3 clusters Score: Raw -2222982.207869 + Penalty 3218.340823 = -2219763.867046 nChanged 636 SP:Iteration 15Q (5422.750000 sec): 3 clusters Score: Raw -2223275.310230 + Penalty 3218.340823 = -2220056.969407 nChanged 508 SP:Iteration 16Q (5423.010000 sec): 3 clusters Score: Raw -2223523.516410 + Penalty 3218.340823 = -2220305.175587 nChanged 454 SP:Iteration 17Q (5423.250000 sec): 3 clusters Score: Raw -2223747.802331 + Penalty 3218.340823 = -2220529.461508 nChanged 418 SP:Iteration 18Q (5423.540000 sec): 3 clusters Score: Raw -2223956.678840 + Penalty 3218.340823 = -2220738.338017 nChanged 381 SP:Iteration 19Q (5423.800000 sec): 3 clusters Score: Raw -2224143.349224 + Penalty 3218.340823 = -2220925.008401 nChanged 384 SP:Iteration 20F (5424.040000 sec): 3 clusters Score: Raw -2224335.230589 + Penalty 3218.340823 = -2221116.889766 nChanged 349 SP:Iteration 21Q (5424.310000 sec): 3 clusters Score: Raw -2224503.237639 + Penalty 3218.340823 = -2221284.896816 nChanged 325 SP:Iteration 22Q (5424.610000 sec): 3 clusters Score: Raw -2224641.812107 + Penalty 3218.340823 = -2221423.471284 nChanged 289 SP:Iteration 23Q (5424.850000 sec): 3 clusters Score: Raw -2224770.560858 + Penalty 3218.340823 = -2221552.220035 nChanged 282 SP:Iteration 24Q (5425.080000 sec): 3 clusters Score: Raw -2224901.034348 + Penalty 3218.340823 = -2221682.693526 nChanged 245 SP:Iteration 25Q (5425.370000 sec): 3 clusters Score: Raw -2225008.627541 + Penalty 3218.340823 = -2221790.286718 nChanged 204 SP:Iteration 26Q (5425.630000 sec): 3 clusters Score: Raw -2225091.809113 + Penalty 3218.340823 = -2221873.468290 nChanged 191 SP:Iteration 27Q (5425.890000 sec): 3 clusters Score: Raw -2225170.017790 + Penalty 3218.340823 = -2221951.676967 nChanged 178 SP:Iteration 28Q (5426.230000 sec): 3 clusters Score: Raw -2225243.667520 + Penalty 3218.340823 = -2222025.326697 nChanged 171 SP:Iteration 29Q (5426.520000 sec): 3 clusters Score: Raw -2225311.955590 + Penalty 3218.340823 = -2222093.614767 nChanged 152 SP:Iteration 30Q (5426.870000 sec): 3 clusters Score: Raw -2225375.071290 + Penalty 3218.340823 = -2222156.730467 nChanged 130 SP:Iteration 31Q (5427.140000 sec): 3 clusters Score: Raw -2225423.583859 + Penalty 3218.340823 = -2222205.243036 nChanged 120 SP:Iteration 32Q (5427.430000 sec): 3 clusters Score: Raw -2225467.021568 + Penalty 3218.340823 = -2222248.680745 nChanged 99 SP:Iteration 33Q (5427.720000 sec): 3 clusters Score: Raw -2225507.650003 + Penalty 3218.340823 = -2222289.309180 nChanged 101 SP:Iteration 34Q (5428.020000 sec): 3 clusters Score: Raw -2225545.967848 + Penalty 3218.340823 = -2222327.627026 nChanged 84 SP:Iteration 35Q (5428.260000 sec): 3 clusters Score: Raw -2225578.493791 + Penalty 3218.340823 = -2222360.152968 nChanged 74 SP:Iteration 36Q (5428.560000 sec): 3 clusters Score: Raw -2225608.394526 + Penalty 3218.340823 = -2222390.053703 nChanged 73 SP:Iteration 37Q (5428.840000 sec): 3 clusters Score: Raw -2225636.592171 + Penalty 3218.340823 = -2222418.251349 nChanged 65 SP:Iteration 38Q (5429.120000 sec): 3 clusters Score: Raw -2225662.010851 + Penalty 3218.340823 = -2222443.670028 nChanged 56 SP:Iteration 39Q (5429.410000 sec): 3 clusters Score: Raw -2225677.791047 + Penalty 3218.340823 = -2222459.450224 nChanged 34 SP:Iteration 40F (5429.660000 sec): 3 clusters Score: Raw -2225686.957188 + Penalty 3218.340823 = -2222468.616365 nChanged 34 SP:Iteration 41Q (5429.930000 sec): 3 clusters Score: Raw -2225697.017905 + Penalty 3218.340823 = -2222478.677082 nChanged 32 SP:Iteration 42Q (5430.230000 sec): 3 clusters Score: Raw -2225706.174354 + Penalty 3218.340823 = -2222487.833531 nChanged 34 SP:Iteration 43Q (5430.550000 sec): 3 clusters Score: Raw -2225715.263995 + Penalty 3218.340823 = -2222496.923172 nChanged 22 SP:Iteration 44Q (5430.810000 sec): 3 clusters Score: Raw -2225722.421314 + Penalty 3218.340823 = -2222504.080491 nChanged 20 SP:Iteration 45Q (5431.030000 sec): 3 clusters Score: Raw -2225729.153086 + Penalty 3218.340823 = -2222510.812263 nChanged 20 SP:Iteration 46Q (5431.310000 sec): 3 clusters Score: Raw -2225736.705702 + Penalty 3218.340823 = -2222518.364879 nChanged 24 SP:Iteration 47Q (5431.530000 sec): 3 clusters Score: Raw -2225743.334784 + Penalty 3218.340823 = -2222524.993961 nChanged 16 SP:Iteration 48Q (5431.800000 sec): 3 clusters Score: Raw -2225747.801851 + Penalty 3218.340823 = -2222529.461028 nChanged 17 SP:Iteration 49Q (5432.020000 sec): 3 clusters Score: Raw -2225752.418547 + Penalty 3218.340823 = -2222534.077725 nChanged 15 SP:Iteration 50Q (5432.290000 sec): 3 clusters Score: Raw -2225756.886133 + Penalty 3218.340823 = -2222538.545310 nChanged 21 SP:Iteration 51Q (5432.570000 sec): 3 clusters Score: Raw -2225763.284464 + Penalty 3218.340823 = -2222544.943641 nChanged 17 SP:Iteration 52Q (5432.830000 sec): 3 clusters Score: Raw -2225767.743370 + Penalty 3218.340823 = -2222549.402547 nChanged 10 SP:Iteration 53Q (5433.060000 sec): 3 clusters Score: Raw -2225770.922145 + Penalty 3218.340823 = -2222552.581322 nChanged 9 SP:Iteration 54Q (5433.330000 sec): 3 clusters Score: Raw -2225772.590452 + Penalty 3218.340823 = -2222554.249629 nChanged 4 SP:Iteration 55Q (5433.650000 sec): 3 clusters Score: Raw -2225773.719899 + Penalty 3218.340823 = -2222555.379077 nChanged 4 SP:Iteration 56Q (5433.930000 sec): 3 clusters Score: Raw -2225774.861329 + Penalty 3218.340823 = -2222556.520506 nChanged 7 SP:Iteration 57Q (5434.170000 sec): 3 clusters Score: Raw -2225776.408753 + Penalty 3218.340823 = -2222558.067930 nChanged 5 SP:Iteration 58Q (5434.470000 sec): 3 clusters Score: Raw -2225777.523507 + Penalty 3218.340823 = -2222559.182684 nChanged 4 SP:Iteration 59Q (5434.760000 sec): 3 clusters Score: Raw -2225778.420501 + Penalty 3218.340823 = -2222560.079678 nChanged 8 SP:Iteration 60F (5435.030000 sec): 3 clusters Score: Raw -2225781.550358 + Penalty 3218.340823 = -2222563.209535 nChanged 9 SP:Iteration 61Q (5435.310000 sec): 3 clusters Score: Raw -2225783.742920 + Penalty 3218.340823 = -2222565.402097 nChanged 10 SP:Iteration 62Q (5435.620000 sec): 3 clusters Score: Raw -2225786.301852 + Penalty 3218.340823 = -2222567.961029 nChanged 7 SP:Iteration 63Q (5435.860000 sec): 3 clusters Score: Raw -2225787.434130 + Penalty 3218.340823 = -2222569.093307 nChanged 6 SP:Iteration 64Q (5436.160000 sec): 3 clusters Score: Raw -2225789.124171 + Penalty 3218.340823 = -2222570.783348 nChanged 6 SP:Iteration 65Q (5436.450000 sec): 3 clusters Score: Raw -2225790.002340 + Penalty 3218.340823 = -2222571.661517 nChanged 5 SP:Iteration 66Q (5436.770000 sec): 3 clusters Score: Raw -2225791.117213 + Penalty 3218.340823 = -2222572.776390 nChanged 5 SP:Iteration 67Q (5437.110000 sec): 3 clusters Score: Raw -2225792.234389 + Penalty 3218.340823 = -2222573.893566 nChanged 3 SP:Iteration 68Q (5437.400000 sec): 3 clusters Score: Raw -2225792.803242 + Penalty 3218.340823 = -2222574.462419 nChanged 6 SP:Iteration 69Q (5437.690000 sec): 3 clusters Score: Raw -2225794.346182 + Penalty 3218.340823 = -2222576.005359 nChanged 3 SP:Iteration 70Q (5437.970000 sec): 3 clusters Score: Raw -2225794.893967 + Penalty 3218.340823 = -2222576.553145 nChanged 2 SP:Iteration 71Q (5438.290000 sec): 3 clusters Score: Raw -2225795.026175 + Penalty 3218.340823 = -2222576.685352 nChanged 1 SP:Iteration 72Q (5438.630000 sec): 3 clusters Score: Raw -2225795.054002 + Penalty 3218.340823 = -2222576.713179 nChanged 0 SP:Iteration 73F (5438.900000 sec): 3 clusters Score: Raw -2225795.054002 + Penalty 3218.340823 = -2222576.713179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5438.990000 sec): 2 clusters Score: Raw -211984.791461 + Penalty 1221.331976 = -210763.459485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5439.180000 sec): 3 clusters Score: Raw -211181.702972 + Penalty 2442.663953 = -208739.039020 nChanged 643 SP:Iteration 1F (5439.390000 sec): 3 clusters Score: Raw -211570.956001 + Penalty 2442.663953 = -209128.292048 nChanged 120 SP:Iteration 2F (5439.540000 sec): 3 clusters Score: Raw -211660.798295 + Penalty 2442.663953 = -209218.134343 nChanged 92 SP:Iteration 3F (5439.710000 sec): 3 clusters Score: Raw -211723.287653 + Penalty 2442.663953 = -209280.623700 nChanged 59 SP:Iteration 4Q (5439.900000 sec): 3 clusters Score: Raw -211764.385159 + Penalty 2442.663953 = -209321.721206 nChanged 49 SP:Iteration 5Q (5440.080000 sec): 3 clusters Score: Raw -211800.084123 + Penalty 2442.663953 = -209357.420170 nChanged 42 SP:Iteration 6Q (5440.320000 sec): 3 clusters Score: Raw -211825.149742 + Penalty 2442.663953 = -209382.485789 nChanged 26 SP:Iteration 7Q (5440.570000 sec): 3 clusters Score: Raw -211838.002730 + Penalty 2442.663953 = -209395.338777 nChanged 21 SP:Iteration 8Q (5440.750000 sec): 3 clusters Score: Raw -211848.170751 + Penalty 2442.663953 = -209405.506798 nChanged 9 SP:Iteration 9Q (5440.920000 sec): 3 clusters Score: Raw -211852.360204 + Penalty 2442.663953 = -209409.696251 nChanged 11 SP:Iteration 10Q (5441.100000 sec): 3 clusters Score: Raw -211858.156737 + Penalty 2442.663953 = -209415.492785 nChanged 17 SP:Iteration 11Q (5441.310000 sec): 3 clusters Score: Raw -211867.193221 + Penalty 2442.663953 = -209424.529268 nChanged 14 SP:Iteration 12Q (5441.510000 sec): 3 clusters Score: Raw -211873.004966 + Penalty 2442.663953 = -209430.341014 nChanged 5 SP:Iteration 13Q (5441.650000 sec): 3 clusters Score: Raw -211874.266657 + Penalty 2442.663953 = -209431.602704 nChanged 4 SP:Iteration 14Q (5441.860000 sec): 3 clusters Score: Raw -211875.208072 + Penalty 2442.663953 = -209432.544119 nChanged 1 SP:Iteration 15Q (5442.040000 sec): 3 clusters Score: Raw -211875.527040 + Penalty 2442.663953 = -209432.863087 nChanged 3 SP:Iteration 16Q (5442.240000 sec): 3 clusters Score: Raw -211876.614313 + Penalty 2442.663953 = -209433.950360 nChanged 4 SP:Iteration 17Q (5442.470000 sec): 3 clusters Score: Raw -211879.804789 + Penalty 2442.663953 = -209437.140837 nChanged 2 SP:Iteration 18Q (5442.650000 sec): 3 clusters Score: Raw -211881.930708 + Penalty 2442.663953 = -209439.266755 nChanged 1 SP:Iteration 19Q (5442.800000 sec): 3 clusters Score: Raw -211882.551061 + Penalty 2442.663953 = -209439.887108 nChanged 1 SP:Iteration 20F (5442.950000 sec): 3 clusters Score: Raw -211883.032222 + Penalty 2442.663953 = -209440.368269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5443.110000 sec): 2 clusters Score: Raw -315273.890659 + Penalty 1287.602929 = -313986.287729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5443.260000 sec): 3 clusters Score: Raw -313956.677390 + Penalty 2575.205859 = -311381.471531 nChanged 1032 SP:Iteration 1F (5443.490000 sec): 3 clusters Score: Raw -314597.992732 + Penalty 2575.205859 = -312022.786873 nChanged 223 SP:Iteration 2F (5443.710000 sec): 3 clusters Score: Raw -314748.264445 + Penalty 2575.205859 = -312173.058586 nChanged 126 SP:Iteration 3Q (5443.890000 sec): 3 clusters Score: Raw -314826.861335 + Penalty 2575.205859 = -312251.655476 nChanged 108 SP:Iteration 4Q (5444.080000 sec): 3 clusters Score: Raw -314891.833639 + Penalty 2575.205859 = -312316.627780 nChanged 94 SP:Iteration 5Q (5444.280000 sec): 3 clusters Score: Raw -314950.862240 + Penalty 2575.205859 = -312375.656382 nChanged 81 SP:Iteration 6Q (5444.490000 sec): 3 clusters Score: Raw -314999.312791 + Penalty 2575.205859 = -312424.106933 nChanged 60 SP:Iteration 7Q (5444.740000 sec): 3 clusters Score: Raw -315030.364666 + Penalty 2575.205859 = -312455.158808 nChanged 49 SP:Iteration 8Q (5444.980000 sec): 3 clusters Score: Raw -315055.573307 + Penalty 2575.205859 = -312480.367449 nChanged 41 SP:Iteration 9Q (5445.140000 sec): 3 clusters Score: Raw -315076.260662 + Penalty 2575.205859 = -312501.054804 nChanged 47 SP:Iteration 10Q (5445.350000 sec): 3 clusters Score: Raw -315106.929027 + Penalty 2575.205859 = -312531.723169 nChanged 49 SP:Iteration 11Q (5445.520000 sec): 3 clusters Score: Raw -315141.801978 + Penalty 2575.205859 = -312566.596119 nChanged 45 SP:Iteration 12Q (5445.740000 sec): 3 clusters Score: Raw -315169.010325 + Penalty 2575.205859 = -312593.804467 nChanged 41 SP:Iteration 13Q (5445.960000 sec): 3 clusters Score: Raw -315192.436965 + Penalty 2575.205859 = -312617.231106 nChanged 36 SP:Iteration 14Q (5446.180000 sec): 3 clusters Score: Raw -315209.816053 + Penalty 2575.205859 = -312634.610195 nChanged 24 SP:Iteration 15Q (5446.400000 sec): 3 clusters Score: Raw -315224.521530 + Penalty 2575.205859 = -312649.315672 nChanged 27 SP:Iteration 16Q (5446.630000 sec): 3 clusters Score: Raw -315240.268251 + Penalty 2575.205859 = -312665.062393 nChanged 26 SP:Iteration 17Q (5446.830000 sec): 3 clusters Score: Raw -315255.063705 + Penalty 2575.205859 = -312679.857846 nChanged 23 SP:Iteration 18Q (5447.020000 sec): 3 clusters Score: Raw -315268.043126 + Penalty 2575.205859 = -312692.837267 nChanged 24 SP:Iteration 19Q (5447.210000 sec): 3 clusters Score: Raw -315282.233907 + Penalty 2575.205859 = -312707.028048 nChanged 22 SP:Iteration 20F (5447.420000 sec): 3 clusters Score: Raw -315295.085810 + Penalty 2575.205859 = -312719.879952 nChanged 25 SP:Iteration 21Q (5447.630000 sec): 3 clusters Score: Raw -315309.075881 + Penalty 2575.205859 = -312733.870023 nChanged 23 SP:Iteration 22Q (5447.820000 sec): 3 clusters Score: Raw -315324.698294 + Penalty 2575.205859 = -312749.492436 nChanged 15 SP:Iteration 23Q (5448.080000 sec): 3 clusters Score: Raw -315333.420239 + Penalty 2575.205859 = -312758.214381 nChanged 20 SP:Iteration 24Q (5448.260000 sec): 3 clusters Score: Raw -315344.544690 + Penalty 2575.205859 = -312769.338831 nChanged 16 SP:Iteration 25Q (5448.460000 sec): 3 clusters Score: Raw -315355.561451 + Penalty 2575.205859 = -312780.355592 nChanged 18 SP:Iteration 26Q (5448.630000 sec): 3 clusters Score: Raw -315366.076906 + Penalty 2575.205859 = -312790.871047 nChanged 13 SP:Iteration 27Q (5448.860000 sec): 3 clusters Score: Raw -315375.177693 + Penalty 2575.205859 = -312799.971834 nChanged 11 SP:Iteration 28Q (5449.030000 sec): 3 clusters Score: Raw -315381.377090 + Penalty 2575.205859 = -312806.171232 nChanged 14 SP:Iteration 29Q (5449.240000 sec): 3 clusters Score: Raw -315391.677205 + Penalty 2575.205859 = -312816.471346 nChanged 14 SP:Iteration 30Q (5449.460000 sec): 3 clusters Score: Raw -315402.149321 + Penalty 2575.205859 = -312826.943463 nChanged 14 SP:Iteration 31Q (5449.600000 sec): 3 clusters Score: Raw -315411.745017 + Penalty 2575.205859 = -312836.539159 nChanged 10 SP:Iteration 32Q (5449.800000 sec): 3 clusters Score: Raw -315419.541220 + Penalty 2575.205859 = -312844.335361 nChanged 8 SP:Iteration 33Q (5449.960000 sec): 3 clusters Score: Raw -315425.695960 + Penalty 2575.205859 = -312850.490101 nChanged 4 SP:Iteration 34Q (5450.180000 sec): 3 clusters Score: Raw -315427.263819 + Penalty 2575.205859 = -312852.057961 nChanged 3 SP:Iteration 35Q (5450.330000 sec): 3 clusters Score: Raw -315428.525110 + Penalty 2575.205859 = -312853.319251 nChanged 0 SP:Iteration 36F (5450.490000 sec): 3 clusters Score: Raw -315428.525110 + Penalty 2575.205859 = -312853.319251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5450.620000 sec): 2 clusters Score: Raw -1096908.788980 + Penalty 1490.215919 = -1095418.573061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5450.840000 sec): 3 clusters Score: Raw -1091395.489980 + Penalty 2980.431838 = -1088415.058142 nChanged 4180 SP:Iteration 1F (5451.090000 sec): 3 clusters Score: Raw -1093702.514613 + Penalty 2980.431838 = -1090722.082775 nChanged 657 SP:Iteration 2F (5451.320000 sec): 3 clusters Score: Raw -1094072.060787 + Penalty 2980.431838 = -1091091.628949 nChanged 617 SP:Iteration 3F (5451.520000 sec): 3 clusters Score: Raw -1094449.431169 + Penalty 2980.431838 = -1091468.999331 nChanged 581 SP:Iteration 4F (5451.770000 sec): 3 clusters Score: Raw -1094834.812376 + Penalty 2980.431838 = -1091854.380537 nChanged 624 SP:Iteration 5F (5452.000000 sec): 3 clusters Score: Raw -1095315.755351 + Penalty 2980.431838 = -1092335.323513 nChanged 650 SP:Iteration 6F (5452.260000 sec): 3 clusters Score: Raw -1095840.537579 + Penalty 2980.431838 = -1092860.105741 nChanged 616 SP:Iteration 7F (5452.500000 sec): 3 clusters Score: Raw -1096324.701077 + Penalty 2980.431838 = -1093344.269239 nChanged 451 SP:Iteration 8Q (5452.710000 sec): 3 clusters Score: Raw -1096677.212288 + Penalty 2980.431838 = -1093696.780450 nChanged 347 SP:Iteration 9Q (5452.940000 sec): 3 clusters Score: Raw -1096955.442003 + Penalty 2980.431838 = -1093975.010165 nChanged 240 SP:Iteration 10Q (5453.170000 sec): 3 clusters Score: Raw -1097142.928525 + Penalty 2980.431838 = -1094162.496687 nChanged 161 SP:Iteration 11Q (5453.410000 sec): 3 clusters Score: Raw -1097256.300540 + Penalty 2980.431838 = -1094275.868702 nChanged 118 SP:Iteration 12Q (5453.640000 sec): 3 clusters Score: Raw -1097331.539095 + Penalty 2980.431838 = -1094351.107257 nChanged 89 SP:Iteration 13Q (5453.860000 sec): 3 clusters Score: Raw -1097382.386525 + Penalty 2980.431838 = -1094401.954687 nChanged 81 SP:Iteration 14Q (5454.080000 sec): 3 clusters Score: Raw -1097429.026887 + Penalty 2980.431838 = -1094448.595049 nChanged 65 SP:Iteration 15Q (5454.320000 sec): 3 clusters Score: Raw -1097462.663725 + Penalty 2980.431838 = -1094482.231887 nChanged 40 SP:Iteration 16Q (5454.460000 sec): 3 clusters Score: Raw -1097481.343341 + Penalty 2980.431838 = -1094500.911503 nChanged 29 SP:Iteration 17Q (5454.650000 sec): 3 clusters Score: Raw -1097492.355392 + Penalty 2980.431838 = -1094511.923554 nChanged 21 SP:Iteration 18Q (5454.930000 sec): 3 clusters Score: Raw -1097499.486475 + Penalty 2980.431838 = -1094519.054637 nChanged 13 SP:Iteration 19Q (5455.150000 sec): 3 clusters Score: Raw -1097503.520146 + Penalty 2980.431838 = -1094523.088308 nChanged 16 SP:Iteration 20F (5455.430000 sec): 3 clusters Score: Raw -1097508.088176 + Penalty 2980.431838 = -1094527.656338 nChanged 10 SP:Iteration 21Q (5455.670000 sec): 3 clusters Score: Raw -1097510.845579 + Penalty 2980.431838 = -1094530.413740 nChanged 14 SP:Iteration 22Q (5455.930000 sec): 3 clusters Score: Raw -1097515.026407 + Penalty 2980.431838 = -1094534.594569 nChanged 13 SP:Iteration 23Q (5456.160000 sec): 3 clusters Score: Raw -1097518.977474 + Penalty 2980.431838 = -1094538.545635 nChanged 7 SP:Iteration 24Q (5456.350000 sec): 3 clusters Score: Raw -1097521.054442 + Penalty 2980.431838 = -1094540.622604 nChanged 6 SP:Iteration 25Q (5456.640000 sec): 3 clusters Score: Raw -1097522.229004 + Penalty 2980.431838 = -1094541.797166 nChanged 4 SP:Iteration 26Q (5456.850000 sec): 3 clusters Score: Raw -1097523.074598 + Penalty 2980.431838 = -1094542.642760 nChanged 2 SP:Iteration 27Q (5457.080000 sec): 3 clusters Score: Raw -1097523.522791 + Penalty 2980.431838 = -1094543.090953 nChanged 0 SP:Iteration 28F (5457.330000 sec): 3 clusters Score: Raw -1097523.522791 + Penalty 2980.431838 = -1094543.090953 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (11916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5457.500000 sec): 2 clusters Score: Raw -1403051.066139 + Penalty 1525.166063 = -1401525.900075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5457.730000 sec): 3 clusters Score: Raw -1396212.434757 + Penalty 3050.332127 = -1393162.102630 nChanged 5205 SP:Iteration 1F (5457.930000 sec): 3 clusters Score: Raw -1398948.348021 + Penalty 3050.332127 = -1395898.015894 nChanged 750 SP:Iteration 2F (5458.170000 sec): 3 clusters Score: Raw -1399306.919636 + Penalty 3050.332127 = -1396256.587509 nChanged 726 SP:Iteration 3F (5458.400000 sec): 3 clusters Score: Raw -1399705.977734 + Penalty 3050.332127 = -1396655.645607 nChanged 712 SP:Iteration 4F (5458.600000 sec): 3 clusters Score: Raw -1400108.147727 + Penalty 3050.332127 = -1397057.815600 nChanged 691 SP:Iteration 5F (5458.900000 sec): 3 clusters Score: Raw -1400564.845297 + Penalty 3050.332127 = -1397514.513170 nChanged 712 SP:Iteration 6F (5459.080000 sec): 3 clusters Score: Raw -1401058.212888 + Penalty 3050.332127 = -1398007.880761 nChanged 705 SP:Iteration 7F (5459.340000 sec): 3 clusters Score: Raw -1401542.448495 + Penalty 3050.332127 = -1398492.116368 nChanged 608 SP:Iteration 8F (5459.550000 sec): 3 clusters Score: Raw -1401945.940234 + Penalty 3050.332127 = -1398895.608107 nChanged 461 SP:Iteration 9Q (5459.830000 sec): 3 clusters Score: Raw -1402229.339782 + Penalty 3050.332127 = -1399179.007655 nChanged 377 SP:Iteration 10Q (5460.080000 sec): 3 clusters Score: Raw -1402431.935618 + Penalty 3050.332127 = -1399381.603491 nChanged 291 SP:Iteration 11Q (5460.310000 sec): 3 clusters Score: Raw -1402552.476044 + Penalty 3050.332127 = -1399502.143917 nChanged 203 SP:Iteration 12Q (5460.600000 sec): 3 clusters Score: Raw -1402618.222501 + Penalty 3050.332127 = -1399567.890374 nChanged 157 SP:Iteration 13Q (5460.820000 sec): 3 clusters Score: Raw -1402672.008149 + Penalty 3050.332127 = -1399621.676022 nChanged 139 SP:Iteration 14Q (5461.080000 sec): 3 clusters Score: Raw -1402709.312450 + Penalty 3050.332127 = -1399658.980323 nChanged 97 SP:Iteration 15Q (5461.330000 sec): 3 clusters Score: Raw -1402738.539214 + Penalty 3050.332127 = -1399688.207087 nChanged 81 SP:Iteration 16Q (5461.580000 sec): 3 clusters Score: Raw -1402761.047480 + Penalty 3050.332127 = -1399710.715353 nChanged 89 SP:Iteration 17Q (5461.820000 sec): 3 clusters Score: Raw -1402781.803969 + Penalty 3050.332127 = -1399731.471842 nChanged 73 SP:Iteration 18Q (5462.050000 sec): 3 clusters Score: Raw -1402799.382707 + Penalty 3050.332127 = -1399749.050580 nChanged 66 SP:Iteration 19Q (5462.300000 sec): 3 clusters Score: Raw -1402813.534144 + Penalty 3050.332127 = -1399763.202017 nChanged 43 SP:Iteration 20F (5462.520000 sec): 3 clusters Score: Raw -1402823.567929 + Penalty 3050.332127 = -1399773.235802 nChanged 54 SP:Iteration 21Q (5462.730000 sec): 3 clusters Score: Raw -1402836.568001 + Penalty 3050.332127 = -1399786.235874 nChanged 50 SP:Iteration 22Q (5462.940000 sec): 3 clusters Score: Raw -1402849.688485 + Penalty 3050.332127 = -1399799.356358 nChanged 51 SP:Iteration 23Q (5463.210000 sec): 3 clusters Score: Raw -1402860.649295 + Penalty 3050.332127 = -1399810.317168 nChanged 49 SP:Iteration 24Q (5463.440000 sec): 3 clusters Score: Raw -1402869.120029 + Penalty 3050.332127 = -1399818.787902 nChanged 46 SP:Iteration 25Q (5463.730000 sec): 3 clusters Score: Raw -1402878.203315 + Penalty 3050.332127 = -1399827.871188 nChanged 50 SP:Iteration 26Q (5463.960000 sec): 3 clusters Score: Raw -1402889.816110 + Penalty 3050.332127 = -1399839.483983 nChanged 57 SP:Iteration 27Q (5464.230000 sec): 3 clusters Score: Raw -1402902.006024 + Penalty 3050.332127 = -1399851.673897 nChanged 47 SP:Iteration 28Q (5464.460000 sec): 3 clusters Score: Raw -1402912.945142 + Penalty 3050.332127 = -1399862.613015 nChanged 49 SP:Iteration 29Q (5464.750000 sec): 3 clusters Score: Raw -1402923.846642 + Penalty 3050.332127 = -1399873.514515 nChanged 50 SP:Iteration 30Q (5464.980000 sec): 3 clusters Score: Raw -1402936.436270 + Penalty 3050.332127 = -1399886.104143 nChanged 53 SP:Iteration 31Q (5465.240000 sec): 3 clusters Score: Raw -1402949.494878 + Penalty 3050.332127 = -1399899.162751 nChanged 65 SP:Iteration 32Q (5465.540000 sec): 3 clusters Score: Raw -1402963.763002 + Penalty 3050.332127 = -1399913.430875 nChanged 50 SP:Iteration 33Q (5465.780000 sec): 3 clusters Score: Raw -1402975.952482 + Penalty 3050.332127 = -1399925.620355 nChanged 45 SP:Iteration 34Q (5466.040000 sec): 3 clusters Score: Raw -1402987.399591 + Penalty 3050.332127 = -1399937.067464 nChanged 55 SP:Iteration 35Q (5466.300000 sec): 3 clusters Score: Raw -1403001.781207 + Penalty 3050.332127 = -1399951.449080 nChanged 62 SP:Iteration 36Q (5466.540000 sec): 3 clusters Score: Raw -1403018.307710 + Penalty 3050.332127 = -1399967.975583 nChanged 62 SP:Iteration 37Q (5466.850000 sec): 3 clusters Score: Raw -1403034.343077 + Penalty 3050.332127 = -1399984.010950 nChanged 63 SP:Iteration 38Q (5467.140000 sec): 3 clusters Score: Raw -1403050.882219 + Penalty 3050.332127 = -1400000.550092 nChanged 51 SP:Iteration 39Q (5467.350000 sec): 3 clusters Score: Raw -1403062.123490 + Penalty 3050.332127 = -1400011.791363 nChanged 44 SP:Iteration 40F (5467.600000 sec): 3 clusters Score: Raw -1403074.324634 + Penalty 3050.332127 = -1400023.992507 nChanged 53 SP:Iteration 41Q (5467.870000 sec): 3 clusters Score: Raw -1403088.666957 + Penalty 3050.332127 = -1400038.334830 nChanged 41 SP:Iteration 42Q (5468.140000 sec): 3 clusters Score: Raw -1403098.954345 + Penalty 3050.332127 = -1400048.622218 nChanged 41 SP:Iteration 43Q (5468.440000 sec): 3 clusters Score: Raw -1403108.180843 + Penalty 3050.332127 = -1400057.848716 nChanged 32 SP:Iteration 44Q (5468.720000 sec): 3 clusters Score: Raw -1403115.443006 + Penalty 3050.332127 = -1400065.110879 nChanged 22 SP:Iteration 45Q (5469.040000 sec): 3 clusters Score: Raw -1403119.618772 + Penalty 3050.332127 = -1400069.286645 nChanged 19 SP:Iteration 46Q (5469.270000 sec): 3 clusters Score: Raw -1403123.667700 + Penalty 3050.332127 = -1400073.335573 nChanged 20 SP:Iteration 47Q (5469.530000 sec): 3 clusters Score: Raw -1403126.998534 + Penalty 3050.332127 = -1400076.666407 nChanged 18 SP:Iteration 48Q (5469.770000 sec): 3 clusters Score: Raw -1403130.655116 + Penalty 3050.332127 = -1400080.322989 nChanged 22 SP:Iteration 49Q (5470.020000 sec): 3 clusters Score: Raw -1403135.460008 + Penalty 3050.332127 = -1400085.127881 nChanged 19 SP:Iteration 50Q (5470.270000 sec): 3 clusters Score: Raw -1403139.499548 + Penalty 3050.332127 = -1400089.167421 nChanged 19 SP:Iteration 51Q (5470.560000 sec): 3 clusters Score: Raw -1403144.678754 + Penalty 3050.332127 = -1400094.346627 nChanged 20 SP:Iteration 52Q (5470.840000 sec): 3 clusters Score: Raw -1403150.303886 + Penalty 3050.332127 = -1400099.971759 nChanged 26 SP:Iteration 53Q (5471.110000 sec): 3 clusters Score: Raw -1403155.055168 + Penalty 3050.332127 = -1400104.723041 nChanged 18 SP:Iteration 54Q (5471.360000 sec): 3 clusters Score: Raw -1403158.226586 + Penalty 3050.332127 = -1400107.894459 nChanged 12 SP:Iteration 55Q (5471.650000 sec): 3 clusters Score: Raw -1403160.613451 + Penalty 3050.332127 = -1400110.281324 nChanged 13 SP:Iteration 56Q (5471.880000 sec): 3 clusters Score: Raw -1403162.714603 + Penalty 3050.332127 = -1400112.382476 nChanged 16 SP:Iteration 57Q (5472.140000 sec): 3 clusters Score: Raw -1403165.894058 + Penalty 3050.332127 = -1400115.561931 nChanged 18 SP:Iteration 58Q (5472.330000 sec): 3 clusters Score: Raw -1403168.846787 + Penalty 3050.332127 = -1400118.514660 nChanged 13 SP:Iteration 59Q (5472.540000 sec): 3 clusters Score: Raw -1403170.549205 + Penalty 3050.332127 = -1400120.217078 nChanged 10 SP:Iteration 60F (5472.840000 sec): 3 clusters Score: Raw -1403171.999844 + Penalty 3050.332127 = -1400121.667717 nChanged 10 SP:Iteration 61Q (5473.060000 sec): 3 clusters Score: Raw -1403173.679881 + Penalty 3050.332127 = -1400123.347754 nChanged 14 SP:Iteration 62Q (5473.310000 sec): 3 clusters Score: Raw -1403176.435471 + Penalty 3050.332127 = -1400126.103344 nChanged 15 SP:Iteration 63Q (5473.540000 sec): 3 clusters Score: Raw -1403179.252394 + Penalty 3050.332127 = -1400128.920267 nChanged 11 SP:Iteration 64Q (5473.780000 sec): 3 clusters Score: Raw -1403182.178284 + Penalty 3050.332127 = -1400131.846157 nChanged 16 SP:Iteration 65Q (5474.050000 sec): 3 clusters Score: Raw -1403186.491847 + Penalty 3050.332127 = -1400136.159720 nChanged 26 SP:Iteration 66Q (5474.280000 sec): 3 clusters Score: Raw -1403193.176984 + Penalty 3050.332127 = -1400142.844857 nChanged 23 SP:Iteration 67Q (5474.600000 sec): 3 clusters Score: Raw -1403200.297103 + Penalty 3050.332127 = -1400149.964976 nChanged 19 SP:Iteration 68Q (5474.920000 sec): 3 clusters Score: Raw -1403205.633799 + Penalty 3050.332127 = -1400155.301672 nChanged 13 SP:Iteration 69Q (5475.160000 sec): 3 clusters Score: Raw -1403208.222511 + Penalty 3050.332127 = -1400157.890384 nChanged 10 SP:Iteration 70Q (5475.370000 sec): 3 clusters Score: Raw -1403209.998399 + Penalty 3050.332127 = -1400159.666272 nChanged 9 SP:Iteration 71Q (5475.660000 sec): 3 clusters Score: Raw -1403211.221497 + Penalty 3050.332127 = -1400160.889370 nChanged 3 SP:Iteration 72Q (5475.870000 sec): 3 clusters Score: Raw -1403211.706172 + Penalty 3050.332127 = -1400161.374045 nChanged 7 SP:Iteration 73Q (5476.140000 sec): 3 clusters Score: Raw -1403213.016161 + Penalty 3050.332127 = -1400162.684034 nChanged 6 SP:Iteration 74Q (5476.360000 sec): 3 clusters Score: Raw -1403214.067324 + Penalty 3050.332127 = -1400163.735197 nChanged 7 SP:Iteration 75Q (5476.580000 sec): 3 clusters Score: Raw -1403215.376363 + Penalty 3050.332127 = -1400165.044236 nChanged 5 SP:Iteration 76Q (5476.780000 sec): 3 clusters Score: Raw -1403216.313954 + Penalty 3050.332127 = -1400165.981827 nChanged 7 SP:Iteration 77Q (5477.030000 sec): 3 clusters Score: Raw -1403217.511601 + Penalty 3050.332127 = -1400167.179474 nChanged 5 SP:Iteration 78Q (5477.260000 sec): 3 clusters Score: Raw -1403218.526319 + Penalty 3050.332127 = -1400168.194192 nChanged 6 SP:Iteration 79Q (5477.470000 sec): 3 clusters Score: Raw -1403219.976814 + Penalty 3050.332127 = -1400169.644687 nChanged 10 SP:Iteration 80F (5477.690000 sec): 3 clusters Score: Raw -1403223.677732 + Penalty 3050.332127 = -1400173.345605 nChanged 10 SP:Iteration 81Q (5477.890000 sec): 3 clusters Score: Raw -1403225.307353 + Penalty 3050.332127 = -1400174.975226 nChanged 5 SP:Iteration 82Q (5478.190000 sec): 3 clusters Score: Raw -1403226.558593 + Penalty 3050.332127 = -1400176.226466 nChanged 8 SP:Iteration 83Q (5478.400000 sec): 3 clusters Score: Raw -1403228.399669 + Penalty 3050.332127 = -1400178.067542 nChanged 9 SP:Iteration 84Q (5478.700000 sec): 3 clusters Score: Raw -1403230.384831 + Penalty 3050.332127 = -1400180.052704 nChanged 8 SP:Iteration 85Q (5478.910000 sec): 3 clusters Score: Raw -1403231.884020 + Penalty 3050.332127 = -1400181.551893 nChanged 5 SP:Iteration 86Q (5479.190000 sec): 3 clusters Score: Raw -1403232.744743 + Penalty 3050.332127 = -1400182.412616 nChanged 6 SP:Iteration 87Q (5479.370000 sec): 3 clusters Score: Raw -1403233.906229 + Penalty 3050.332127 = -1400183.574102 nChanged 7 SP:Iteration 88Q (5479.630000 sec): 3 clusters Score: Raw -1403235.443700 + Penalty 3050.332127 = -1400185.111573 nChanged 11 SP:Iteration 89Q (5479.910000 sec): 3 clusters Score: Raw -1403237.288582 + Penalty 3050.332127 = -1400186.956455 nChanged 12 SP:Iteration 90Q (5480.210000 sec): 3 clusters Score: Raw -1403240.597486 + Penalty 3050.332127 = -1400190.265359 nChanged 13 SP:Iteration 91Q (5480.430000 sec): 3 clusters Score: Raw -1403243.899293 + Penalty 3050.332127 = -1400193.567166 nChanged 13 SP:Iteration 92Q (5480.650000 sec): 3 clusters Score: Raw -1403247.888911 + Penalty 3050.332127 = -1400197.556784 nChanged 14 SP:Iteration 93Q (5480.910000 sec): 3 clusters Score: Raw -1403252.417227 + Penalty 3050.332127 = -1400202.085100 nChanged 17 SP:Iteration 94Q (5481.160000 sec): 3 clusters Score: Raw -1403258.317360 + Penalty 3050.332127 = -1400207.985233 nChanged 19 SP:Iteration 95Q (5481.400000 sec): 3 clusters Score: Raw -1403264.343561 + Penalty 3050.332127 = -1400214.011434 nChanged 21 SP:Iteration 96Q (5481.630000 sec): 3 clusters Score: Raw -1403271.649266 + Penalty 3050.332127 = -1400221.317139 nChanged 24 SP:Iteration 97Q (5481.850000 sec): 3 clusters Score: Raw -1403279.089389 + Penalty 3050.332127 = -1400228.757262 nChanged 27 SP:Iteration 98Q (5482.070000 sec): 3 clusters Score: Raw -1403286.351998 + Penalty 3050.332127 = -1400236.019871 nChanged 21 SP:Iteration 99Q (5482.310000 sec): 3 clusters Score: Raw -1403293.610884 + Penalty 3050.332127 = -1400243.278757 nChanged 20 SP:Iteration 100F (5482.590000 sec): 3 clusters Score: Raw -1403299.127806 + Penalty 3050.332127 = -1400248.795679 nChanged 18 SP:Iteration 101Q (5482.820000 sec): 3 clusters Score: Raw -1403304.402174 + Penalty 3050.332127 = -1400254.070047 nChanged 16 SP:Iteration 102Q (5483.040000 sec): 3 clusters Score: Raw -1403309.540566 + Penalty 3050.332127 = -1400259.208439 nChanged 24 SP:Iteration 103Q (5483.290000 sec): 3 clusters Score: Raw -1403318.562280 + Penalty 3050.332127 = -1400268.230153 nChanged 31 SP:Iteration 104Q (5483.530000 sec): 3 clusters Score: Raw -1403330.397619 + Penalty 3050.332127 = -1400280.065492 nChanged 31 SP:Iteration 105Q (5483.750000 sec): 3 clusters Score: Raw -1403340.644901 + Penalty 3050.332127 = -1400290.312774 nChanged 18 SP:Iteration 106Q (5484.050000 sec): 3 clusters Score: Raw -1403347.695282 + Penalty 3050.332127 = -1400297.363155 nChanged 22 SP:Iteration 107Q (5484.260000 sec): 3 clusters Score: Raw -1403356.876840 + Penalty 3050.332127 = -1400306.544713 nChanged 24 SP:Iteration 108Q (5484.510000 sec): 3 clusters Score: Raw -1403365.382987 + Penalty 3050.332127 = -1400315.050860 nChanged 23 SP:Iteration 109Q (5484.780000 sec): 3 clusters Score: Raw -1403372.815307 + Penalty 3050.332127 = -1400322.483180 nChanged 15 SP:Iteration 110Q (5485.030000 sec): 3 clusters Score: Raw -1403377.950770 + Penalty 3050.332127 = -1400327.618643 nChanged 20 SP:Iteration 111Q (5485.320000 sec): 3 clusters Score: Raw -1403384.275107 + Penalty 3050.332127 = -1400333.942980 nChanged 20 SP:Iteration 112Q (5485.550000 sec): 3 clusters Score: Raw -1403390.035813 + Penalty 3050.332127 = -1400339.703686 nChanged 15 SP:Iteration 113Q (5485.760000 sec): 3 clusters Score: Raw -1403394.871743 + Penalty 3050.332127 = -1400344.539616 nChanged 20 SP:Iteration 114Q (5486.040000 sec): 3 clusters Score: Raw -1403403.284625 + Penalty 3050.332127 = -1400352.952498 nChanged 16 SP:Iteration 115Q (5486.280000 sec): 3 clusters Score: Raw -1403409.129158 + Penalty 3050.332127 = -1400358.797031 nChanged 14 SP:Iteration 116Q (5486.500000 sec): 3 clusters Score: Raw -1403415.918935 + Penalty 3050.332127 = -1400365.586808 nChanged 16 SP:Iteration 117Q (5486.750000 sec): 3 clusters Score: Raw -1403422.395845 + Penalty 3050.332127 = -1400372.063718 nChanged 12 SP:Iteration 118Q (5486.990000 sec): 3 clusters Score: Raw -1403428.301127 + Penalty 3050.332127 = -1400377.969000 nChanged 17 SP:Iteration 119Q (5487.250000 sec): 3 clusters Score: Raw -1403435.063475 + Penalty 3050.332127 = -1400384.731348 nChanged 12 SP:Iteration 120F (5487.460000 sec): 3 clusters Score: Raw -1403440.136318 + Penalty 3050.332127 = -1400389.804191 nChanged 16 SP:Iteration 121Q (5487.710000 sec): 3 clusters Score: Raw -1403448.213542 + Penalty 3050.332127 = -1400397.881415 nChanged 15 SP:Iteration 122Q (5487.920000 sec): 3 clusters Score: Raw -1403454.068637 + Penalty 3050.332127 = -1400403.736510 nChanged 15 SP:Iteration 123Q (5488.110000 sec): 3 clusters Score: Raw -1403461.560664 + Penalty 3050.332127 = -1400411.228537 nChanged 9 SP:Iteration 124Q (5488.330000 sec): 3 clusters Score: Raw -1403467.985288 + Penalty 3050.332127 = -1400417.653161 nChanged 16 SP:Iteration 125Q (5488.530000 sec): 3 clusters Score: Raw -1403483.246875 + Penalty 3050.332127 = -1400432.914748 nChanged 24 SP:Iteration 126Q (5488.750000 sec): 3 clusters Score: Raw -1403504.751395 + Penalty 3050.332127 = -1400454.419268 nChanged 24 SP:Iteration 127Q (5488.960000 sec): 3 clusters Score: Raw -1403520.753628 + Penalty 3050.332127 = -1400470.421501 nChanged 19 SP:Iteration 128Q (5489.200000 sec): 3 clusters Score: Raw -1403532.108930 + Penalty 3050.332127 = -1400481.776803 nChanged 19 SP:Iteration 129Q (5489.390000 sec): 3 clusters Score: Raw -1403546.151972 + Penalty 3050.332127 = -1400495.819845 nChanged 21 SP:Iteration 130Q (5489.600000 sec): 3 clusters Score: Raw -1403559.059464 + Penalty 3050.332127 = -1400508.727337 nChanged 18 SP:Iteration 131Q (5489.800000 sec): 3 clusters Score: Raw -1403576.512921 + Penalty 3050.332127 = -1400526.180794 nChanged 24 SP:Iteration 132Q (5490.010000 sec): 3 clusters Score: Raw -1403597.649576 + Penalty 3050.332127 = -1400547.317449 nChanged 23 SP:Iteration 133Q (5490.270000 sec): 3 clusters Score: Raw -1403613.796285 + Penalty 3050.332127 = -1400563.464158 nChanged 13 SP:Iteration 134Q (5490.480000 sec): 3 clusters Score: Raw -1403619.169917 + Penalty 3050.332127 = -1400568.837790 nChanged 7 SP:Iteration 135Q (5490.730000 sec): 3 clusters Score: Raw -1403622.936848 + Penalty 3050.332127 = -1400572.604721 nChanged 7 SP:Iteration 136Q (5490.930000 sec): 3 clusters Score: Raw -1403625.998576 + Penalty 3050.332127 = -1400575.666449 nChanged 6 SP:Iteration 137Q (5491.170000 sec): 3 clusters Score: Raw -1403627.619853 + Penalty 3050.332127 = -1400577.287726 nChanged 2 SP:Iteration 138Q (5491.370000 sec): 3 clusters Score: Raw -1403628.401665 + Penalty 3050.332127 = -1400578.069538 nChanged 2 SP:Iteration 139Q (5491.580000 sec): 3 clusters Score: Raw -1403628.946987 + Penalty 3050.332127 = -1400578.614860 nChanged 3 SP:Iteration 140F (5491.770000 sec): 3 clusters Score: Raw -1403629.876289 + Penalty 3050.332127 = -1400579.544162 nChanged 1 SP:Iteration 141Q (5491.990000 sec): 3 clusters Score: Raw -1403630.282422 + Penalty 3050.332127 = -1400579.950295 nChanged 0 SP:Iteration 142F (5492.220000 sec): 3 clusters Score: Raw -1403630.282422 + Penalty 3050.332127 = -1400579.950295 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5492.340000 sec): 2 clusters Score: Raw -69011.538060 + Penalty 1048.969767 = -67962.568294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5492.510000 sec): 3 clusters Score: Raw -68854.559555 + Penalty 2097.939533 = -66756.620022 nChanged 156 SP:Iteration 1F (5492.710000 sec): 3 clusters Score: Raw -69066.188307 + Penalty 2097.939533 = -66968.248774 nChanged 38 SP:Iteration 2F (5492.840000 sec): 3 clusters Score: Raw -69151.744096 + Penalty 2097.939533 = -67053.804563 nChanged 36 SP:Iteration 3F (5493.020000 sec): 3 clusters Score: Raw -69248.158574 + Penalty 2097.939533 = -67150.219041 nChanged 26 SP:Iteration 4Q (5493.180000 sec): 3 clusters Score: Raw -69361.361158 + Penalty 2097.939533 = -67263.421625 nChanged 21 SP:Iteration 5Q (5493.340000 sec): 3 clusters Score: Raw -69491.195347 + Penalty 2097.939533 = -67393.255814 nChanged 24 SP:Iteration 6Q (5493.500000 sec): 3 clusters Score: Raw -69529.227291 + Penalty 2097.939533 = -67431.287758 nChanged 17 SP:Iteration 7Q (5493.700000 sec): 3 clusters Score: Raw -69554.046769 + Penalty 2097.939533 = -67456.107236 nChanged 12 SP:Iteration 8Q (5493.900000 sec): 3 clusters Score: Raw -69573.487249 + Penalty 2097.939533 = -67475.547716 nChanged 10 SP:Iteration 9Q (5494.040000 sec): 3 clusters Score: Raw -69590.151910 + Penalty 2097.939533 = -67492.212377 nChanged 10 SP:Iteration 10Q (5494.220000 sec): 3 clusters Score: Raw -69612.125846 + Penalty 2097.939533 = -67514.186313 nChanged 11 SP:Iteration 11Q (5494.350000 sec): 3 clusters Score: Raw -69632.197811 + Penalty 2097.939533 = -67534.258278 nChanged 5 SP:Iteration 12Q (5494.500000 sec): 3 clusters Score: Raw -69644.615412 + Penalty 2097.939533 = -67546.675879 nChanged 5 SP:Iteration 13Q (5494.680000 sec): 3 clusters Score: Raw -69662.585959 + Penalty 2097.939533 = -67564.646426 nChanged 4 SP:Iteration 14Q (5494.870000 sec): 3 clusters Score: Raw -69676.555359 + Penalty 2097.939533 = -67578.615826 nChanged 4 SP:Iteration 15Q (5495.020000 sec): 3 clusters Score: Raw -69681.811737 + Penalty 2097.939533 = -67583.872204 nChanged 4 SP:Iteration 16Q (5495.220000 sec): 3 clusters Score: Raw -69691.161457 + Penalty 2097.939533 = -67593.221924 nChanged 6 SP:Iteration 17Q (5495.430000 sec): 3 clusters Score: Raw -69701.841154 + Penalty 2097.939533 = -67603.901621 nChanged 3 SP:Iteration 18Q (5495.590000 sec): 3 clusters Score: Raw -69714.088523 + Penalty 2097.939533 = -67616.148990 nChanged 6 SP:Iteration 19Q (5495.760000 sec): 3 clusters Score: Raw -69734.221360 + Penalty 2097.939533 = -67636.281827 nChanged 8 SP:Iteration 20F (5495.870000 sec): 3 clusters Score: Raw -69764.516873 + Penalty 2097.939533 = -67666.577340 nChanged 9 SP:Iteration 21Q (5496.050000 sec): 3 clusters Score: Raw -69798.636797 + Penalty 2097.939533 = -67700.697264 nChanged 6 SP:Iteration 22Q (5496.210000 sec): 3 clusters Score: Raw -69809.577024 + Penalty 2097.939533 = -67711.637491 nChanged 4 SP:Iteration 23Q (5496.370000 sec): 3 clusters Score: Raw -69821.232095 + Penalty 2097.939533 = -67723.292561 nChanged 3 SP:Iteration 24Q (5496.550000 sec): 3 clusters Score: Raw -69825.547684 + Penalty 2097.939533 = -67727.608151 nChanged 2 SP:Iteration 25Q (5496.720000 sec): 3 clusters Score: Raw -69827.724248 + Penalty 2097.939533 = -67729.784715 nChanged 0 SP:Iteration 26F (5496.870000 sec): 3 clusters Score: Raw -69827.724248 + Penalty 2097.939533 = -67729.784715 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5496.980000 sec): 2 clusters Score: Raw -22486.592194 + Penalty 902.355933 = -21584.236262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5497.130000 sec): 3 clusters Score: Raw -22679.082332 + Penalty 1804.711865 = -20874.370467 nChanged 72 SP:Iteration 1F (5497.360000 sec): 3 clusters Score: Raw -22959.554051 + Penalty 1804.711865 = -21154.842186 nChanged 20 SP:Iteration 2F (5497.510000 sec): 3 clusters Score: Raw -23025.256968 + Penalty 1804.711865 = -21220.545103 nChanged 9 SP:Iteration 3Q (5497.690000 sec): 3 clusters Score: Raw -23054.818026 + Penalty 1804.711865 = -21250.106161 nChanged 5 SP:Iteration 4Q (5497.830000 sec): 3 clusters Score: Raw -23066.077420 + Penalty 1804.711865 = -21261.365555 nChanged 1 SP:Iteration 5Q (5497.990000 sec): 3 clusters Score: Raw -23066.660736 + Penalty 1804.711865 = -21261.948871 nChanged 0 SP:Iteration 6F (5498.190000 sec): 3 clusters Score: Raw -23066.660736 + Penalty 1804.711865 = -21261.948871 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5498.350000 sec): 2 clusters Score: Raw -1398737.291049 + Penalty 1528.806993 = -1397208.484057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5498.690000 sec): 3 clusters Score: Raw -1391654.409972 + Penalty 3057.613985 = -1388596.795987 nChanged 5364 SP:Iteration 1F (5498.950000 sec): 3 clusters Score: Raw -1394569.401256 + Penalty 3057.613985 = -1391511.787271 nChanged 733 SP:Iteration 2F (5499.190000 sec): 3 clusters Score: Raw -1394894.498299 + Penalty 3057.613985 = -1391836.884314 nChanged 609 SP:Iteration 3Q (5499.410000 sec): 3 clusters Score: Raw -1395177.921225 + Penalty 3057.613985 = -1392120.307240 nChanged 606 SP:Iteration 4Q (5499.640000 sec): 3 clusters Score: Raw -1395484.982388 + Penalty 3057.613985 = -1392427.368403 nChanged 600 SP:Iteration 5Q (5499.920000 sec): 3 clusters Score: Raw -1395847.407983 + Penalty 3057.613985 = -1392789.793998 nChanged 618 SP:Iteration 6F (5500.150000 sec): 3 clusters Score: Raw -1396204.515763 + Penalty 3057.613985 = -1393146.901778 nChanged 566 SP:Iteration 7Q (5500.410000 sec): 3 clusters Score: Raw -1396559.235500 + Penalty 3057.613985 = -1393501.621515 nChanged 557 SP:Iteration 8Q (5500.700000 sec): 3 clusters Score: Raw -1396928.601322 + Penalty 3057.613985 = -1393870.987337 nChanged 527 SP:Iteration 9Q (5500.990000 sec): 3 clusters Score: Raw -1397262.561822 + Penalty 3057.613985 = -1394204.947837 nChanged 490 SP:Iteration 10Q (5501.310000 sec): 3 clusters Score: Raw -1397525.651167 + Penalty 3057.613985 = -1394468.037182 nChanged 423 SP:Iteration 11Q (5501.570000 sec): 3 clusters Score: Raw -1397736.856424 + Penalty 3057.613985 = -1394679.242439 nChanged 343 SP:Iteration 12Q (5501.830000 sec): 3 clusters Score: Raw -1397911.239454 + Penalty 3057.613985 = -1394853.625469 nChanged 314 SP:Iteration 13Q (5502.130000 sec): 3 clusters Score: Raw -1398064.132215 + Penalty 3057.613985 = -1395006.518230 nChanged 254 SP:Iteration 14Q (5502.380000 sec): 3 clusters Score: Raw -1398178.087639 + Penalty 3057.613985 = -1395120.473654 nChanged 200 SP:Iteration 15Q (5502.640000 sec): 3 clusters Score: Raw -1398268.544850 + Penalty 3057.613985 = -1395210.930865 nChanged 167 SP:Iteration 16Q (5502.910000 sec): 3 clusters Score: Raw -1398334.909687 + Penalty 3057.613985 = -1395277.295702 nChanged 138 SP:Iteration 17Q (5503.120000 sec): 3 clusters Score: Raw -1398388.014262 + Penalty 3057.613985 = -1395330.400277 nChanged 130 SP:Iteration 18Q (5503.430000 sec): 3 clusters Score: Raw -1398448.414059 + Penalty 3057.613985 = -1395390.800074 nChanged 132 SP:Iteration 19Q (5503.670000 sec): 3 clusters Score: Raw -1398511.936821 + Penalty 3057.613985 = -1395454.322836 nChanged 144 SP:Iteration 20F (5503.920000 sec): 3 clusters Score: Raw -1398586.554138 + Penalty 3057.613985 = -1395528.940153 nChanged 132 SP:Iteration 21Q (5504.150000 sec): 3 clusters Score: Raw -1398648.282462 + Penalty 3057.613985 = -1395590.668477 nChanged 117 SP:Iteration 22Q (5504.390000 sec): 3 clusters Score: Raw -1398697.208415 + Penalty 3057.613985 = -1395639.594430 nChanged 115 SP:Iteration 23Q (5504.600000 sec): 3 clusters Score: Raw -1398747.659907 + Penalty 3057.613985 = -1395690.045922 nChanged 111 SP:Iteration 24Q (5504.840000 sec): 3 clusters Score: Raw -1398798.117528 + Penalty 3057.613985 = -1395740.503543 nChanged 104 SP:Iteration 25Q (5505.150000 sec): 3 clusters Score: Raw -1398849.757973 + Penalty 3057.613985 = -1395792.143988 nChanged 109 SP:Iteration 26Q (5505.340000 sec): 3 clusters Score: Raw -1398907.140668 + Penalty 3057.613985 = -1395849.526683 nChanged 95 SP:Iteration 27Q (5505.630000 sec): 3 clusters Score: Raw -1398958.436575 + Penalty 3057.613985 = -1395900.822590 nChanged 94 SP:Iteration 28Q (5505.840000 sec): 3 clusters Score: Raw -1399006.017857 + Penalty 3057.613985 = -1395948.403872 nChanged 87 SP:Iteration 29Q (5506.160000 sec): 3 clusters Score: Raw -1399045.429609 + Penalty 3057.613985 = -1395987.815624 nChanged 63 SP:Iteration 30Q (5506.410000 sec): 3 clusters Score: Raw -1399073.462335 + Penalty 3057.613985 = -1396015.848350 nChanged 60 SP:Iteration 31Q (5506.630000 sec): 3 clusters Score: Raw -1399100.956808 + Penalty 3057.613985 = -1396043.342823 nChanged 64 SP:Iteration 32Q (5506.910000 sec): 3 clusters Score: Raw -1399128.578918 + Penalty 3057.613985 = -1396070.964933 nChanged 53 SP:Iteration 33Q (5507.130000 sec): 3 clusters Score: Raw -1399149.284855 + Penalty 3057.613985 = -1396091.670870 nChanged 45 SP:Iteration 34Q (5507.410000 sec): 3 clusters Score: Raw -1399162.256010 + Penalty 3057.613985 = -1396104.642025 nChanged 35 SP:Iteration 35Q (5507.710000 sec): 3 clusters Score: Raw -1399171.902748 + Penalty 3057.613985 = -1396114.288763 nChanged 31 SP:Iteration 36Q (5508.010000 sec): 3 clusters Score: Raw -1399179.156947 + Penalty 3057.613985 = -1396121.542962 nChanged 24 SP:Iteration 37Q (5508.260000 sec): 3 clusters Score: Raw -1399184.655844 + Penalty 3057.613985 = -1396127.041859 nChanged 19 SP:Iteration 38Q (5508.530000 sec): 3 clusters Score: Raw -1399188.339308 + Penalty 3057.613985 = -1396130.725323 nChanged 10 SP:Iteration 39Q (5508.720000 sec): 3 clusters Score: Raw -1399190.286867 + Penalty 3057.613985 = -1396132.672882 nChanged 8 SP:Iteration 40F (5508.980000 sec): 3 clusters Score: Raw -1399192.065190 + Penalty 3057.613985 = -1396134.451205 nChanged 9 SP:Iteration 41Q (5509.200000 sec): 3 clusters Score: Raw -1399193.681403 + Penalty 3057.613985 = -1396136.067418 nChanged 0 SP:Iteration 42F (5509.430000 sec): 3 clusters Score: Raw -1399193.681403 + Penalty 3057.613985 = -1396136.067418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5509.510000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5509.650000 sec): 3 clusters Score: Raw -59643.290431 + Penalty 2048.945861 = -57594.344570 nChanged 135 SP:Iteration 1F (5509.800000 sec): 3 clusters Score: Raw -59869.221227 + Penalty 2048.945861 = -57820.275367 nChanged 39 SP:Iteration 2F (5509.940000 sec): 3 clusters Score: Raw -59973.053541 + Penalty 2048.945861 = -57924.107680 nChanged 22 SP:Iteration 3Q (5510.090000 sec): 3 clusters Score: Raw -60031.451426 + Penalty 2048.945861 = -57982.505566 nChanged 24 SP:Iteration 4Q (5510.230000 sec): 3 clusters Score: Raw -60068.906167 + Penalty 2048.945861 = -58019.960306 nChanged 15 SP:Iteration 5Q (5510.380000 sec): 3 clusters Score: Raw -60092.224990 + Penalty 2048.945861 = -58043.279129 nChanged 14 SP:Iteration 6Q (5510.520000 sec): 3 clusters Score: Raw -60119.831450 + Penalty 2048.945861 = -58070.885589 nChanged 18 SP:Iteration 7Q (5510.660000 sec): 3 clusters Score: Raw -60157.336781 + Penalty 2048.945861 = -58108.390920 nChanged 13 SP:Iteration 8Q (5510.810000 sec): 3 clusters Score: Raw -60183.565201 + Penalty 2048.945861 = -58134.619340 nChanged 7 SP:Iteration 9Q (5510.950000 sec): 3 clusters Score: Raw -60196.041186 + Penalty 2048.945861 = -58147.095325 nChanged 4 SP:Iteration 10Q (5511.100000 sec): 3 clusters Score: Raw -60201.771647 + Penalty 2048.945861 = -58152.825786 nChanged 2 SP:Iteration 11Q (5511.240000 sec): 3 clusters Score: Raw -60210.336651 + Penalty 2048.945861 = -58161.390790 nChanged 6 SP:Iteration 12Q (5511.380000 sec): 3 clusters Score: Raw -60226.887675 + Penalty 2048.945861 = -58177.941814 nChanged 5 SP:Iteration 13Q (5511.530000 sec): 3 clusters Score: Raw -60243.144608 + Penalty 2048.945861 = -58194.198747 nChanged 5 SP:Iteration 14Q (5511.670000 sec): 3 clusters Score: Raw -60253.957647 + Penalty 2048.945861 = -58205.011786 nChanged 1 SP:Iteration 15Q (5511.820000 sec): 3 clusters Score: Raw -60256.590641 + Penalty 2048.945861 = -58207.644780 nChanged 1 SP:Iteration 16Q (5511.960000 sec): 3 clusters Score: Raw -60257.756085 + Penalty 2048.945861 = -58208.810224 nChanged 1 SP:Iteration 17Q (5512.100000 sec): 3 clusters Score: Raw -60258.694254 + Penalty 2048.945861 = -58209.748393 nChanged 1 SP:Iteration 18Q (5512.250000 sec): 3 clusters Score: Raw -60260.356305 + Penalty 2048.945861 = -58211.410444 nChanged 0 SP:Iteration 19F (5512.390000 sec): 3 clusters Score: Raw -60260.356305 + Penalty 2048.945861 = -58211.410444 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5512.460000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5512.610000 sec): 3 clusters Score: Raw -205688.881389 + Penalty 2445.832992 = -203243.048397 nChanged 665 SP:Iteration 1F (5512.750000 sec): 3 clusters Score: Raw -206122.244405 + Penalty 2445.832992 = -203676.411413 nChanged 157 SP:Iteration 2F (5512.900000 sec): 3 clusters Score: Raw -206243.955708 + Penalty 2445.832992 = -203798.122716 nChanged 76 SP:Iteration 3Q (5513.110000 sec): 3 clusters Score: Raw -206302.037414 + Penalty 2445.832992 = -203856.204422 nChanged 61 SP:Iteration 4Q (5513.300000 sec): 3 clusters Score: Raw -206342.015652 + Penalty 2445.832992 = -203896.182660 nChanged 52 SP:Iteration 5Q (5513.430000 sec): 3 clusters Score: Raw -206373.203221 + Penalty 2445.832992 = -203927.370230 nChanged 40 SP:Iteration 6Q (5513.590000 sec): 3 clusters Score: Raw -206396.211149 + Penalty 2445.832992 = -203950.378157 nChanged 30 SP:Iteration 7Q (5513.760000 sec): 3 clusters Score: Raw -206416.632880 + Penalty 2445.832992 = -203970.799888 nChanged 24 SP:Iteration 8Q (5513.940000 sec): 3 clusters Score: Raw -206430.425482 + Penalty 2445.832992 = -203984.592490 nChanged 17 SP:Iteration 9Q (5514.130000 sec): 3 clusters Score: Raw -206438.922306 + Penalty 2445.832992 = -203993.089315 nChanged 19 SP:Iteration 10Q (5514.330000 sec): 3 clusters Score: Raw -206448.474537 + Penalty 2445.832992 = -204002.641545 nChanged 16 SP:Iteration 11Q (5514.520000 sec): 3 clusters Score: Raw -206455.821024 + Penalty 2445.832992 = -204009.988032 nChanged 17 SP:Iteration 12Q (5514.660000 sec): 3 clusters Score: Raw -206461.615435 + Penalty 2445.832992 = -204015.782444 nChanged 6 SP:Iteration 13Q (5514.810000 sec): 3 clusters Score: Raw -206464.261191 + Penalty 2445.832992 = -204018.428199 nChanged 5 SP:Iteration 14Q (5514.950000 sec): 3 clusters Score: Raw -206466.784202 + Penalty 2445.832992 = -204020.951210 nChanged 2 SP:Iteration 15Q (5515.100000 sec): 3 clusters Score: Raw -206467.606349 + Penalty 2445.832992 = -204021.773357 nChanged 1 SP:Iteration 16Q (5515.240000 sec): 3 clusters Score: Raw -206467.918364 + Penalty 2445.832992 = -204022.085372 nChanged 2 SP:Iteration 17Q (5515.380000 sec): 3 clusters Score: Raw -206469.438105 + Penalty 2445.832992 = -204023.605113 nChanged 6 SP:Iteration 18Q (5515.530000 sec): 3 clusters Score: Raw -206472.644073 + Penalty 2445.832992 = -204026.811081 nChanged 7 SP:Iteration 19Q (5515.710000 sec): 3 clusters Score: Raw -206475.965463 + Penalty 2445.832992 = -204030.132471 nChanged 4 SP:Iteration 20F (5515.840000 sec): 3 clusters Score: Raw -206477.947560 + Penalty 2445.832992 = -204032.114568 nChanged 3 SP:Iteration 21Q (5515.990000 sec): 3 clusters Score: Raw -206479.587028 + Penalty 2445.832992 = -204033.754036 nChanged 0 SP:Iteration 22F (5516.130000 sec): 3 clusters Score: Raw -206479.587028 + Penalty 2445.832992 = -204033.754036 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (13675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5516.320000 sec): 2 clusters Score: Raw -1486917.111697 + Penalty 1547.540252 = -1485369.571445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5516.540000 sec): 3 clusters Score: Raw -1478959.330929 + Penalty 3095.080504 = -1475864.250425 nChanged 6009 SP:Iteration 1F (5516.750000 sec): 3 clusters Score: Raw -1482264.350059 + Penalty 3095.080504 = -1479169.269555 nChanged 751 SP:Iteration 2F (5516.990000 sec): 3 clusters Score: Raw -1482560.929832 + Penalty 3095.080504 = -1479465.849329 nChanged 683 SP:Iteration 3Q (5517.210000 sec): 3 clusters Score: Raw -1482846.255999 + Penalty 3095.080504 = -1479751.175495 nChanged 666 SP:Iteration 4Q (5517.420000 sec): 3 clusters Score: Raw -1483176.010220 + Penalty 3095.080504 = -1480080.929716 nChanged 771 SP:Iteration 5F (5517.630000 sec): 3 clusters Score: Raw -1483639.014867 + Penalty 3095.080504 = -1480543.934363 nChanged 900 SP:Iteration 6F (5517.910000 sec): 3 clusters Score: Raw -1484293.121134 + Penalty 3095.080504 = -1481198.040630 nChanged 1012 SP:Iteration 7F (5518.120000 sec): 3 clusters Score: Raw -1485168.409645 + Penalty 3095.080504 = -1482073.329142 nChanged 920 SP:Iteration 8F (5518.410000 sec): 3 clusters Score: Raw -1486043.825730 + Penalty 3095.080504 = -1482948.745226 nChanged 608 SP:Iteration 9Q (5518.600000 sec): 3 clusters Score: Raw -1486641.042164 + Penalty 3095.080504 = -1483545.961660 nChanged 324 SP:Iteration 10Q (5518.820000 sec): 3 clusters Score: Raw -1486936.736825 + Penalty 3095.080504 = -1483841.656321 nChanged 138 SP:Iteration 11Q (5519.040000 sec): 3 clusters Score: Raw -1487064.487454 + Penalty 3095.080504 = -1483969.406950 nChanged 56 SP:Iteration 12Q (5519.220000 sec): 3 clusters Score: Raw -1487111.091388 + Penalty 3095.080504 = -1484016.010884 nChanged 27 SP:Iteration 13Q (5519.420000 sec): 3 clusters Score: Raw -1487134.559350 + Penalty 3095.080504 = -1484039.478846 nChanged 16 SP:Iteration 14Q (5519.640000 sec): 3 clusters Score: Raw -1487153.298185 + Penalty 3095.080504 = -1484058.217681 nChanged 11 SP:Iteration 15Q (5519.880000 sec): 3 clusters Score: Raw -1487162.624099 + Penalty 3095.080504 = -1484067.543595 nChanged 9 SP:Iteration 16Q (5520.170000 sec): 3 clusters Score: Raw -1487171.061200 + Penalty 3095.080504 = -1484075.980696 nChanged 6 SP:Iteration 17Q (5520.400000 sec): 3 clusters Score: Raw -1487176.247191 + Penalty 3095.080504 = -1484081.166688 nChanged 3 SP:Iteration 18Q (5520.700000 sec): 3 clusters Score: Raw -1487179.618527 + Penalty 3095.080504 = -1484084.538023 nChanged 3 SP:Iteration 19Q (5520.890000 sec): 3 clusters Score: Raw -1487183.394778 + Penalty 3095.080504 = -1484088.314274 nChanged 2 SP:Iteration 20F (5521.160000 sec): 3 clusters Score: Raw -1487184.837238 + Penalty 3095.080504 = -1484089.756735 nChanged 2 SP:Iteration 21Q (5521.390000 sec): 3 clusters Score: Raw -1487187.957496 + Penalty 3095.080504 = -1484092.876992 nChanged 1 SP:Iteration 22Q (5521.610000 sec): 3 clusters Score: Raw -1487188.908449 + Penalty 3095.080504 = -1484093.827945 nChanged 1 SP:Iteration 23Q (5521.840000 sec): 3 clusters Score: Raw -1487189.604475 + Penalty 3095.080504 = -1484094.523971 nChanged 1 SP:Iteration 24Q (5522.060000 sec): 3 clusters Score: Raw -1487190.995376 + Penalty 3095.080504 = -1484095.914872 nChanged 0 SP:Iteration 25F (5522.340000 sec): 3 clusters Score: Raw -1487190.995376 + Penalty 3095.080504 = -1484095.914872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5522.470000 sec): 2 clusters Score: Raw -1189519.737513 + Penalty 1503.350280 = -1188016.387233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5522.720000 sec): 3 clusters Score: Raw -1183635.552383 + Penalty 3006.700561 = -1180628.851822 nChanged 4469 SP:Iteration 1F (5522.980000 sec): 3 clusters Score: Raw -1186111.869115 + Penalty 3006.700561 = -1183105.168554 nChanged 639 SP:Iteration 2F (5523.220000 sec): 3 clusters Score: Raw -1186475.100128 + Penalty 3006.700561 = -1183468.399567 nChanged 662 SP:Iteration 3F (5523.430000 sec): 3 clusters Score: Raw -1186980.680120 + Penalty 3006.700561 = -1183973.979559 nChanged 797 SP:Iteration 4F (5523.620000 sec): 3 clusters Score: Raw -1187765.664894 + Penalty 3006.700561 = -1184758.964333 nChanged 883 SP:Iteration 5F (5523.870000 sec): 3 clusters Score: Raw -1188622.382968 + Penalty 3006.700561 = -1185615.682407 nChanged 809 SP:Iteration 6F (5524.060000 sec): 3 clusters Score: Raw -1189242.799793 + Penalty 3006.700561 = -1186236.099232 nChanged 604 SP:Iteration 7F (5524.350000 sec): 3 clusters Score: Raw -1189629.306393 + Penalty 3006.700561 = -1186622.605832 nChanged 423 SP:Iteration 8Q (5524.570000 sec): 3 clusters Score: Raw -1189820.652423 + Penalty 3006.700561 = -1186813.951862 nChanged 261 SP:Iteration 9Q (5524.840000 sec): 3 clusters Score: Raw -1189902.502617 + Penalty 3006.700561 = -1186895.802056 nChanged 147 SP:Iteration 10Q (5525.070000 sec): 3 clusters Score: Raw -1189943.662736 + Penalty 3006.700561 = -1186936.962175 nChanged 117 SP:Iteration 11Q (5525.330000 sec): 3 clusters Score: Raw -1189977.127111 + Penalty 3006.700561 = -1186970.426550 nChanged 106 SP:Iteration 12Q (5525.480000 sec): 3 clusters Score: Raw -1190003.423655 + Penalty 3006.700561 = -1186996.723094 nChanged 72 SP:Iteration 13Q (5525.750000 sec): 3 clusters Score: Raw -1190021.085667 + Penalty 3006.700561 = -1187014.385106 nChanged 62 SP:Iteration 14Q (5525.990000 sec): 3 clusters Score: Raw -1190034.268350 + Penalty 3006.700561 = -1187027.567789 nChanged 50 SP:Iteration 15Q (5526.250000 sec): 3 clusters Score: Raw -1190044.505557 + Penalty 3006.700561 = -1187037.804996 nChanged 45 SP:Iteration 16Q (5526.510000 sec): 3 clusters Score: Raw -1190052.994371 + Penalty 3006.700561 = -1187046.293810 nChanged 33 SP:Iteration 17Q (5526.750000 sec): 3 clusters Score: Raw -1190059.182106 + Penalty 3006.700561 = -1187052.481545 nChanged 30 SP:Iteration 18Q (5527.030000 sec): 3 clusters Score: Raw -1190064.207541 + Penalty 3006.700561 = -1187057.506980 nChanged 23 SP:Iteration 19Q (5527.250000 sec): 3 clusters Score: Raw -1190068.381543 + Penalty 3006.700561 = -1187061.680982 nChanged 25 SP:Iteration 20F (5527.460000 sec): 3 clusters Score: Raw -1190072.413514 + Penalty 3006.700561 = -1187065.712953 nChanged 27 SP:Iteration 21Q (5527.750000 sec): 3 clusters Score: Raw -1190076.515256 + Penalty 3006.700561 = -1187069.814695 nChanged 25 SP:Iteration 22Q (5528.020000 sec): 3 clusters Score: Raw -1190079.945518 + Penalty 3006.700561 = -1187073.244957 nChanged 23 SP:Iteration 23Q (5528.310000 sec): 3 clusters Score: Raw -1190082.744442 + Penalty 3006.700561 = -1187076.043881 nChanged 20 SP:Iteration 24Q (5528.550000 sec): 3 clusters Score: Raw -1190086.294102 + Penalty 3006.700561 = -1187079.593541 nChanged 24 SP:Iteration 25Q (5528.840000 sec): 3 clusters Score: Raw -1190090.015739 + Penalty 3006.700561 = -1187083.315178 nChanged 25 SP:Iteration 26Q (5529.070000 sec): 3 clusters Score: Raw -1190093.011456 + Penalty 3006.700561 = -1187086.310895 nChanged 24 SP:Iteration 27Q (5529.280000 sec): 3 clusters Score: Raw -1190096.850281 + Penalty 3006.700561 = -1187090.149720 nChanged 27 SP:Iteration 28Q (5529.520000 sec): 3 clusters Score: Raw -1190101.658762 + Penalty 3006.700561 = -1187094.958201 nChanged 22 SP:Iteration 29Q (5529.750000 sec): 3 clusters Score: Raw -1190105.107540 + Penalty 3006.700561 = -1187098.406979 nChanged 19 SP:Iteration 30Q (5529.920000 sec): 3 clusters Score: Raw -1190107.736609 + Penalty 3006.700561 = -1187101.036048 nChanged 17 SP:Iteration 31Q (5530.180000 sec): 3 clusters Score: Raw -1190110.568634 + Penalty 3006.700561 = -1187103.868074 nChanged 22 SP:Iteration 32Q (5530.390000 sec): 3 clusters Score: Raw -1190113.496754 + Penalty 3006.700561 = -1187106.796193 nChanged 22 SP:Iteration 33Q (5530.710000 sec): 3 clusters Score: Raw -1190116.073795 + Penalty 3006.700561 = -1187109.373234 nChanged 12 SP:Iteration 34Q (5530.940000 sec): 3 clusters Score: Raw -1190117.043260 + Penalty 3006.700561 = -1187110.342699 nChanged 11 SP:Iteration 35Q (5531.210000 sec): 3 clusters Score: Raw -1190118.060997 + Penalty 3006.700561 = -1187111.360436 nChanged 8 SP:Iteration 36Q (5531.430000 sec): 3 clusters Score: Raw -1190118.770021 + Penalty 3006.700561 = -1187112.069460 nChanged 5 SP:Iteration 37Q (5531.680000 sec): 3 clusters Score: Raw -1190119.164284 + Penalty 3006.700561 = -1187112.463723 nChanged 5 SP:Iteration 38Q (5531.900000 sec): 3 clusters Score: Raw -1190119.773986 + Penalty 3006.700561 = -1187113.073425 nChanged 6 SP:Iteration 39Q (5532.120000 sec): 3 clusters Score: Raw -1190120.551513 + Penalty 3006.700561 = -1187113.850952 nChanged 10 SP:Iteration 40F (5532.410000 sec): 3 clusters Score: Raw -1190121.792786 + Penalty 3006.700561 = -1187115.092225 nChanged 10 SP:Iteration 41Q (5532.700000 sec): 3 clusters Score: Raw -1190123.133293 + Penalty 3006.700561 = -1187116.432732 nChanged 7 SP:Iteration 42Q (5533.000000 sec): 3 clusters Score: Raw -1190123.995733 + Penalty 3006.700561 = -1187117.295172 nChanged 9 SP:Iteration 43Q (5533.230000 sec): 3 clusters Score: Raw -1190125.330648 + Penalty 3006.700561 = -1187118.630088 nChanged 13 SP:Iteration 44Q (5533.480000 sec): 3 clusters Score: Raw -1190127.031763 + Penalty 3006.700561 = -1187120.331202 nChanged 15 SP:Iteration 45Q (5533.760000 sec): 3 clusters Score: Raw -1190128.744981 + Penalty 3006.700561 = -1187122.044420 nChanged 7 SP:Iteration 46Q (5534.000000 sec): 3 clusters Score: Raw -1190129.734380 + Penalty 3006.700561 = -1187123.033819 nChanged 12 SP:Iteration 47Q (5534.210000 sec): 3 clusters Score: Raw -1190131.572394 + Penalty 3006.700561 = -1187124.871833 nChanged 10 SP:Iteration 48Q (5534.410000 sec): 3 clusters Score: Raw -1190132.906704 + Penalty 3006.700561 = -1187126.206143 nChanged 6 SP:Iteration 49Q (5534.630000 sec): 3 clusters Score: Raw -1190133.606697 + Penalty 3006.700561 = -1187126.906136 nChanged 6 SP:Iteration 50Q (5534.920000 sec): 3 clusters Score: Raw -1190134.305847 + Penalty 3006.700561 = -1187127.605286 nChanged 9 SP:Iteration 51Q (5535.180000 sec): 3 clusters Score: Raw -1190135.596852 + Penalty 3006.700561 = -1187128.896291 nChanged 14 SP:Iteration 52Q (5535.400000 sec): 3 clusters Score: Raw -1190137.857649 + Penalty 3006.700561 = -1187131.157088 nChanged 14 SP:Iteration 53Q (5535.630000 sec): 3 clusters Score: Raw -1190140.903182 + Penalty 3006.700561 = -1187134.202621 nChanged 15 SP:Iteration 54Q (5535.890000 sec): 3 clusters Score: Raw -1190143.184063 + Penalty 3006.700561 = -1187136.483502 nChanged 14 SP:Iteration 55Q (5536.170000 sec): 3 clusters Score: Raw -1190146.237362 + Penalty 3006.700561 = -1187139.536801 nChanged 20 SP:Iteration 56Q (5536.390000 sec): 3 clusters Score: Raw -1190149.097155 + Penalty 3006.700561 = -1187142.396594 nChanged 14 SP:Iteration 57Q (5536.650000 sec): 3 clusters Score: Raw -1190151.457889 + Penalty 3006.700561 = -1187144.757328 nChanged 15 SP:Iteration 58Q (5536.880000 sec): 3 clusters Score: Raw -1190153.298383 + Penalty 3006.700561 = -1187146.597822 nChanged 11 SP:Iteration 59Q (5537.130000 sec): 3 clusters Score: Raw -1190154.358719 + Penalty 3006.700561 = -1187147.658158 nChanged 13 SP:Iteration 60F (5537.340000 sec): 3 clusters Score: Raw -1190155.925975 + Penalty 3006.700561 = -1187149.225414 nChanged 13 SP:Iteration 61Q (5537.610000 sec): 3 clusters Score: Raw -1190157.758319 + Penalty 3006.700561 = -1187151.057758 nChanged 17 SP:Iteration 62Q (5537.800000 sec): 3 clusters Score: Raw -1190160.641860 + Penalty 3006.700561 = -1187153.941299 nChanged 15 SP:Iteration 63Q (5538.020000 sec): 3 clusters Score: Raw -1190162.864983 + Penalty 3006.700561 = -1187156.164422 nChanged 17 SP:Iteration 64Q (5538.180000 sec): 3 clusters Score: Raw -1190165.815815 + Penalty 3006.700561 = -1187159.115254 nChanged 16 SP:Iteration 65Q (5538.400000 sec): 3 clusters Score: Raw -1190168.361524 + Penalty 3006.700561 = -1187161.660963 nChanged 13 SP:Iteration 66Q (5538.550000 sec): 3 clusters Score: Raw -1190170.211872 + Penalty 3006.700561 = -1187163.511311 nChanged 13 SP:Iteration 67Q (5538.770000 sec): 3 clusters Score: Raw -1190172.200621 + Penalty 3006.700561 = -1187165.500060 nChanged 11 SP:Iteration 68Q (5538.980000 sec): 3 clusters Score: Raw -1190174.074011 + Penalty 3006.700561 = -1187167.373451 nChanged 19 SP:Iteration 69Q (5539.270000 sec): 3 clusters Score: Raw -1190177.999778 + Penalty 3006.700561 = -1187171.299217 nChanged 21 SP:Iteration 70Q (5539.470000 sec): 3 clusters Score: Raw -1190181.326061 + Penalty 3006.700561 = -1187174.625500 nChanged 26 SP:Iteration 71Q (5539.670000 sec): 3 clusters Score: Raw -1190184.977223 + Penalty 3006.700561 = -1187178.276662 nChanged 24 SP:Iteration 72Q (5539.900000 sec): 3 clusters Score: Raw -1190188.847965 + Penalty 3006.700561 = -1187182.147404 nChanged 29 SP:Iteration 73Q (5540.120000 sec): 3 clusters Score: Raw -1190194.431883 + Penalty 3006.700561 = -1187187.731322 nChanged 31 SP:Iteration 74Q (5540.380000 sec): 3 clusters Score: Raw -1190199.102521 + Penalty 3006.700561 = -1187192.401960 nChanged 22 SP:Iteration 75Q (5540.570000 sec): 3 clusters Score: Raw -1190201.550456 + Penalty 3006.700561 = -1187194.849895 nChanged 15 SP:Iteration 76Q (5540.780000 sec): 3 clusters Score: Raw -1190203.690037 + Penalty 3006.700561 = -1187196.989476 nChanged 13 SP:Iteration 77Q (5540.970000 sec): 3 clusters Score: Raw -1190205.888573 + Penalty 3006.700561 = -1187199.188012 nChanged 12 SP:Iteration 78Q (5541.230000 sec): 3 clusters Score: Raw -1190208.494942 + Penalty 3006.700561 = -1187201.794381 nChanged 6 SP:Iteration 79Q (5541.430000 sec): 3 clusters Score: Raw -1190209.638197 + Penalty 3006.700561 = -1187202.937636 nChanged 15 SP:Iteration 80F (5541.640000 sec): 3 clusters Score: Raw -1190212.356718 + Penalty 3006.700561 = -1187205.656157 nChanged 15 SP:Iteration 81Q (5541.850000 sec): 3 clusters Score: Raw -1190214.447992 + Penalty 3006.700561 = -1187207.747431 nChanged 17 SP:Iteration 82Q (5542.080000 sec): 3 clusters Score: Raw -1190217.109668 + Penalty 3006.700561 = -1187210.409107 nChanged 17 SP:Iteration 83Q (5542.320000 sec): 3 clusters Score: Raw -1190219.422804 + Penalty 3006.700561 = -1187212.722244 nChanged 15 SP:Iteration 84Q (5542.520000 sec): 3 clusters Score: Raw -1190221.449434 + Penalty 3006.700561 = -1187214.748873 nChanged 12 SP:Iteration 85Q (5542.750000 sec): 3 clusters Score: Raw -1190223.514580 + Penalty 3006.700561 = -1187216.814019 nChanged 9 SP:Iteration 86Q (5542.930000 sec): 3 clusters Score: Raw -1190225.028989 + Penalty 3006.700561 = -1187218.328428 nChanged 9 SP:Iteration 87Q (5543.160000 sec): 3 clusters Score: Raw -1190226.350605 + Penalty 3006.700561 = -1187219.650044 nChanged 6 SP:Iteration 88Q (5543.440000 sec): 3 clusters Score: Raw -1190227.474903 + Penalty 3006.700561 = -1187220.774342 nChanged 5 SP:Iteration 89Q (5543.680000 sec): 3 clusters Score: Raw -1190228.085602 + Penalty 3006.700561 = -1187221.385041 nChanged 6 SP:Iteration 90Q (5543.870000 sec): 3 clusters Score: Raw -1190228.845328 + Penalty 3006.700561 = -1187222.144767 nChanged 6 SP:Iteration 91Q (5544.110000 sec): 3 clusters Score: Raw -1190229.887700 + Penalty 3006.700561 = -1187223.187140 nChanged 6 SP:Iteration 92Q (5544.370000 sec): 3 clusters Score: Raw -1190230.614588 + Penalty 3006.700561 = -1187223.914027 nChanged 2 SP:Iteration 93Q (5544.610000 sec): 3 clusters Score: Raw -1190230.835413 + Penalty 3006.700561 = -1187224.134852 nChanged 3 SP:Iteration 94Q (5544.810000 sec): 3 clusters Score: Raw -1190231.247123 + Penalty 3006.700561 = -1187224.546562 nChanged 4 SP:Iteration 95Q (5545.040000 sec): 3 clusters Score: Raw -1190231.687130 + Penalty 3006.700561 = -1187224.986569 nChanged 1 SP:Iteration 96Q (5545.280000 sec): 3 clusters Score: Raw -1190231.756098 + Penalty 3006.700561 = -1187225.055537 nChanged 3 SP:Iteration 97Q (5545.510000 sec): 3 clusters Score: Raw -1190231.995014 + Penalty 3006.700561 = -1187225.294453 nChanged 3 SP:Iteration 98Q (5545.770000 sec): 3 clusters Score: Raw -1190232.321049 + Penalty 3006.700561 = -1187225.620488 nChanged 5 SP:Iteration 99Q (5546.040000 sec): 3 clusters Score: Raw -1190232.835393 + Penalty 3006.700561 = -1187226.134832 nChanged 4 SP:Iteration 100F (5546.260000 sec): 3 clusters Score: Raw -1190233.109245 + Penalty 3006.700561 = -1187226.408684 nChanged 2 SP:Iteration 101Q (5546.470000 sec): 3 clusters Score: Raw -1190233.354379 + Penalty 3006.700561 = -1187226.653818 nChanged 1 SP:Iteration 102Q (5546.710000 sec): 3 clusters Score: Raw -1190233.452414 + Penalty 3006.700561 = -1187226.751853 nChanged 2 SP:Iteration 103Q (5546.980000 sec): 3 clusters Score: Raw -1190233.578466 + Penalty 3006.700561 = -1187226.877905 nChanged 0 SP:Iteration 104F (5547.190000 sec): 3 clusters Score: Raw -1190233.578466 + Penalty 3006.700561 = -1187226.877905 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5547.330000 sec): 2 clusters Score: Raw -54132.191128 + Penalty 1018.111447 = -53114.079681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5547.490000 sec): 3 clusters Score: Raw -54146.705133 + Penalty 2036.222894 = -52110.482238 nChanged 123 SP:Iteration 1F (5547.650000 sec): 3 clusters Score: Raw -54301.828739 + Penalty 2036.222894 = -52265.605845 nChanged 26 SP:Iteration 2Q (5547.780000 sec): 3 clusters Score: Raw -54333.632586 + Penalty 2036.222894 = -52297.409691 nChanged 12 SP:Iteration 3Q (5547.940000 sec): 3 clusters Score: Raw -54346.439628 + Penalty 2036.222894 = -52310.216734 nChanged 6 SP:Iteration 4Q (5548.110000 sec): 3 clusters Score: Raw -54352.472484 + Penalty 2036.222894 = -52316.249590 nChanged 2 SP:Iteration 5Q (5548.320000 sec): 3 clusters Score: Raw -54354.339973 + Penalty 2036.222894 = -52318.117079 nChanged 1 SP:Iteration 6Q (5548.560000 sec): 3 clusters Score: Raw -54355.267389 + Penalty 2036.222894 = -52319.044495 nChanged 2 SP:Iteration 7Q (5548.720000 sec): 3 clusters Score: Raw -54358.196948 + Penalty 2036.222894 = -52321.974054 nChanged 1 SP:Iteration 8Q (5548.880000 sec): 3 clusters Score: Raw -54358.459039 + Penalty 2036.222894 = -52322.236145 nChanged 0 SP:Iteration 9F (5549.030000 sec): 3 clusters Score: Raw -54358.459039 + Penalty 2036.222894 = -52322.236145 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5549.130000 sec): 2 clusters Score: Raw -171906.773867 + Penalty 1203.689128 = -170703.084739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5549.280000 sec): 3 clusters Score: Raw -171280.473451 + Penalty 2407.378256 = -168873.095195 nChanged 537 SP:Iteration 1F (5549.430000 sec): 3 clusters Score: Raw -171734.361354 + Penalty 2407.378256 = -169326.983098 nChanged 143 SP:Iteration 2F (5549.620000 sec): 3 clusters Score: Raw -171884.573820 + Penalty 2407.378256 = -169477.195564 nChanged 90 SP:Iteration 3F (5549.770000 sec): 3 clusters Score: Raw -171963.272179 + Penalty 2407.378256 = -169555.893923 nChanged 63 SP:Iteration 4Q (5549.910000 sec): 3 clusters Score: Raw -172028.939423 + Penalty 2407.378256 = -169621.561167 nChanged 57 SP:Iteration 5Q (5550.050000 sec): 3 clusters Score: Raw -172093.101735 + Penalty 2407.378256 = -169685.723479 nChanged 67 SP:Iteration 6Q (5550.230000 sec): 3 clusters Score: Raw -172174.290417 + Penalty 2407.378256 = -169766.912162 nChanged 76 SP:Iteration 7Q (5550.370000 sec): 3 clusters Score: Raw -172262.632267 + Penalty 2407.378256 = -169855.254011 nChanged 61 SP:Iteration 8Q (5550.550000 sec): 3 clusters Score: Raw -172351.073876 + Penalty 2407.378256 = -169943.695620 nChanged 64 SP:Iteration 9Q (5550.730000 sec): 3 clusters Score: Raw -172458.699300 + Penalty 2407.378256 = -170051.321044 nChanged 52 SP:Iteration 10Q (5550.890000 sec): 3 clusters Score: Raw -172533.778620 + Penalty 2407.378256 = -170126.400364 nChanged 32 SP:Iteration 11Q (5551.080000 sec): 3 clusters Score: Raw -172576.405733 + Penalty 2407.378256 = -170169.027477 nChanged 27 SP:Iteration 12Q (5551.290000 sec): 3 clusters Score: Raw -172598.050385 + Penalty 2407.378256 = -170190.672129 nChanged 18 SP:Iteration 13Q (5551.440000 sec): 3 clusters Score: Raw -172608.395974 + Penalty 2407.378256 = -170201.017718 nChanged 12 SP:Iteration 14Q (5551.580000 sec): 3 clusters Score: Raw -172619.486512 + Penalty 2407.378256 = -170212.108257 nChanged 13 SP:Iteration 15Q (5551.750000 sec): 3 clusters Score: Raw -172628.874289 + Penalty 2407.378256 = -170221.496033 nChanged 8 SP:Iteration 16Q (5551.950000 sec): 3 clusters Score: Raw -172632.493865 + Penalty 2407.378256 = -170225.115610 nChanged 7 SP:Iteration 17Q (5552.120000 sec): 3 clusters Score: Raw -172636.464782 + Penalty 2407.378256 = -170229.086526 nChanged 3 SP:Iteration 18Q (5552.290000 sec): 3 clusters Score: Raw -172638.216719 + Penalty 2407.378256 = -170230.838463 nChanged 3 SP:Iteration 19Q (5552.460000 sec): 3 clusters Score: Raw -172640.684121 + Penalty 2407.378256 = -170233.305865 nChanged 4 SP:Iteration 20F (5552.670000 sec): 3 clusters Score: Raw -172643.156238 + Penalty 2407.378256 = -170235.777982 nChanged 4 SP:Iteration 21Q (5552.840000 sec): 3 clusters Score: Raw -172644.960500 + Penalty 2407.378256 = -170237.582244 nChanged 1 SP:Iteration 22Q (5552.980000 sec): 3 clusters Score: Raw -172645.758955 + Penalty 2407.378256 = -170238.380699 nChanged 2 SP:Iteration 23Q (5553.210000 sec): 3 clusters Score: Raw -172646.893428 + Penalty 2407.378256 = -170239.515172 nChanged 2 SP:Iteration 24Q (5553.410000 sec): 3 clusters Score: Raw -172650.032276 + Penalty 2407.378256 = -170242.654020 nChanged 3 SP:Iteration 25Q (5553.570000 sec): 3 clusters Score: Raw -172650.987000 + Penalty 2407.378256 = -170243.608744 nChanged 3 SP:Iteration 26Q (5553.750000 sec): 3 clusters Score: Raw -172653.991749 + Penalty 2407.378256 = -170246.613493 nChanged 2 SP:Iteration 27Q (5553.920000 sec): 3 clusters Score: Raw -172654.872647 + Penalty 2407.378256 = -170247.494391 nChanged 0 SP:Iteration 28F (5554.120000 sec): 3 clusters Score: Raw -172654.872647 + Penalty 2407.378256 = -170247.494391 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5554.250000 sec): 2 clusters Score: Raw -107202.190249 + Penalty 1114.857847 = -106087.332403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5554.370000 sec): 3 clusters Score: Raw -106928.785254 + Penalty 2229.715693 = -104699.069561 nChanged 277 SP:Iteration 1F (5554.550000 sec): 3 clusters Score: Raw -107159.481545 + Penalty 2229.715693 = -104929.765851 nChanged 64 SP:Iteration 2F (5554.730000 sec): 3 clusters Score: Raw -107234.032538 + Penalty 2229.715693 = -105004.316845 nChanged 37 SP:Iteration 3Q (5554.910000 sec): 3 clusters Score: Raw -107276.729244 + Penalty 2229.715693 = -105047.013550 nChanged 25 SP:Iteration 4Q (5555.080000 sec): 3 clusters Score: Raw -107301.891109 + Penalty 2229.715693 = -105072.175416 nChanged 16 SP:Iteration 5Q (5555.280000 sec): 3 clusters Score: Raw -107316.066522 + Penalty 2229.715693 = -105086.350829 nChanged 7 SP:Iteration 6Q (5555.480000 sec): 3 clusters Score: Raw -107323.525050 + Penalty 2229.715693 = -105093.809357 nChanged 7 SP:Iteration 7Q (5555.700000 sec): 3 clusters Score: Raw -107330.513761 + Penalty 2229.715693 = -105100.798068 nChanged 12 SP:Iteration 8Q (5555.870000 sec): 3 clusters Score: Raw -107339.929598 + Penalty 2229.715693 = -105110.213905 nChanged 9 SP:Iteration 9Q (5555.970000 sec): 3 clusters Score: Raw -107345.246124 + Penalty 2229.715693 = -105115.530431 nChanged 3 SP:Iteration 10Q (5556.110000 sec): 3 clusters Score: Raw -107347.360511 + Penalty 2229.715693 = -105117.644818 nChanged 3 SP:Iteration 11Q (5556.270000 sec): 3 clusters Score: Raw -107349.603361 + Penalty 2229.715693 = -105119.887668 nChanged 3 SP:Iteration 12Q (5556.430000 sec): 3 clusters Score: Raw -107351.272874 + Penalty 2229.715693 = -105121.557181 nChanged 3 SP:Iteration 13Q (5556.630000 sec): 3 clusters Score: Raw -107354.085258 + Penalty 2229.715693 = -105124.369565 nChanged 1 SP:Iteration 14Q (5556.800000 sec): 3 clusters Score: Raw -107354.301948 + Penalty 2229.715693 = -105124.586254 nChanged 0 SP:Iteration 15F (5557.000000 sec): 3 clusters Score: Raw -107354.301948 + Penalty 2229.715693 = -105124.586254 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5557.110000 sec): 2 clusters Score: Raw -43881.815226 + Penalty 980.765733 = -42901.049493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5557.270000 sec): 3 clusters Score: Raw -43856.767987 + Penalty 1961.531466 = -41895.236521 nChanged 85 SP:Iteration 1F (5557.480000 sec): 3 clusters Score: Raw -44030.511206 + Penalty 1961.531466 = -42068.979741 nChanged 28 SP:Iteration 2F (5557.660000 sec): 3 clusters Score: Raw -44120.056087 + Penalty 1961.531466 = -42158.524621 nChanged 19 SP:Iteration 3Q (5557.850000 sec): 3 clusters Score: Raw -44165.425131 + Penalty 1961.531466 = -42203.893665 nChanged 13 SP:Iteration 4Q (5558.090000 sec): 3 clusters Score: Raw -44205.090413 + Penalty 1961.531466 = -42243.558947 nChanged 8 SP:Iteration 5Q (5558.320000 sec): 3 clusters Score: Raw -44243.559241 + Penalty 1961.531466 = -42282.027776 nChanged 9 SP:Iteration 6Q (5558.480000 sec): 3 clusters Score: Raw -44263.816997 + Penalty 1961.531466 = -42302.285532 nChanged 4 SP:Iteration 7Q (5558.650000 sec): 3 clusters Score: Raw -44277.018604 + Penalty 1961.531466 = -42315.487139 nChanged 8 SP:Iteration 8Q (5558.850000 sec): 3 clusters Score: Raw -44294.991944 + Penalty 1961.531466 = -42333.460479 nChanged 4 SP:Iteration 9Q (5559.050000 sec): 3 clusters Score: Raw -44299.741697 + Penalty 1961.531466 = -42338.210232 nChanged 4 SP:Iteration 10Q (5559.270000 sec): 3 clusters Score: Raw -44304.707968 + Penalty 1961.531466 = -42343.176502 nChanged 0 SP:Iteration 11F (5559.440000 sec): 3 clusters Score: Raw -44304.707968 + Penalty 1961.531466 = -42343.176502 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5559.530000 sec): 2 clusters Score: Raw -65809.778196 + Penalty 1051.504919 = -64758.273277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5559.670000 sec): 3 clusters Score: Raw -65751.865570 + Penalty 2103.009839 = -63648.855731 nChanged 168 SP:Iteration 1F (5559.810000 sec): 3 clusters Score: Raw -66094.599590 + Penalty 2103.009839 = -63991.589751 nChanged 59 SP:Iteration 2F (5559.960000 sec): 3 clusters Score: Raw -66211.739349 + Penalty 2103.009839 = -64108.729510 nChanged 21 SP:Iteration 3Q (5560.110000 sec): 3 clusters Score: Raw -66244.842832 + Penalty 2103.009839 = -64141.832993 nChanged 9 SP:Iteration 4Q (5560.250000 sec): 3 clusters Score: Raw -66267.682526 + Penalty 2103.009839 = -64164.672687 nChanged 5 SP:Iteration 5Q (5560.470000 sec): 3 clusters Score: Raw -66272.078678 + Penalty 2103.009839 = -64169.068840 nChanged 2 SP:Iteration 6Q (5560.640000 sec): 3 clusters Score: Raw -66275.953844 + Penalty 2103.009839 = -64172.944005 nChanged 3 SP:Iteration 7Q (5560.770000 sec): 3 clusters Score: Raw -66279.245733 + Penalty 2103.009839 = -64176.235895 nChanged 1 SP:Iteration 8Q (5560.950000 sec): 3 clusters Score: Raw -66282.481319 + Penalty 2103.009839 = -64179.471480 nChanged 2 SP:Iteration 9Q (5561.140000 sec): 3 clusters Score: Raw -66284.860028 + Penalty 2103.009839 = -64181.850189 nChanged 2 SP:Iteration 10Q (5561.280000 sec): 3 clusters Score: Raw -66286.449967 + Penalty 2103.009839 = -64183.440128 nChanged 0 SP:Iteration 11F (5561.460000 sec): 3 clusters Score: Raw -66286.449967 + Penalty 2103.009839 = -64183.440128 nChanged 0 Iteration 99Q (5572.040000 sec): 27 clusters Score: Raw -42920917.542414 + Penalty 54360.461846 = -42866557.080568 nChanged 57 Iteration 100F (5591.230000 sec): 27 clusters Score: Raw -42920922.496420 + Penalty 54360.461846 = -42866562.034573 nChanged 49 Iteration 101Q (5602.520000 sec): 27 clusters Score: Raw -42920925.487113 + Penalty 54360.461846 = -42866565.025267 nChanged 52 Iteration 102Q (5613.630000 sec): 27 clusters Score: Raw -42920929.556205 + Penalty 54360.461846 = -42866569.094358 nChanged 48 Iteration 103Q (5625.720000 sec): 27 clusters Score: Raw -42920932.443544 + Penalty 54360.461846 = -42866571.981697 nChanged 44 Iteration 104Q (5636.650000 sec): 27 clusters Score: Raw -42920934.837905 + Penalty 54360.461846 = -42866574.376059 nChanged 45 Iteration 105Q (5647.730000 sec): 27 clusters Score: Raw -42920938.871941 + Penalty 54360.461846 = -42866578.410094 nChanged 44 Iteration 106Q (5660.280000 sec): 27 clusters Score: Raw -42920942.227726 + Penalty 54360.461846 = -42866581.765879 nChanged 46 Iteration 107Q (5671.300000 sec): 27 clusters Score: Raw -42920948.129768 + Penalty 54360.461846 = -42866587.667922 nChanged 57 Iteration 108Q (5682.470000 sec): 27 clusters Score: Raw -42920959.232962 + Penalty 54360.461846 = -42866598.771115 nChanged 48 Iteration 109Q (5693.550000 sec): 27 clusters Score: Raw -42920972.302521 + Penalty 54360.461846 = -42866611.840675 nChanged 56 Iteration 110Q (5704.800000 sec): 27 clusters Score: Raw -42920997.503330 + Penalty 54360.461846 = -42866637.041484 nChanged 67 Iteration 111Q (5716.820000 sec): 27 clusters Score: Raw -42921027.846099 + Penalty 54360.461846 = -42866667.384252 nChanged 79 Iteration 112Q (5727.890000 sec): 27 clusters Score: Raw -42921072.563606 + Penalty 54360.461846 = -42866712.101760 nChanged 83 Iteration 113Q (5738.550000 sec): 27 clusters Score: Raw -42921144.123329 + Penalty 54360.461846 = -42866783.661483 nChanged 106 Iteration 114Q (5749.580000 sec): 27 clusters Score: Raw -42921200.529476 + Penalty 54360.461846 = -42866840.067629 nChanged 89 Iteration 115Q (5760.810000 sec): 27 clusters Score: Raw -42921226.269586 + Penalty 54360.461846 = -42866865.807740 nChanged 66 Iteration 116Q (5772.570000 sec): 27 clusters Score: Raw -42921233.862009 + Penalty 54360.461846 = -42866873.400163 nChanged 57 Iteration 117Q (5784.270000 sec): 27 clusters Score: Raw -42921239.435888 + Penalty 54360.461846 = -42866878.974041 nChanged 52 Iteration 118Q (5794.790000 sec): 27 clusters Score: Raw -42921243.058247 + Penalty 54360.461846 = -42866882.596400 nChanged 50 Iteration 119Q (5804.710000 sec): 27 clusters Score: Raw -42921245.988367 + Penalty 54360.461846 = -42866885.526520 nChanged 35 Iteration 120F (5822.680000 sec): 27 clusters Score: Raw -42921247.348052 + Penalty 54360.461846 = -42866886.886206 nChanged 34 Iteration 121Q (5835.010000 sec): 27 clusters Score: Raw -42921248.452562 + Penalty 54360.461846 = -42866887.990716 nChanged 42 Iteration 122Q (5847.200000 sec): 27 clusters Score: Raw -42921249.960412 + Penalty 54360.461846 = -42866889.498565 nChanged 40 Iteration 123Q (5858.410000 sec): 27 clusters Score: Raw -42921251.005356 + Penalty 54360.461846 = -42866890.543510 nChanged 29 Iteration 124Q (5869.170000 sec): 27 clusters Score: Raw -42921251.755149 + Penalty 54360.461846 = -42866891.293302 nChanged 14 Iteration 125Q (5880.410000 sec): 27 clusters Score: Raw -42921252.034142 + Penalty 54360.461846 = -42866891.572296 nChanged 11 Iteration 126Q (5892.090000 sec): 27 clusters Score: Raw -42921252.254781 + Penalty 54360.461846 = -42866891.792935 nChanged 10 Iteration 127Q (5905.030000 sec): 27 clusters Score: Raw -42921252.475924 + Penalty 54360.461846 = -42866892.014078 nChanged 6 Iteration 128Q (5916.900000 sec): 27 clusters Score: Raw -42921252.664090 + Penalty 54360.461846 = -42866892.202244 nChanged 5 Iteration 129Q (5927.730000 sec): 27 clusters Score: Raw -42921252.733305 + Penalty 54360.461846 = -42866892.271459 nChanged 4 Iteration 130Q (5938.890000 sec): 27 clusters Score: Raw -42921252.923462 + Penalty 54360.461846 = -42866892.461615 nChanged 7 Iteration 131Q (5949.800000 sec): 27 clusters Score: Raw -42921253.078112 + Penalty 54360.461846 = -42866892.616266 nChanged 8 Iteration 132Q (5961.000000 sec): 27 clusters Score: Raw -42921253.351517 + Penalty 54360.461846 = -42866892.889670 nChanged 6 Iteration 133Q (5974.800000 sec): 27 clusters Score: Raw -42921253.536147 + Penalty 54360.461846 = -42866893.074301 nChanged 3 Iteration 134Q (5987.190000 sec): 27 clusters Score: Raw -42921253.594528 + Penalty 54360.461846 = -42866893.132681 nChanged 3 Iteration 135Q (5997.780000 sec): 27 clusters Score: Raw -42921253.724471 + Penalty 54360.461846 = -42866893.262625 nChanged 3 Iteration 136Q (6008.300000 sec): 27 clusters Score: Raw -42921253.816765 + Penalty 54360.461846 = -42866893.354919 nChanged 6 Iteration 137Q (6018.440000 sec): 27 clusters Score: Raw -42921253.953528 + Penalty 54360.461846 = -42866893.491682 nChanged 3 Iteration 138Q (6030.990000 sec): 27 clusters Score: Raw -42921254.018663 + Penalty 54360.461846 = -42866893.556816 nChanged 2 Writing temp clu file Because OldScore, -42866893.491682, is greater than current (better) Score,-42866893.556816 Compute initial score before splitting: Score: Raw -42921254.018663 + Penalty 54360.461846 = -42866893.556816 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6031.450000 sec): 2 clusters Score: Raw -98681.668869 + Penalty 1096.863819 = -97584.805050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6031.670000 sec): 3 clusters Score: Raw -98418.013719 + Penalty 2193.727638 = -96224.286081 nChanged 251 SP:Iteration 1F (6031.880000 sec): 3 clusters Score: Raw -98624.921864 + Penalty 2193.727638 = -96431.194226 nChanged 55 SP:Iteration 2F (6032.030000 sec): 3 clusters Score: Raw -98674.314710 + Penalty 2193.727638 = -96480.587072 nChanged 24 SP:Iteration 3Q (6032.190000 sec): 3 clusters Score: Raw -98700.222929 + Penalty 2193.727638 = -96506.495291 nChanged 15 SP:Iteration 4Q (6032.360000 sec): 3 clusters Score: Raw -98715.939631 + Penalty 2193.727638 = -96522.211993 nChanged 6 SP:Iteration 5Q (6032.490000 sec): 3 clusters Score: Raw -98720.994669 + Penalty 2193.727638 = -96527.267031 nChanged 7 SP:Iteration 6Q (6032.630000 sec): 3 clusters Score: Raw -98729.482999 + Penalty 2193.727638 = -96535.755361 nChanged 3 SP:Iteration 7Q (6032.840000 sec): 3 clusters Score: Raw -98732.027691 + Penalty 2193.727638 = -96538.300053 nChanged 1 SP:Iteration 8Q (6033.020000 sec): 3 clusters Score: Raw -98732.671329 + Penalty 2193.727638 = -96538.943691 nChanged 0 SP:Iteration 9F (6033.220000 sec): 3 clusters Score: Raw -98732.671329 + Penalty 2193.727638 = -96538.943691 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.340000 sec): 2 clusters Score: Raw -59636.699713 + Penalty 1022.680633 = -58614.019081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.460000 sec): 3 clusters Score: Raw -59526.075352 + Penalty 2045.361266 = -57480.714086 nChanged 120 SP:Iteration 1F (6033.640000 sec): 3 clusters Score: Raw -59699.485166 + Penalty 2045.361266 = -57654.123900 nChanged 41 SP:Iteration 2F (6033.830000 sec): 3 clusters Score: Raw -59751.255815 + Penalty 2045.361266 = -57705.894550 nChanged 10 SP:Iteration 3Q (6033.950000 sec): 3 clusters Score: Raw -59769.225308 + Penalty 2045.361266 = -57723.864042 nChanged 7 SP:Iteration 4Q (6034.120000 sec): 3 clusters Score: Raw -59780.413658 + Penalty 2045.361266 = -57735.052392 nChanged 4 SP:Iteration 5Q (6034.290000 sec): 3 clusters Score: Raw -59785.505357 + Penalty 2045.361266 = -57740.144092 nChanged 3 SP:Iteration 6Q (6034.500000 sec): 3 clusters Score: Raw -59789.579452 + Penalty 2045.361266 = -57744.218186 nChanged 2 SP:Iteration 7Q (6034.690000 sec): 3 clusters Score: Raw -59791.189813 + Penalty 2045.361266 = -57745.828548 nChanged 0 SP:Iteration 8F (6034.870000 sec): 3 clusters Score: Raw -59791.189813 + Penalty 2045.361266 = -57745.828548 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6035.000000 sec): 2 clusters Score: Raw -574949.244859 + Penalty 1383.848777 = -573565.396083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6035.200000 sec): 3 clusters Score: Raw -572342.807961 + Penalty 2767.697553 = -569575.110408 nChanged 2041 SP:Iteration 1F (6035.330000 sec): 3 clusters Score: Raw -573389.612836 + Penalty 2767.697553 = -570621.915283 nChanged 340 SP:Iteration 2F (6035.570000 sec): 3 clusters Score: Raw -573562.397630 + Penalty 2767.697553 = -570794.700077 nChanged 254 SP:Iteration 3F (6035.750000 sec): 3 clusters Score: Raw -573681.188813 + Penalty 2767.697553 = -570913.491260 nChanged 214 SP:Iteration 4Q (6035.980000 sec): 3 clusters Score: Raw -573780.595325 + Penalty 2767.697553 = -571012.897772 nChanged 177 SP:Iteration 5Q (6036.190000 sec): 3 clusters Score: Raw -573851.460423 + Penalty 2767.697553 = -571083.762870 nChanged 129 SP:Iteration 6Q (6036.380000 sec): 3 clusters Score: Raw -573900.702482 + Penalty 2767.697553 = -571133.004929 nChanged 127 SP:Iteration 7Q (6036.600000 sec): 3 clusters Score: Raw -573945.790233 + Penalty 2767.697553 = -571178.092680 nChanged 106 SP:Iteration 8Q (6036.820000 sec): 3 clusters Score: Raw -573983.610018 + Penalty 2767.697553 = -571215.912465 nChanged 110 SP:Iteration 9Q (6037.020000 sec): 3 clusters Score: Raw -574026.621581 + Penalty 2767.697553 = -571258.924028 nChanged 115 SP:Iteration 10Q (6037.250000 sec): 3 clusters Score: Raw -574074.086140 + Penalty 2767.697553 = -571306.388587 nChanged 110 SP:Iteration 11Q (6037.440000 sec): 3 clusters Score: Raw -574121.758055 + Penalty 2767.697553 = -571354.060502 nChanged 115 SP:Iteration 12Q (6037.670000 sec): 3 clusters Score: Raw -574177.189759 + Penalty 2767.697553 = -571409.492206 nChanged 128 SP:Iteration 13Q (6037.860000 sec): 3 clusters Score: Raw -574244.427374 + Penalty 2767.697553 = -571476.729821 nChanged 145 SP:Iteration 14Q (6038.030000 sec): 3 clusters Score: Raw -574313.532690 + Penalty 2767.697553 = -571545.835137 nChanged 137 SP:Iteration 15Q (6038.250000 sec): 3 clusters Score: Raw -574390.260503 + Penalty 2767.697553 = -571622.562950 nChanged 151 SP:Iteration 16Q (6038.500000 sec): 3 clusters Score: Raw -574496.814820 + Penalty 2767.697553 = -571729.117267 nChanged 191 SP:Iteration 17Q (6038.690000 sec): 3 clusters Score: Raw -574635.281102 + Penalty 2767.697553 = -571867.583549 nChanged 165 SP:Iteration 18Q (6038.950000 sec): 3 clusters Score: Raw -574758.343380 + Penalty 2767.697553 = -571990.645827 nChanged 147 SP:Iteration 19Q (6039.120000 sec): 3 clusters Score: Raw -574864.380728 + Penalty 2767.697553 = -572096.683175 nChanged 110 SP:Iteration 20F (6039.370000 sec): 3 clusters Score: Raw -574943.375751 + Penalty 2767.697553 = -572175.678198 nChanged 85 SP:Iteration 21Q (6039.540000 sec): 3 clusters Score: Raw -575014.933851 + Penalty 2767.697553 = -572247.236298 nChanged 77 SP:Iteration 22Q (6039.780000 sec): 3 clusters Score: Raw -575069.909609 + Penalty 2767.697553 = -572302.212056 nChanged 50 SP:Iteration 23Q (6040.000000 sec): 3 clusters Score: Raw -575096.290270 + Penalty 2767.697553 = -572328.592717 nChanged 29 SP:Iteration 24Q (6040.180000 sec): 3 clusters Score: Raw -575115.807961 + Penalty 2767.697553 = -572348.110408 nChanged 23 SP:Iteration 25Q (6040.410000 sec): 3 clusters Score: Raw -575130.919992 + Penalty 2767.697553 = -572363.222439 nChanged 16 SP:Iteration 26Q (6040.600000 sec): 3 clusters Score: Raw -575140.768244 + Penalty 2767.697553 = -572373.070691 nChanged 17 SP:Iteration 27Q (6040.850000 sec): 3 clusters Score: Raw -575153.645037 + Penalty 2767.697553 = -572385.947484 nChanged 12 SP:Iteration 28Q (6041.050000 sec): 3 clusters Score: Raw -575161.408530 + Penalty 2767.697553 = -572393.710977 nChanged 11 SP:Iteration 29Q (6041.290000 sec): 3 clusters Score: Raw -575167.642789 + Penalty 2767.697553 = -572399.945236 nChanged 7 SP:Iteration 30Q (6041.500000 sec): 3 clusters Score: Raw -575173.180128 + Penalty 2767.697553 = -572405.482575 nChanged 12 SP:Iteration 31Q (6041.640000 sec): 3 clusters Score: Raw -575183.420906 + Penalty 2767.697553 = -572415.723353 nChanged 8 SP:Iteration 32Q (6041.840000 sec): 3 clusters Score: Raw -575187.864364 + Penalty 2767.697553 = -572420.166811 nChanged 6 SP:Iteration 33Q (6042.070000 sec): 3 clusters Score: Raw -575192.856314 + Penalty 2767.697553 = -572425.158761 nChanged 5 SP:Iteration 34Q (6042.260000 sec): 3 clusters Score: Raw -575197.643187 + Penalty 2767.697553 = -572429.945634 nChanged 9 SP:Iteration 35Q (6042.450000 sec): 3 clusters Score: Raw -575205.836857 + Penalty 2767.697553 = -572438.139304 nChanged 4 SP:Iteration 36Q (6042.630000 sec): 3 clusters Score: Raw -575209.376490 + Penalty 2767.697553 = -572441.678937 nChanged 2 SP:Iteration 37Q (6042.860000 sec): 3 clusters Score: Raw -575212.402534 + Penalty 2767.697553 = -572444.704981 nChanged 5 SP:Iteration 38Q (6043.060000 sec): 3 clusters Score: Raw -575216.287182 + Penalty 2767.697553 = -572448.589629 nChanged 4 SP:Iteration 39Q (6043.260000 sec): 3 clusters Score: Raw -575218.845234 + Penalty 2767.697553 = -572451.147681 nChanged 1 SP:Iteration 40F (6043.480000 sec): 3 clusters Score: Raw -575219.575619 + Penalty 2767.697553 = -572451.878066 nChanged 1 SP:Iteration 41Q (6043.720000 sec): 3 clusters Score: Raw -575220.521345 + Penalty 2767.697553 = -572452.823792 nChanged 2 SP:Iteration 42Q (6043.940000 sec): 3 clusters Score: Raw -575221.862061 + Penalty 2767.697553 = -572454.164508 nChanged 0 SP:Iteration 43F (6044.110000 sec): 3 clusters Score: Raw -575221.862061 + Penalty 2767.697553 = -572454.164508 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6045.110000 sec): 2 clusters Score: Raw -27833372.251864 + Penalty 2018.663071 = -27831353.588793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.410000 sec): 3 clusters Score: Raw -27667816.656183 + Penalty 4037.326141 = -27663779.330042 nChanged 120913 SP:Iteration 1F (6047.510000 sec): 3 clusters Score: Raw -27739166.359930 + Penalty 4037.326141 = -27735129.033788 nChanged 6191 SP:Iteration 2Q (6048.620000 sec): 3 clusters Score: Raw -27740430.711332 + Penalty 4037.326141 = -27736393.385190 nChanged 7056 SP:Iteration 3Q (6049.820000 sec): 3 clusters Score: Raw -27742240.658499 + Penalty 4037.326141 = -27738203.332358 nChanged 8349 SP:Iteration 4Q (6050.980000 sec): 3 clusters Score: Raw -27744997.048071 + Penalty 4037.326141 = -27740959.721929 nChanged 10274 SP:Iteration 5Q (6052.260000 sec): 3 clusters Score: Raw -27749404.059918 + Penalty 4037.326141 = -27745366.733776 nChanged 12697 SP:Iteration 6F (6053.630000 sec): 3 clusters Score: Raw -27756492.361544 + Penalty 4037.326141 = -27752455.035403 nChanged 15292 SP:Iteration 7F (6054.850000 sec): 3 clusters Score: Raw -27767215.516537 + Penalty 4037.326141 = -27763178.190395 nChanged 16926 SP:Iteration 8F (6056.050000 sec): 3 clusters Score: Raw -27780938.993174 + Penalty 4037.326141 = -27776901.667033 nChanged 16202 SP:Iteration 9F (6057.250000 sec): 3 clusters Score: Raw -27794849.895265 + Penalty 4037.326141 = -27790812.569123 nChanged 13258 SP:Iteration 10F (6058.450000 sec): 3 clusters Score: Raw -27805864.049072 + Penalty 4037.326141 = -27801826.722930 nChanged 10106 SP:Iteration 11Q (6059.610000 sec): 3 clusters Score: Raw -27813600.728144 + Penalty 4037.326141 = -27809563.402002 nChanged 7598 SP:Iteration 12Q (6060.750000 sec): 3 clusters Score: Raw -27819119.399119 + Penalty 4037.326141 = -27815082.072977 nChanged 5944 SP:Iteration 13Q (6061.900000 sec): 3 clusters Score: Raw -27823343.651876 + Penalty 4037.326141 = -27819306.325734 nChanged 4746 SP:Iteration 14Q (6063.050000 sec): 3 clusters Score: Raw -27826750.407129 + Penalty 4037.326141 = -27822713.080988 nChanged 3520 SP:Iteration 15Q (6064.210000 sec): 3 clusters Score: Raw -27829273.632676 + Penalty 4037.326141 = -27825236.306534 nChanged 2433 SP:Iteration 16Q (6065.410000 sec): 3 clusters Score: Raw -27830987.760154 + Penalty 4037.326141 = -27826950.434012 nChanged 1613 SP:Iteration 17Q (6066.530000 sec): 3 clusters Score: Raw -27832106.375669 + Penalty 4037.326141 = -27828069.049528 nChanged 919 SP:Iteration 18Q (6067.610000 sec): 3 clusters Score: Raw -27832726.280013 + Penalty 4037.326141 = -27828688.953871 nChanged 534 SP:Iteration 19Q (6068.690000 sec): 3 clusters Score: Raw -27833092.183850 + Penalty 4037.326141 = -27829054.857709 nChanged 288 SP:Iteration 20F (6069.890000 sec): 3 clusters Score: Raw -27833298.304826 + Penalty 4037.326141 = -27829260.978685 nChanged 162 SP:Iteration 21Q (6070.860000 sec): 3 clusters Score: Raw -27833410.883266 + Penalty 4037.326141 = -27829373.557124 nChanged 93 SP:Iteration 22Q (6071.860000 sec): 3 clusters Score: Raw -27833473.734967 + Penalty 4037.326141 = -27829436.408825 nChanged 62 SP:Iteration 23Q (6072.750000 sec): 3 clusters Score: Raw -27833514.666154 + Penalty 4037.326141 = -27829477.340013 nChanged 40 SP:Iteration 24Q (6073.670000 sec): 3 clusters Score: Raw -27833546.156790 + Penalty 4037.326141 = -27829508.830649 nChanged 37 SP:Iteration 25Q (6074.650000 sec): 3 clusters Score: Raw -27833574.392210 + Penalty 4037.326141 = -27829537.066069 nChanged 27 SP:Iteration 26Q (6075.630000 sec): 3 clusters Score: Raw -27833591.318500 + Penalty 4037.326141 = -27829553.992358 nChanged 19 SP:Iteration 27Q (6076.710000 sec): 3 clusters Score: Raw -27833606.880760 + Penalty 4037.326141 = -27829569.554619 nChanged 9 SP:Iteration 28Q (6077.610000 sec): 3 clusters Score: Raw -27833613.424761 + Penalty 4037.326141 = -27829576.098620 nChanged 7 SP:Iteration 29Q (6078.590000 sec): 3 clusters Score: Raw -27833617.303788 + Penalty 4037.326141 = -27829579.977647 nChanged 8 SP:Iteration 30Q (6079.610000 sec): 3 clusters Score: Raw -27833623.285339 + Penalty 4037.326141 = -27829585.959197 nChanged 9 SP:Iteration 31Q (6080.780000 sec): 3 clusters Score: Raw -27833628.805259 + Penalty 4037.326141 = -27829591.479118 nChanged 5 SP:Iteration 32Q (6081.830000 sec): 3 clusters Score: Raw -27833632.257549 + Penalty 4037.326141 = -27829594.931408 nChanged 2 SP:Iteration 33Q (6083.100000 sec): 3 clusters Score: Raw -27833633.503873 + Penalty 4037.326141 = -27829596.177731 nChanged 1 SP:Iteration 34Q (6084.260000 sec): 3 clusters Score: Raw -27833633.949375 + Penalty 4037.326141 = -27829596.623234 nChanged 1 SP:Iteration 35Q (6085.480000 sec): 3 clusters Score: Raw -27833634.311772 + Penalty 4037.326141 = -27829596.985631 nChanged 2 SP:Iteration 36Q (6086.840000 sec): 3 clusters Score: Raw -27833635.171930 + Penalty 4037.326141 = -27829597.845789 nChanged 3 SP:Iteration 37Q (6088.060000 sec): 3 clusters Score: Raw -27833637.365006 + Penalty 4037.326141 = -27829600.038865 nChanged 1 SP:Iteration 38Q (6089.220000 sec): 3 clusters Score: Raw -27833638.119377 + Penalty 4037.326141 = -27829600.793236 nChanged 0 SP:Iteration 39F (6090.420000 sec): 3 clusters Score: Raw -27833638.119377 + Penalty 4037.326141 = -27829600.793236 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6090.700000 sec): 2 clusters Score: Raw -2244865.446308 + Penalty 1606.984445 = -2243258.461863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6090.990000 sec): 3 clusters Score: Raw -2233077.219791 + Penalty 3213.968890 = -2229863.250901 nChanged 8951 SP:Iteration 1F (6091.300000 sec): 3 clusters Score: Raw -2238007.830669 + Penalty 3213.968890 = -2234793.861779 nChanged 1125 SP:Iteration 2F (6091.600000 sec): 3 clusters Score: Raw -2238480.540739 + Penalty 3213.968890 = -2235266.571849 nChanged 1105 SP:Iteration 3F (6091.940000 sec): 3 clusters Score: Raw -2238971.131103 + Penalty 3213.968890 = -2235757.162213 nChanged 1133 SP:Iteration 4F (6092.250000 sec): 3 clusters Score: Raw -2239529.906195 + Penalty 3213.968890 = -2236315.937305 nChanged 1145 SP:Iteration 5F (6092.610000 sec): 3 clusters Score: Raw -2240184.591842 + Penalty 3213.968890 = -2236970.622952 nChanged 1224 SP:Iteration 6F (6092.890000 sec): 3 clusters Score: Raw -2240936.620193 + Penalty 3213.968890 = -2237722.651303 nChanged 1172 SP:Iteration 7F (6093.200000 sec): 3 clusters Score: Raw -2241705.731271 + Penalty 3213.968890 = -2238491.762381 nChanged 1070 SP:Iteration 8F (6093.430000 sec): 3 clusters Score: Raw -2242512.806603 + Penalty 3213.968890 = -2239298.837712 nChanged 937 SP:Iteration 9Q (6093.740000 sec): 3 clusters Score: Raw -2243227.981261 + Penalty 3213.968890 = -2240014.012371 nChanged 712 SP:Iteration 10Q (6094.000000 sec): 3 clusters Score: Raw -2243797.162662 + Penalty 3213.968890 = -2240583.193772 nChanged 565 SP:Iteration 11Q (6094.330000 sec): 3 clusters Score: Raw -2244280.816842 + Penalty 3213.968890 = -2241066.847952 nChanged 387 SP:Iteration 12Q (6094.600000 sec): 3 clusters Score: Raw -2244593.732329 + Penalty 3213.968890 = -2241379.763439 nChanged 251 SP:Iteration 13Q (6094.850000 sec): 3 clusters Score: Raw -2244785.050873 + Penalty 3213.968890 = -2241571.081983 nChanged 160 SP:Iteration 14Q (6095.140000 sec): 3 clusters Score: Raw -2244910.184042 + Penalty 3213.968890 = -2241696.215152 nChanged 117 SP:Iteration 15Q (6095.400000 sec): 3 clusters Score: Raw -2245016.750359 + Penalty 3213.968890 = -2241802.781469 nChanged 95 SP:Iteration 16Q (6095.640000 sec): 3 clusters Score: Raw -2245130.279930 + Penalty 3213.968890 = -2241916.311040 nChanged 108 SP:Iteration 17Q (6095.910000 sec): 3 clusters Score: Raw -2245261.238795 + Penalty 3213.968890 = -2242047.269905 nChanged 110 SP:Iteration 18Q (6096.170000 sec): 3 clusters Score: Raw -2245337.957040 + Penalty 3213.968890 = -2242123.988150 nChanged 99 SP:Iteration 19Q (6096.420000 sec): 3 clusters Score: Raw -2245389.424168 + Penalty 3213.968890 = -2242175.455278 nChanged 76 SP:Iteration 20F (6096.700000 sec): 3 clusters Score: Raw -2245422.817512 + Penalty 3213.968890 = -2242208.848622 nChanged 71 SP:Iteration 21Q (6096.970000 sec): 3 clusters Score: Raw -2245450.542851 + Penalty 3213.968890 = -2242236.573961 nChanged 61 SP:Iteration 22Q (6097.200000 sec): 3 clusters Score: Raw -2245474.010337 + Penalty 3213.968890 = -2242260.041447 nChanged 53 SP:Iteration 23Q (6097.520000 sec): 3 clusters Score: Raw -2245493.793238 + Penalty 3213.968890 = -2242279.824348 nChanged 53 SP:Iteration 24Q (6097.740000 sec): 3 clusters Score: Raw -2245510.868078 + Penalty 3213.968890 = -2242296.899188 nChanged 36 SP:Iteration 25Q (6098.010000 sec): 3 clusters Score: Raw -2245520.931706 + Penalty 3213.968890 = -2242306.962816 nChanged 36 SP:Iteration 26Q (6098.290000 sec): 3 clusters Score: Raw -2245531.822866 + Penalty 3213.968890 = -2242317.853976 nChanged 31 SP:Iteration 27Q (6098.620000 sec): 3 clusters Score: Raw -2245538.416044 + Penalty 3213.968890 = -2242324.447154 nChanged 25 SP:Iteration 28Q (6098.850000 sec): 3 clusters Score: Raw -2245545.309614 + Penalty 3213.968890 = -2242331.340724 nChanged 14 SP:Iteration 29Q (6099.090000 sec): 3 clusters Score: Raw -2245548.870294 + Penalty 3213.968890 = -2242334.901404 nChanged 14 SP:Iteration 30Q (6099.350000 sec): 3 clusters Score: Raw -2245551.491966 + Penalty 3213.968890 = -2242337.523076 nChanged 10 SP:Iteration 31Q (6099.580000 sec): 3 clusters Score: Raw -2245553.471501 + Penalty 3213.968890 = -2242339.502611 nChanged 7 SP:Iteration 32Q (6099.810000 sec): 3 clusters Score: Raw -2245554.942094 + Penalty 3213.968890 = -2242340.973204 nChanged 9 SP:Iteration 33Q (6100.070000 sec): 3 clusters Score: Raw -2245557.038758 + Penalty 3213.968890 = -2242343.069868 nChanged 12 SP:Iteration 34Q (6100.370000 sec): 3 clusters Score: Raw -2245559.273999 + Penalty 3213.968890 = -2242345.305109 nChanged 6 SP:Iteration 35Q (6100.610000 sec): 3 clusters Score: Raw -2245560.439436 + Penalty 3213.968890 = -2242346.470545 nChanged 9 SP:Iteration 36Q (6100.830000 sec): 3 clusters Score: Raw -2245561.866304 + Penalty 3213.968890 = -2242347.897414 nChanged 7 SP:Iteration 37Q (6101.090000 sec): 3 clusters Score: Raw -2245562.895671 + Penalty 3213.968890 = -2242348.926781 nChanged 7 SP:Iteration 38Q (6101.310000 sec): 3 clusters Score: Raw -2245564.159118 + Penalty 3213.968890 = -2242350.190228 nChanged 8 SP:Iteration 39Q (6101.550000 sec): 3 clusters Score: Raw -2245565.324348 + Penalty 3213.968890 = -2242351.355458 nChanged 6 SP:Iteration 40F (6101.840000 sec): 3 clusters Score: Raw -2245566.251695 + Penalty 3213.968890 = -2242352.282805 nChanged 5 SP:Iteration 41Q (6102.110000 sec): 3 clusters Score: Raw -2245566.828933 + Penalty 3213.968890 = -2242352.860043 nChanged 1 SP:Iteration 42Q (6102.390000 sec): 3 clusters Score: Raw -2245566.953942 + Penalty 3213.968890 = -2242352.985052 nChanged 2 SP:Iteration 43Q (6102.670000 sec): 3 clusters Score: Raw -2245567.229312 + Penalty 3213.968890 = -2242353.260422 nChanged 3 SP:Iteration 44Q (6102.950000 sec): 3 clusters Score: Raw -2245567.685498 + Penalty 3213.968890 = -2242353.716608 nChanged 2 SP:Iteration 45Q (6103.190000 sec): 3 clusters Score: Raw -2245567.998901 + Penalty 3213.968890 = -2242354.030011 nChanged 1 SP:Iteration 46Q (6103.490000 sec): 3 clusters Score: Raw -2245568.307646 + Penalty 3213.968890 = -2242354.338756 nChanged 3 SP:Iteration 47Q (6103.730000 sec): 3 clusters Score: Raw -2245568.724555 + Penalty 3213.968890 = -2242354.755665 nChanged 1 SP:Iteration 48Q (6104.000000 sec): 3 clusters Score: Raw -2245568.845639 + Penalty 3213.968890 = -2242354.876749 nChanged 1 SP:Iteration 49Q (6104.240000 sec): 3 clusters Score: Raw -2245569.023552 + Penalty 3213.968890 = -2242355.054662 nChanged 0 SP:Iteration 50F (6104.530000 sec): 3 clusters Score: Raw -2245569.023552 + Penalty 3213.968890 = -2242355.054662 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6104.660000 sec): 2 clusters Score: Raw -1193079.347669 + Penalty 1501.987688 = -1191577.359981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6104.890000 sec): 3 clusters Score: Raw -1187209.165200 + Penalty 3003.975375 = -1184205.189825 nChanged 4461 SP:Iteration 1F (6105.070000 sec): 3 clusters Score: Raw -1189472.009409 + Penalty 3003.975375 = -1186468.034033 nChanged 613 SP:Iteration 2F (6105.330000 sec): 3 clusters Score: Raw -1189725.254270 + Penalty 3003.975375 = -1186721.278895 nChanged 495 SP:Iteration 3Q (6105.520000 sec): 3 clusters Score: Raw -1189906.156897 + Penalty 3003.975375 = -1186902.181522 nChanged 417 SP:Iteration 4Q (6105.750000 sec): 3 clusters Score: Raw -1190058.529696 + Penalty 3003.975375 = -1187054.554321 nChanged 375 SP:Iteration 5Q (6105.990000 sec): 3 clusters Score: Raw -1190189.906920 + Penalty 3003.975375 = -1187185.931545 nChanged 334 SP:Iteration 6Q (6106.210000 sec): 3 clusters Score: Raw -1190318.496189 + Penalty 3003.975375 = -1187314.520814 nChanged 356 SP:Iteration 7Q (6106.450000 sec): 3 clusters Score: Raw -1190455.014859 + Penalty 3003.975375 = -1187451.039484 nChanged 352 SP:Iteration 8Q (6106.710000 sec): 3 clusters Score: Raw -1190600.469610 + Penalty 3003.975375 = -1187596.494235 nChanged 342 SP:Iteration 9Q (6106.930000 sec): 3 clusters Score: Raw -1190738.038668 + Penalty 3003.975375 = -1187734.063293 nChanged 331 SP:Iteration 10Q (6107.140000 sec): 3 clusters Score: Raw -1190873.840565 + Penalty 3003.975375 = -1187869.865189 nChanged 317 SP:Iteration 11Q (6107.410000 sec): 3 clusters Score: Raw -1191002.065227 + Penalty 3003.975375 = -1187998.089852 nChanged 294 SP:Iteration 12Q (6107.650000 sec): 3 clusters Score: Raw -1191113.640013 + Penalty 3003.975375 = -1188109.664637 nChanged 269 SP:Iteration 13Q (6107.870000 sec): 3 clusters Score: Raw -1191212.340484 + Penalty 3003.975375 = -1188208.365109 nChanged 260 SP:Iteration 14Q (6108.080000 sec): 3 clusters Score: Raw -1191310.200646 + Penalty 3003.975375 = -1188306.225271 nChanged 254 SP:Iteration 15Q (6108.310000 sec): 3 clusters Score: Raw -1191414.210651 + Penalty 3003.975375 = -1188410.235276 nChanged 261 SP:Iteration 16Q (6108.550000 sec): 3 clusters Score: Raw -1191510.061953 + Penalty 3003.975375 = -1188506.086578 nChanged 242 SP:Iteration 17Q (6108.850000 sec): 3 clusters Score: Raw -1191596.743463 + Penalty 3003.975375 = -1188592.768088 nChanged 219 SP:Iteration 18Q (6109.100000 sec): 3 clusters Score: Raw -1191676.922537 + Penalty 3003.975375 = -1188672.947162 nChanged 219 SP:Iteration 19Q (6109.360000 sec): 3 clusters Score: Raw -1191760.847339 + Penalty 3003.975375 = -1188756.871964 nChanged 215 SP:Iteration 20F (6109.570000 sec): 3 clusters Score: Raw -1191849.743081 + Penalty 3003.975375 = -1188845.767706 nChanged 238 SP:Iteration 21Q (6109.830000 sec): 3 clusters Score: Raw -1191960.753872 + Penalty 3003.975375 = -1188956.778496 nChanged 267 SP:Iteration 22Q (6110.090000 sec): 3 clusters Score: Raw -1192112.101104 + Penalty 3003.975375 = -1189108.125729 nChanged 276 SP:Iteration 23Q (6110.390000 sec): 3 clusters Score: Raw -1192278.126794 + Penalty 3003.975375 = -1189274.151419 nChanged 282 SP:Iteration 24Q (6110.620000 sec): 3 clusters Score: Raw -1192448.796096 + Penalty 3003.975375 = -1189444.820721 nChanged 272 SP:Iteration 25Q (6110.890000 sec): 3 clusters Score: Raw -1192634.088819 + Penalty 3003.975375 = -1189630.113444 nChanged 229 SP:Iteration 26Q (6111.150000 sec): 3 clusters Score: Raw -1192786.143830 + Penalty 3003.975375 = -1189782.168455 nChanged 191 SP:Iteration 27Q (6111.380000 sec): 3 clusters Score: Raw -1192918.488530 + Penalty 3003.975375 = -1189914.513155 nChanged 159 SP:Iteration 28Q (6111.670000 sec): 3 clusters Score: Raw -1193029.171776 + Penalty 3003.975375 = -1190025.196401 nChanged 124 SP:Iteration 29Q (6111.910000 sec): 3 clusters Score: Raw -1193117.037859 + Penalty 3003.975375 = -1190113.062483 nChanged 81 SP:Iteration 30Q (6112.140000 sec): 3 clusters Score: Raw -1193177.057424 + Penalty 3003.975375 = -1190173.082049 nChanged 58 SP:Iteration 31Q (6112.440000 sec): 3 clusters Score: Raw -1193221.683404 + Penalty 3003.975375 = -1190217.708029 nChanged 38 SP:Iteration 32Q (6112.690000 sec): 3 clusters Score: Raw -1193245.579921 + Penalty 3003.975375 = -1190241.604546 nChanged 26 SP:Iteration 33Q (6112.980000 sec): 3 clusters Score: Raw -1193262.410110 + Penalty 3003.975375 = -1190258.434735 nChanged 15 SP:Iteration 34Q (6113.190000 sec): 3 clusters Score: Raw -1193271.903394 + Penalty 3003.975375 = -1190267.928019 nChanged 11 SP:Iteration 35Q (6113.410000 sec): 3 clusters Score: Raw -1193278.819254 + Penalty 3003.975375 = -1190274.843879 nChanged 11 SP:Iteration 36Q (6113.610000 sec): 3 clusters Score: Raw -1193287.033700 + Penalty 3003.975375 = -1190283.058324 nChanged 7 SP:Iteration 37Q (6113.860000 sec): 3 clusters Score: Raw -1193290.806417 + Penalty 3003.975375 = -1190286.831042 nChanged 6 SP:Iteration 38Q (6114.110000 sec): 3 clusters Score: Raw -1193293.944464 + Penalty 3003.975375 = -1190289.969089 nChanged 4 SP:Iteration 39Q (6114.410000 sec): 3 clusters Score: Raw -1193295.363508 + Penalty 3003.975375 = -1190291.388133 nChanged 2 SP:Iteration 40F (6114.670000 sec): 3 clusters Score: Raw -1193295.955004 + Penalty 3003.975375 = -1190291.979629 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6114.810000 sec): 2 clusters Score: Raw -141910.179437 + Penalty 1159.936868 = -140750.242569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6114.960000 sec): 3 clusters Score: Raw -141453.846931 + Penalty 2319.873736 = -139133.973194 nChanged 393 SP:Iteration 1F (6115.170000 sec): 3 clusters Score: Raw -141789.868732 + Penalty 2319.873736 = -139469.994996 nChanged 110 SP:Iteration 2F (6115.340000 sec): 3 clusters Score: Raw -141963.718088 + Penalty 2319.873736 = -139643.844352 nChanged 66 SP:Iteration 3F (6115.530000 sec): 3 clusters Score: Raw -142051.042175 + Penalty 2319.873736 = -139731.168439 nChanged 63 SP:Iteration 4F (6115.730000 sec): 3 clusters Score: Raw -142122.532731 + Penalty 2319.873736 = -139802.658995 nChanged 30 SP:Iteration 5Q (6115.920000 sec): 3 clusters Score: Raw -142148.409605 + Penalty 2319.873736 = -139828.535869 nChanged 28 SP:Iteration 6Q (6116.130000 sec): 3 clusters Score: Raw -142176.437511 + Penalty 2319.873736 = -139856.563775 nChanged 27 SP:Iteration 7Q (6116.330000 sec): 3 clusters Score: Raw -142201.071737 + Penalty 2319.873736 = -139881.198001 nChanged 18 SP:Iteration 8Q (6116.520000 sec): 3 clusters Score: Raw -142215.870730 + Penalty 2319.873736 = -139895.996993 nChanged 12 SP:Iteration 9Q (6116.690000 sec): 3 clusters Score: Raw -142222.709063 + Penalty 2319.873736 = -139902.835327 nChanged 10 SP:Iteration 10Q (6116.920000 sec): 3 clusters Score: Raw -142232.777888 + Penalty 2319.873736 = -139912.904152 nChanged 11 SP:Iteration 11Q (6117.090000 sec): 3 clusters Score: Raw -142240.921233 + Penalty 2319.873736 = -139921.047497 nChanged 6 SP:Iteration 12Q (6117.330000 sec): 3 clusters Score: Raw -142244.418819 + Penalty 2319.873736 = -139924.545083 nChanged 5 SP:Iteration 13Q (6117.530000 sec): 3 clusters Score: Raw -142247.584576 + Penalty 2319.873736 = -139927.710840 nChanged 4 SP:Iteration 14Q (6117.730000 sec): 3 clusters Score: Raw -142250.093409 + Penalty 2319.873736 = -139930.219673 nChanged 5 SP:Iteration 15Q (6117.920000 sec): 3 clusters Score: Raw -142255.152584 + Penalty 2319.873736 = -139935.278848 nChanged 6 SP:Iteration 16Q (6118.090000 sec): 3 clusters Score: Raw -142261.789032 + Penalty 2319.873736 = -139941.915295 nChanged 7 SP:Iteration 17Q (6118.300000 sec): 3 clusters Score: Raw -142267.610129 + Penalty 2319.873736 = -139947.736393 nChanged 6 SP:Iteration 18Q (6118.500000 sec): 3 clusters Score: Raw -142273.654733 + Penalty 2319.873736 = -139953.780997 nChanged 7 SP:Iteration 19Q (6118.720000 sec): 3 clusters Score: Raw -142280.393977 + Penalty 2319.873736 = -139960.520241 nChanged 6 SP:Iteration 20F (6118.930000 sec): 3 clusters Score: Raw -142286.299515 + Penalty 2319.873736 = -139966.425779 nChanged 6 SP:Iteration 21Q (6119.170000 sec): 3 clusters Score: Raw -142294.436614 + Penalty 2319.873736 = -139974.562878 nChanged 9 SP:Iteration 22Q (6119.400000 sec): 3 clusters Score: Raw -142302.255401 + Penalty 2319.873736 = -139982.381665 nChanged 9 SP:Iteration 23Q (6119.610000 sec): 3 clusters Score: Raw -142310.036991 + Penalty 2319.873736 = -139990.163255 nChanged 6 SP:Iteration 24Q (6119.760000 sec): 3 clusters Score: Raw -142313.732595 + Penalty 2319.873736 = -139993.858859 nChanged 5 SP:Iteration 25Q (6119.990000 sec): 3 clusters Score: Raw -142318.294376 + Penalty 2319.873736 = -139998.420640 nChanged 8 SP:Iteration 26Q (6120.200000 sec): 3 clusters Score: Raw -142326.654739 + Penalty 2319.873736 = -140006.781003 nChanged 10 SP:Iteration 27Q (6120.400000 sec): 3 clusters Score: Raw -142340.256518 + Penalty 2319.873736 = -140020.382782 nChanged 9 SP:Iteration 28Q (6120.620000 sec): 3 clusters Score: Raw -142351.506945 + Penalty 2319.873736 = -140031.633209 nChanged 10 SP:Iteration 29Q (6120.800000 sec): 3 clusters Score: Raw -142365.965229 + Penalty 2319.873736 = -140046.091493 nChanged 13 SP:Iteration 30Q (6121.010000 sec): 3 clusters Score: Raw -142384.951609 + Penalty 2319.873736 = -140065.077873 nChanged 17 SP:Iteration 31Q (6121.180000 sec): 3 clusters Score: Raw -142404.250903 + Penalty 2319.873736 = -140084.377167 nChanged 14 SP:Iteration 32Q (6121.360000 sec): 3 clusters Score: Raw -142418.748090 + Penalty 2319.873736 = -140098.874354 nChanged 20 SP:Iteration 33Q (6121.530000 sec): 3 clusters Score: Raw -142446.238920 + Penalty 2319.873736 = -140126.365184 nChanged 20 SP:Iteration 34Q (6121.780000 sec): 3 clusters Score: Raw -142486.356691 + Penalty 2319.873736 = -140166.482955 nChanged 20 SP:Iteration 35Q (6121.950000 sec): 3 clusters Score: Raw -142518.234423 + Penalty 2319.873736 = -140198.360687 nChanged 11 SP:Iteration 36Q (6122.170000 sec): 3 clusters Score: Raw -142529.234578 + Penalty 2319.873736 = -140209.360842 nChanged 5 SP:Iteration 37Q (6122.330000 sec): 3 clusters Score: Raw -142533.581961 + Penalty 2319.873736 = -140213.708225 nChanged 2 SP:Iteration 38Q (6122.540000 sec): 3 clusters Score: Raw -142535.626331 + Penalty 2319.873736 = -140215.752595 nChanged 2 SP:Iteration 39Q (6122.760000 sec): 3 clusters Score: Raw -142537.575304 + Penalty 2319.873736 = -140217.701568 nChanged 1 SP:Iteration 40F (6122.940000 sec): 3 clusters Score: Raw -142538.205545 + Penalty 2319.873736 = -140218.331809 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6123.060000 sec): 2 clusters Score: Raw -235406.024592 + Penalty 1251.297971 = -234154.726621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.270000 sec): 3 clusters Score: Raw -234446.345377 + Penalty 2502.595941 = -231943.749436 nChanged 795 SP:Iteration 1F (6123.430000 sec): 3 clusters Score: Raw -234911.682096 + Penalty 2502.595941 = -232409.086155 nChanged 185 SP:Iteration 2F (6123.590000 sec): 3 clusters Score: Raw -235036.641537 + Penalty 2502.595941 = -232534.045596 nChanged 115 SP:Iteration 3F (6123.760000 sec): 3 clusters Score: Raw -235120.785867 + Penalty 2502.595941 = -232618.189926 nChanged 95 SP:Iteration 4Q (6123.920000 sec): 3 clusters Score: Raw -235187.881791 + Penalty 2502.595941 = -232685.285850 nChanged 92 SP:Iteration 5Q (6124.150000 sec): 3 clusters Score: Raw -235267.674057 + Penalty 2502.595941 = -232765.078116 nChanged 78 SP:Iteration 6Q (6124.340000 sec): 3 clusters Score: Raw -235335.590538 + Penalty 2502.595941 = -232832.994597 nChanged 68 SP:Iteration 7Q (6124.600000 sec): 3 clusters Score: Raw -235388.388685 + Penalty 2502.595941 = -232885.792744 nChanged 68 SP:Iteration 8Q (6124.780000 sec): 3 clusters Score: Raw -235438.920216 + Penalty 2502.595941 = -232936.324275 nChanged 63 SP:Iteration 9Q (6124.980000 sec): 3 clusters Score: Raw -235497.951641 + Penalty 2502.595941 = -232995.355700 nChanged 68 SP:Iteration 10Q (6125.180000 sec): 3 clusters Score: Raw -235565.460292 + Penalty 2502.595941 = -233062.864351 nChanged 70 SP:Iteration 11Q (6125.360000 sec): 3 clusters Score: Raw -235635.384768 + Penalty 2502.595941 = -233132.788827 nChanged 79 SP:Iteration 12Q (6125.580000 sec): 3 clusters Score: Raw -235726.778834 + Penalty 2502.595941 = -233224.182893 nChanged 68 SP:Iteration 13Q (6125.740000 sec): 3 clusters Score: Raw -235816.281800 + Penalty 2502.595941 = -233313.685859 nChanged 68 SP:Iteration 14Q (6125.920000 sec): 3 clusters Score: Raw -235876.635138 + Penalty 2502.595941 = -233374.039196 nChanged 49 SP:Iteration 15Q (6126.080000 sec): 3 clusters Score: Raw -235931.563114 + Penalty 2502.595941 = -233428.967173 nChanged 39 SP:Iteration 16Q (6126.340000 sec): 3 clusters Score: Raw -235980.954505 + Penalty 2502.595941 = -233478.358564 nChanged 48 SP:Iteration 17Q (6126.530000 sec): 3 clusters Score: Raw -236028.233631 + Penalty 2502.595941 = -233525.637690 nChanged 32 SP:Iteration 18Q (6126.740000 sec): 3 clusters Score: Raw -236060.981825 + Penalty 2502.595941 = -233558.385884 nChanged 28 SP:Iteration 19Q (6126.920000 sec): 3 clusters Score: Raw -236083.430732 + Penalty 2502.595941 = -233580.834791 nChanged 17 SP:Iteration 20F (6127.130000 sec): 3 clusters Score: Raw -236094.687688 + Penalty 2502.595941 = -233592.091747 nChanged 13 SP:Iteration 21Q (6127.320000 sec): 3 clusters Score: Raw -236104.887131 + Penalty 2502.595941 = -233602.291190 nChanged 9 SP:Iteration 22Q (6127.470000 sec): 3 clusters Score: Raw -236110.350505 + Penalty 2502.595941 = -233607.754564 nChanged 4 SP:Iteration 23Q (6127.660000 sec): 3 clusters Score: Raw -236113.838519 + Penalty 2502.595941 = -233611.242578 nChanged 4 SP:Iteration 24Q (6127.900000 sec): 3 clusters Score: Raw -236116.346811 + Penalty 2502.595941 = -233613.750870 nChanged 4 SP:Iteration 25Q (6128.120000 sec): 3 clusters Score: Raw -236119.486186 + Penalty 2502.595941 = -233616.890245 nChanged 3 SP:Iteration 26Q (6128.280000 sec): 3 clusters Score: Raw -236122.034241 + Penalty 2502.595941 = -233619.438300 nChanged 1 SP:Iteration 27Q (6128.480000 sec): 3 clusters Score: Raw -236122.479736 + Penalty 2502.595941 = -233619.883795 nChanged 0 SP:Iteration 28F (6128.660000 sec): 3 clusters Score: Raw -236122.479736 + Penalty 2502.595941 = -233619.883795 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6128.770000 sec): 2 clusters Score: Raw -984532.768483 + Penalty 1471.186050 = -983061.582433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6129.010000 sec): 3 clusters Score: Raw -979779.901588 + Penalty 2942.372100 = -976837.529488 nChanged 3581 SP:Iteration 1F (6129.260000 sec): 3 clusters Score: Raw -981774.738636 + Penalty 2942.372100 = -978832.366536 nChanged 524 SP:Iteration 2F (6129.460000 sec): 3 clusters Score: Raw -982050.884109 + Penalty 2942.372100 = -979108.512008 nChanged 478 SP:Iteration 3F (6129.720000 sec): 3 clusters Score: Raw -982300.326745 + Penalty 2942.372100 = -979357.954644 nChanged 459 SP:Iteration 4F (6129.950000 sec): 3 clusters Score: Raw -982574.738376 + Penalty 2942.372100 = -979632.366276 nChanged 496 SP:Iteration 5F (6130.160000 sec): 3 clusters Score: Raw -982927.895707 + Penalty 2942.372100 = -979985.523607 nChanged 549 SP:Iteration 6F (6130.380000 sec): 3 clusters Score: Raw -983316.560372 + Penalty 2942.372100 = -980374.188272 nChanged 514 SP:Iteration 7F (6130.620000 sec): 3 clusters Score: Raw -983693.451256 + Penalty 2942.372100 = -980751.079156 nChanged 481 SP:Iteration 8F (6130.840000 sec): 3 clusters Score: Raw -984027.542194 + Penalty 2942.372100 = -981085.170094 nChanged 358 SP:Iteration 9Q (6131.060000 sec): 3 clusters Score: Raw -984230.811904 + Penalty 2942.372100 = -981288.439804 nChanged 275 SP:Iteration 10Q (6131.290000 sec): 3 clusters Score: Raw -984371.228934 + Penalty 2942.372100 = -981428.856833 nChanged 209 SP:Iteration 11Q (6131.560000 sec): 3 clusters Score: Raw -984463.807725 + Penalty 2942.372100 = -981521.435625 nChanged 152 SP:Iteration 12Q (6131.760000 sec): 3 clusters Score: Raw -984526.093764 + Penalty 2942.372100 = -981583.721663 nChanged 121 SP:Iteration 13Q (6132.000000 sec): 3 clusters Score: Raw -984570.619104 + Penalty 2942.372100 = -981628.247004 nChanged 103 SP:Iteration 14Q (6132.220000 sec): 3 clusters Score: Raw -984610.322884 + Penalty 2942.372100 = -981667.950783 nChanged 82 SP:Iteration 15Q (6132.460000 sec): 3 clusters Score: Raw -984636.585489 + Penalty 2942.372100 = -981694.213389 nChanged 80 SP:Iteration 16Q (6132.700000 sec): 3 clusters Score: Raw -984660.477196 + Penalty 2942.372100 = -981718.105096 nChanged 63 SP:Iteration 17Q (6132.880000 sec): 3 clusters Score: Raw -984682.936601 + Penalty 2942.372100 = -981740.564501 nChanged 58 SP:Iteration 18Q (6133.170000 sec): 3 clusters Score: Raw -984701.449264 + Penalty 2942.372100 = -981759.077164 nChanged 61 SP:Iteration 19Q (6133.450000 sec): 3 clusters Score: Raw -984721.612012 + Penalty 2942.372100 = -981779.239911 nChanged 60 SP:Iteration 20F (6133.720000 sec): 3 clusters Score: Raw -984744.118394 + Penalty 2942.372100 = -981801.746293 nChanged 60 SP:Iteration 21Q (6133.890000 sec): 3 clusters Score: Raw -984763.428974 + Penalty 2942.372100 = -981821.056874 nChanged 46 SP:Iteration 22Q (6134.080000 sec): 3 clusters Score: Raw -984776.849439 + Penalty 2942.372100 = -981834.477339 nChanged 39 SP:Iteration 23Q (6134.300000 sec): 3 clusters Score: Raw -984787.838834 + Penalty 2942.372100 = -981845.466733 nChanged 42 SP:Iteration 24Q (6134.500000 sec): 3 clusters Score: Raw -984801.477067 + Penalty 2942.372100 = -981859.104966 nChanged 41 SP:Iteration 25Q (6134.700000 sec): 3 clusters Score: Raw -984813.904269 + Penalty 2942.372100 = -981871.532169 nChanged 26 SP:Iteration 26Q (6134.880000 sec): 3 clusters Score: Raw -984821.485191 + Penalty 2942.372100 = -981879.113091 nChanged 20 SP:Iteration 27Q (6135.140000 sec): 3 clusters Score: Raw -984827.051312 + Penalty 2942.372100 = -981884.679212 nChanged 16 SP:Iteration 28Q (6135.330000 sec): 3 clusters Score: Raw -984832.036318 + Penalty 2942.372100 = -981889.664218 nChanged 17 SP:Iteration 29Q (6135.570000 sec): 3 clusters Score: Raw -984836.967915 + Penalty 2942.372100 = -981894.595815 nChanged 10 SP:Iteration 30Q (6135.740000 sec): 3 clusters Score: Raw -984838.955571 + Penalty 2942.372100 = -981896.583470 nChanged 7 SP:Iteration 31Q (6135.910000 sec): 3 clusters Score: Raw -984840.518410 + Penalty 2942.372100 = -981898.146309 nChanged 8 SP:Iteration 32Q (6136.100000 sec): 3 clusters Score: Raw -984841.964254 + Penalty 2942.372100 = -981899.592153 nChanged 5 SP:Iteration 33Q (6136.320000 sec): 3 clusters Score: Raw -984843.661892 + Penalty 2942.372100 = -981901.289791 nChanged 5 SP:Iteration 34Q (6136.520000 sec): 3 clusters Score: Raw -984845.432977 + Penalty 2942.372100 = -981903.060876 nChanged 7 SP:Iteration 35Q (6136.780000 sec): 3 clusters Score: Raw -984847.551162 + Penalty 2942.372100 = -981905.179061 nChanged 6 SP:Iteration 36Q (6136.970000 sec): 3 clusters Score: Raw -984850.875213 + Penalty 2942.372100 = -981908.503113 nChanged 7 SP:Iteration 37Q (6137.160000 sec): 3 clusters Score: Raw -984852.590384 + Penalty 2942.372100 = -981910.218284 nChanged 5 SP:Iteration 38Q (6137.360000 sec): 3 clusters Score: Raw -984854.639920 + Penalty 2942.372100 = -981912.267820 nChanged 7 SP:Iteration 39Q (6137.540000 sec): 3 clusters Score: Raw -984856.999685 + Penalty 2942.372100 = -981914.627585 nChanged 4 SP:Iteration 40F (6137.720000 sec): 3 clusters Score: Raw -984857.591477 + Penalty 2942.372100 = -981915.219376 nChanged 4 SP:Iteration 41Q (6137.930000 sec): 3 clusters Score: Raw -984858.377152 + Penalty 2942.372100 = -981916.005052 nChanged 2 SP:Iteration 42Q (6138.150000 sec): 3 clusters Score: Raw -984858.555169 + Penalty 2942.372100 = -981916.183069 nChanged 2 SP:Iteration 43Q (6138.350000 sec): 3 clusters Score: Raw -984858.934143 + Penalty 2942.372100 = -981916.562043 nChanged 1 SP:Iteration 44Q (6138.610000 sec): 3 clusters Score: Raw -984859.055867 + Penalty 2942.372100 = -981916.683767 nChanged 1 SP:Iteration 45Q (6138.840000 sec): 3 clusters Score: Raw -984859.116393 + Penalty 2942.372100 = -981916.744292 nChanged 0 SP:Iteration 46F (6139.020000 sec): 3 clusters Score: Raw -984859.116393 + Penalty 2942.372100 = -981916.744292 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (20419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6139.220000 sec): 2 clusters Score: Raw -2273221.101315 + Penalty 1612.685932 = -2271608.415383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6139.510000 sec): 3 clusters Score: Raw -2260848.987674 + Penalty 3225.371864 = -2257623.615810 nChanged 9289 SP:Iteration 1F (6139.780000 sec): 3 clusters Score: Raw -2265862.174152 + Penalty 3225.371864 = -2262636.802288 nChanged 949 SP:Iteration 2Q (6140.130000 sec): 3 clusters Score: Raw -2266163.388205 + Penalty 3225.371864 = -2262938.016342 nChanged 884 SP:Iteration 3Q (6140.430000 sec): 3 clusters Score: Raw -2266412.084869 + Penalty 3225.371864 = -2263186.713005 nChanged 703 SP:Iteration 4Q (6140.780000 sec): 3 clusters Score: Raw -2266614.712026 + Penalty 3225.371864 = -2263389.340163 nChanged 674 SP:Iteration 5Q (6141.070000 sec): 3 clusters Score: Raw -2266809.463517 + Penalty 3225.371864 = -2263584.091654 nChanged 702 SP:Iteration 6Q (6141.410000 sec): 3 clusters Score: Raw -2267066.344118 + Penalty 3225.371864 = -2263840.972254 nChanged 859 SP:Iteration 7Q (6141.740000 sec): 3 clusters Score: Raw -2267452.946150 + Penalty 3225.371864 = -2264227.574287 nChanged 1079 SP:Iteration 8F (6142.120000 sec): 3 clusters Score: Raw -2268051.195241 + Penalty 3225.371864 = -2264825.823378 nChanged 1202 SP:Iteration 9F (6142.430000 sec): 3 clusters Score: Raw -2268865.004014 + Penalty 3225.371864 = -2265639.632151 nChanged 1368 SP:Iteration 10F (6142.740000 sec): 3 clusters Score: Raw -2269963.132655 + Penalty 3225.371864 = -2266737.760792 nChanged 1336 SP:Iteration 11F (6143.020000 sec): 3 clusters Score: Raw -2271155.672663 + Penalty 3225.371864 = -2267930.300799 nChanged 1083 SP:Iteration 12F (6143.370000 sec): 3 clusters Score: Raw -2272149.786879 + Penalty 3225.371864 = -2268924.415016 nChanged 662 SP:Iteration 13Q (6143.740000 sec): 3 clusters Score: Raw -2272755.938782 + Penalty 3225.371864 = -2269530.566918 nChanged 331 SP:Iteration 14Q (6143.970000 sec): 3 clusters Score: Raw -2273065.947703 + Penalty 3225.371864 = -2269840.575839 nChanged 185 SP:Iteration 15Q (6144.250000 sec): 3 clusters Score: Raw -2273250.142256 + Penalty 3225.371864 = -2270024.770392 nChanged 100 SP:Iteration 16Q (6144.530000 sec): 3 clusters Score: Raw -2273363.272356 + Penalty 3225.371864 = -2270137.900492 nChanged 56 SP:Iteration 17Q (6144.850000 sec): 3 clusters Score: Raw -2273427.624086 + Penalty 3225.371864 = -2270202.252222 nChanged 45 SP:Iteration 18Q (6145.110000 sec): 3 clusters Score: Raw -2273475.492714 + Penalty 3225.371864 = -2270250.120851 nChanged 35 SP:Iteration 19Q (6145.330000 sec): 3 clusters Score: Raw -2273502.643260 + Penalty 3225.371864 = -2270277.271396 nChanged 34 SP:Iteration 20F (6145.580000 sec): 3 clusters Score: Raw -2273533.545497 + Penalty 3225.371864 = -2270308.173633 nChanged 25 SP:Iteration 21Q (6145.880000 sec): 3 clusters Score: Raw -2273556.274374 + Penalty 3225.371864 = -2270330.902510 nChanged 22 SP:Iteration 22Q (6146.150000 sec): 3 clusters Score: Raw -2273570.701241 + Penalty 3225.371864 = -2270345.329378 nChanged 17 SP:Iteration 23Q (6146.380000 sec): 3 clusters Score: Raw -2273581.804781 + Penalty 3225.371864 = -2270356.432917 nChanged 12 SP:Iteration 24Q (6146.680000 sec): 3 clusters Score: Raw -2273589.052100 + Penalty 3225.371864 = -2270363.680237 nChanged 11 SP:Iteration 25Q (6146.930000 sec): 3 clusters Score: Raw -2273595.094827 + Penalty 3225.371864 = -2270369.722963 nChanged 5 SP:Iteration 26Q (6147.230000 sec): 3 clusters Score: Raw -2273600.097425 + Penalty 3225.371864 = -2270374.725562 nChanged 4 SP:Iteration 27Q (6147.480000 sec): 3 clusters Score: Raw -2273602.961650 + Penalty 3225.371864 = -2270377.589786 nChanged 3 SP:Iteration 28Q (6147.800000 sec): 3 clusters Score: Raw -2273608.305205 + Penalty 3225.371864 = -2270382.933341 nChanged 4 SP:Iteration 29Q (6148.030000 sec): 3 clusters Score: Raw -2273612.438975 + Penalty 3225.371864 = -2270387.067111 nChanged 8 SP:Iteration 30Q (6148.270000 sec): 3 clusters Score: Raw -2273617.704524 + Penalty 3225.371864 = -2270392.332660 nChanged 6 SP:Iteration 31Q (6148.540000 sec): 3 clusters Score: Raw -2273623.896606 + Penalty 3225.371864 = -2270398.524743 nChanged 8 SP:Iteration 32Q (6148.810000 sec): 3 clusters Score: Raw -2273631.048653 + Penalty 3225.371864 = -2270405.676789 nChanged 7 SP:Iteration 33Q (6149.060000 sec): 3 clusters Score: Raw -2273634.861481 + Penalty 3225.371864 = -2270409.489617 nChanged 2 SP:Iteration 34Q (6149.310000 sec): 3 clusters Score: Raw -2273636.067939 + Penalty 3225.371864 = -2270410.696076 nChanged 4 SP:Iteration 35Q (6149.580000 sec): 3 clusters Score: Raw -2273637.655953 + Penalty 3225.371864 = -2270412.284089 nChanged 2 SP:Iteration 36Q (6149.830000 sec): 3 clusters Score: Raw -2273639.052398 + Penalty 3225.371864 = -2270413.680534 nChanged 1 SP:Iteration 37Q (6150.090000 sec): 3 clusters Score: Raw -2273640.187115 + Penalty 3225.371864 = -2270414.815251 nChanged 1 SP:Iteration 38Q (6150.330000 sec): 3 clusters Score: Raw -2273640.764111 + Penalty 3225.371864 = -2270415.392247 nChanged 0 SP:Iteration 39F (6150.660000 sec): 3 clusters Score: Raw -2273640.764111 + Penalty 3225.371864 = -2270415.392247 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6150.770000 sec): 2 clusters Score: Raw -211876.062129 + Penalty 1221.243493 = -210654.818636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6150.960000 sec): 3 clusters Score: Raw -211111.969515 + Penalty 2442.486986 = -208669.482529 nChanged 622 SP:Iteration 1F (6151.180000 sec): 3 clusters Score: Raw -211496.336458 + Penalty 2442.486986 = -209053.849472 nChanged 137 SP:Iteration 2F (6151.390000 sec): 3 clusters Score: Raw -211599.063982 + Penalty 2442.486986 = -209156.576996 nChanged 93 SP:Iteration 3F (6151.570000 sec): 3 clusters Score: Raw -211662.675118 + Penalty 2442.486986 = -209220.188133 nChanged 59 SP:Iteration 4Q (6151.780000 sec): 3 clusters Score: Raw -211700.508672 + Penalty 2442.486986 = -209258.021686 nChanged 49 SP:Iteration 5Q (6151.970000 sec): 3 clusters Score: Raw -211730.650197 + Penalty 2442.486986 = -209288.163212 nChanged 33 SP:Iteration 6Q (6152.140000 sec): 3 clusters Score: Raw -211747.555126 + Penalty 2442.486986 = -209305.068140 nChanged 21 SP:Iteration 7Q (6152.370000 sec): 3 clusters Score: Raw -211758.738823 + Penalty 2442.486986 = -209316.251838 nChanged 19 SP:Iteration 8Q (6152.560000 sec): 3 clusters Score: Raw -211768.149711 + Penalty 2442.486986 = -209325.662725 nChanged 8 SP:Iteration 9Q (6152.780000 sec): 3 clusters Score: Raw -211773.640805 + Penalty 2442.486986 = -209331.153819 nChanged 4 SP:Iteration 10Q (6152.960000 sec): 3 clusters Score: Raw -211775.732837 + Penalty 2442.486986 = -209333.245851 nChanged 8 SP:Iteration 11Q (6153.150000 sec): 3 clusters Score: Raw -211779.078930 + Penalty 2442.486986 = -209336.591945 nChanged 5 SP:Iteration 12Q (6153.340000 sec): 3 clusters Score: Raw -211780.763397 + Penalty 2442.486986 = -209338.276412 nChanged 4 SP:Iteration 13Q (6153.510000 sec): 3 clusters Score: Raw -211782.915597 + Penalty 2442.486986 = -209340.428611 nChanged 2 SP:Iteration 14Q (6153.710000 sec): 3 clusters Score: Raw -211784.568026 + Penalty 2442.486986 = -209342.081040 nChanged 4 SP:Iteration 15Q (6153.930000 sec): 3 clusters Score: Raw -211786.213710 + Penalty 2442.486986 = -209343.726725 nChanged 3 SP:Iteration 16Q (6154.080000 sec): 3 clusters Score: Raw -211787.345437 + Penalty 2442.486986 = -209344.858451 nChanged 2 SP:Iteration 17Q (6154.250000 sec): 3 clusters Score: Raw -211788.678438 + Penalty 2442.486986 = -209346.191452 nChanged 5 SP:Iteration 18Q (6154.480000 sec): 3 clusters Score: Raw -211791.373258 + Penalty 2442.486986 = -209348.886273 nChanged 4 SP:Iteration 19Q (6154.630000 sec): 3 clusters Score: Raw -211793.436413 + Penalty 2442.486986 = -209350.949428 nChanged 5 SP:Iteration 20F (6154.850000 sec): 3 clusters Score: Raw -211795.100035 + Penalty 2442.486986 = -209352.613049 nChanged 6 SP:Iteration 21Q (6154.970000 sec): 3 clusters Score: Raw -211797.732757 + Penalty 2442.486986 = -209355.245771 nChanged 8 SP:Iteration 22Q (6155.160000 sec): 3 clusters Score: Raw -211802.207952 + Penalty 2442.486986 = -209359.720967 nChanged 12 SP:Iteration 23Q (6155.320000 sec): 3 clusters Score: Raw -211806.904625 + Penalty 2442.486986 = -209364.417640 nChanged 8 SP:Iteration 24Q (6155.520000 sec): 3 clusters Score: Raw -211809.501555 + Penalty 2442.486986 = -209367.014569 nChanged 5 SP:Iteration 25Q (6155.700000 sec): 3 clusters Score: Raw -211811.480851 + Penalty 2442.486986 = -209368.993865 nChanged 4 SP:Iteration 26Q (6155.900000 sec): 3 clusters Score: Raw -211812.803357 + Penalty 2442.486986 = -209370.316371 nChanged 4 SP:Iteration 27Q (6156.100000 sec): 3 clusters Score: Raw -211814.922908 + Penalty 2442.486986 = -209372.435922 nChanged 8 SP:Iteration 28Q (6156.270000 sec): 3 clusters Score: Raw -211818.212031 + Penalty 2442.486986 = -209375.725045 nChanged 11 SP:Iteration 29Q (6156.520000 sec): 3 clusters Score: Raw -211823.252085 + Penalty 2442.486986 = -209380.765099 nChanged 8 SP:Iteration 30Q (6156.690000 sec): 3 clusters Score: Raw -211825.892672 + Penalty 2442.486986 = -209383.405686 nChanged 8 SP:Iteration 31Q (6156.930000 sec): 3 clusters Score: Raw -211832.171219 + Penalty 2442.486986 = -209389.684233 nChanged 12 SP:Iteration 32Q (6157.080000 sec): 3 clusters Score: Raw -211839.453854 + Penalty 2442.486986 = -209396.966868 nChanged 13 SP:Iteration 33Q (6157.310000 sec): 3 clusters Score: Raw -211846.598722 + Penalty 2442.486986 = -209404.111736 nChanged 12 SP:Iteration 34Q (6157.500000 sec): 3 clusters Score: Raw -211853.811045 + Penalty 2442.486986 = -209411.324059 nChanged 15 SP:Iteration 35Q (6157.640000 sec): 3 clusters Score: Raw -211861.499570 + Penalty 2442.486986 = -209419.012584 nChanged 9 SP:Iteration 36Q (6157.810000 sec): 3 clusters Score: Raw -211865.918860 + Penalty 2442.486986 = -209423.431875 nChanged 10 SP:Iteration 37Q (6157.990000 sec): 3 clusters Score: Raw -211871.908169 + Penalty 2442.486986 = -209429.421183 nChanged 10 SP:Iteration 38Q (6158.170000 sec): 3 clusters Score: Raw -211877.168063 + Penalty 2442.486986 = -209434.681078 nChanged 6 SP:Iteration 39Q (6158.340000 sec): 3 clusters Score: Raw -211879.938771 + Penalty 2442.486986 = -209437.451785 nChanged 5 SP:Iteration 40F (6158.500000 sec): 3 clusters Score: Raw -211882.662114 + Penalty 2442.486986 = -209440.175128 nChanged 5 SP:Iteration 41Q (6158.670000 sec): 3 clusters Score: Raw -211885.450533 + Penalty 2442.486986 = -209442.963547 nChanged 6 SP:Iteration 42Q (6158.920000 sec): 3 clusters Score: Raw -211887.793722 + Penalty 2442.486986 = -209445.306736 nChanged 4 SP:Iteration 43Q (6159.140000 sec): 3 clusters Score: Raw -211890.153671 + Penalty 2442.486986 = -209447.666685 nChanged 2 SP:Iteration 44Q (6159.340000 sec): 3 clusters Score: Raw -211890.581252 + Penalty 2442.486986 = -209448.094266 nChanged 0 SP:Iteration 45F (6159.550000 sec): 3 clusters Score: Raw -211890.581252 + Penalty 2442.486986 = -209448.094266 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6159.630000 sec): 2 clusters Score: Raw -315260.133888 + Penalty 1287.602929 = -313972.530959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6159.830000 sec): 3 clusters Score: Raw -314027.514678 + Penalty 2575.205859 = -311452.308819 nChanged 998 SP:Iteration 1F (6160.080000 sec): 3 clusters Score: Raw -314694.501544 + Penalty 2575.205859 = -312119.295685 nChanged 215 SP:Iteration 2F (6160.270000 sec): 3 clusters Score: Raw -314864.802754 + Penalty 2575.205859 = -312289.596895 nChanged 149 SP:Iteration 3F (6160.440000 sec): 3 clusters Score: Raw -314963.264895 + Penalty 2575.205859 = -312388.059036 nChanged 109 SP:Iteration 4Q (6160.610000 sec): 3 clusters Score: Raw -315034.794768 + Penalty 2575.205859 = -312459.588909 nChanged 94 SP:Iteration 5Q (6160.800000 sec): 3 clusters Score: Raw -315093.833787 + Penalty 2575.205859 = -312518.627928 nChanged 68 SP:Iteration 6Q (6160.960000 sec): 3 clusters Score: Raw -315122.206974 + Penalty 2575.205859 = -312547.001116 nChanged 33 SP:Iteration 7Q (6161.180000 sec): 3 clusters Score: Raw -315135.504243 + Penalty 2575.205859 = -312560.298385 nChanged 34 SP:Iteration 8Q (6161.340000 sec): 3 clusters Score: Raw -315150.083556 + Penalty 2575.205859 = -312574.877697 nChanged 28 SP:Iteration 9Q (6161.540000 sec): 3 clusters Score: Raw -315162.284005 + Penalty 2575.205859 = -312587.078147 nChanged 23 SP:Iteration 10Q (6161.710000 sec): 3 clusters Score: Raw -315174.058907 + Penalty 2575.205859 = -312598.853048 nChanged 27 SP:Iteration 11Q (6161.940000 sec): 3 clusters Score: Raw -315185.118507 + Penalty 2575.205859 = -312609.912649 nChanged 22 SP:Iteration 12Q (6162.120000 sec): 3 clusters Score: Raw -315195.058990 + Penalty 2575.205859 = -312619.853132 nChanged 26 SP:Iteration 13Q (6162.320000 sec): 3 clusters Score: Raw -315206.833793 + Penalty 2575.205859 = -312631.627935 nChanged 16 SP:Iteration 14Q (6162.550000 sec): 3 clusters Score: Raw -315212.741002 + Penalty 2575.205859 = -312637.535143 nChanged 15 SP:Iteration 15Q (6162.790000 sec): 3 clusters Score: Raw -315219.464163 + Penalty 2575.205859 = -312644.258304 nChanged 15 SP:Iteration 16Q (6162.970000 sec): 3 clusters Score: Raw -315225.480999 + Penalty 2575.205859 = -312650.275141 nChanged 15 SP:Iteration 17Q (6163.130000 sec): 3 clusters Score: Raw -315230.520519 + Penalty 2575.205859 = -312655.314660 nChanged 12 SP:Iteration 18Q (6163.340000 sec): 3 clusters Score: Raw -315235.488545 + Penalty 2575.205859 = -312660.282687 nChanged 15 SP:Iteration 19Q (6163.550000 sec): 3 clusters Score: Raw -315242.301441 + Penalty 2575.205859 = -312667.095582 nChanged 12 SP:Iteration 20F (6163.730000 sec): 3 clusters Score: Raw -315247.206451 + Penalty 2575.205859 = -312672.000593 nChanged 13 SP:Iteration 21Q (6163.970000 sec): 3 clusters Score: Raw -315252.471651 + Penalty 2575.205859 = -312677.265793 nChanged 6 SP:Iteration 22Q (6164.180000 sec): 3 clusters Score: Raw -315254.121320 + Penalty 2575.205859 = -312678.915462 nChanged 6 SP:Iteration 23Q (6164.400000 sec): 3 clusters Score: Raw -315255.476343 + Penalty 2575.205859 = -312680.270484 nChanged 4 SP:Iteration 24Q (6164.560000 sec): 3 clusters Score: Raw -315256.517101 + Penalty 2575.205859 = -312681.311243 nChanged 1 SP:Iteration 25Q (6164.700000 sec): 3 clusters Score: Raw -315256.886465 + Penalty 2575.205859 = -312681.680606 nChanged 6 SP:Iteration 26Q (6164.930000 sec): 3 clusters Score: Raw -315258.948173 + Penalty 2575.205859 = -312683.742314 nChanged 5 SP:Iteration 27Q (6165.100000 sec): 3 clusters Score: Raw -315260.333384 + Penalty 2575.205859 = -312685.127526 nChanged 4 SP:Iteration 28Q (6165.300000 sec): 3 clusters Score: Raw -315261.395997 + Penalty 2575.205859 = -312686.190138 nChanged 6 SP:Iteration 29Q (6165.530000 sec): 3 clusters Score: Raw -315263.716347 + Penalty 2575.205859 = -312688.510489 nChanged 6 SP:Iteration 30Q (6165.690000 sec): 3 clusters Score: Raw -315266.218022 + Penalty 2575.205859 = -312691.012164 nChanged 5 SP:Iteration 31Q (6165.900000 sec): 3 clusters Score: Raw -315267.345106 + Penalty 2575.205859 = -312692.139248 nChanged 1 SP:Iteration 32Q (6166.110000 sec): 3 clusters Score: Raw -315267.732765 + Penalty 2575.205859 = -312692.526906 nChanged 1 SP:Iteration 33Q (6166.330000 sec): 3 clusters Score: Raw -315268.140524 + Penalty 2575.205859 = -312692.934665 nChanged 1 SP:Iteration 34Q (6166.520000 sec): 3 clusters Score: Raw -315268.379558 + Penalty 2575.205859 = -312693.173700 nChanged 1 SP:Iteration 35Q (6166.660000 sec): 3 clusters Score: Raw -315268.614146 + Penalty 2575.205859 = -312693.408288 nChanged 1 SP:Iteration 36Q (6166.900000 sec): 3 clusters Score: Raw -315268.938823 + Penalty 2575.205859 = -312693.732964 nChanged 1 SP:Iteration 37Q (6167.070000 sec): 3 clusters Score: Raw -315269.189222 + Penalty 2575.205859 = -312693.983363 nChanged 1 SP:Iteration 38Q (6167.280000 sec): 3 clusters Score: Raw -315269.455079 + Penalty 2575.205859 = -312694.249221 nChanged 1 SP:Iteration 39Q (6167.460000 sec): 3 clusters Score: Raw -315269.609631 + Penalty 2575.205859 = -312694.403773 nChanged 0 SP:Iteration 40F (6167.640000 sec): 3 clusters Score: Raw -315269.609631 + Penalty 2575.205859 = -312694.403773 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6167.740000 sec): 2 clusters Score: Raw -1097024.756696 + Penalty 1490.232828 = -1095534.523868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6167.970000 sec): 3 clusters Score: Raw -1091672.054403 + Penalty 2980.465655 = -1088691.588747 nChanged 4141 SP:Iteration 1F (6168.210000 sec): 3 clusters Score: Raw -1093924.810464 + Penalty 2980.465655 = -1090944.344809 nChanged 592 SP:Iteration 2F (6168.400000 sec): 3 clusters Score: Raw -1094200.497773 + Penalty 2980.465655 = -1091220.032118 nChanged 490 SP:Iteration 3F (6168.660000 sec): 3 clusters Score: Raw -1094416.572148 + Penalty 2980.465655 = -1091436.106493 nChanged 438 SP:Iteration 4Q (6168.860000 sec): 3 clusters Score: Raw -1094601.915270 + Penalty 2980.465655 = -1091621.449615 nChanged 363 SP:Iteration 5Q (6169.140000 sec): 3 clusters Score: Raw -1094739.118973 + Penalty 2980.465655 = -1091758.653317 nChanged 337 SP:Iteration 6Q (6169.380000 sec): 3 clusters Score: Raw -1094889.849312 + Penalty 2980.465655 = -1091909.383656 nChanged 360 SP:Iteration 7Q (6169.580000 sec): 3 clusters Score: Raw -1095081.028978 + Penalty 2980.465655 = -1092100.563323 nChanged 401 SP:Iteration 8Q (6169.780000 sec): 3 clusters Score: Raw -1095310.234901 + Penalty 2980.465655 = -1092329.769246 nChanged 424 SP:Iteration 9Q (6170.020000 sec): 3 clusters Score: Raw -1095570.161228 + Penalty 2980.465655 = -1092589.695573 nChanged 450 SP:Iteration 10Q (6170.230000 sec): 3 clusters Score: Raw -1095886.171312 + Penalty 2980.465655 = -1092905.705656 nChanged 473 SP:Iteration 11Q (6170.460000 sec): 3 clusters Score: Raw -1096234.399262 + Penalty 2980.465655 = -1093253.933607 nChanged 431 SP:Iteration 12Q (6170.710000 sec): 3 clusters Score: Raw -1096583.536919 + Penalty 2980.465655 = -1093603.071263 nChanged 357 SP:Iteration 13Q (6170.950000 sec): 3 clusters Score: Raw -1096895.152083 + Penalty 2980.465655 = -1093914.686428 nChanged 272 SP:Iteration 14Q (6171.180000 sec): 3 clusters Score: Raw -1097119.835674 + Penalty 2980.465655 = -1094139.370018 nChanged 198 SP:Iteration 15Q (6171.400000 sec): 3 clusters Score: Raw -1097290.616300 + Penalty 2980.465655 = -1094310.150645 nChanged 134 SP:Iteration 16Q (6171.590000 sec): 3 clusters Score: Raw -1097414.590026 + Penalty 2980.465655 = -1094434.124371 nChanged 110 SP:Iteration 17Q (6171.820000 sec): 3 clusters Score: Raw -1097510.938529 + Penalty 2980.465655 = -1094530.472874 nChanged 88 SP:Iteration 18Q (6172.050000 sec): 3 clusters Score: Raw -1097592.658210 + Penalty 2980.465655 = -1094612.192555 nChanged 60 SP:Iteration 19Q (6172.330000 sec): 3 clusters Score: Raw -1097651.612400 + Penalty 2980.465655 = -1094671.146744 nChanged 40 SP:Iteration 20F (6172.610000 sec): 3 clusters Score: Raw -1097694.089133 + Penalty 2980.465655 = -1094713.623478 nChanged 27 SP:Iteration 21Q (6172.830000 sec): 3 clusters Score: Raw -1097728.411269 + Penalty 2980.465655 = -1094747.945614 nChanged 19 SP:Iteration 22Q (6173.060000 sec): 3 clusters Score: Raw -1097756.367879 + Penalty 2980.465655 = -1094775.902223 nChanged 14 SP:Iteration 23Q (6173.320000 sec): 3 clusters Score: Raw -1097772.134272 + Penalty 2980.465655 = -1094791.668617 nChanged 17 SP:Iteration 24Q (6173.540000 sec): 3 clusters Score: Raw -1097796.531406 + Penalty 2980.465655 = -1094816.065751 nChanged 10 SP:Iteration 25Q (6173.750000 sec): 3 clusters Score: Raw -1097811.646978 + Penalty 2980.465655 = -1094831.181323 nChanged 9 SP:Iteration 26Q (6173.960000 sec): 3 clusters Score: Raw -1097822.653179 + Penalty 2980.465655 = -1094842.187524 nChanged 5 SP:Iteration 27Q (6174.200000 sec): 3 clusters Score: Raw -1097826.859873 + Penalty 2980.465655 = -1094846.394218 nChanged 0 SP:Iteration 28F (6174.420000 sec): 3 clusters Score: Raw -1097826.859873 + Penalty 2980.465655 = -1094846.394218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (12278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6174.560000 sec): 2 clusters Score: Raw -1443749.258679 + Penalty 1530.029202 = -1442219.229477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.840000 sec): 3 clusters Score: Raw -1436576.139150 + Penalty 3060.058405 = -1433516.080746 nChanged 5508 SP:Iteration 1F (6175.090000 sec): 3 clusters Score: Raw -1439590.290765 + Penalty 3060.058405 = -1436530.232361 nChanged 628 SP:Iteration 2F (6175.340000 sec): 3 clusters Score: Raw -1439812.832153 + Penalty 3060.058405 = -1436752.773748 nChanged 507 SP:Iteration 3Q (6175.690000 sec): 3 clusters Score: Raw -1439981.080355 + Penalty 3060.058405 = -1436921.021950 nChanged 439 SP:Iteration 4Q (6175.960000 sec): 3 clusters Score: Raw -1440112.948738 + Penalty 3060.058405 = -1437052.890333 nChanged 378 SP:Iteration 5Q (6176.210000 sec): 3 clusters Score: Raw -1440206.928464 + Penalty 3060.058405 = -1437146.870059 nChanged 301 SP:Iteration 6Q (6176.510000 sec): 3 clusters Score: Raw -1440287.842554 + Penalty 3060.058405 = -1437227.784149 nChanged 280 SP:Iteration 7Q (6176.740000 sec): 3 clusters Score: Raw -1440373.237023 + Penalty 3060.058405 = -1437313.178618 nChanged 289 SP:Iteration 8Q (6177.000000 sec): 3 clusters Score: Raw -1440472.546100 + Penalty 3060.058405 = -1437412.487696 nChanged 341 SP:Iteration 9Q (6177.250000 sec): 3 clusters Score: Raw -1440617.085858 + Penalty 3060.058405 = -1437557.027454 nChanged 412 SP:Iteration 10Q (6177.550000 sec): 3 clusters Score: Raw -1440805.057907 + Penalty 3060.058405 = -1437744.999502 nChanged 430 SP:Iteration 11Q (6177.780000 sec): 3 clusters Score: Raw -1441031.951437 + Penalty 3060.058405 = -1437971.893032 nChanged 503 SP:Iteration 12Q (6178.000000 sec): 3 clusters Score: Raw -1441288.686310 + Penalty 3060.058405 = -1438228.627905 nChanged 500 SP:Iteration 13Q (6178.270000 sec): 3 clusters Score: Raw -1441560.122301 + Penalty 3060.058405 = -1438500.063897 nChanged 484 SP:Iteration 14Q (6178.520000 sec): 3 clusters Score: Raw -1441823.011622 + Penalty 3060.058405 = -1438762.953217 nChanged 480 SP:Iteration 15Q (6178.720000 sec): 3 clusters Score: Raw -1442097.867784 + Penalty 3060.058405 = -1439037.809380 nChanged 437 SP:Iteration 16Q (6178.920000 sec): 3 clusters Score: Raw -1442339.161501 + Penalty 3060.058405 = -1439279.103097 nChanged 382 SP:Iteration 17Q (6179.160000 sec): 3 clusters Score: Raw -1442513.458568 + Penalty 3060.058405 = -1439453.400163 nChanged 296 SP:Iteration 18Q (6179.390000 sec): 3 clusters Score: Raw -1442645.018701 + Penalty 3060.058405 = -1439584.960297 nChanged 271 SP:Iteration 19Q (6179.620000 sec): 3 clusters Score: Raw -1442765.150656 + Penalty 3060.058405 = -1439705.092252 nChanged 266 SP:Iteration 20F (6179.880000 sec): 3 clusters Score: Raw -1442900.062433 + Penalty 3060.058405 = -1439840.004028 nChanged 284 SP:Iteration 21Q (6180.160000 sec): 3 clusters Score: Raw -1443033.827578 + Penalty 3060.058405 = -1439973.769174 nChanged 272 SP:Iteration 22Q (6180.370000 sec): 3 clusters Score: Raw -1443152.956646 + Penalty 3060.058405 = -1440092.898242 nChanged 231 SP:Iteration 23Q (6180.640000 sec): 3 clusters Score: Raw -1443250.287030 + Penalty 3060.058405 = -1440190.228626 nChanged 200 SP:Iteration 24Q (6180.890000 sec): 3 clusters Score: Raw -1443326.098908 + Penalty 3060.058405 = -1440266.040504 nChanged 184 SP:Iteration 25Q (6181.200000 sec): 3 clusters Score: Raw -1443391.913945 + Penalty 3060.058405 = -1440331.855541 nChanged 160 SP:Iteration 26Q (6181.420000 sec): 3 clusters Score: Raw -1443445.811466 + Penalty 3060.058405 = -1440385.753061 nChanged 144 SP:Iteration 27Q (6181.700000 sec): 3 clusters Score: Raw -1443494.158254 + Penalty 3060.058405 = -1440434.099849 nChanged 125 SP:Iteration 28Q (6181.970000 sec): 3 clusters Score: Raw -1443530.205159 + Penalty 3060.058405 = -1440470.146755 nChanged 115 SP:Iteration 29Q (6182.190000 sec): 3 clusters Score: Raw -1443562.875068 + Penalty 3060.058405 = -1440502.816664 nChanged 103 SP:Iteration 30Q (6182.420000 sec): 3 clusters Score: Raw -1443588.018385 + Penalty 3060.058405 = -1440527.959981 nChanged 85 SP:Iteration 31Q (6182.660000 sec): 3 clusters Score: Raw -1443609.840910 + Penalty 3060.058405 = -1440549.782506 nChanged 78 SP:Iteration 32Q (6182.920000 sec): 3 clusters Score: Raw -1443629.574570 + Penalty 3060.058405 = -1440569.516165 nChanged 95 SP:Iteration 33Q (6183.190000 sec): 3 clusters Score: Raw -1443655.157667 + Penalty 3060.058405 = -1440595.099262 nChanged 71 SP:Iteration 34Q (6183.460000 sec): 3 clusters Score: Raw -1443674.984237 + Penalty 3060.058405 = -1440614.925832 nChanged 85 SP:Iteration 35Q (6183.730000 sec): 3 clusters Score: Raw -1443700.470627 + Penalty 3060.058405 = -1440640.412222 nChanged 83 SP:Iteration 36Q (6184.040000 sec): 3 clusters Score: Raw -1443721.665999 + Penalty 3060.058405 = -1440661.607594 nChanged 75 SP:Iteration 37Q (6184.300000 sec): 3 clusters Score: Raw -1443738.443428 + Penalty 3060.058405 = -1440678.385023 nChanged 52 SP:Iteration 38Q (6184.540000 sec): 3 clusters Score: Raw -1443750.510456 + Penalty 3060.058405 = -1440690.452052 nChanged 68 SP:Iteration 39Q (6184.850000 sec): 3 clusters Score: Raw -1443768.129781 + Penalty 3060.058405 = -1440708.071376 nChanged 56 SP:Iteration 40F (6185.090000 sec): 3 clusters Score: Raw -1443783.501986 + Penalty 3060.058405 = -1440723.443582 nChanged 59 SP:Iteration 41Q (6185.370000 sec): 3 clusters Score: Raw -1443796.873605 + Penalty 3060.058405 = -1440736.815200 nChanged 60 SP:Iteration 42Q (6185.620000 sec): 3 clusters Score: Raw -1443812.723017 + Penalty 3060.058405 = -1440752.664613 nChanged 63 SP:Iteration 43Q (6185.870000 sec): 3 clusters Score: Raw -1443829.473148 + Penalty 3060.058405 = -1440769.414744 nChanged 59 SP:Iteration 44Q (6186.110000 sec): 3 clusters Score: Raw -1443845.176428 + Penalty 3060.058405 = -1440785.118024 nChanged 54 SP:Iteration 45Q (6186.340000 sec): 3 clusters Score: Raw -1443859.386192 + Penalty 3060.058405 = -1440799.327787 nChanged 58 SP:Iteration 46Q (6186.600000 sec): 3 clusters Score: Raw -1443874.638652 + Penalty 3060.058405 = -1440814.580248 nChanged 46 SP:Iteration 47Q (6186.890000 sec): 3 clusters Score: Raw -1443885.298717 + Penalty 3060.058405 = -1440825.240313 nChanged 41 SP:Iteration 48Q (6187.150000 sec): 3 clusters Score: Raw -1443894.167114 + Penalty 3060.058405 = -1440834.108709 nChanged 37 SP:Iteration 49Q (6187.360000 sec): 3 clusters Score: Raw -1443901.935552 + Penalty 3060.058405 = -1440841.877147 nChanged 25 SP:Iteration 50Q (6187.580000 sec): 3 clusters Score: Raw -1443907.832446 + Penalty 3060.058405 = -1440847.774042 nChanged 26 SP:Iteration 51Q (6187.820000 sec): 3 clusters Score: Raw -1443913.724255 + Penalty 3060.058405 = -1440853.665850 nChanged 19 SP:Iteration 52Q (6188.120000 sec): 3 clusters Score: Raw -1443917.648845 + Penalty 3060.058405 = -1440857.590440 nChanged 21 SP:Iteration 53Q (6188.320000 sec): 3 clusters Score: Raw -1443922.434287 + Penalty 3060.058405 = -1440862.375882 nChanged 20 SP:Iteration 54Q (6188.610000 sec): 3 clusters Score: Raw -1443926.337145 + Penalty 3060.058405 = -1440866.278741 nChanged 11 SP:Iteration 55Q (6188.880000 sec): 3 clusters Score: Raw -1443928.941630 + Penalty 3060.058405 = -1440868.883225 nChanged 16 SP:Iteration 56Q (6189.100000 sec): 3 clusters Score: Raw -1443932.550805 + Penalty 3060.058405 = -1440872.492401 nChanged 17 SP:Iteration 57Q (6189.350000 sec): 3 clusters Score: Raw -1443935.396392 + Penalty 3060.058405 = -1440875.337987 nChanged 14 SP:Iteration 58Q (6189.620000 sec): 3 clusters Score: Raw -1443938.025914 + Penalty 3060.058405 = -1440877.967509 nChanged 14 SP:Iteration 59Q (6189.820000 sec): 3 clusters Score: Raw -1443941.817321 + Penalty 3060.058405 = -1440881.758916 nChanged 20 SP:Iteration 60F (6190.000000 sec): 3 clusters Score: Raw -1443947.865410 + Penalty 3060.058405 = -1440887.807006 nChanged 21 SP:Iteration 61Q (6190.270000 sec): 3 clusters Score: Raw -1443952.355971 + Penalty 3060.058405 = -1440892.297566 nChanged 18 SP:Iteration 62Q (6190.520000 sec): 3 clusters Score: Raw -1443956.342812 + Penalty 3060.058405 = -1440896.284408 nChanged 19 SP:Iteration 63Q (6190.750000 sec): 3 clusters Score: Raw -1443961.329341 + Penalty 3060.058405 = -1440901.270936 nChanged 21 SP:Iteration 64Q (6190.980000 sec): 3 clusters Score: Raw -1443966.644642 + Penalty 3060.058405 = -1440906.586238 nChanged 20 SP:Iteration 65Q (6191.290000 sec): 3 clusters Score: Raw -1443972.154195 + Penalty 3060.058405 = -1440912.095790 nChanged 21 SP:Iteration 66Q (6191.560000 sec): 3 clusters Score: Raw -1443977.701291 + Penalty 3060.058405 = -1440917.642886 nChanged 19 SP:Iteration 67Q (6191.840000 sec): 3 clusters Score: Raw -1443982.010608 + Penalty 3060.058405 = -1440921.952203 nChanged 18 SP:Iteration 68Q (6192.060000 sec): 3 clusters Score: Raw -1443985.659077 + Penalty 3060.058405 = -1440925.600673 nChanged 10 SP:Iteration 69Q (6192.310000 sec): 3 clusters Score: Raw -1443987.526349 + Penalty 3060.058405 = -1440927.467945 nChanged 8 SP:Iteration 70Q (6192.520000 sec): 3 clusters Score: Raw -1443988.436144 + Penalty 3060.058405 = -1440928.377739 nChanged 4 SP:Iteration 71Q (6192.740000 sec): 3 clusters Score: Raw -1443988.951486 + Penalty 3060.058405 = -1440928.893081 nChanged 5 SP:Iteration 72Q (6192.970000 sec): 3 clusters Score: Raw -1443989.458725 + Penalty 3060.058405 = -1440929.400320 nChanged 3 SP:Iteration 73Q (6193.200000 sec): 3 clusters Score: Raw -1443989.912470 + Penalty 3060.058405 = -1440929.854065 nChanged 4 SP:Iteration 74Q (6193.380000 sec): 3 clusters Score: Raw -1443990.322836 + Penalty 3060.058405 = -1440930.264431 nChanged 0 SP:Iteration 75F (6193.530000 sec): 3 clusters Score: Raw -1443990.322836 + Penalty 3060.058405 = -1440930.264431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6193.620000 sec): 2 clusters Score: Raw -69011.538060 + Penalty 1048.969767 = -67962.568294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.850000 sec): 3 clusters Score: Raw -68860.665514 + Penalty 2097.939533 = -66762.725981 nChanged 155 SP:Iteration 1F (6194.000000 sec): 3 clusters Score: Raw -69043.847092 + Penalty 2097.939533 = -66945.907559 nChanged 36 SP:Iteration 2F (6194.160000 sec): 3 clusters Score: Raw -69103.105853 + Penalty 2097.939533 = -67005.166320 nChanged 25 SP:Iteration 3Q (6194.290000 sec): 3 clusters Score: Raw -69149.958698 + Penalty 2097.939533 = -67052.019165 nChanged 22 SP:Iteration 4Q (6194.420000 sec): 3 clusters Score: Raw -69224.609010 + Penalty 2097.939533 = -67126.669476 nChanged 26 SP:Iteration 5Q (6194.550000 sec): 3 clusters Score: Raw -69374.102077 + Penalty 2097.939533 = -67276.162544 nChanged 27 SP:Iteration 6Q (6194.670000 sec): 3 clusters Score: Raw -69534.581961 + Penalty 2097.939533 = -67436.642428 nChanged 37 SP:Iteration 7F (6194.800000 sec): 3 clusters Score: Raw -69595.175010 + Penalty 2097.939533 = -67497.235477 nChanged 16 SP:Iteration 8Q (6194.970000 sec): 3 clusters Score: Raw -69627.212367 + Penalty 2097.939533 = -67529.272834 nChanged 8 SP:Iteration 9Q (6195.110000 sec): 3 clusters Score: Raw -69637.648270 + Penalty 2097.939533 = -67539.708737 nChanged 8 SP:Iteration 10Q (6195.290000 sec): 3 clusters Score: Raw -69656.973776 + Penalty 2097.939533 = -67559.034243 nChanged 11 SP:Iteration 11Q (6195.420000 sec): 3 clusters Score: Raw -69678.607020 + Penalty 2097.939533 = -67580.667487 nChanged 9 SP:Iteration 12Q (6195.550000 sec): 3 clusters Score: Raw -69696.089824 + Penalty 2097.939533 = -67598.150291 nChanged 12 SP:Iteration 13Q (6195.670000 sec): 3 clusters Score: Raw -69718.177812 + Penalty 2097.939533 = -67620.238279 nChanged 13 SP:Iteration 14Q (6195.800000 sec): 3 clusters Score: Raw -69763.137346 + Penalty 2097.939533 = -67665.197813 nChanged 8 SP:Iteration 15Q (6195.910000 sec): 3 clusters Score: Raw -69792.987854 + Penalty 2097.939533 = -67695.048321 nChanged 7 SP:Iteration 16Q (6196.090000 sec): 3 clusters Score: Raw -69820.270627 + Penalty 2097.939533 = -67722.331094 nChanged 4 SP:Iteration 17Q (6196.230000 sec): 3 clusters Score: Raw -69831.915227 + Penalty 2097.939533 = -67733.975694 nChanged 3 SP:Iteration 18Q (6196.350000 sec): 3 clusters Score: Raw -69843.042040 + Penalty 2097.939533 = -67745.102507 nChanged 1 SP:Iteration 19Q (6196.490000 sec): 3 clusters Score: Raw -69846.093559 + Penalty 2097.939533 = -67748.154025 nChanged 0 SP:Iteration 20F (6196.660000 sec): 3 clusters Score: Raw -69846.093559 + Penalty 2097.939533 = -67748.154025 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.730000 sec): 2 clusters Score: Raw -22486.592194 + Penalty 902.355933 = -21584.236262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6196.900000 sec): 3 clusters Score: Raw -22684.397680 + Penalty 1804.711865 = -20879.685815 nChanged 61 SP:Iteration 1F (6196.990000 sec): 3 clusters Score: Raw -22902.575361 + Penalty 1804.711865 = -21097.863496 nChanged 15 SP:Iteration 2F (6197.130000 sec): 3 clusters Score: Raw -22986.501393 + Penalty 1804.711865 = -21181.789528 nChanged 9 SP:Iteration 3Q (6197.250000 sec): 3 clusters Score: Raw -23023.699229 + Penalty 1804.711865 = -21218.987363 nChanged 11 SP:Iteration 4Q (6197.390000 sec): 3 clusters Score: Raw -23049.977030 + Penalty 1804.711865 = -21245.265165 nChanged 5 SP:Iteration 5Q (6197.550000 sec): 3 clusters Score: Raw -23071.898023 + Penalty 1804.711865 = -21267.186158 nChanged 3 SP:Iteration 6Q (6197.720000 sec): 3 clusters Score: Raw -23076.063951 + Penalty 1804.711865 = -21271.352086 nChanged 3 SP:Iteration 7Q (6197.870000 sec): 3 clusters Score: Raw -23081.131311 + Penalty 1804.711865 = -21276.419446 nChanged 4 SP:Iteration 8Q (6198.020000 sec): 3 clusters Score: Raw -23088.814507 + Penalty 1804.711865 = -21284.102642 nChanged 1 SP:Iteration 9Q (6198.130000 sec): 3 clusters Score: Raw -23107.253654 + Penalty 1804.711865 = -21302.541789 nChanged 0 SP:Iteration 10F (6198.310000 sec): 3 clusters Score: Raw -23107.253654 + Penalty 1804.711865 = -21302.541789 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6198.450000 sec): 2 clusters Score: Raw -1395895.220051 + Penalty 1528.473276 = -1394366.746776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6198.680000 sec): 3 clusters Score: Raw -1388880.138492 + Penalty 3056.946551 = -1385823.191940 nChanged 5316 SP:Iteration 1F (6198.920000 sec): 3 clusters Score: Raw -1391664.390997 + Penalty 3056.946551 = -1388607.444445 nChanged 669 SP:Iteration 2F (6199.160000 sec): 3 clusters Score: Raw -1391921.505648 + Penalty 3056.946551 = -1388864.559096 nChanged 598 SP:Iteration 3Q (6199.380000 sec): 3 clusters Score: Raw -1392150.596798 + Penalty 3056.946551 = -1389093.650246 nChanged 571 SP:Iteration 4Q (6199.650000 sec): 3 clusters Score: Raw -1392407.204266 + Penalty 3056.946551 = -1389350.257714 nChanged 589 SP:Iteration 5Q (6199.860000 sec): 3 clusters Score: Raw -1392739.181191 + Penalty 3056.946551 = -1389682.234640 nChanged 668 SP:Iteration 6F (6200.110000 sec): 3 clusters Score: Raw -1393183.530935 + Penalty 3056.946551 = -1390126.584383 nChanged 747 SP:Iteration 7F (6200.330000 sec): 3 clusters Score: Raw -1393765.042734 + Penalty 3056.946551 = -1390708.096182 nChanged 731 SP:Iteration 8F (6200.560000 sec): 3 clusters Score: Raw -1394424.825823 + Penalty 3056.946551 = -1391367.879272 nChanged 651 SP:Iteration 9F (6200.790000 sec): 3 clusters Score: Raw -1395045.355097 + Penalty 3056.946551 = -1391988.408546 nChanged 507 SP:Iteration 10Q (6201.000000 sec): 3 clusters Score: Raw -1395474.200420 + Penalty 3056.946551 = -1392417.253869 nChanged 329 SP:Iteration 11Q (6201.200000 sec): 3 clusters Score: Raw -1395768.953471 + Penalty 3056.946551 = -1392712.006920 nChanged 228 SP:Iteration 12Q (6201.440000 sec): 3 clusters Score: Raw -1395964.276935 + Penalty 3056.946551 = -1392907.330383 nChanged 171 SP:Iteration 13Q (6201.670000 sec): 3 clusters Score: Raw -1396104.041036 + Penalty 3056.946551 = -1393047.094485 nChanged 124 SP:Iteration 14Q (6201.920000 sec): 3 clusters Score: Raw -1396188.957754 + Penalty 3056.946551 = -1393132.011203 nChanged 81 SP:Iteration 15Q (6202.170000 sec): 3 clusters Score: Raw -1396239.544824 + Penalty 3056.946551 = -1393182.598273 nChanged 58 SP:Iteration 16Q (6202.410000 sec): 3 clusters Score: Raw -1396278.231697 + Penalty 3056.946551 = -1393221.285145 nChanged 47 SP:Iteration 17Q (6202.610000 sec): 3 clusters Score: Raw -1396303.156774 + Penalty 3056.946551 = -1393246.210223 nChanged 43 SP:Iteration 18Q (6202.860000 sec): 3 clusters Score: Raw -1396321.686530 + Penalty 3056.946551 = -1393264.739979 nChanged 28 SP:Iteration 19Q (6203.140000 sec): 3 clusters Score: Raw -1396331.832821 + Penalty 3056.946551 = -1393274.886269 nChanged 15 SP:Iteration 20F (6203.410000 sec): 3 clusters Score: Raw -1396337.133277 + Penalty 3056.946551 = -1393280.186725 nChanged 11 SP:Iteration 21Q (6203.690000 sec): 3 clusters Score: Raw -1396340.072894 + Penalty 3056.946551 = -1393283.126343 nChanged 9 SP:Iteration 22Q (6203.920000 sec): 3 clusters Score: Raw -1396343.121570 + Penalty 3056.946551 = -1393286.175018 nChanged 13 SP:Iteration 23Q (6204.160000 sec): 3 clusters Score: Raw -1396347.615550 + Penalty 3056.946551 = -1393290.668999 nChanged 13 SP:Iteration 24Q (6204.440000 sec): 3 clusters Score: Raw -1396351.729514 + Penalty 3056.946551 = -1393294.782963 nChanged 10 SP:Iteration 25Q (6204.690000 sec): 3 clusters Score: Raw -1396355.503808 + Penalty 3056.946551 = -1393298.557256 nChanged 9 SP:Iteration 26Q (6204.910000 sec): 3 clusters Score: Raw -1396359.616928 + Penalty 3056.946551 = -1393302.670377 nChanged 8 SP:Iteration 27Q (6205.140000 sec): 3 clusters Score: Raw -1396362.259841 + Penalty 3056.946551 = -1393305.313290 nChanged 8 SP:Iteration 28Q (6205.400000 sec): 3 clusters Score: Raw -1396364.292784 + Penalty 3056.946551 = -1393307.346233 nChanged 5 SP:Iteration 29Q (6205.620000 sec): 3 clusters Score: Raw -1396365.575572 + Penalty 3056.946551 = -1393308.629021 nChanged 1 SP:Iteration 30Q (6205.900000 sec): 3 clusters Score: Raw -1396365.652979 + Penalty 3056.946551 = -1393308.706428 nChanged 1 SP:Iteration 31Q (6206.160000 sec): 3 clusters Score: Raw -1396365.810171 + Penalty 3056.946551 = -1393308.863619 nChanged 0 SP:Iteration 32F (6206.400000 sec): 3 clusters Score: Raw -1396365.810171 + Penalty 3056.946551 = -1393308.863619 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6206.520000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6206.680000 sec): 3 clusters Score: Raw -59647.346119 + Penalty 2048.945861 = -57598.400258 nChanged 137 SP:Iteration 1F (6206.860000 sec): 3 clusters Score: Raw -59833.998743 + Penalty 2048.945861 = -57785.052882 nChanged 39 SP:Iteration 2F (6207.060000 sec): 3 clusters Score: Raw -59896.263911 + Penalty 2048.945861 = -57847.318050 nChanged 21 SP:Iteration 3Q (6207.290000 sec): 3 clusters Score: Raw -59947.793617 + Penalty 2048.945861 = -57898.847756 nChanged 17 SP:Iteration 4Q (6207.440000 sec): 3 clusters Score: Raw -60002.820103 + Penalty 2048.945861 = -57953.874243 nChanged 16 SP:Iteration 5Q (6207.650000 sec): 3 clusters Score: Raw -60061.840983 + Penalty 2048.945861 = -58012.895122 nChanged 19 SP:Iteration 6Q (6207.830000 sec): 3 clusters Score: Raw -60111.115504 + Penalty 2048.945861 = -58062.169644 nChanged 16 SP:Iteration 7Q (6208.060000 sec): 3 clusters Score: Raw -60139.830196 + Penalty 2048.945861 = -58090.884335 nChanged 21 SP:Iteration 8Q (6208.240000 sec): 3 clusters Score: Raw -60185.313295 + Penalty 2048.945861 = -58136.367434 nChanged 18 SP:Iteration 9Q (6208.370000 sec): 3 clusters Score: Raw -60222.641971 + Penalty 2048.945861 = -58173.696110 nChanged 14 SP:Iteration 10Q (6208.550000 sec): 3 clusters Score: Raw -60248.520855 + Penalty 2048.945861 = -58199.574994 nChanged 15 SP:Iteration 11Q (6208.740000 sec): 3 clusters Score: Raw -60286.223122 + Penalty 2048.945861 = -58237.277262 nChanged 15 SP:Iteration 12Q (6208.920000 sec): 3 clusters Score: Raw -60322.076550 + Penalty 2048.945861 = -58273.130689 nChanged 10 SP:Iteration 13Q (6209.080000 sec): 3 clusters Score: Raw -60350.753763 + Penalty 2048.945861 = -58301.807902 nChanged 11 SP:Iteration 14Q (6209.270000 sec): 3 clusters Score: Raw -60387.599592 + Penalty 2048.945861 = -58338.653731 nChanged 17 SP:Iteration 15Q (6209.480000 sec): 3 clusters Score: Raw -60432.418905 + Penalty 2048.945861 = -58383.473044 nChanged 10 SP:Iteration 16Q (6209.640000 sec): 3 clusters Score: Raw -60460.151760 + Penalty 2048.945861 = -58411.205899 nChanged 8 SP:Iteration 17Q (6209.840000 sec): 3 clusters Score: Raw -60483.016079 + Penalty 2048.945861 = -58434.070218 nChanged 9 SP:Iteration 18Q (6210.080000 sec): 3 clusters Score: Raw -60509.136619 + Penalty 2048.945861 = -58460.190758 nChanged 3 SP:Iteration 19Q (6210.280000 sec): 3 clusters Score: Raw -60516.224227 + Penalty 2048.945861 = -58467.278366 nChanged 2 SP:Iteration 20F (6210.500000 sec): 3 clusters Score: Raw -60520.084700 + Penalty 2048.945861 = -58471.138839 nChanged 1 SP:Iteration 21Q (6210.680000 sec): 3 clusters Score: Raw -60524.312367 + Penalty 2048.945861 = -58475.366506 nChanged 1 SP:Iteration 22Q (6210.880000 sec): 3 clusters Score: Raw -60527.768955 + Penalty 2048.945861 = -58478.823094 nChanged 2 SP:Iteration 23Q (6211.110000 sec): 3 clusters Score: Raw -60535.224199 + Penalty 2048.945861 = -58486.278338 nChanged 3 SP:Iteration 24Q (6211.320000 sec): 3 clusters Score: Raw -60550.065798 + Penalty 2048.945861 = -58501.119937 nChanged 6 SP:Iteration 25Q (6211.510000 sec): 3 clusters Score: Raw -60571.934482 + Penalty 2048.945861 = -58522.988622 nChanged 9 SP:Iteration 26Q (6211.680000 sec): 3 clusters Score: Raw -60599.267236 + Penalty 2048.945861 = -58550.321375 nChanged 3 SP:Iteration 27Q (6211.950000 sec): 3 clusters Score: Raw -60607.880241 + Penalty 2048.945861 = -58558.934381 nChanged 1 SP:Iteration 28Q (6212.150000 sec): 3 clusters Score: Raw -60608.975835 + Penalty 2048.945861 = -58560.029975 nChanged 1 SP:Iteration 29Q (6212.360000 sec): 3 clusters Score: Raw -60612.258629 + Penalty 2048.945861 = -58563.312768 nChanged 0 SP:Iteration 30F (6212.560000 sec): 3 clusters Score: Raw -60612.258629 + Penalty 2048.945861 = -58563.312768 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.660000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.850000 sec): 3 clusters Score: Raw -205721.619328 + Penalty 2445.832992 = -203275.786336 nChanged 655 SP:Iteration 1F (6213.020000 sec): 3 clusters Score: Raw -206142.791593 + Penalty 2445.832992 = -203696.958601 nChanged 133 SP:Iteration 2F (6213.200000 sec): 3 clusters Score: Raw -206250.881080 + Penalty 2445.832992 = -203805.048088 nChanged 72 SP:Iteration 3Q (6213.400000 sec): 3 clusters Score: Raw -206306.682549 + Penalty 2445.832992 = -203860.849557 nChanged 65 SP:Iteration 4Q (6213.560000 sec): 3 clusters Score: Raw -206358.049182 + Penalty 2445.832992 = -203912.216190 nChanged 63 SP:Iteration 5Q (6213.760000 sec): 3 clusters Score: Raw -206406.989406 + Penalty 2445.832992 = -203961.156414 nChanged 45 SP:Iteration 6Q (6213.950000 sec): 3 clusters Score: Raw -206436.358725 + Penalty 2445.832992 = -203990.525734 nChanged 38 SP:Iteration 7Q (6214.070000 sec): 3 clusters Score: Raw -206458.339320 + Penalty 2445.832992 = -204012.506329 nChanged 24 SP:Iteration 8Q (6214.240000 sec): 3 clusters Score: Raw -206472.248935 + Penalty 2445.832992 = -204026.415944 nChanged 17 SP:Iteration 9Q (6214.470000 sec): 3 clusters Score: Raw -206482.384368 + Penalty 2445.832992 = -204036.551376 nChanged 18 SP:Iteration 10Q (6214.640000 sec): 3 clusters Score: Raw -206492.138685 + Penalty 2445.832992 = -204046.305693 nChanged 11 SP:Iteration 11Q (6214.820000 sec): 3 clusters Score: Raw -206497.897029 + Penalty 2445.832992 = -204052.064037 nChanged 12 SP:Iteration 12Q (6215.060000 sec): 3 clusters Score: Raw -206506.816787 + Penalty 2445.832992 = -204060.983795 nChanged 17 SP:Iteration 13Q (6215.250000 sec): 3 clusters Score: Raw -206516.548355 + Penalty 2445.832992 = -204070.715363 nChanged 14 SP:Iteration 14Q (6215.390000 sec): 3 clusters Score: Raw -206525.467733 + Penalty 2445.832992 = -204079.634741 nChanged 16 SP:Iteration 15Q (6215.610000 sec): 3 clusters Score: Raw -206537.381547 + Penalty 2445.832992 = -204091.548555 nChanged 11 SP:Iteration 16Q (6215.820000 sec): 3 clusters Score: Raw -206543.924939 + Penalty 2445.832992 = -204098.091947 nChanged 13 SP:Iteration 17Q (6215.970000 sec): 3 clusters Score: Raw -206551.707948 + Penalty 2445.832992 = -204105.874956 nChanged 16 SP:Iteration 18Q (6216.190000 sec): 3 clusters Score: Raw -206560.562344 + Penalty 2445.832992 = -204114.729352 nChanged 11 SP:Iteration 19Q (6216.410000 sec): 3 clusters Score: Raw -206565.385840 + Penalty 2445.832992 = -204119.552848 nChanged 5 SP:Iteration 20F (6216.560000 sec): 3 clusters Score: Raw -206567.881153 + Penalty 2445.832992 = -204122.048161 nChanged 4 SP:Iteration 21Q (6216.720000 sec): 3 clusters Score: Raw -206569.347466 + Penalty 2445.832992 = -204123.514474 nChanged 1 SP:Iteration 22Q (6216.910000 sec): 3 clusters Score: Raw -206569.544693 + Penalty 2445.832992 = -204123.711701 nChanged 0 SP:Iteration 23F (6217.060000 sec): 3 clusters Score: Raw -206569.544693 + Penalty 2445.832992 = -204123.711701 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (13324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6217.190000 sec): 2 clusters Score: Raw -1448595.520129 + Penalty 1543.314857 = -1447052.205271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.440000 sec): 3 clusters Score: Raw -1440843.752981 + Penalty 3086.629715 = -1437757.123266 nChanged 5854 SP:Iteration 1F (6217.630000 sec): 3 clusters Score: Raw -1444129.178781 + Penalty 3086.629715 = -1441042.549066 nChanged 779 SP:Iteration 2F (6217.960000 sec): 3 clusters Score: Raw -1444439.264754 + Penalty 3086.629715 = -1441352.635039 nChanged 685 SP:Iteration 3F (6218.200000 sec): 3 clusters Score: Raw -1444756.330465 + Penalty 3086.629715 = -1441669.700750 nChanged 719 SP:Iteration 4F (6218.450000 sec): 3 clusters Score: Raw -1445144.549139 + Penalty 3086.629715 = -1442057.919425 nChanged 804 SP:Iteration 5F (6218.660000 sec): 3 clusters Score: Raw -1445665.873191 + Penalty 3086.629715 = -1442579.243476 nChanged 885 SP:Iteration 6F (6218.940000 sec): 3 clusters Score: Raw -1446313.472835 + Penalty 3086.629715 = -1443226.843120 nChanged 844 SP:Iteration 7F (6219.240000 sec): 3 clusters Score: Raw -1446966.020316 + Penalty 3086.629715 = -1443879.390601 nChanged 691 SP:Iteration 8F (6219.490000 sec): 3 clusters Score: Raw -1447537.058973 + Penalty 3086.629715 = -1444450.429258 nChanged 566 SP:Iteration 9Q (6219.780000 sec): 3 clusters Score: Raw -1448018.810230 + Penalty 3086.629715 = -1444932.180515 nChanged 355 SP:Iteration 10Q (6220.050000 sec): 3 clusters Score: Raw -1448327.678099 + Penalty 3086.629715 = -1445241.048384 nChanged 240 SP:Iteration 11Q (6220.270000 sec): 3 clusters Score: Raw -1448533.436294 + Penalty 3086.629715 = -1445446.806579 nChanged 147 SP:Iteration 12Q (6220.590000 sec): 3 clusters Score: Raw -1448677.750954 + Penalty 3086.629715 = -1445591.121239 nChanged 85 SP:Iteration 13Q (6220.790000 sec): 3 clusters Score: Raw -1448759.398901 + Penalty 3086.629715 = -1445672.769186 nChanged 45 SP:Iteration 14Q (6221.050000 sec): 3 clusters Score: Raw -1448800.589434 + Penalty 3086.629715 = -1445713.959720 nChanged 30 SP:Iteration 15Q (6221.270000 sec): 3 clusters Score: Raw -1448828.167841 + Penalty 3086.629715 = -1445741.538126 nChanged 23 SP:Iteration 16Q (6221.500000 sec): 3 clusters Score: Raw -1448848.137568 + Penalty 3086.629715 = -1445761.507853 nChanged 6 SP:Iteration 17Q (6221.770000 sec): 3 clusters Score: Raw -1448854.958363 + Penalty 3086.629715 = -1445768.328648 nChanged 8 SP:Iteration 18Q (6221.990000 sec): 3 clusters Score: Raw -1448861.019882 + Penalty 3086.629715 = -1445774.390167 nChanged 5 SP:Iteration 19Q (6222.250000 sec): 3 clusters Score: Raw -1448865.946992 + Penalty 3086.629715 = -1445779.317277 nChanged 5 SP:Iteration 20F (6222.460000 sec): 3 clusters Score: Raw -1448870.622378 + Penalty 3086.629715 = -1445783.992663 nChanged 5 SP:Iteration 21Q (6222.710000 sec): 3 clusters Score: Raw -1448876.321786 + Penalty 3086.629715 = -1445789.692072 nChanged 3 SP:Iteration 22Q (6222.980000 sec): 3 clusters Score: Raw -1448879.623670 + Penalty 3086.629715 = -1445792.993956 nChanged 4 SP:Iteration 23Q (6223.250000 sec): 3 clusters Score: Raw -1448883.434022 + Penalty 3086.629715 = -1445796.804308 nChanged 2 SP:Iteration 24Q (6223.480000 sec): 3 clusters Score: Raw -1448885.307730 + Penalty 3086.629715 = -1445798.678015 nChanged 1 SP:Iteration 25Q (6223.730000 sec): 3 clusters Score: Raw -1448886.113829 + Penalty 3086.629715 = -1445799.484115 nChanged 1 SP:Iteration 26Q (6223.970000 sec): 3 clusters Score: Raw -1448887.531477 + Penalty 3086.629715 = -1445800.901763 nChanged 1 SP:Iteration 27Q (6224.200000 sec): 3 clusters Score: Raw -1448888.186065 + Penalty 3086.629715 = -1445801.556350 nChanged 0 SP:Iteration 28F (6224.500000 sec): 3 clusters Score: Raw -1448888.186065 + Penalty 3086.629715 = -1445801.556350 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6224.610000 sec): 2 clusters Score: Raw -1188515.877325 + Penalty 1503.209851 = -1187012.667474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6224.870000 sec): 3 clusters Score: Raw -1182558.018159 + Penalty 3006.419703 = -1179551.598456 nChanged 4537 SP:Iteration 1F (6225.120000 sec): 3 clusters Score: Raw -1185127.608988 + Penalty 3006.419703 = -1182121.189286 nChanged 702 SP:Iteration 2F (6225.370000 sec): 3 clusters Score: Raw -1185582.003183 + Penalty 3006.419703 = -1182575.583481 nChanged 734 SP:Iteration 3F (6225.600000 sec): 3 clusters Score: Raw -1186166.251693 + Penalty 3006.419703 = -1183159.831991 nChanged 818 SP:Iteration 4F (6225.860000 sec): 3 clusters Score: Raw -1186916.156426 + Penalty 3006.419703 = -1183909.736723 nChanged 821 SP:Iteration 5F (6226.060000 sec): 3 clusters Score: Raw -1187722.114174 + Penalty 3006.419703 = -1184715.694472 nChanged 779 SP:Iteration 6F (6226.290000 sec): 3 clusters Score: Raw -1188374.621166 + Penalty 3006.419703 = -1185368.201463 nChanged 562 SP:Iteration 7F (6226.540000 sec): 3 clusters Score: Raw -1188694.338369 + Penalty 3006.419703 = -1185687.918667 nChanged 371 SP:Iteration 8Q (6226.790000 sec): 3 clusters Score: Raw -1188849.181988 + Penalty 3006.419703 = -1185842.762285 nChanged 237 SP:Iteration 9Q (6226.990000 sec): 3 clusters Score: Raw -1188918.397947 + Penalty 3006.419703 = -1185911.978244 nChanged 134 SP:Iteration 10Q (6227.270000 sec): 3 clusters Score: Raw -1188952.477643 + Penalty 3006.419703 = -1185946.057941 nChanged 107 SP:Iteration 11Q (6227.480000 sec): 3 clusters Score: Raw -1188974.627023 + Penalty 3006.419703 = -1185968.207321 nChanged 72 SP:Iteration 12Q (6227.730000 sec): 3 clusters Score: Raw -1188988.352495 + Penalty 3006.419703 = -1185981.932793 nChanged 53 SP:Iteration 13Q (6227.930000 sec): 3 clusters Score: Raw -1188997.103331 + Penalty 3006.419703 = -1185990.683629 nChanged 37 SP:Iteration 14Q (6228.140000 sec): 3 clusters Score: Raw -1189001.923103 + Penalty 3006.419703 = -1185995.503401 nChanged 28 SP:Iteration 15Q (6228.390000 sec): 3 clusters Score: Raw -1189005.455996 + Penalty 3006.419703 = -1185999.036293 nChanged 24 SP:Iteration 16Q (6228.570000 sec): 3 clusters Score: Raw -1189009.168132 + Penalty 3006.419703 = -1186002.748430 nChanged 21 SP:Iteration 17Q (6228.830000 sec): 3 clusters Score: Raw -1189011.615549 + Penalty 3006.419703 = -1186005.195847 nChanged 18 SP:Iteration 18Q (6229.000000 sec): 3 clusters Score: Raw -1189013.559744 + Penalty 3006.419703 = -1186007.140041 nChanged 17 SP:Iteration 19Q (6229.260000 sec): 3 clusters Score: Raw -1189015.492014 + Penalty 3006.419703 = -1186009.072312 nChanged 14 SP:Iteration 20F (6229.530000 sec): 3 clusters Score: Raw -1189016.947719 + Penalty 3006.419703 = -1186010.528016 nChanged 8 SP:Iteration 21Q (6229.750000 sec): 3 clusters Score: Raw -1189017.978096 + Penalty 3006.419703 = -1186011.558394 nChanged 10 SP:Iteration 22Q (6229.990000 sec): 3 clusters Score: Raw -1189018.858432 + Penalty 3006.419703 = -1186012.438730 nChanged 4 SP:Iteration 23Q (6230.270000 sec): 3 clusters Score: Raw -1189019.259733 + Penalty 3006.419703 = -1186012.840030 nChanged 6 SP:Iteration 24Q (6230.520000 sec): 3 clusters Score: Raw -1189019.852458 + Penalty 3006.419703 = -1186013.432755 nChanged 3 SP:Iteration 25Q (6230.750000 sec): 3 clusters Score: Raw -1189020.206684 + Penalty 3006.419703 = -1186013.786981 nChanged 1 SP:Iteration 26Q (6231.010000 sec): 3 clusters Score: Raw -1189020.297300 + Penalty 3006.419703 = -1186013.877597 nChanged 0 SP:Iteration 27F (6231.290000 sec): 3 clusters Score: Raw -1189020.297300 + Penalty 3006.419703 = -1186013.877597 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6231.370000 sec): 2 clusters Score: Raw -54165.956167 + Penalty 1018.111447 = -53147.844720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6231.610000 sec): 3 clusters Score: Raw -54117.709969 + Penalty 2036.222894 = -52081.487075 nChanged 142 SP:Iteration 1F (6231.850000 sec): 3 clusters Score: Raw -54320.420900 + Penalty 2036.222894 = -52284.198006 nChanged 44 SP:Iteration 2F (6231.990000 sec): 3 clusters Score: Raw -54396.228056 + Penalty 2036.222894 = -52360.005162 nChanged 27 SP:Iteration 3F (6232.180000 sec): 3 clusters Score: Raw -54445.945290 + Penalty 2036.222894 = -52409.722396 nChanged 21 SP:Iteration 4Q (6232.320000 sec): 3 clusters Score: Raw -54477.635773 + Penalty 2036.222894 = -52441.412879 nChanged 11 SP:Iteration 5Q (6232.470000 sec): 3 clusters Score: Raw -54495.356674 + Penalty 2036.222894 = -52459.133780 nChanged 10 SP:Iteration 6Q (6232.660000 sec): 3 clusters Score: Raw -54511.557680 + Penalty 2036.222894 = -52475.334786 nChanged 9 SP:Iteration 7Q (6232.860000 sec): 3 clusters Score: Raw -54534.090512 + Penalty 2036.222894 = -52497.867618 nChanged 6 SP:Iteration 8Q (6233.050000 sec): 3 clusters Score: Raw -54543.334784 + Penalty 2036.222894 = -52507.111890 nChanged 6 SP:Iteration 9Q (6233.300000 sec): 3 clusters Score: Raw -54560.280488 + Penalty 2036.222894 = -52524.057594 nChanged 3 SP:Iteration 10Q (6233.470000 sec): 3 clusters Score: Raw -54565.248957 + Penalty 2036.222894 = -52529.026063 nChanged 1 SP:Iteration 11Q (6233.670000 sec): 3 clusters Score: Raw -54569.094900 + Penalty 2036.222894 = -52532.872006 nChanged 2 SP:Iteration 12Q (6233.920000 sec): 3 clusters Score: Raw -54573.478098 + Penalty 2036.222894 = -52537.255204 nChanged 4 SP:Iteration 13Q (6234.120000 sec): 3 clusters Score: Raw -54605.318793 + Penalty 2036.222894 = -52569.095899 nChanged 4 SP:Iteration 14Q (6234.370000 sec): 3 clusters Score: Raw -54610.441969 + Penalty 2036.222894 = -52574.219074 nChanged 2 SP:Iteration 15Q (6234.540000 sec): 3 clusters Score: Raw -54611.871688 + Penalty 2036.222894 = -52575.648794 nChanged 2 SP:Iteration 16Q (6234.740000 sec): 3 clusters Score: Raw -54615.180193 + Penalty 2036.222894 = -52578.957299 nChanged 0 SP:Iteration 17F (6234.940000 sec): 3 clusters Score: Raw -54615.180193 + Penalty 2036.222894 = -52578.957299 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6235.100000 sec): 2 clusters Score: Raw -170610.538326 + Penalty 1202.501547 = -169408.036779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6235.230000 sec): 3 clusters Score: Raw -169958.723882 + Penalty 2405.003093 = -167553.720789 nChanged 549 SP:Iteration 1F (6235.460000 sec): 3 clusters Score: Raw -170360.626201 + Penalty 2405.003093 = -167955.623108 nChanged 117 SP:Iteration 2F (6235.680000 sec): 3 clusters Score: Raw -170451.381810 + Penalty 2405.003093 = -168046.378717 nChanged 75 SP:Iteration 3Q (6235.840000 sec): 3 clusters Score: Raw -170515.489740 + Penalty 2405.003093 = -168110.486647 nChanged 49 SP:Iteration 4Q (6236.050000 sec): 3 clusters Score: Raw -170559.762959 + Penalty 2405.003093 = -168154.759866 nChanged 43 SP:Iteration 5Q (6236.200000 sec): 3 clusters Score: Raw -170593.696057 + Penalty 2405.003093 = -168188.692964 nChanged 40 SP:Iteration 6Q (6236.380000 sec): 3 clusters Score: Raw -170637.432273 + Penalty 2405.003093 = -168232.429180 nChanged 49 SP:Iteration 7Q (6236.600000 sec): 3 clusters Score: Raw -170693.184521 + Penalty 2405.003093 = -168288.181428 nChanged 46 SP:Iteration 8Q (6236.800000 sec): 3 clusters Score: Raw -170747.137251 + Penalty 2405.003093 = -168342.134158 nChanged 41 SP:Iteration 9Q (6236.980000 sec): 3 clusters Score: Raw -170800.970824 + Penalty 2405.003093 = -168395.967730 nChanged 40 SP:Iteration 10Q (6237.200000 sec): 3 clusters Score: Raw -170867.727476 + Penalty 2405.003093 = -168462.724383 nChanged 45 SP:Iteration 11Q (6237.410000 sec): 3 clusters Score: Raw -170936.419206 + Penalty 2405.003093 = -168531.416113 nChanged 44 SP:Iteration 12Q (6237.530000 sec): 3 clusters Score: Raw -170985.575427 + Penalty 2405.003093 = -168580.572334 nChanged 36 SP:Iteration 13Q (6237.710000 sec): 3 clusters Score: Raw -171050.721278 + Penalty 2405.003093 = -168645.718185 nChanged 36 SP:Iteration 14Q (6237.870000 sec): 3 clusters Score: Raw -171109.207259 + Penalty 2405.003093 = -168704.204166 nChanged 39 SP:Iteration 15Q (6238.030000 sec): 3 clusters Score: Raw -171154.058187 + Penalty 2405.003093 = -168749.055094 nChanged 33 SP:Iteration 16Q (6238.180000 sec): 3 clusters Score: Raw -171194.198292 + Penalty 2405.003093 = -168789.195199 nChanged 30 SP:Iteration 17Q (6238.340000 sec): 3 clusters Score: Raw -171222.180762 + Penalty 2405.003093 = -168817.177669 nChanged 19 SP:Iteration 18Q (6238.460000 sec): 3 clusters Score: Raw -171234.316723 + Penalty 2405.003093 = -168829.313630 nChanged 8 SP:Iteration 19Q (6238.610000 sec): 3 clusters Score: Raw -171240.075688 + Penalty 2405.003093 = -168835.072594 nChanged 8 SP:Iteration 20F (6238.840000 sec): 3 clusters Score: Raw -171246.588728 + Penalty 2405.003093 = -168841.585635 nChanged 12 SP:Iteration 21Q (6239.020000 sec): 3 clusters Score: Raw -171255.840571 + Penalty 2405.003093 = -168850.837478 nChanged 8 SP:Iteration 22Q (6239.170000 sec): 3 clusters Score: Raw -171261.756776 + Penalty 2405.003093 = -168856.753683 nChanged 10 SP:Iteration 23Q (6239.370000 sec): 3 clusters Score: Raw -171271.121574 + Penalty 2405.003093 = -168866.118481 nChanged 16 SP:Iteration 24Q (6239.520000 sec): 3 clusters Score: Raw -171284.676508 + Penalty 2405.003093 = -168879.673414 nChanged 15 SP:Iteration 25Q (6239.690000 sec): 3 clusters Score: Raw -171295.077205 + Penalty 2405.003093 = -168890.074112 nChanged 13 SP:Iteration 26Q (6239.870000 sec): 3 clusters Score: Raw -171307.409425 + Penalty 2405.003093 = -168902.406332 nChanged 10 SP:Iteration 27Q (6240.040000 sec): 3 clusters Score: Raw -171315.734369 + Penalty 2405.003093 = -168910.731276 nChanged 11 SP:Iteration 28Q (6240.210000 sec): 3 clusters Score: Raw -171325.779414 + Penalty 2405.003093 = -168920.776321 nChanged 9 SP:Iteration 29Q (6240.390000 sec): 3 clusters Score: Raw -171336.956353 + Penalty 2405.003093 = -168931.953260 nChanged 10 SP:Iteration 30Q (6240.560000 sec): 3 clusters Score: Raw -171345.643263 + Penalty 2405.003093 = -168940.640170 nChanged 11 SP:Iteration 31Q (6240.790000 sec): 3 clusters Score: Raw -171356.224237 + Penalty 2405.003093 = -168951.221144 nChanged 15 SP:Iteration 32Q (6240.960000 sec): 3 clusters Score: Raw -171366.516540 + Penalty 2405.003093 = -168961.513447 nChanged 14 SP:Iteration 33Q (6241.170000 sec): 3 clusters Score: Raw -171378.195112 + Penalty 2405.003093 = -168973.192019 nChanged 15 SP:Iteration 34Q (6241.360000 sec): 3 clusters Score: Raw -171390.038338 + Penalty 2405.003093 = -168985.035245 nChanged 15 SP:Iteration 35Q (6241.590000 sec): 3 clusters Score: Raw -171399.400172 + Penalty 2405.003093 = -168994.397079 nChanged 8 SP:Iteration 36Q (6241.810000 sec): 3 clusters Score: Raw -171406.102039 + Penalty 2405.003093 = -169001.098946 nChanged 8 SP:Iteration 37Q (6242.000000 sec): 3 clusters Score: Raw -171409.504070 + Penalty 2405.003093 = -169004.500977 nChanged 6 SP:Iteration 38Q (6242.220000 sec): 3 clusters Score: Raw -171413.939806 + Penalty 2405.003093 = -169008.936713 nChanged 11 SP:Iteration 39Q (6242.370000 sec): 3 clusters Score: Raw -171420.784407 + Penalty 2405.003093 = -169015.781314 nChanged 12 SP:Iteration 40F (6242.620000 sec): 3 clusters Score: Raw -171429.987129 + Penalty 2405.003093 = -169024.984036 nChanged 16 SP:Iteration 41Q (6242.830000 sec): 3 clusters Score: Raw -171440.773617 + Penalty 2405.003093 = -169035.770524 nChanged 14 SP:Iteration 42Q (6243.040000 sec): 3 clusters Score: Raw -171448.238964 + Penalty 2405.003093 = -169043.235871 nChanged 15 SP:Iteration 43Q (6243.260000 sec): 3 clusters Score: Raw -171456.676206 + Penalty 2405.003093 = -169051.673113 nChanged 10 SP:Iteration 44Q (6243.470000 sec): 3 clusters Score: Raw -171464.348160 + Penalty 2405.003093 = -169059.345067 nChanged 11 SP:Iteration 45Q (6243.680000 sec): 3 clusters Score: Raw -171471.062553 + Penalty 2405.003093 = -169066.059460 nChanged 6 SP:Iteration 46Q (6243.940000 sec): 3 clusters Score: Raw -171476.573253 + Penalty 2405.003093 = -169071.570160 nChanged 8 SP:Iteration 47Q (6244.200000 sec): 3 clusters Score: Raw -171482.627012 + Penalty 2405.003093 = -169077.623919 nChanged 6 SP:Iteration 48Q (6244.430000 sec): 3 clusters Score: Raw -171486.545311 + Penalty 2405.003093 = -169081.542218 nChanged 6 SP:Iteration 49Q (6244.590000 sec): 3 clusters Score: Raw -171490.278261 + Penalty 2405.003093 = -169085.275168 nChanged 7 SP:Iteration 50Q (6244.800000 sec): 3 clusters Score: Raw -171494.601197 + Penalty 2405.003093 = -169089.598104 nChanged 7 SP:Iteration 51Q (6245.000000 sec): 3 clusters Score: Raw -171498.905096 + Penalty 2405.003093 = -169093.902003 nChanged 7 SP:Iteration 52Q (6245.240000 sec): 3 clusters Score: Raw -171502.581500 + Penalty 2405.003093 = -169097.578407 nChanged 3 SP:Iteration 53Q (6245.460000 sec): 3 clusters Score: Raw -171503.939653 + Penalty 2405.003093 = -169098.936560 nChanged 1 SP:Iteration 54Q (6245.640000 sec): 3 clusters Score: Raw -171504.182383 + Penalty 2405.003093 = -169099.179289 nChanged 1 SP:Iteration 55Q (6245.800000 sec): 3 clusters Score: Raw -171505.152368 + Penalty 2405.003093 = -169100.149275 nChanged 1 SP:Iteration 56Q (6246.020000 sec): 3 clusters Score: Raw -171505.786319 + Penalty 2405.003093 = -169100.783226 nChanged 3 SP:Iteration 57Q (6246.190000 sec): 3 clusters Score: Raw -171507.973343 + Penalty 2405.003093 = -169102.970250 nChanged 2 SP:Iteration 58Q (6246.440000 sec): 3 clusters Score: Raw -171510.291403 + Penalty 2405.003093 = -169105.288309 nChanged 6 SP:Iteration 59Q (6246.650000 sec): 3 clusters Score: Raw -171515.163113 + Penalty 2405.003093 = -169110.160020 nChanged 7 SP:Iteration 60F (6246.880000 sec): 3 clusters Score: Raw -171519.710556 + Penalty 2405.003093 = -169114.707462 nChanged 7 SP:Iteration 61Q (6247.130000 sec): 3 clusters Score: Raw -171524.271061 + Penalty 2405.003093 = -169119.267968 nChanged 2 SP:Iteration 62Q (6247.300000 sec): 3 clusters Score: Raw -171525.235187 + Penalty 2405.003093 = -169120.232094 nChanged 2 SP:Iteration 63Q (6247.570000 sec): 3 clusters Score: Raw -171526.111680 + Penalty 2405.003093 = -169121.108587 nChanged 1 SP:Iteration 64Q (6247.730000 sec): 3 clusters Score: Raw -171526.538252 + Penalty 2405.003093 = -169121.535159 nChanged 0 SP:Iteration 65F (6247.930000 sec): 3 clusters Score: Raw -171526.538252 + Penalty 2405.003093 = -169121.535159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6248.040000 sec): 2 clusters Score: Raw -107098.395967 + Penalty 1114.687422 = -105983.708545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6248.260000 sec): 3 clusters Score: Raw -106786.170905 + Penalty 2229.374844 = -104556.796061 nChanged 278 SP:Iteration 1F (6248.490000 sec): 3 clusters Score: Raw -107030.102106 + Penalty 2229.374844 = -104800.727262 nChanged 54 SP:Iteration 2F (6248.650000 sec): 3 clusters Score: Raw -107078.644193 + Penalty 2229.374844 = -104849.269349 nChanged 33 SP:Iteration 3Q (6248.830000 sec): 3 clusters Score: Raw -107111.884081 + Penalty 2229.374844 = -104882.509238 nChanged 23 SP:Iteration 4Q (6248.990000 sec): 3 clusters Score: Raw -107139.129417 + Penalty 2229.374844 = -104909.754574 nChanged 21 SP:Iteration 5Q (6249.210000 sec): 3 clusters Score: Raw -107158.125713 + Penalty 2229.374844 = -104928.750869 nChanged 10 SP:Iteration 6Q (6249.420000 sec): 3 clusters Score: Raw -107165.974805 + Penalty 2229.374844 = -104936.599962 nChanged 5 SP:Iteration 7Q (6249.610000 sec): 3 clusters Score: Raw -107169.356799 + Penalty 2229.374844 = -104939.981955 nChanged 3 SP:Iteration 8Q (6249.790000 sec): 3 clusters Score: Raw -107172.755976 + Penalty 2229.374844 = -104943.381132 nChanged 5 SP:Iteration 9Q (6249.990000 sec): 3 clusters Score: Raw -107176.634570 + Penalty 2229.374844 = -104947.259726 nChanged 4 SP:Iteration 10Q (6250.170000 sec): 3 clusters Score: Raw -107180.019497 + Penalty 2229.374844 = -104950.644653 nChanged 3 SP:Iteration 11Q (6250.360000 sec): 3 clusters Score: Raw -107181.620192 + Penalty 2229.374844 = -104952.245349 nChanged 4 SP:Iteration 12Q (6250.550000 sec): 3 clusters Score: Raw -107183.949440 + Penalty 2229.374844 = -104954.574596 nChanged 2 SP:Iteration 13Q (6250.720000 sec): 3 clusters Score: Raw -107185.329106 + Penalty 2229.374844 = -104955.954262 nChanged 2 SP:Iteration 14Q (6250.950000 sec): 3 clusters Score: Raw -107187.145108 + Penalty 2229.374844 = -104957.770264 nChanged 4 SP:Iteration 15Q (6251.150000 sec): 3 clusters Score: Raw -107191.412441 + Penalty 2229.374844 = -104962.037597 nChanged 2 SP:Iteration 16Q (6251.340000 sec): 3 clusters Score: Raw -107194.436063 + Penalty 2229.374844 = -104965.061219 nChanged 3 SP:Iteration 17Q (6251.510000 sec): 3 clusters Score: Raw -107197.952583 + Penalty 2229.374844 = -104968.577740 nChanged 2 SP:Iteration 18Q (6251.720000 sec): 3 clusters Score: Raw -107200.319538 + Penalty 2229.374844 = -104970.944695 nChanged 2 SP:Iteration 19Q (6251.890000 sec): 3 clusters Score: Raw -107201.287758 + Penalty 2229.374844 = -104971.912914 nChanged 1 SP:Iteration 20F (6252.100000 sec): 3 clusters Score: Raw -107201.740013 + Penalty 2229.374844 = -104972.365170 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6252.260000 sec): 2 clusters Score: Raw -43881.815226 + Penalty 980.765733 = -42901.049493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6252.430000 sec): 3 clusters Score: Raw -43876.916712 + Penalty 1961.531466 = -41915.385246 nChanged 85 SP:Iteration 1F (6252.620000 sec): 3 clusters Score: Raw -44008.384763 + Penalty 1961.531466 = -42046.853298 nChanged 20 SP:Iteration 2Q (6252.850000 sec): 3 clusters Score: Raw -44053.717565 + Penalty 1961.531466 = -42092.186099 nChanged 19 SP:Iteration 3Q (6253.000000 sec): 3 clusters Score: Raw -44120.174123 + Penalty 1961.531466 = -42158.642657 nChanged 20 SP:Iteration 4Q (6253.190000 sec): 3 clusters Score: Raw -44191.851892 + Penalty 1961.531466 = -42230.320427 nChanged 18 SP:Iteration 5Q (6253.350000 sec): 3 clusters Score: Raw -44305.144137 + Penalty 1961.531466 = -42343.612671 nChanged 13 SP:Iteration 6Q (6253.550000 sec): 3 clusters Score: Raw -44402.846476 + Penalty 1961.531466 = -42441.315010 nChanged 9 SP:Iteration 7Q (6253.730000 sec): 3 clusters Score: Raw -44436.120378 + Penalty 1961.531466 = -42474.588913 nChanged 4 SP:Iteration 8Q (6253.930000 sec): 3 clusters Score: Raw -44449.793975 + Penalty 1961.531466 = -42488.262509 nChanged 3 SP:Iteration 9Q (6254.110000 sec): 3 clusters Score: Raw -44455.393746 + Penalty 1961.531466 = -42493.862281 nChanged 4 SP:Iteration 10Q (6254.330000 sec): 3 clusters Score: Raw -44466.482851 + Penalty 1961.531466 = -42504.951385 nChanged 1 SP:Iteration 11Q (6254.540000 sec): 3 clusters Score: Raw -44468.733132 + Penalty 1961.531466 = -42507.201667 nChanged 1 SP:Iteration 12Q (6254.720000 sec): 3 clusters Score: Raw -44469.397570 + Penalty 1961.531466 = -42507.866104 nChanged 1 SP:Iteration 13Q (6254.940000 sec): 3 clusters Score: Raw -44469.748512 + Penalty 1961.531466 = -42508.217046 nChanged 0 SP:Iteration 14F (6255.110000 sec): 3 clusters Score: Raw -44469.748512 + Penalty 1961.531466 = -42508.217046 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6255.200000 sec): 2 clusters Score: Raw -66007.938604 + Penalty 1052.007238 = -64955.931366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6255.390000 sec): 3 clusters Score: Raw -65849.113349 + Penalty 2104.014476 = -63745.098873 nChanged 179 SP:Iteration 1F (6255.540000 sec): 3 clusters Score: Raw -66040.904243 + Penalty 2104.014476 = -63936.889766 nChanged 41 SP:Iteration 2F (6255.770000 sec): 3 clusters Score: Raw -66110.892303 + Penalty 2104.014476 = -64006.877826 nChanged 16 SP:Iteration 3Q (6255.960000 sec): 3 clusters Score: Raw -66142.975540 + Penalty 2104.014476 = -64038.961064 nChanged 21 SP:Iteration 4Q (6256.170000 sec): 3 clusters Score: Raw -66182.045120 + Penalty 2104.014476 = -64078.030644 nChanged 15 SP:Iteration 5Q (6256.420000 sec): 3 clusters Score: Raw -66213.862181 + Penalty 2104.014476 = -64109.847705 nChanged 12 SP:Iteration 6Q (6256.620000 sec): 3 clusters Score: Raw -66240.288492 + Penalty 2104.014476 = -64136.274016 nChanged 13 SP:Iteration 7Q (6256.770000 sec): 3 clusters Score: Raw -66263.201491 + Penalty 2104.014476 = -64159.187015 nChanged 11 SP:Iteration 8Q (6256.960000 sec): 3 clusters Score: Raw -66291.426682 + Penalty 2104.014476 = -64187.412206 nChanged 11 SP:Iteration 9Q (6257.080000 sec): 3 clusters Score: Raw -66313.818848 + Penalty 2104.014476 = -64209.804372 nChanged 10 SP:Iteration 10Q (6257.340000 sec): 3 clusters Score: Raw -66340.014157 + Penalty 2104.014476 = -64235.999680 nChanged 9 SP:Iteration 11Q (6257.510000 sec): 3 clusters Score: Raw -66364.868950 + Penalty 2104.014476 = -64260.854473 nChanged 8 SP:Iteration 12Q (6257.620000 sec): 3 clusters Score: Raw -66377.950575 + Penalty 2104.014476 = -64273.936099 nChanged 4 SP:Iteration 13Q (6257.830000 sec): 3 clusters Score: Raw -66389.167416 + Penalty 2104.014476 = -64285.152940 nChanged 5 SP:Iteration 14Q (6258.010000 sec): 3 clusters Score: Raw -66395.499029 + Penalty 2104.014476 = -64291.484553 nChanged 5 SP:Iteration 15Q (6258.200000 sec): 3 clusters Score: Raw -66402.830715 + Penalty 2104.014476 = -64298.816238 nChanged 8 SP:Iteration 16Q (6258.420000 sec): 3 clusters Score: Raw -66417.596734 + Penalty 2104.014476 = -64313.582258 nChanged 6 SP:Iteration 17Q (6258.640000 sec): 3 clusters Score: Raw -66428.156953 + Penalty 2104.014476 = -64324.142477 nChanged 4 SP:Iteration 18Q (6258.850000 sec): 3 clusters Score: Raw -66433.273722 + Penalty 2104.014476 = -64329.259246 nChanged 3 SP:Iteration 19Q (6258.990000 sec): 3 clusters Score: Raw -66437.689565 + Penalty 2104.014476 = -64333.675089 nChanged 0 SP:Iteration 20F (6259.230000 sec): 3 clusters Score: Raw -66437.689565 + Penalty 2104.014476 = -64333.675089 nChanged 0 Iteration 139Q (6269.960000 sec): 27 clusters Score: Raw -42921254.063997 + Penalty 54360.461846 = -42866893.602151 nChanged 5 Iteration 140F (6287.960000 sec): 27 clusters Score: Raw -42921254.184956 + Penalty 54360.461846 = -42866893.723110 nChanged 6 Iteration 141Q (6299.640000 sec): 27 clusters Score: Raw -42921254.285901 + Penalty 54360.461846 = -42866893.824054 nChanged 6 Iteration 142Q (6309.990000 sec): 27 clusters Score: Raw -42921254.418014 + Penalty 54360.461846 = -42866893.956167 nChanged 4 Iteration 143Q (6321.910000 sec): 27 clusters Score: Raw -42921254.478102 + Penalty 54360.461846 = -42866894.016256 nChanged 6 Iteration 144Q (6331.690000 sec): 27 clusters Score: Raw -42921254.683602 + Penalty 54360.461846 = -42866894.221756 nChanged 9 Iteration 145Q (6342.210000 sec): 27 clusters Score: Raw -42921254.966699 + Penalty 54360.461846 = -42866894.504853 nChanged 10 Iteration 146Q (6352.340000 sec): 27 clusters Score: Raw -42921255.361622 + Penalty 54360.461846 = -42866894.899776 nChanged 13 Iteration 147Q (6362.530000 sec): 27 clusters Score: Raw -42921255.858779 + Penalty 54360.461846 = -42866895.396933 nChanged 18 Iteration 148Q (6372.730000 sec): 27 clusters Score: Raw -42921256.382184 + Penalty 54360.461846 = -42866895.920337 nChanged 20 Iteration 149Q (6383.970000 sec): 27 clusters Score: Raw -42921257.115747 + Penalty 54360.461846 = -42866896.653901 nChanged 23 Iteration 150Q (6394.630000 sec): 27 clusters Score: Raw -42921257.803426 + Penalty 54360.461846 = -42866897.341580 nChanged 25 Iteration 151Q (6404.600000 sec): 27 clusters Score: Raw -42921258.839547 + Penalty 54360.461846 = -42866898.377701 nChanged 23 Iteration 152Q (6415.900000 sec): 27 clusters Score: Raw -42921259.635006 + Penalty 54360.461846 = -42866899.173159 nChanged 18 Iteration 153Q (6426.160000 sec): 27 clusters Score: Raw -42921260.910634 + Penalty 54360.461846 = -42866900.448787 nChanged 34 Iteration 154Q (6438.060000 sec): 27 clusters Score: Raw -42921262.386290 + Penalty 54360.461846 = -42866901.924443 nChanged 32 Iteration 155Q (6448.510000 sec): 27 clusters Score: Raw -42921264.096848 + Penalty 54360.461846 = -42866903.635002 nChanged 40 Iteration 156Q (6458.910000 sec): 27 clusters Score: Raw -42921265.672334 + Penalty 54360.461846 = -42866905.210488 nChanged 31 Iteration 157Q (6469.580000 sec): 27 clusters Score: Raw -42921266.719428 + Penalty 54360.461846 = -42866906.257582 nChanged 31 Iteration 158Q (6480.630000 sec): 27 clusters Score: Raw -42921267.395013 + Penalty 54360.461846 = -42866906.933166 nChanged 17 Iteration 159Q (6493.090000 sec): 27 clusters Score: Raw -42921267.794471 + Penalty 54360.461846 = -42866907.332624 nChanged 16 Iteration 160F (6513.050000 sec): 27 clusters Score: Raw -42921268.222382 + Penalty 54360.461846 = -42866907.760536 nChanged 19 Iteration 161Q (6523.060000 sec): 27 clusters Score: Raw -42921268.691477 + Penalty 54360.461846 = -42866908.229631 nChanged 21 Iteration 162Q (6532.760000 sec): 27 clusters Score: Raw -42921269.615233 + Penalty 54360.461846 = -42866909.153386 nChanged 25 Iteration 163Q (6542.320000 sec): 27 clusters Score: Raw -42921270.628696 + Penalty 54360.461846 = -42866910.166850 nChanged 27 Iteration 164Q (6552.410000 sec): 27 clusters Score: Raw -42921271.752439 + Penalty 54360.461846 = -42866911.290593 nChanged 30 Iteration 165Q (6563.330000 sec): 27 clusters Score: Raw -42921272.875723 + Penalty 54360.461846 = -42866912.413876 nChanged 44 Iteration 166Q (6573.240000 sec): 27 clusters Score: Raw -42921274.332598 + Penalty 54360.461846 = -42866913.870752 nChanged 42 Iteration 167Q (6582.740000 sec): 27 clusters Score: Raw -42921275.599572 + Penalty 54360.461846 = -42866915.137725 nChanged 36 Iteration 168Q (6592.630000 sec): 27 clusters Score: Raw -42921276.843002 + Penalty 54360.461846 = -42866916.381156 nChanged 38 Iteration 169Q (6602.170000 sec): 27 clusters Score: Raw -42921277.875981 + Penalty 54360.461846 = -42866917.414134 nChanged 33 Iteration 170Q (6612.240000 sec): 27 clusters Score: Raw -42921279.132057 + Penalty 54360.461846 = -42866918.670211 nChanged 23 Iteration 171Q (6623.060000 sec): 27 clusters Score: Raw -42921279.896219 + Penalty 54360.461846 = -42866919.434372 nChanged 18 Iteration 172Q (6633.170000 sec): 27 clusters Score: Raw -42921280.553344 + Penalty 54360.461846 = -42866920.091497 nChanged 22 Iteration 173Q (6643.000000 sec): 27 clusters Score: Raw -42921281.113128 + Penalty 54360.461846 = -42866920.651281 nChanged 32 Iteration 174Q (6652.930000 sec): 27 clusters Score: Raw -42921281.953493 + Penalty 54360.461846 = -42866921.491647 nChanged 28 Iteration 175Q (6662.880000 sec): 27 clusters Score: Raw -42921282.599098 + Penalty 54360.461846 = -42866922.137252 nChanged 20 Iteration 176Q (6673.680000 sec): 27 clusters Score: Raw -42921283.079670 + Penalty 54360.461846 = -42866922.617824 nChanged 17 Iteration 177Q (6683.640000 sec): 27 clusters Score: Raw -42921283.477424 + Penalty 54360.461846 = -42866923.015577 nChanged 18 Iteration 178Q (6693.550000 sec): 27 clusters Score: Raw -42921283.861036 + Penalty 54360.461846 = -42866923.399190 nChanged 15 Writing temp clu file Because OldScore, -42866923.015577, is greater than current (better) Score,-42866923.399190 Compute initial score before splitting: Score: Raw -42921283.861036 + Penalty 54360.461846 = -42866923.399190 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.770000 sec): 2 clusters Score: Raw -98681.668869 + Penalty 1096.863819 = -97584.805050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.980000 sec): 3 clusters Score: Raw -98456.611215 + Penalty 2193.727638 = -96262.883577 nChanged 205 SP:Iteration 1F (6694.170000 sec): 3 clusters Score: Raw -98635.418538 + Penalty 2193.727638 = -96441.690900 nChanged 43 SP:Iteration 2F (6694.340000 sec): 3 clusters Score: Raw -98682.642462 + Penalty 2193.727638 = -96488.914824 nChanged 24 SP:Iteration 3Q (6694.530000 sec): 3 clusters Score: Raw -98714.722977 + Penalty 2193.727638 = -96520.995339 nChanged 17 SP:Iteration 4Q (6694.670000 sec): 3 clusters Score: Raw -98729.317131 + Penalty 2193.727638 = -96535.589493 nChanged 12 SP:Iteration 5Q (6694.820000 sec): 3 clusters Score: Raw -98741.224368 + Penalty 2193.727638 = -96547.496730 nChanged 8 SP:Iteration 6Q (6694.930000 sec): 3 clusters Score: Raw -98749.141726 + Penalty 2193.727638 = -96555.414088 nChanged 4 SP:Iteration 7Q (6695.140000 sec): 3 clusters Score: Raw -98751.452279 + Penalty 2193.727638 = -96557.724641 nChanged 3 SP:Iteration 8Q (6695.290000 sec): 3 clusters Score: Raw -98755.108181 + Penalty 2193.727638 = -96561.380543 nChanged 3 SP:Iteration 9Q (6695.450000 sec): 3 clusters Score: Raw -98758.084561 + Penalty 2193.727638 = -96564.356923 nChanged 3 SP:Iteration 10Q (6695.640000 sec): 3 clusters Score: Raw -98760.956327 + Penalty 2193.727638 = -96567.228689 nChanged 3 SP:Iteration 11Q (6695.780000 sec): 3 clusters Score: Raw -98763.127667 + Penalty 2193.727638 = -96569.400029 nChanged 0 SP:Iteration 12F (6695.960000 sec): 3 clusters Score: Raw -98763.127667 + Penalty 2193.727638 = -96569.400029 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.060000 sec): 2 clusters Score: Raw -59636.699713 + Penalty 1022.680633 = -58614.019081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.250000 sec): 3 clusters Score: Raw -59548.829217 + Penalty 2045.361266 = -57503.467951 nChanged 112 SP:Iteration 1F (6696.400000 sec): 3 clusters Score: Raw -59680.831897 + Penalty 2045.361266 = -57635.470632 nChanged 35 SP:Iteration 2F (6696.600000 sec): 3 clusters Score: Raw -59735.700938 + Penalty 2045.361266 = -57690.339673 nChanged 15 SP:Iteration 3Q (6696.750000 sec): 3 clusters Score: Raw -59759.657807 + Penalty 2045.361266 = -57714.296541 nChanged 8 SP:Iteration 4Q (6696.900000 sec): 3 clusters Score: Raw -59771.067084 + Penalty 2045.361266 = -57725.705819 nChanged 9 SP:Iteration 5Q (6697.090000 sec): 3 clusters Score: Raw -59783.844113 + Penalty 2045.361266 = -57738.482848 nChanged 8 SP:Iteration 6Q (6697.280000 sec): 3 clusters Score: Raw -59797.157580 + Penalty 2045.361266 = -57751.796314 nChanged 10 SP:Iteration 7Q (6697.430000 sec): 3 clusters Score: Raw -59813.015862 + Penalty 2045.361266 = -57767.654596 nChanged 4 SP:Iteration 8Q (6697.580000 sec): 3 clusters Score: Raw -59821.176954 + Penalty 2045.361266 = -57775.815688 nChanged 3 SP:Iteration 9Q (6697.740000 sec): 3 clusters Score: Raw -59823.668136 + Penalty 2045.361266 = -57778.306870 nChanged 0 SP:Iteration 10F (6697.940000 sec): 3 clusters Score: Raw -59823.668136 + Penalty 2045.361266 = -57778.306870 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6698.040000 sec): 2 clusters Score: Raw -575189.209422 + Penalty 1383.913842 = -573805.295581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.290000 sec): 3 clusters Score: Raw -572593.518888 + Penalty 2767.827683 = -569825.691205 nChanged 2033 SP:Iteration 1F (6698.470000 sec): 3 clusters Score: Raw -573652.081527 + Penalty 2767.827683 = -570884.253844 nChanged 340 SP:Iteration 2F (6698.690000 sec): 3 clusters Score: Raw -573828.414279 + Penalty 2767.827683 = -571060.586595 nChanged 261 SP:Iteration 3F (6698.860000 sec): 3 clusters Score: Raw -573941.775233 + Penalty 2767.827683 = -571173.947550 nChanged 199 SP:Iteration 4Q (6699.040000 sec): 3 clusters Score: Raw -574018.119863 + Penalty 2767.827683 = -571250.292180 nChanged 154 SP:Iteration 5Q (6699.200000 sec): 3 clusters Score: Raw -574082.111663 + Penalty 2767.827683 = -571314.283979 nChanged 132 SP:Iteration 6Q (6699.380000 sec): 3 clusters Score: Raw -574136.768389 + Penalty 2767.827683 = -571368.940706 nChanged 103 SP:Iteration 7Q (6699.560000 sec): 3 clusters Score: Raw -574170.778900 + Penalty 2767.827683 = -571402.951217 nChanged 84 SP:Iteration 8Q (6699.780000 sec): 3 clusters Score: Raw -574196.596271 + Penalty 2767.827683 = -571428.768588 nChanged 76 SP:Iteration 9Q (6699.950000 sec): 3 clusters Score: Raw -574218.048931 + Penalty 2767.827683 = -571450.221248 nChanged 72 SP:Iteration 10Q (6700.140000 sec): 3 clusters Score: Raw -574236.905986 + Penalty 2767.827683 = -571469.078303 nChanged 54 SP:Iteration 11Q (6700.290000 sec): 3 clusters Score: Raw -574249.339842 + Penalty 2767.827683 = -571481.512158 nChanged 42 SP:Iteration 12Q (6700.490000 sec): 3 clusters Score: Raw -574259.804825 + Penalty 2767.827683 = -571491.977142 nChanged 47 SP:Iteration 13Q (6700.660000 sec): 3 clusters Score: Raw -574273.595456 + Penalty 2767.827683 = -571505.767773 nChanged 53 SP:Iteration 14Q (6700.860000 sec): 3 clusters Score: Raw -574287.538462 + Penalty 2767.827683 = -571519.710779 nChanged 53 SP:Iteration 15Q (6701.030000 sec): 3 clusters Score: Raw -574302.553374 + Penalty 2767.827683 = -571534.725691 nChanged 64 SP:Iteration 16Q (6701.220000 sec): 3 clusters Score: Raw -574324.245658 + Penalty 2767.827683 = -571556.417974 nChanged 76 SP:Iteration 17Q (6701.420000 sec): 3 clusters Score: Raw -574351.055513 + Penalty 2767.827683 = -571583.227830 nChanged 76 SP:Iteration 18Q (6701.610000 sec): 3 clusters Score: Raw -574375.492429 + Penalty 2767.827683 = -571607.664746 nChanged 92 SP:Iteration 19Q (6701.840000 sec): 3 clusters Score: Raw -574411.714456 + Penalty 2767.827683 = -571643.886773 nChanged 108 SP:Iteration 20F (6702.010000 sec): 3 clusters Score: Raw -574466.192632 + Penalty 2767.827683 = -571698.364948 nChanged 125 SP:Iteration 21Q (6702.230000 sec): 3 clusters Score: Raw -574533.734940 + Penalty 2767.827683 = -571765.907257 nChanged 140 SP:Iteration 22Q (6702.430000 sec): 3 clusters Score: Raw -574615.654510 + Penalty 2767.827683 = -571847.826827 nChanged 168 SP:Iteration 23Q (6702.620000 sec): 3 clusters Score: Raw -574719.598543 + Penalty 2767.827683 = -571951.770860 nChanged 174 SP:Iteration 24Q (6702.800000 sec): 3 clusters Score: Raw -574830.034139 + Penalty 2767.827683 = -572062.206456 nChanged 158 SP:Iteration 25Q (6702.980000 sec): 3 clusters Score: Raw -574937.665183 + Penalty 2767.827683 = -572169.837500 nChanged 164 SP:Iteration 26Q (6703.150000 sec): 3 clusters Score: Raw -575059.415047 + Penalty 2767.827683 = -572291.587364 nChanged 141 SP:Iteration 27Q (6703.340000 sec): 3 clusters Score: Raw -575164.717584 + Penalty 2767.827683 = -572396.889901 nChanged 111 SP:Iteration 28Q (6703.520000 sec): 3 clusters Score: Raw -575243.086414 + Penalty 2767.827683 = -572475.258731 nChanged 78 SP:Iteration 29Q (6703.720000 sec): 3 clusters Score: Raw -575295.205168 + Penalty 2767.827683 = -572527.377485 nChanged 61 SP:Iteration 30Q (6703.880000 sec): 3 clusters Score: Raw -575338.228208 + Penalty 2767.827683 = -572570.400525 nChanged 49 SP:Iteration 31Q (6704.040000 sec): 3 clusters Score: Raw -575369.349508 + Penalty 2767.827683 = -572601.521825 nChanged 28 SP:Iteration 32Q (6704.200000 sec): 3 clusters Score: Raw -575386.863819 + Penalty 2767.827683 = -572619.036136 nChanged 19 SP:Iteration 33Q (6704.380000 sec): 3 clusters Score: Raw -575400.177601 + Penalty 2767.827683 = -572632.349918 nChanged 22 SP:Iteration 34Q (6704.610000 sec): 3 clusters Score: Raw -575418.271112 + Penalty 2767.827683 = -572650.443429 nChanged 24 SP:Iteration 35Q (6704.790000 sec): 3 clusters Score: Raw -575432.083892 + Penalty 2767.827683 = -572664.256209 nChanged 8 SP:Iteration 36Q (6704.980000 sec): 3 clusters Score: Raw -575437.494524 + Penalty 2767.827683 = -572669.666840 nChanged 6 SP:Iteration 37Q (6705.180000 sec): 3 clusters Score: Raw -575441.284875 + Penalty 2767.827683 = -572673.457192 nChanged 4 SP:Iteration 38Q (6705.360000 sec): 3 clusters Score: Raw -575444.880585 + Penalty 2767.827683 = -572677.052902 nChanged 4 SP:Iteration 39Q (6705.550000 sec): 3 clusters Score: Raw -575447.004343 + Penalty 2767.827683 = -572679.176660 nChanged 4 SP:Iteration 40F (6705.730000 sec): 3 clusters Score: Raw -575449.004954 + Penalty 2767.827683 = -572681.177271 nChanged 3 SP:Iteration 41Q (6705.930000 sec): 3 clusters Score: Raw -575450.114060 + Penalty 2767.827683 = -572682.286377 nChanged 2 SP:Iteration 42Q (6706.060000 sec): 3 clusters Score: Raw -575450.812199 + Penalty 2767.827683 = -572682.984516 nChanged 2 SP:Iteration 43Q (6706.260000 sec): 3 clusters Score: Raw -575451.828240 + Penalty 2767.827683 = -572684.000557 nChanged 1 SP:Iteration 44Q (6706.440000 sec): 3 clusters Score: Raw -575452.457537 + Penalty 2767.827683 = -572684.629854 nChanged 1 SP:Iteration 45Q (6706.620000 sec): 3 clusters Score: Raw -575453.774642 + Penalty 2767.827683 = -572685.946959 nChanged 2 SP:Iteration 46Q (6706.850000 sec): 3 clusters Score: Raw -575456.012734 + Penalty 2767.827683 = -572688.185050 nChanged 1 SP:Iteration 47Q (6707.040000 sec): 3 clusters Score: Raw -575456.384478 + Penalty 2767.827683 = -572688.556795 nChanged 3 SP:Iteration 48Q (6707.190000 sec): 3 clusters Score: Raw -575458.914660 + Penalty 2767.827683 = -572691.086977 nChanged 2 SP:Iteration 49Q (6707.340000 sec): 3 clusters Score: Raw -575460.191805 + Penalty 2767.827683 = -572692.364121 nChanged 0 SP:Iteration 50F (6707.510000 sec): 3 clusters Score: Raw -575460.191805 + Penalty 2767.827683 = -572692.364121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.570000 sec): 2 clusters Score: Raw -27829250.519810 + Penalty 2018.638858 = -27827231.880952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6709.750000 sec): 3 clusters Score: Raw -27663874.723572 + Penalty 4037.277716 = -27659837.445856 nChanged 121047 SP:Iteration 1F (6710.820000 sec): 3 clusters Score: Raw -27736975.783499 + Penalty 4037.277716 = -27732938.505784 nChanged 8921 SP:Iteration 2Q (6712.000000 sec): 3 clusters Score: Raw -27739899.950750 + Penalty 4037.277716 = -27735862.673034 nChanged 12297 SP:Iteration 3Q (6713.220000 sec): 3 clusters Score: Raw -27745493.146724 + Penalty 4037.277716 = -27741455.869009 nChanged 17162 SP:Iteration 4F (6714.420000 sec): 3 clusters Score: Raw -27756282.083148 + Penalty 4037.277716 = -27752244.805432 nChanged 22070 SP:Iteration 5F (6715.610000 sec): 3 clusters Score: Raw -27774552.010408 + Penalty 4037.277716 = -27770514.732692 nChanged 23579 SP:Iteration 6F (6716.880000 sec): 3 clusters Score: Raw -27797599.735953 + Penalty 4037.277716 = -27793562.458237 nChanged 17677 SP:Iteration 7F (6718.190000 sec): 3 clusters Score: Raw -27815573.392326 + Penalty 4037.277716 = -27811536.114610 nChanged 8898 SP:Iteration 8Q (6719.500000 sec): 3 clusters Score: Raw -27824347.970571 + Penalty 4037.277716 = -27820310.692855 nChanged 3377 SP:Iteration 9Q (6720.710000 sec): 3 clusters Score: Raw -27827580.733403 + Penalty 4037.277716 = -27823543.455688 nChanged 1138 SP:Iteration 10Q (6721.810000 sec): 3 clusters Score: Raw -27828647.166389 + Penalty 4037.277716 = -27824609.888673 nChanged 499 SP:Iteration 11Q (6722.950000 sec): 3 clusters Score: Raw -27829064.442855 + Penalty 4037.277716 = -27825027.165139 nChanged 254 SP:Iteration 12Q (6724.040000 sec): 3 clusters Score: Raw -27829242.756972 + Penalty 4037.277716 = -27825205.479256 nChanged 148 SP:Iteration 13Q (6725.040000 sec): 3 clusters Score: Raw -27829339.583982 + Penalty 4037.277716 = -27825302.306266 nChanged 92 SP:Iteration 14Q (6726.010000 sec): 3 clusters Score: Raw -27829397.640238 + Penalty 4037.277716 = -27825360.362522 nChanged 81 SP:Iteration 15Q (6727.170000 sec): 3 clusters Score: Raw -27829449.988057 + Penalty 4037.277716 = -27825412.710341 nChanged 67 SP:Iteration 16Q (6728.330000 sec): 3 clusters Score: Raw -27829493.886023 + Penalty 4037.277716 = -27825456.608307 nChanged 57 SP:Iteration 17Q (6729.630000 sec): 3 clusters Score: Raw -27829519.018024 + Penalty 4037.277716 = -27825481.740308 nChanged 36 SP:Iteration 18Q (6730.780000 sec): 3 clusters Score: Raw -27829541.629447 + Penalty 4037.277716 = -27825504.351731 nChanged 28 SP:Iteration 19Q (6731.860000 sec): 3 clusters Score: Raw -27829558.411432 + Penalty 4037.277716 = -27825521.133717 nChanged 24 SP:Iteration 20F (6733.220000 sec): 3 clusters Score: Raw -27829570.559154 + Penalty 4037.277716 = -27825533.281438 nChanged 16 SP:Iteration 21Q (6734.270000 sec): 3 clusters Score: Raw -27829578.675472 + Penalty 4037.277716 = -27825541.397756 nChanged 13 SP:Iteration 22Q (6735.440000 sec): 3 clusters Score: Raw -27829584.576348 + Penalty 4037.277716 = -27825547.298632 nChanged 11 SP:Iteration 23Q (6736.560000 sec): 3 clusters Score: Raw -27829589.453753 + Penalty 4037.277716 = -27825552.176037 nChanged 8 SP:Iteration 24Q (6737.690000 sec): 3 clusters Score: Raw -27829593.648188 + Penalty 4037.277716 = -27825556.370472 nChanged 8 SP:Iteration 25Q (6738.860000 sec): 3 clusters Score: Raw -27829598.094075 + Penalty 4037.277716 = -27825560.816359 nChanged 13 SP:Iteration 26Q (6740.010000 sec): 3 clusters Score: Raw -27829605.306229 + Penalty 4037.277716 = -27825568.028514 nChanged 8 SP:Iteration 27Q (6741.130000 sec): 3 clusters Score: Raw -27829608.536367 + Penalty 4037.277716 = -27825571.258651 nChanged 6 SP:Iteration 28Q (6742.190000 sec): 3 clusters Score: Raw -27829611.427243 + Penalty 4037.277716 = -27825574.149527 nChanged 4 SP:Iteration 29Q (6743.310000 sec): 3 clusters Score: Raw -27829612.903757 + Penalty 4037.277716 = -27825575.626041 nChanged 1 SP:Iteration 30Q (6744.430000 sec): 3 clusters Score: Raw -27829613.496648 + Penalty 4037.277716 = -27825576.218932 nChanged 1 SP:Iteration 31Q (6745.510000 sec): 3 clusters Score: Raw -27829613.697931 + Penalty 4037.277716 = -27825576.420216 nChanged 0 SP:Iteration 32F (6746.820000 sec): 3 clusters Score: Raw -27829613.697931 + Penalty 4037.277716 = -27825576.420216 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6747.060000 sec): 2 clusters Score: Raw -2244404.991346 + Penalty 1606.951472 = -2242798.039874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6747.400000 sec): 3 clusters Score: Raw -2232499.142679 + Penalty 3213.902944 = -2229285.239735 nChanged 9040 SP:Iteration 1F (6747.720000 sec): 3 clusters Score: Raw -2237537.697149 + Penalty 3213.902944 = -2234323.794205 nChanged 1111 SP:Iteration 2F (6748.030000 sec): 3 clusters Score: Raw -2238024.940467 + Penalty 3213.902944 = -2234811.037524 nChanged 1009 SP:Iteration 3F (6748.300000 sec): 3 clusters Score: Raw -2238476.547168 + Penalty 3213.902944 = -2235262.644225 nChanged 935 SP:Iteration 4Q (6748.580000 sec): 3 clusters Score: Raw -2238919.359326 + Penalty 3213.902944 = -2235705.456382 nChanged 935 SP:Iteration 5Q (6748.930000 sec): 3 clusters Score: Raw -2239402.487214 + Penalty 3213.902944 = -2236188.584270 nChanged 942 SP:Iteration 6Q (6749.240000 sec): 3 clusters Score: Raw -2239909.159630 + Penalty 3213.902944 = -2236695.256686 nChanged 946 SP:Iteration 7Q (6749.550000 sec): 3 clusters Score: Raw -2240432.014092 + Penalty 3213.902944 = -2237218.111149 nChanged 965 SP:Iteration 8Q (6749.860000 sec): 3 clusters Score: Raw -2240983.698584 + Penalty 3213.902944 = -2237769.795641 nChanged 847 SP:Iteration 9Q (6750.210000 sec): 3 clusters Score: Raw -2241439.641432 + Penalty 3213.902944 = -2238225.738488 nChanged 696 SP:Iteration 10Q (6750.570000 sec): 3 clusters Score: Raw -2241791.425867 + Penalty 3213.902944 = -2238577.522924 nChanged 597 SP:Iteration 11Q (6750.850000 sec): 3 clusters Score: Raw -2242025.506765 + Penalty 3213.902944 = -2238811.603821 nChanged 427 SP:Iteration 12Q (6751.160000 sec): 3 clusters Score: Raw -2242171.793770 + Penalty 3213.902944 = -2238957.890826 nChanged 340 SP:Iteration 13Q (6751.490000 sec): 3 clusters Score: Raw -2242265.521874 + Penalty 3213.902944 = -2239051.618930 nChanged 263 SP:Iteration 14Q (6751.880000 sec): 3 clusters Score: Raw -2242337.303946 + Penalty 3213.902944 = -2239123.401003 nChanged 216 SP:Iteration 15Q (6752.180000 sec): 3 clusters Score: Raw -2242394.817401 + Penalty 3213.902944 = -2239180.914457 nChanged 215 SP:Iteration 16Q (6752.470000 sec): 3 clusters Score: Raw -2242460.753291 + Penalty 3213.902944 = -2239246.850347 nChanged 209 SP:Iteration 17Q (6752.780000 sec): 3 clusters Score: Raw -2242522.640387 + Penalty 3213.902944 = -2239308.737443 nChanged 210 SP:Iteration 18Q (6753.090000 sec): 3 clusters Score: Raw -2242586.897241 + Penalty 3213.902944 = -2239372.994297 nChanged 194 SP:Iteration 19Q (6753.380000 sec): 3 clusters Score: Raw -2242648.502221 + Penalty 3213.902944 = -2239434.599277 nChanged 186 SP:Iteration 20F (6753.710000 sec): 3 clusters Score: Raw -2242692.347478 + Penalty 3213.902944 = -2239478.444534 nChanged 165 SP:Iteration 21Q (6754.040000 sec): 3 clusters Score: Raw -2242731.616748 + Penalty 3213.902944 = -2239517.713804 nChanged 161 SP:Iteration 22Q (6754.360000 sec): 3 clusters Score: Raw -2242766.277169 + Penalty 3213.902944 = -2239552.374225 nChanged 159 SP:Iteration 23Q (6754.680000 sec): 3 clusters Score: Raw -2242798.786165 + Penalty 3213.902944 = -2239584.883222 nChanged 143 SP:Iteration 24Q (6754.990000 sec): 3 clusters Score: Raw -2242828.087221 + Penalty 3213.902944 = -2239614.184277 nChanged 146 SP:Iteration 25Q (6755.240000 sec): 3 clusters Score: Raw -2242854.628271 + Penalty 3213.902944 = -2239640.725327 nChanged 128 SP:Iteration 26Q (6755.530000 sec): 3 clusters Score: Raw -2242878.170808 + Penalty 3213.902944 = -2239664.267864 nChanged 143 SP:Iteration 27Q (6755.840000 sec): 3 clusters Score: Raw -2242908.387894 + Penalty 3213.902944 = -2239694.484950 nChanged 145 SP:Iteration 28Q (6756.150000 sec): 3 clusters Score: Raw -2242940.069511 + Penalty 3213.902944 = -2239726.166567 nChanged 151 SP:Iteration 29Q (6756.470000 sec): 3 clusters Score: Raw -2242973.100678 + Penalty 3213.902944 = -2239759.197735 nChanged 132 SP:Iteration 30Q (6756.740000 sec): 3 clusters Score: Raw -2243001.559943 + Penalty 3213.902944 = -2239787.656999 nChanged 129 SP:Iteration 31Q (6757.020000 sec): 3 clusters Score: Raw -2243028.415183 + Penalty 3213.902944 = -2239814.512240 nChanged 136 SP:Iteration 32Q (6757.300000 sec): 3 clusters Score: Raw -2243057.988156 + Penalty 3213.902944 = -2239844.085212 nChanged 140 SP:Iteration 33Q (6757.580000 sec): 3 clusters Score: Raw -2243093.030319 + Penalty 3213.902944 = -2239879.127376 nChanged 147 SP:Iteration 34Q (6757.820000 sec): 3 clusters Score: Raw -2243122.172745 + Penalty 3213.902944 = -2239908.269801 nChanged 130 SP:Iteration 35Q (6758.120000 sec): 3 clusters Score: Raw -2243148.615835 + Penalty 3213.902944 = -2239934.712892 nChanged 143 SP:Iteration 36Q (6758.460000 sec): 3 clusters Score: Raw -2243180.775892 + Penalty 3213.902944 = -2239966.872948 nChanged 129 SP:Iteration 37Q (6758.730000 sec): 3 clusters Score: Raw -2243206.447292 + Penalty 3213.902944 = -2239992.544349 nChanged 110 SP:Iteration 38Q (6759.040000 sec): 3 clusters Score: Raw -2243223.570519 + Penalty 3213.902944 = -2240009.667575 nChanged 110 SP:Iteration 39Q (6759.310000 sec): 3 clusters Score: Raw -2243242.619217 + Penalty 3213.902944 = -2240028.716273 nChanged 123 SP:Iteration 40F (6759.540000 sec): 3 clusters Score: Raw -2243265.960019 + Penalty 3213.902944 = -2240052.057075 nChanged 115 SP:Iteration 41Q (6759.810000 sec): 3 clusters Score: Raw -2243283.796462 + Penalty 3213.902944 = -2240069.893518 nChanged 111 SP:Iteration 42Q (6760.080000 sec): 3 clusters Score: Raw -2243301.877364 + Penalty 3213.902944 = -2240087.974420 nChanged 99 SP:Iteration 43Q (6760.340000 sec): 3 clusters Score: Raw -2243317.999409 + Penalty 3213.902944 = -2240104.096465 nChanged 110 SP:Iteration 44Q (6760.560000 sec): 3 clusters Score: Raw -2243339.400673 + Penalty 3213.902944 = -2240125.497729 nChanged 124 SP:Iteration 45Q (6760.810000 sec): 3 clusters Score: Raw -2243364.579416 + Penalty 3213.902944 = -2240150.676472 nChanged 123 SP:Iteration 46Q (6761.100000 sec): 3 clusters Score: Raw -2243388.254083 + Penalty 3213.902944 = -2240174.351139 nChanged 124 SP:Iteration 47Q (6761.400000 sec): 3 clusters Score: Raw -2243412.488078 + Penalty 3213.902944 = -2240198.585135 nChanged 124 SP:Iteration 48Q (6761.690000 sec): 3 clusters Score: Raw -2243436.761523 + Penalty 3213.902944 = -2240222.858579 nChanged 116 SP:Iteration 49Q (6762.000000 sec): 3 clusters Score: Raw -2243464.320467 + Penalty 3213.902944 = -2240250.417523 nChanged 127 SP:Iteration 50Q (6762.260000 sec): 3 clusters Score: Raw -2243494.223621 + Penalty 3213.902944 = -2240280.320678 nChanged 139 SP:Iteration 51Q (6762.560000 sec): 3 clusters Score: Raw -2243528.469121 + Penalty 3213.902944 = -2240314.566177 nChanged 122 SP:Iteration 52Q (6762.850000 sec): 3 clusters Score: Raw -2243553.152849 + Penalty 3213.902944 = -2240339.249905 nChanged 120 SP:Iteration 53Q (6763.110000 sec): 3 clusters Score: Raw -2243576.431030 + Penalty 3213.902944 = -2240362.528087 nChanged 108 SP:Iteration 54Q (6763.420000 sec): 3 clusters Score: Raw -2243599.135905 + Penalty 3213.902944 = -2240385.232962 nChanged 125 SP:Iteration 55Q (6763.700000 sec): 3 clusters Score: Raw -2243625.487959 + Penalty 3213.902944 = -2240411.585015 nChanged 121 SP:Iteration 56Q (6764.000000 sec): 3 clusters Score: Raw -2243651.821194 + Penalty 3213.902944 = -2240437.918250 nChanged 132 SP:Iteration 57Q (6764.320000 sec): 3 clusters Score: Raw -2243680.840376 + Penalty 3213.902944 = -2240466.937432 nChanged 126 SP:Iteration 58Q (6764.600000 sec): 3 clusters Score: Raw -2243710.288274 + Penalty 3213.902944 = -2240496.385330 nChanged 128 SP:Iteration 59Q (6764.940000 sec): 3 clusters Score: Raw -2243741.194811 + Penalty 3213.902944 = -2240527.291867 nChanged 128 SP:Iteration 60F (6765.180000 sec): 3 clusters Score: Raw -2243774.031917 + Penalty 3213.902944 = -2240560.128974 nChanged 151 SP:Iteration 61Q (6765.530000 sec): 3 clusters Score: Raw -2243817.147685 + Penalty 3213.902944 = -2240603.244741 nChanged 144 SP:Iteration 62Q (6765.820000 sec): 3 clusters Score: Raw -2243860.177926 + Penalty 3213.902944 = -2240646.274982 nChanged 157 SP:Iteration 63Q (6766.050000 sec): 3 clusters Score: Raw -2243912.902940 + Penalty 3213.902944 = -2240698.999996 nChanged 156 SP:Iteration 64Q (6766.280000 sec): 3 clusters Score: Raw -2243959.264809 + Penalty 3213.902944 = -2240745.361865 nChanged 155 SP:Iteration 65Q (6766.570000 sec): 3 clusters Score: Raw -2244012.372855 + Penalty 3213.902944 = -2240798.469912 nChanged 141 SP:Iteration 66Q (6766.880000 sec): 3 clusters Score: Raw -2244061.159858 + Penalty 3213.902944 = -2240847.256914 nChanged 134 SP:Iteration 67Q (6767.170000 sec): 3 clusters Score: Raw -2244106.708443 + Penalty 3213.902944 = -2240892.805499 nChanged 128 SP:Iteration 68Q (6767.470000 sec): 3 clusters Score: Raw -2244151.135899 + Penalty 3213.902944 = -2240937.232955 nChanged 126 SP:Iteration 69Q (6767.770000 sec): 3 clusters Score: Raw -2244197.176157 + Penalty 3213.902944 = -2240983.273213 nChanged 98 SP:Iteration 70Q (6767.980000 sec): 3 clusters Score: Raw -2244229.243300 + Penalty 3213.902944 = -2241015.340356 nChanged 82 SP:Iteration 71Q (6768.270000 sec): 3 clusters Score: Raw -2244261.727241 + Penalty 3213.902944 = -2241047.824298 nChanged 86 SP:Iteration 72Q (6768.530000 sec): 3 clusters Score: Raw -2244290.760465 + Penalty 3213.902944 = -2241076.857521 nChanged 70 SP:Iteration 73Q (6768.850000 sec): 3 clusters Score: Raw -2244311.534087 + Penalty 3213.902944 = -2241097.631143 nChanged 60 SP:Iteration 74Q (6769.150000 sec): 3 clusters Score: Raw -2244332.616011 + Penalty 3213.902944 = -2241118.713068 nChanged 64 SP:Iteration 75Q (6769.440000 sec): 3 clusters Score: Raw -2244357.917514 + Penalty 3213.902944 = -2241144.014571 nChanged 60 SP:Iteration 76Q (6769.720000 sec): 3 clusters Score: Raw -2244378.757638 + Penalty 3213.902944 = -2241164.854695 nChanged 48 SP:Iteration 77Q (6769.990000 sec): 3 clusters Score: Raw -2244393.735916 + Penalty 3213.902944 = -2241179.832972 nChanged 36 SP:Iteration 78Q (6770.330000 sec): 3 clusters Score: Raw -2244406.603491 + Penalty 3213.902944 = -2241192.700547 nChanged 36 SP:Iteration 79Q (6770.630000 sec): 3 clusters Score: Raw -2244421.353793 + Penalty 3213.902944 = -2241207.450849 nChanged 35 SP:Iteration 80F (6770.950000 sec): 3 clusters Score: Raw -2244433.561812 + Penalty 3213.902944 = -2241219.658869 nChanged 34 SP:Iteration 81Q (6771.230000 sec): 3 clusters Score: Raw -2244446.610865 + Penalty 3213.902944 = -2241232.707921 nChanged 42 SP:Iteration 82Q (6771.530000 sec): 3 clusters Score: Raw -2244464.901970 + Penalty 3213.902944 = -2241250.999026 nChanged 42 SP:Iteration 83Q (6771.850000 sec): 3 clusters Score: Raw -2244482.655466 + Penalty 3213.902944 = -2241268.752522 nChanged 41 SP:Iteration 84Q (6772.170000 sec): 3 clusters Score: Raw -2244500.947837 + Penalty 3213.902944 = -2241287.044893 nChanged 32 SP:Iteration 85Q (6772.450000 sec): 3 clusters Score: Raw -2244514.501521 + Penalty 3213.902944 = -2241300.598577 nChanged 30 SP:Iteration 86Q (6772.690000 sec): 3 clusters Score: Raw -2244526.597890 + Penalty 3213.902944 = -2241312.694946 nChanged 16 SP:Iteration 87Q (6772.950000 sec): 3 clusters Score: Raw -2244533.811681 + Penalty 3213.902944 = -2241319.908738 nChanged 20 SP:Iteration 88Q (6773.240000 sec): 3 clusters Score: Raw -2244541.569691 + Penalty 3213.902944 = -2241327.666747 nChanged 15 SP:Iteration 89Q (6773.590000 sec): 3 clusters Score: Raw -2244546.113096 + Penalty 3213.902944 = -2241332.210153 nChanged 7 SP:Iteration 90Q (6773.840000 sec): 3 clusters Score: Raw -2244547.838387 + Penalty 3213.902944 = -2241333.935443 nChanged 5 SP:Iteration 91Q (6774.140000 sec): 3 clusters Score: Raw -2244549.318426 + Penalty 3213.902944 = -2241335.415482 nChanged 4 SP:Iteration 92Q (6774.370000 sec): 3 clusters Score: Raw -2244550.603115 + Penalty 3213.902944 = -2241336.700171 nChanged 4 SP:Iteration 93Q (6774.650000 sec): 3 clusters Score: Raw -2244552.076556 + Penalty 3213.902944 = -2241338.173612 nChanged 6 SP:Iteration 94Q (6774.950000 sec): 3 clusters Score: Raw -2244554.142548 + Penalty 3213.902944 = -2241340.239605 nChanged 6 SP:Iteration 95Q (6775.210000 sec): 3 clusters Score: Raw -2244556.295705 + Penalty 3213.902944 = -2241342.392762 nChanged 6 SP:Iteration 96Q (6775.420000 sec): 3 clusters Score: Raw -2244557.826469 + Penalty 3213.902944 = -2241343.923526 nChanged 2 SP:Iteration 97Q (6775.660000 sec): 3 clusters Score: Raw -2244558.485858 + Penalty 3213.902944 = -2241344.582914 nChanged 5 SP:Iteration 98Q (6775.960000 sec): 3 clusters Score: Raw -2244559.931497 + Penalty 3213.902944 = -2241346.028553 nChanged 3 SP:Iteration 99Q (6776.190000 sec): 3 clusters Score: Raw -2244560.918638 + Penalty 3213.902944 = -2241347.015694 nChanged 3 SP:Iteration 100F (6776.430000 sec): 3 clusters Score: Raw -2244561.952360 + Penalty 3213.902944 = -2241348.049416 nChanged 5 SP:Iteration 101Q (6776.660000 sec): 3 clusters Score: Raw -2244564.266910 + Penalty 3213.902944 = -2241350.363966 nChanged 5 SP:Iteration 102Q (6776.890000 sec): 3 clusters Score: Raw -2244567.682205 + Penalty 3213.902944 = -2241353.779261 nChanged 7 SP:Iteration 103Q (6777.130000 sec): 3 clusters Score: Raw -2244571.342307 + Penalty 3213.902944 = -2241357.439363 nChanged 6 SP:Iteration 104Q (6777.450000 sec): 3 clusters Score: Raw -2244573.528552 + Penalty 3213.902944 = -2241359.625609 nChanged 2 SP:Iteration 105Q (6777.690000 sec): 3 clusters Score: Raw -2244574.128586 + Penalty 3213.902944 = -2241360.225642 nChanged 6 SP:Iteration 106Q (6777.920000 sec): 3 clusters Score: Raw -2244576.176433 + Penalty 3213.902944 = -2241362.273489 nChanged 10 SP:Iteration 107Q (6778.160000 sec): 3 clusters Score: Raw -2244580.474713 + Penalty 3213.902944 = -2241366.571770 nChanged 7 SP:Iteration 108Q (6778.410000 sec): 3 clusters Score: Raw -2244583.834650 + Penalty 3213.902944 = -2241369.931707 nChanged 8 SP:Iteration 109Q (6778.700000 sec): 3 clusters Score: Raw -2244586.003429 + Penalty 3213.902944 = -2241372.100486 nChanged 6 SP:Iteration 110Q (6778.980000 sec): 3 clusters Score: Raw -2244588.572838 + Penalty 3213.902944 = -2241374.669894 nChanged 8 SP:Iteration 111Q (6779.250000 sec): 3 clusters Score: Raw -2244591.697174 + Penalty 3213.902944 = -2241377.794230 nChanged 6 SP:Iteration 112Q (6779.480000 sec): 3 clusters Score: Raw -2244594.190536 + Penalty 3213.902944 = -2241380.287592 nChanged 6 SP:Iteration 113Q (6779.800000 sec): 3 clusters Score: Raw -2244597.307633 + Penalty 3213.902944 = -2241383.404689 nChanged 10 SP:Iteration 114Q (6780.080000 sec): 3 clusters Score: Raw -2244601.484248 + Penalty 3213.902944 = -2241387.581305 nChanged 9 SP:Iteration 115Q (6780.300000 sec): 3 clusters Score: Raw -2244604.177351 + Penalty 3213.902944 = -2241390.274408 nChanged 6 SP:Iteration 116Q (6780.610000 sec): 3 clusters Score: Raw -2244605.823527 + Penalty 3213.902944 = -2241391.920584 nChanged 3 SP:Iteration 117Q (6780.860000 sec): 3 clusters Score: Raw -2244606.786805 + Penalty 3213.902944 = -2241392.883862 nChanged 2 SP:Iteration 118Q (6781.060000 sec): 3 clusters Score: Raw -2244607.314951 + Penalty 3213.902944 = -2241393.412008 nChanged 2 SP:Iteration 119Q (6781.340000 sec): 3 clusters Score: Raw -2244607.755560 + Penalty 3213.902944 = -2241393.852616 nChanged 2 SP:Iteration 120F (6781.660000 sec): 3 clusters Score: Raw -2244608.330161 + Penalty 3213.902944 = -2241394.427218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6781.790000 sec): 2 clusters Score: Raw -1192864.489304 + Penalty 1501.956229 = -1191362.533075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6782.060000 sec): 3 clusters Score: Raw -1187018.209534 + Penalty 3003.912458 = -1184014.297076 nChanged 4473 SP:Iteration 1F (6782.300000 sec): 3 clusters Score: Raw -1189451.397009 + Penalty 3003.912458 = -1186447.484552 nChanged 637 SP:Iteration 2F (6782.530000 sec): 3 clusters Score: Raw -1189740.515513 + Penalty 3003.912458 = -1186736.603055 nChanged 563 SP:Iteration 3F (6782.750000 sec): 3 clusters Score: Raw -1190036.736545 + Penalty 3003.912458 = -1187032.824087 nChanged 586 SP:Iteration 4F (6783.020000 sec): 3 clusters Score: Raw -1190381.593221 + Penalty 3003.912458 = -1187377.680764 nChanged 603 SP:Iteration 5F (6783.220000 sec): 3 clusters Score: Raw -1190786.612618 + Penalty 3003.912458 = -1187782.700160 nChanged 626 SP:Iteration 6F (6783.450000 sec): 3 clusters Score: Raw -1191275.234078 + Penalty 3003.912458 = -1188271.321620 nChanged 610 SP:Iteration 7F (6783.660000 sec): 3 clusters Score: Raw -1191757.149784 + Penalty 3003.912458 = -1188753.237326 nChanged 501 SP:Iteration 8Q (6783.870000 sec): 3 clusters Score: Raw -1192137.944819 + Penalty 3003.912458 = -1189134.032361 nChanged 365 SP:Iteration 9Q (6784.110000 sec): 3 clusters Score: Raw -1192413.662013 + Penalty 3003.912458 = -1189409.749555 nChanged 275 SP:Iteration 10Q (6784.320000 sec): 3 clusters Score: Raw -1192612.618708 + Penalty 3003.912458 = -1189608.706250 nChanged 175 SP:Iteration 11Q (6784.530000 sec): 3 clusters Score: Raw -1192739.835988 + Penalty 3003.912458 = -1189735.923530 nChanged 130 SP:Iteration 12Q (6784.730000 sec): 3 clusters Score: Raw -1192829.223661 + Penalty 3003.912458 = -1189825.311203 nChanged 75 SP:Iteration 13Q (6784.930000 sec): 3 clusters Score: Raw -1192883.884319 + Penalty 3003.912458 = -1189879.971861 nChanged 73 SP:Iteration 14Q (6785.150000 sec): 3 clusters Score: Raw -1192933.290571 + Penalty 3003.912458 = -1189929.378113 nChanged 45 SP:Iteration 15Q (6785.300000 sec): 3 clusters Score: Raw -1192961.304893 + Penalty 3003.912458 = -1189957.392435 nChanged 27 SP:Iteration 16Q (6785.520000 sec): 3 clusters Score: Raw -1192983.716659 + Penalty 3003.912458 = -1189979.804201 nChanged 26 SP:Iteration 17Q (6785.710000 sec): 3 clusters Score: Raw -1193009.377124 + Penalty 3003.912458 = -1190005.464667 nChanged 29 SP:Iteration 18Q (6785.890000 sec): 3 clusters Score: Raw -1193036.581562 + Penalty 3003.912458 = -1190032.669104 nChanged 30 SP:Iteration 19Q (6786.040000 sec): 3 clusters Score: Raw -1193062.891777 + Penalty 3003.912458 = -1190058.979320 nChanged 17 SP:Iteration 20F (6786.260000 sec): 3 clusters Score: Raw -1193076.303207 + Penalty 3003.912458 = -1190072.390749 nChanged 10 SP:Iteration 21Q (6786.470000 sec): 3 clusters Score: Raw -1193084.808223 + Penalty 3003.912458 = -1190080.895766 nChanged 8 SP:Iteration 22Q (6786.740000 sec): 3 clusters Score: Raw -1193091.393539 + Penalty 3003.912458 = -1190087.481081 nChanged 7 SP:Iteration 23Q (6786.990000 sec): 3 clusters Score: Raw -1193096.897921 + Penalty 3003.912458 = -1190092.985463 nChanged 6 SP:Iteration 24Q (6787.220000 sec): 3 clusters Score: Raw -1193102.438148 + Penalty 3003.912458 = -1190098.525690 nChanged 8 SP:Iteration 25Q (6787.440000 sec): 3 clusters Score: Raw -1193106.813893 + Penalty 3003.912458 = -1190102.901435 nChanged 6 SP:Iteration 26Q (6787.730000 sec): 3 clusters Score: Raw -1193113.333812 + Penalty 3003.912458 = -1190109.421354 nChanged 2 SP:Iteration 27Q (6787.970000 sec): 3 clusters Score: Raw -1193114.347018 + Penalty 3003.912458 = -1190110.434560 nChanged 1 SP:Iteration 28Q (6788.180000 sec): 3 clusters Score: Raw -1193115.231814 + Penalty 3003.912458 = -1190111.319356 nChanged 1 SP:Iteration 29Q (6788.440000 sec): 3 clusters Score: Raw -1193116.118951 + Penalty 3003.912458 = -1190112.206493 nChanged 1 SP:Iteration 30Q (6788.650000 sec): 3 clusters Score: Raw -1193117.387237 + Penalty 3003.912458 = -1190113.474779 nChanged 2 SP:Iteration 31Q (6788.860000 sec): 3 clusters Score: Raw -1193118.866917 + Penalty 3003.912458 = -1190114.954459 nChanged 1 SP:Iteration 32Q (6789.090000 sec): 3 clusters Score: Raw -1193119.208202 + Penalty 3003.912458 = -1190115.295745 nChanged 0 SP:Iteration 33F (6789.280000 sec): 3 clusters Score: Raw -1193119.208202 + Penalty 3003.912458 = -1190115.295745 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6789.380000 sec): 2 clusters Score: Raw -141910.179437 + Penalty 1159.936868 = -140750.242569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6789.550000 sec): 3 clusters Score: Raw -141435.694942 + Penalty 2319.873736 = -139115.821206 nChanged 393 SP:Iteration 1F (6789.680000 sec): 3 clusters Score: Raw -141746.565233 + Penalty 2319.873736 = -139426.691497 nChanged 98 SP:Iteration 2F (6789.840000 sec): 3 clusters Score: Raw -141838.716120 + Penalty 2319.873736 = -139518.842384 nChanged 46 SP:Iteration 3Q (6790.030000 sec): 3 clusters Score: Raw -141882.718916 + Penalty 2319.873736 = -139562.845180 nChanged 27 SP:Iteration 4Q (6790.220000 sec): 3 clusters Score: Raw -141910.042759 + Penalty 2319.873736 = -139590.169023 nChanged 17 SP:Iteration 5Q (6790.370000 sec): 3 clusters Score: Raw -141942.312600 + Penalty 2319.873736 = -139622.438864 nChanged 26 SP:Iteration 6Q (6790.540000 sec): 3 clusters Score: Raw -141990.901258 + Penalty 2319.873736 = -139671.027522 nChanged 38 SP:Iteration 7Q (6790.710000 sec): 3 clusters Score: Raw -142034.081401 + Penalty 2319.873736 = -139714.207665 nChanged 32 SP:Iteration 8Q (6790.900000 sec): 3 clusters Score: Raw -142064.550864 + Penalty 2319.873736 = -139744.677128 nChanged 23 SP:Iteration 9Q (6791.080000 sec): 3 clusters Score: Raw -142084.888550 + Penalty 2319.873736 = -139765.014813 nChanged 21 SP:Iteration 10Q (6791.220000 sec): 3 clusters Score: Raw -142102.616985 + Penalty 2319.873736 = -139782.743249 nChanged 14 SP:Iteration 11Q (6791.390000 sec): 3 clusters Score: Raw -142114.780261 + Penalty 2319.873736 = -139794.906525 nChanged 16 SP:Iteration 12Q (6791.530000 sec): 3 clusters Score: Raw -142132.067459 + Penalty 2319.873736 = -139812.193723 nChanged 17 SP:Iteration 13Q (6791.690000 sec): 3 clusters Score: Raw -142150.203382 + Penalty 2319.873736 = -139830.329646 nChanged 17 SP:Iteration 14Q (6791.920000 sec): 3 clusters Score: Raw -142167.873353 + Penalty 2319.873736 = -139847.999617 nChanged 18 SP:Iteration 15Q (6792.080000 sec): 3 clusters Score: Raw -142188.822518 + Penalty 2319.873736 = -139868.948782 nChanged 22 SP:Iteration 16Q (6792.250000 sec): 3 clusters Score: Raw -142209.278753 + Penalty 2319.873736 = -139889.405017 nChanged 20 SP:Iteration 17Q (6792.410000 sec): 3 clusters Score: Raw -142227.170578 + Penalty 2319.873736 = -139907.296842 nChanged 20 SP:Iteration 18Q (6792.570000 sec): 3 clusters Score: Raw -142251.119394 + Penalty 2319.873736 = -139931.245658 nChanged 25 SP:Iteration 19Q (6792.770000 sec): 3 clusters Score: Raw -142275.492397 + Penalty 2319.873736 = -139955.618661 nChanged 21 SP:Iteration 20F (6792.940000 sec): 3 clusters Score: Raw -142292.940658 + Penalty 2319.873736 = -139973.066922 nChanged 14 SP:Iteration 21Q (6793.070000 sec): 3 clusters Score: Raw -142311.219603 + Penalty 2319.873736 = -139991.345867 nChanged 14 SP:Iteration 22Q (6793.230000 sec): 3 clusters Score: Raw -142332.350886 + Penalty 2319.873736 = -140012.477150 nChanged 18 SP:Iteration 23Q (6793.410000 sec): 3 clusters Score: Raw -142372.454592 + Penalty 2319.873736 = -140052.580856 nChanged 16 SP:Iteration 24Q (6793.590000 sec): 3 clusters Score: Raw -142409.563145 + Penalty 2319.873736 = -140089.689409 nChanged 13 SP:Iteration 25Q (6793.750000 sec): 3 clusters Score: Raw -142444.282489 + Penalty 2319.873736 = -140124.408753 nChanged 14 SP:Iteration 26Q (6793.910000 sec): 3 clusters Score: Raw -142465.635711 + Penalty 2319.873736 = -140145.761975 nChanged 9 SP:Iteration 27Q (6794.070000 sec): 3 clusters Score: Raw -142472.199820 + Penalty 2319.873736 = -140152.326084 nChanged 10 SP:Iteration 28Q (6794.210000 sec): 3 clusters Score: Raw -142477.881616 + Penalty 2319.873736 = -140158.007880 nChanged 3 SP:Iteration 29Q (6794.360000 sec): 3 clusters Score: Raw -142480.100299 + Penalty 2319.873736 = -140160.226563 nChanged 6 SP:Iteration 30Q (6794.530000 sec): 3 clusters Score: Raw -142485.611378 + Penalty 2319.873736 = -140165.737642 nChanged 6 SP:Iteration 31Q (6794.680000 sec): 3 clusters Score: Raw -142492.055513 + Penalty 2319.873736 = -140172.181777 nChanged 3 SP:Iteration 32Q (6794.850000 sec): 3 clusters Score: Raw -142495.164657 + Penalty 2319.873736 = -140175.290921 nChanged 3 SP:Iteration 33Q (6795.040000 sec): 3 clusters Score: Raw -142497.252685 + Penalty 2319.873736 = -140177.378949 nChanged 3 SP:Iteration 34Q (6795.160000 sec): 3 clusters Score: Raw -142499.699151 + Penalty 2319.873736 = -140179.825415 nChanged 1 SP:Iteration 35Q (6795.390000 sec): 3 clusters Score: Raw -142500.177774 + Penalty 2319.873736 = -140180.304038 nChanged 1 SP:Iteration 36Q (6795.580000 sec): 3 clusters Score: Raw -142500.434416 + Penalty 2319.873736 = -140180.560680 nChanged 0 SP:Iteration 37F (6795.800000 sec): 3 clusters Score: Raw -142500.434416 + Penalty 2319.873736 = -140180.560680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6795.890000 sec): 2 clusters Score: Raw -235620.470642 + Penalty 1251.445029 = -234369.025613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6796.070000 sec): 3 clusters Score: Raw -234650.882827 + Penalty 2502.890059 = -232147.992768 nChanged 812 SP:Iteration 1F (6796.240000 sec): 3 clusters Score: Raw -235199.845534 + Penalty 2502.890059 = -232696.955475 nChanged 178 SP:Iteration 2F (6796.420000 sec): 3 clusters Score: Raw -235341.428777 + Penalty 2502.890059 = -232838.538719 nChanged 125 SP:Iteration 3F (6796.570000 sec): 3 clusters Score: Raw -235433.500386 + Penalty 2502.890059 = -232930.610328 nChanged 79 SP:Iteration 4Q (6796.740000 sec): 3 clusters Score: Raw -235483.574250 + Penalty 2502.890059 = -232980.684191 nChanged 47 SP:Iteration 5Q (6796.900000 sec): 3 clusters Score: Raw -235516.698770 + Penalty 2502.890059 = -233013.808711 nChanged 54 SP:Iteration 6Q (6797.060000 sec): 3 clusters Score: Raw -235553.872915 + Penalty 2502.890059 = -233050.982856 nChanged 51 SP:Iteration 7Q (6797.200000 sec): 3 clusters Score: Raw -235587.231618 + Penalty 2502.890059 = -233084.341560 nChanged 50 SP:Iteration 8Q (6797.370000 sec): 3 clusters Score: Raw -235615.885580 + Penalty 2502.890059 = -233112.995521 nChanged 37 SP:Iteration 9Q (6797.620000 sec): 3 clusters Score: Raw -235636.420679 + Penalty 2502.890059 = -233133.530621 nChanged 28 SP:Iteration 10Q (6797.770000 sec): 3 clusters Score: Raw -235654.441183 + Penalty 2502.890059 = -233151.551124 nChanged 36 SP:Iteration 11Q (6797.910000 sec): 3 clusters Score: Raw -235674.460201 + Penalty 2502.890059 = -233171.570142 nChanged 24 SP:Iteration 12Q (6798.130000 sec): 3 clusters Score: Raw -235688.060921 + Penalty 2502.890059 = -233185.170862 nChanged 27 SP:Iteration 13Q (6798.310000 sec): 3 clusters Score: Raw -235702.159083 + Penalty 2502.890059 = -233199.269025 nChanged 15 SP:Iteration 14Q (6798.520000 sec): 3 clusters Score: Raw -235709.404158 + Penalty 2502.890059 = -233206.514099 nChanged 13 SP:Iteration 15Q (6798.710000 sec): 3 clusters Score: Raw -235719.022315 + Penalty 2502.890059 = -233216.132256 nChanged 8 SP:Iteration 16Q (6798.850000 sec): 3 clusters Score: Raw -235725.431811 + Penalty 2502.890059 = -233222.541752 nChanged 9 SP:Iteration 17Q (6798.990000 sec): 3 clusters Score: Raw -235732.994744 + Penalty 2502.890059 = -233230.104685 nChanged 17 SP:Iteration 18Q (6799.130000 sec): 3 clusters Score: Raw -235749.556616 + Penalty 2502.890059 = -233246.666557 nChanged 22 SP:Iteration 19Q (6799.330000 sec): 3 clusters Score: Raw -235766.658853 + Penalty 2502.890059 = -233263.768794 nChanged 27 SP:Iteration 20F (6799.500000 sec): 3 clusters Score: Raw -235784.697859 + Penalty 2502.890059 = -233281.807800 nChanged 28 SP:Iteration 21Q (6799.630000 sec): 3 clusters Score: Raw -235802.834628 + Penalty 2502.890059 = -233299.944569 nChanged 27 SP:Iteration 22Q (6799.820000 sec): 3 clusters Score: Raw -235820.567781 + Penalty 2502.890059 = -233317.677723 nChanged 26 SP:Iteration 23Q (6799.960000 sec): 3 clusters Score: Raw -235833.454408 + Penalty 2502.890059 = -233330.564349 nChanged 21 SP:Iteration 24Q (6800.120000 sec): 3 clusters Score: Raw -235846.288724 + Penalty 2502.890059 = -233343.398665 nChanged 17 SP:Iteration 25Q (6800.290000 sec): 3 clusters Score: Raw -235854.903256 + Penalty 2502.890059 = -233352.013198 nChanged 16 SP:Iteration 26Q (6800.480000 sec): 3 clusters Score: Raw -235864.488178 + Penalty 2502.890059 = -233361.598119 nChanged 21 SP:Iteration 27Q (6800.620000 sec): 3 clusters Score: Raw -235877.589847 + Penalty 2502.890059 = -233374.699789 nChanged 21 SP:Iteration 28Q (6800.740000 sec): 3 clusters Score: Raw -235892.330285 + Penalty 2502.890059 = -233389.440226 nChanged 22 SP:Iteration 29Q (6800.900000 sec): 3 clusters Score: Raw -235910.565663 + Penalty 2502.890059 = -233407.675605 nChanged 23 SP:Iteration 30Q (6801.080000 sec): 3 clusters Score: Raw -235926.932149 + Penalty 2502.890059 = -233424.042090 nChanged 12 SP:Iteration 31Q (6801.260000 sec): 3 clusters Score: Raw -235933.922567 + Penalty 2502.890059 = -233431.032508 nChanged 8 SP:Iteration 32Q (6801.420000 sec): 3 clusters Score: Raw -235937.428822 + Penalty 2502.890059 = -233434.538763 nChanged 7 SP:Iteration 33Q (6801.560000 sec): 3 clusters Score: Raw -235940.896915 + Penalty 2502.890059 = -233438.006856 nChanged 12 SP:Iteration 34Q (6801.760000 sec): 3 clusters Score: Raw -235945.911039 + Penalty 2502.890059 = -233443.020980 nChanged 9 SP:Iteration 35Q (6801.930000 sec): 3 clusters Score: Raw -235950.334746 + Penalty 2502.890059 = -233447.444687 nChanged 11 SP:Iteration 36Q (6802.070000 sec): 3 clusters Score: Raw -235955.701973 + Penalty 2502.890059 = -233452.811915 nChanged 7 SP:Iteration 37Q (6802.290000 sec): 3 clusters Score: Raw -235958.179678 + Penalty 2502.890059 = -233455.289619 nChanged 3 SP:Iteration 38Q (6802.420000 sec): 3 clusters Score: Raw -235959.515295 + Penalty 2502.890059 = -233456.625237 nChanged 6 SP:Iteration 39Q (6802.600000 sec): 3 clusters Score: Raw -235962.056347 + Penalty 2502.890059 = -233459.166288 nChanged 7 SP:Iteration 40F (6802.840000 sec): 3 clusters Score: Raw -235964.933719 + Penalty 2502.890059 = -233462.043660 nChanged 6 SP:Iteration 41Q (6802.970000 sec): 3 clusters Score: Raw -235967.598243 + Penalty 2502.890059 = -233464.708184 nChanged 5 SP:Iteration 42Q (6803.160000 sec): 3 clusters Score: Raw -235970.251808 + Penalty 2502.890059 = -233467.361749 nChanged 7 SP:Iteration 43Q (6803.350000 sec): 3 clusters Score: Raw -235974.165413 + Penalty 2502.890059 = -233471.275355 nChanged 7 SP:Iteration 44Q (6803.520000 sec): 3 clusters Score: Raw -235980.634574 + Penalty 2502.890059 = -233477.744515 nChanged 7 SP:Iteration 45Q (6803.740000 sec): 3 clusters Score: Raw -235985.091038 + Penalty 2502.890059 = -233482.200979 nChanged 6 SP:Iteration 46Q (6803.940000 sec): 3 clusters Score: Raw -235989.135619 + Penalty 2502.890059 = -233486.245560 nChanged 5 SP:Iteration 47Q (6804.080000 sec): 3 clusters Score: Raw -235991.360578 + Penalty 2502.890059 = -233488.470519 nChanged 2 SP:Iteration 48Q (6804.260000 sec): 3 clusters Score: Raw -235992.082264 + Penalty 2502.890059 = -233489.192206 nChanged 2 SP:Iteration 49Q (6804.460000 sec): 3 clusters Score: Raw -235993.193717 + Penalty 2502.890059 = -233490.303658 nChanged 1 SP:Iteration 50Q (6804.640000 sec): 3 clusters Score: Raw -235993.715929 + Penalty 2502.890059 = -233490.825870 nChanged 1 SP:Iteration 51Q (6804.840000 sec): 3 clusters Score: Raw -235994.763303 + Penalty 2502.890059 = -233491.873244 nChanged 3 SP:Iteration 52Q (6804.990000 sec): 3 clusters Score: Raw -235995.696871 + Penalty 2502.890059 = -233492.806812 nChanged 1 SP:Iteration 53Q (6805.220000 sec): 3 clusters Score: Raw -235996.122784 + Penalty 2502.890059 = -233493.232725 nChanged 0 SP:Iteration 54F (6805.380000 sec): 3 clusters Score: Raw -235996.122784 + Penalty 2502.890059 = -233493.232725 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6805.590000 sec): 2 clusters Score: Raw -984654.193852 + Penalty 1471.205059 = -983182.988793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6805.840000 sec): 3 clusters Score: Raw -979922.724724 + Penalty 2942.410119 = -976980.314606 nChanged 3649 SP:Iteration 1F (6806.070000 sec): 3 clusters Score: Raw -981912.836190 + Penalty 2942.410119 = -978970.426072 nChanged 513 SP:Iteration 2F (6806.300000 sec): 3 clusters Score: Raw -982164.941726 + Penalty 2942.410119 = -979222.531607 nChanged 436 SP:Iteration 3F (6806.580000 sec): 3 clusters Score: Raw -982425.902723 + Penalty 2942.410119 = -979483.492604 nChanged 494 SP:Iteration 4F (6806.820000 sec): 3 clusters Score: Raw -982739.141128 + Penalty 2942.410119 = -979796.731009 nChanged 537 SP:Iteration 5F (6807.050000 sec): 3 clusters Score: Raw -983113.747260 + Penalty 2942.410119 = -980171.337142 nChanged 604 SP:Iteration 6F (6807.240000 sec): 3 clusters Score: Raw -983569.189510 + Penalty 2942.410119 = -980626.779391 nChanged 563 SP:Iteration 7F (6807.510000 sec): 3 clusters Score: Raw -983954.837618 + Penalty 2942.410119 = -981012.427500 nChanged 427 SP:Iteration 8Q (6807.800000 sec): 3 clusters Score: Raw -984200.135815 + Penalty 2942.410119 = -981257.725697 nChanged 325 SP:Iteration 9Q (6808.060000 sec): 3 clusters Score: Raw -984365.787151 + Penalty 2942.410119 = -981423.377032 nChanged 238 SP:Iteration 10Q (6808.340000 sec): 3 clusters Score: Raw -984457.141181 + Penalty 2942.410119 = -981514.731062 nChanged 161 SP:Iteration 11Q (6808.550000 sec): 3 clusters Score: Raw -984515.527994 + Penalty 2942.410119 = -981573.117876 nChanged 117 SP:Iteration 12Q (6808.800000 sec): 3 clusters Score: Raw -984553.123601 + Penalty 2942.410119 = -981610.713482 nChanged 102 SP:Iteration 13Q (6809.020000 sec): 3 clusters Score: Raw -984581.258154 + Penalty 2942.410119 = -981638.848035 nChanged 86 SP:Iteration 14Q (6809.220000 sec): 3 clusters Score: Raw -984604.026278 + Penalty 2942.410119 = -981661.616159 nChanged 82 SP:Iteration 15Q (6809.420000 sec): 3 clusters Score: Raw -984625.904985 + Penalty 2942.410119 = -981683.494867 nChanged 75 SP:Iteration 16Q (6809.600000 sec): 3 clusters Score: Raw -984645.439649 + Penalty 2942.410119 = -981703.029531 nChanged 72 SP:Iteration 17Q (6809.820000 sec): 3 clusters Score: Raw -984665.338142 + Penalty 2942.410119 = -981722.928023 nChanged 67 SP:Iteration 18Q (6810.040000 sec): 3 clusters Score: Raw -984683.574880 + Penalty 2942.410119 = -981741.164761 nChanged 62 SP:Iteration 19Q (6810.240000 sec): 3 clusters Score: Raw -984702.782579 + Penalty 2942.410119 = -981760.372461 nChanged 61 SP:Iteration 20F (6810.470000 sec): 3 clusters Score: Raw -984718.390249 + Penalty 2942.410119 = -981775.980131 nChanged 40 SP:Iteration 21Q (6810.670000 sec): 3 clusters Score: Raw -984726.576781 + Penalty 2942.410119 = -981784.166662 nChanged 36 SP:Iteration 22Q (6810.890000 sec): 3 clusters Score: Raw -984735.344846 + Penalty 2942.410119 = -981792.934727 nChanged 34 SP:Iteration 23Q (6811.070000 sec): 3 clusters Score: Raw -984743.458817 + Penalty 2942.410119 = -981801.048698 nChanged 34 SP:Iteration 24Q (6811.270000 sec): 3 clusters Score: Raw -984751.889836 + Penalty 2942.410119 = -981809.479717 nChanged 32 SP:Iteration 25Q (6811.510000 sec): 3 clusters Score: Raw -984761.164116 + Penalty 2942.410119 = -981818.753998 nChanged 39 SP:Iteration 26Q (6811.710000 sec): 3 clusters Score: Raw -984773.554214 + Penalty 2942.410119 = -981831.144095 nChanged 48 SP:Iteration 27Q (6811.920000 sec): 3 clusters Score: Raw -984788.147652 + Penalty 2942.410119 = -981845.737533 nChanged 41 SP:Iteration 28Q (6812.120000 sec): 3 clusters Score: Raw -984799.300324 + Penalty 2942.410119 = -981856.890206 nChanged 40 SP:Iteration 29Q (6812.320000 sec): 3 clusters Score: Raw -984809.426900 + Penalty 2942.410119 = -981867.016781 nChanged 40 SP:Iteration 30Q (6812.560000 sec): 3 clusters Score: Raw -984819.730307 + Penalty 2942.410119 = -981877.320188 nChanged 50 SP:Iteration 31Q (6812.770000 sec): 3 clusters Score: Raw -984834.615961 + Penalty 2942.410119 = -981892.205842 nChanged 46 SP:Iteration 32Q (6812.970000 sec): 3 clusters Score: Raw -984848.392382 + Penalty 2942.410119 = -981905.982264 nChanged 44 SP:Iteration 33Q (6813.220000 sec): 3 clusters Score: Raw -984862.647947 + Penalty 2942.410119 = -981920.237829 nChanged 41 SP:Iteration 34Q (6813.480000 sec): 3 clusters Score: Raw -984875.822698 + Penalty 2942.410119 = -981933.412579 nChanged 42 SP:Iteration 35Q (6813.700000 sec): 3 clusters Score: Raw -984889.222852 + Penalty 2942.410119 = -981946.812733 nChanged 37 SP:Iteration 36Q (6813.910000 sec): 3 clusters Score: Raw -984901.870821 + Penalty 2942.410119 = -981959.460702 nChanged 29 SP:Iteration 37Q (6814.140000 sec): 3 clusters Score: Raw -984909.657557 + Penalty 2942.410119 = -981967.247439 nChanged 25 SP:Iteration 38Q (6814.340000 sec): 3 clusters Score: Raw -984914.875669 + Penalty 2942.410119 = -981972.465550 nChanged 22 SP:Iteration 39Q (6814.600000 sec): 3 clusters Score: Raw -984920.303094 + Penalty 2942.410119 = -981977.892976 nChanged 17 SP:Iteration 40F (6814.790000 sec): 3 clusters Score: Raw -984924.643713 + Penalty 2942.410119 = -981982.233594 nChanged 15 SP:Iteration 41Q (6814.990000 sec): 3 clusters Score: Raw -984927.718338 + Penalty 2942.410119 = -981985.308219 nChanged 15 SP:Iteration 42Q (6815.220000 sec): 3 clusters Score: Raw -984932.725127 + Penalty 2942.410119 = -981990.315008 nChanged 21 SP:Iteration 43Q (6815.450000 sec): 3 clusters Score: Raw -984938.263529 + Penalty 2942.410119 = -981995.853411 nChanged 18 SP:Iteration 44Q (6815.660000 sec): 3 clusters Score: Raw -984943.282013 + Penalty 2942.410119 = -982000.871894 nChanged 18 SP:Iteration 45Q (6815.870000 sec): 3 clusters Score: Raw -984948.755743 + Penalty 2942.410119 = -982006.345624 nChanged 10 SP:Iteration 46Q (6816.060000 sec): 3 clusters Score: Raw -984951.720158 + Penalty 2942.410119 = -982009.310039 nChanged 10 SP:Iteration 47Q (6816.270000 sec): 3 clusters Score: Raw -984954.619482 + Penalty 2942.410119 = -982012.209363 nChanged 5 SP:Iteration 48Q (6816.490000 sec): 3 clusters Score: Raw -984956.017916 + Penalty 2942.410119 = -982013.607797 nChanged 4 SP:Iteration 49Q (6816.650000 sec): 3 clusters Score: Raw -984958.032947 + Penalty 2942.410119 = -982015.622829 nChanged 9 SP:Iteration 50Q (6816.840000 sec): 3 clusters Score: Raw -984960.559607 + Penalty 2942.410119 = -982018.149488 nChanged 9 SP:Iteration 51Q (6817.050000 sec): 3 clusters Score: Raw -984963.202054 + Penalty 2942.410119 = -982020.791935 nChanged 8 SP:Iteration 52Q (6817.260000 sec): 3 clusters Score: Raw -984964.712682 + Penalty 2942.410119 = -982022.302563 nChanged 8 SP:Iteration 53Q (6817.480000 sec): 3 clusters Score: Raw -984966.326485 + Penalty 2942.410119 = -982023.916367 nChanged 8 SP:Iteration 54Q (6817.680000 sec): 3 clusters Score: Raw -984968.936906 + Penalty 2942.410119 = -982026.526787 nChanged 9 SP:Iteration 55Q (6817.920000 sec): 3 clusters Score: Raw -984971.488945 + Penalty 2942.410119 = -982029.078826 nChanged 8 SP:Iteration 56Q (6818.200000 sec): 3 clusters Score: Raw -984973.811337 + Penalty 2942.410119 = -982031.401218 nChanged 6 SP:Iteration 57Q (6818.400000 sec): 3 clusters Score: Raw -984975.680666 + Penalty 2942.410119 = -982033.270547 nChanged 5 SP:Iteration 58Q (6818.690000 sec): 3 clusters Score: Raw -984977.256843 + Penalty 2942.410119 = -982034.846725 nChanged 6 SP:Iteration 59Q (6818.910000 sec): 3 clusters Score: Raw -984979.249725 + Penalty 2942.410119 = -982036.839606 nChanged 8 SP:Iteration 60F (6819.100000 sec): 3 clusters Score: Raw -984980.928279 + Penalty 2942.410119 = -982038.518161 nChanged 7 SP:Iteration 61Q (6819.310000 sec): 3 clusters Score: Raw -984983.387990 + Penalty 2942.410119 = -982040.977872 nChanged 7 SP:Iteration 62Q (6819.590000 sec): 3 clusters Score: Raw -984985.489720 + Penalty 2942.410119 = -982043.079601 nChanged 11 SP:Iteration 63Q (6819.790000 sec): 3 clusters Score: Raw -984990.656634 + Penalty 2942.410119 = -982048.246515 nChanged 22 SP:Iteration 64Q (6820.000000 sec): 3 clusters Score: Raw -984998.162848 + Penalty 2942.410119 = -982055.752730 nChanged 16 SP:Iteration 65Q (6820.200000 sec): 3 clusters Score: Raw -985004.085896 + Penalty 2942.410119 = -982061.675777 nChanged 18 SP:Iteration 66Q (6820.400000 sec): 3 clusters Score: Raw -985009.292711 + Penalty 2942.410119 = -982066.882592 nChanged 18 SP:Iteration 67Q (6820.690000 sec): 3 clusters Score: Raw -985015.169304 + Penalty 2942.410119 = -982072.759185 nChanged 20 SP:Iteration 68Q (6820.910000 sec): 3 clusters Score: Raw -985020.405764 + Penalty 2942.410119 = -982077.995646 nChanged 17 SP:Iteration 69Q (6821.140000 sec): 3 clusters Score: Raw -985026.523897 + Penalty 2942.410119 = -982084.113778 nChanged 10 SP:Iteration 70Q (6821.350000 sec): 3 clusters Score: Raw -985030.020663 + Penalty 2942.410119 = -982087.610544 nChanged 8 SP:Iteration 71Q (6821.610000 sec): 3 clusters Score: Raw -985032.783893 + Penalty 2942.410119 = -982090.373775 nChanged 6 SP:Iteration 72Q (6821.800000 sec): 3 clusters Score: Raw -985035.625560 + Penalty 2942.410119 = -982093.215441 nChanged 9 SP:Iteration 73Q (6822.040000 sec): 3 clusters Score: Raw -985037.984794 + Penalty 2942.410119 = -982095.574676 nChanged 5 SP:Iteration 74Q (6822.230000 sec): 3 clusters Score: Raw -985039.841063 + Penalty 2942.410119 = -982097.430944 nChanged 4 SP:Iteration 75Q (6822.440000 sec): 3 clusters Score: Raw -985041.297711 + Penalty 2942.410119 = -982098.887592 nChanged 3 SP:Iteration 76Q (6822.680000 sec): 3 clusters Score: Raw -985042.160760 + Penalty 2942.410119 = -982099.750641 nChanged 2 SP:Iteration 77Q (6822.880000 sec): 3 clusters Score: Raw -985042.493248 + Penalty 2942.410119 = -982100.083129 nChanged 3 SP:Iteration 78Q (6823.070000 sec): 3 clusters Score: Raw -985042.899369 + Penalty 2942.410119 = -982100.489251 nChanged 1 SP:Iteration 79Q (6823.310000 sec): 3 clusters Score: Raw -985043.241469 + Penalty 2942.410119 = -982100.831350 nChanged 1 SP:Iteration 80F (6823.570000 sec): 3 clusters Score: Raw -985043.474846 + Penalty 2942.410119 = -982101.064727 nChanged 2 SP:Iteration 81Q (6823.800000 sec): 3 clusters Score: Raw -985043.903002 + Penalty 2942.410119 = -982101.492883 nChanged 1 SP:Iteration 82Q (6824.010000 sec): 3 clusters Score: Raw -985044.175170 + Penalty 2942.410119 = -982101.765051 nChanged 2 SP:Iteration 83Q (6824.210000 sec): 3 clusters Score: Raw -985044.513238 + Penalty 2942.410119 = -982102.103119 nChanged 1 SP:Iteration 84Q (6824.450000 sec): 3 clusters Score: Raw -985044.778214 + Penalty 2942.410119 = -982102.368095 nChanged 1 SP:Iteration 85Q (6824.670000 sec): 3 clusters Score: Raw -985044.888057 + Penalty 2942.410119 = -982102.477938 nChanged 0 SP:Iteration 86F (6824.890000 sec): 3 clusters Score: Raw -985044.888057 + Penalty 2942.410119 = -982102.477938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (20984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6825.070000 sec): 2 clusters Score: Raw -2334878.366801 + Penalty 1617.121272 = -2333261.245528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6825.380000 sec): 3 clusters Score: Raw -2322220.238293 + Penalty 3234.242545 = -2318985.995749 nChanged 9501 SP:Iteration 1F (6825.680000 sec): 3 clusters Score: Raw -2327427.697136 + Penalty 3234.242545 = -2324193.454592 nChanged 945 SP:Iteration 2Q (6826.000000 sec): 3 clusters Score: Raw -2327723.161019 + Penalty 3234.242545 = -2324488.918474 nChanged 840 SP:Iteration 3Q (6826.340000 sec): 3 clusters Score: Raw -2328003.016293 + Penalty 3234.242545 = -2324768.773749 nChanged 839 SP:Iteration 4Q (6826.610000 sec): 3 clusters Score: Raw -2328293.625810 + Penalty 3234.242545 = -2325059.383265 nChanged 826 SP:Iteration 5Q (6826.890000 sec): 3 clusters Score: Raw -2328608.815373 + Penalty 3234.242545 = -2325374.572829 nChanged 891 SP:Iteration 6Q (6827.170000 sec): 3 clusters Score: Raw -2328986.616751 + Penalty 3234.242545 = -2325752.374206 nChanged 988 SP:Iteration 7Q (6827.460000 sec): 3 clusters Score: Raw -2329529.531965 + Penalty 3234.242545 = -2326295.289421 nChanged 1149 SP:Iteration 8F (6827.670000 sec): 3 clusters Score: Raw -2330303.701955 + Penalty 3234.242545 = -2327069.459410 nChanged 1240 SP:Iteration 9F (6828.020000 sec): 3 clusters Score: Raw -2331228.334646 + Penalty 3234.242545 = -2327994.092101 nChanged 1135 SP:Iteration 10F (6828.260000 sec): 3 clusters Score: Raw -2332138.871147 + Penalty 3234.242545 = -2328904.628602 nChanged 997 SP:Iteration 11Q (6828.580000 sec): 3 clusters Score: Raw -2333054.740781 + Penalty 3234.242545 = -2329820.498237 nChanged 803 SP:Iteration 12Q (6828.850000 sec): 3 clusters Score: Raw -2333872.748299 + Penalty 3234.242545 = -2330638.505754 nChanged 598 SP:Iteration 13Q (6829.110000 sec): 3 clusters Score: Raw -2334476.809876 + Penalty 3234.242545 = -2331242.567331 nChanged 437 SP:Iteration 14Q (6829.380000 sec): 3 clusters Score: Raw -2334833.224080 + Penalty 3234.242545 = -2331598.981535 nChanged 296 SP:Iteration 15Q (6829.680000 sec): 3 clusters Score: Raw -2335040.016820 + Penalty 3234.242545 = -2331805.774275 nChanged 220 SP:Iteration 16Q (6829.960000 sec): 3 clusters Score: Raw -2335176.384221 + Penalty 3234.242545 = -2331942.141677 nChanged 173 SP:Iteration 17Q (6830.280000 sec): 3 clusters Score: Raw -2335273.654708 + Penalty 3234.242545 = -2332039.412163 nChanged 136 SP:Iteration 18Q (6830.630000 sec): 3 clusters Score: Raw -2335330.123726 + Penalty 3234.242545 = -2332095.881182 nChanged 112 SP:Iteration 19Q (6830.900000 sec): 3 clusters Score: Raw -2335371.298199 + Penalty 3234.242545 = -2332137.055654 nChanged 85 SP:Iteration 20F (6831.160000 sec): 3 clusters Score: Raw -2335401.487912 + Penalty 3234.242545 = -2332167.245367 nChanged 76 SP:Iteration 21Q (6831.520000 sec): 3 clusters Score: Raw -2335426.740117 + Penalty 3234.242545 = -2332192.497572 nChanged 57 SP:Iteration 22Q (6831.750000 sec): 3 clusters Score: Raw -2335442.164437 + Penalty 3234.242545 = -2332207.921893 nChanged 46 SP:Iteration 23Q (6832.040000 sec): 3 clusters Score: Raw -2335453.878195 + Penalty 3234.242545 = -2332219.635650 nChanged 36 SP:Iteration 24Q (6832.370000 sec): 3 clusters Score: Raw -2335462.109477 + Penalty 3234.242545 = -2332227.866932 nChanged 28 SP:Iteration 25Q (6832.650000 sec): 3 clusters Score: Raw -2335468.251217 + Penalty 3234.242545 = -2332234.008673 nChanged 25 SP:Iteration 26Q (6832.940000 sec): 3 clusters Score: Raw -2335474.192127 + Penalty 3234.242545 = -2332239.949583 nChanged 24 SP:Iteration 27Q (6833.160000 sec): 3 clusters Score: Raw -2335479.708283 + Penalty 3234.242545 = -2332245.465739 nChanged 20 SP:Iteration 28Q (6833.480000 sec): 3 clusters Score: Raw -2335485.249417 + Penalty 3234.242545 = -2332251.006872 nChanged 19 SP:Iteration 29Q (6833.700000 sec): 3 clusters Score: Raw -2335489.121736 + Penalty 3234.242545 = -2332254.879192 nChanged 10 SP:Iteration 30Q (6833.990000 sec): 3 clusters Score: Raw -2335491.277973 + Penalty 3234.242545 = -2332257.035428 nChanged 12 SP:Iteration 31Q (6834.300000 sec): 3 clusters Score: Raw -2335494.190747 + Penalty 3234.242545 = -2332259.948203 nChanged 19 SP:Iteration 32Q (6834.570000 sec): 3 clusters Score: Raw -2335498.638478 + Penalty 3234.242545 = -2332264.395933 nChanged 16 SP:Iteration 33Q (6834.860000 sec): 3 clusters Score: Raw -2335503.265249 + Penalty 3234.242545 = -2332269.022704 nChanged 16 SP:Iteration 34Q (6835.120000 sec): 3 clusters Score: Raw -2335506.054524 + Penalty 3234.242545 = -2332271.811979 nChanged 11 SP:Iteration 35Q (6835.440000 sec): 3 clusters Score: Raw -2335507.519342 + Penalty 3234.242545 = -2332273.276798 nChanged 7 SP:Iteration 36Q (6835.730000 sec): 3 clusters Score: Raw -2335508.466795 + Penalty 3234.242545 = -2332274.224250 nChanged 8 SP:Iteration 37Q (6835.980000 sec): 3 clusters Score: Raw -2335510.080660 + Penalty 3234.242545 = -2332275.838115 nChanged 8 SP:Iteration 38Q (6836.230000 sec): 3 clusters Score: Raw -2335511.345002 + Penalty 3234.242545 = -2332277.102458 nChanged 5 SP:Iteration 39Q (6836.510000 sec): 3 clusters Score: Raw -2335512.230247 + Penalty 3234.242545 = -2332277.987702 nChanged 6 SP:Iteration 40F (6836.820000 sec): 3 clusters Score: Raw -2335513.246235 + Penalty 3234.242545 = -2332279.003691 nChanged 6 SP:Iteration 41Q (6837.120000 sec): 3 clusters Score: Raw -2335513.926980 + Penalty 3234.242545 = -2332279.684435 nChanged 2 SP:Iteration 42Q (6837.380000 sec): 3 clusters Score: Raw -2335514.179441 + Penalty 3234.242545 = -2332279.936896 nChanged 6 SP:Iteration 43Q (6837.650000 sec): 3 clusters Score: Raw -2335515.083874 + Penalty 3234.242545 = -2332280.841329 nChanged 2 SP:Iteration 44Q (6837.880000 sec): 3 clusters Score: Raw -2335515.347483 + Penalty 3234.242545 = -2332281.104939 nChanged 2 SP:Iteration 45Q (6838.200000 sec): 3 clusters Score: Raw -2335515.601569 + Penalty 3234.242545 = -2332281.359024 nChanged 1 SP:Iteration 46Q (6838.470000 sec): 3 clusters Score: Raw -2335515.810963 + Penalty 3234.242545 = -2332281.568419 nChanged 0 SP:Iteration 47F (6838.720000 sec): 3 clusters Score: Raw -2335515.810963 + Penalty 3234.242545 = -2332281.568419 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6838.870000 sec): 2 clusters Score: Raw -211993.947324 + Penalty 1221.331976 = -210772.615348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6839.030000 sec): 3 clusters Score: Raw -211265.225629 + Penalty 2442.663953 = -208822.561676 nChanged 646 SP:Iteration 1F (6839.200000 sec): 3 clusters Score: Raw -211660.515072 + Penalty 2442.663953 = -209217.851120 nChanged 124 SP:Iteration 2F (6839.340000 sec): 3 clusters Score: Raw -211740.732109 + Penalty 2442.663953 = -209298.068156 nChanged 78 SP:Iteration 3Q (6839.500000 sec): 3 clusters Score: Raw -211781.995580 + Penalty 2442.663953 = -209339.331627 nChanged 38 SP:Iteration 4Q (6839.690000 sec): 3 clusters Score: Raw -211800.304783 + Penalty 2442.663953 = -209357.640831 nChanged 29 SP:Iteration 5Q (6839.850000 sec): 3 clusters Score: Raw -211818.182236 + Penalty 2442.663953 = -209375.518283 nChanged 16 SP:Iteration 6Q (6840.020000 sec): 3 clusters Score: Raw -211826.959135 + Penalty 2442.663953 = -209384.295183 nChanged 12 SP:Iteration 7Q (6840.190000 sec): 3 clusters Score: Raw -211831.455423 + Penalty 2442.663953 = -209388.791470 nChanged 6 SP:Iteration 8Q (6840.300000 sec): 3 clusters Score: Raw -211834.066203 + Penalty 2442.663953 = -209391.402250 nChanged 3 SP:Iteration 9Q (6840.480000 sec): 3 clusters Score: Raw -211835.398016 + Penalty 2442.663953 = -209392.734063 nChanged 2 SP:Iteration 10Q (6840.670000 sec): 3 clusters Score: Raw -211835.983542 + Penalty 2442.663953 = -209393.319589 nChanged 2 SP:Iteration 11Q (6840.860000 sec): 3 clusters Score: Raw -211836.792580 + Penalty 2442.663953 = -209394.128627 nChanged 1 SP:Iteration 12Q (6841.060000 sec): 3 clusters Score: Raw -211837.825329 + Penalty 2442.663953 = -209395.161376 nChanged 4 SP:Iteration 13Q (6841.240000 sec): 3 clusters Score: Raw -211839.351174 + Penalty 2442.663953 = -209396.687221 nChanged 3 SP:Iteration 14Q (6841.430000 sec): 3 clusters Score: Raw -211840.494844 + Penalty 2442.663953 = -209397.830892 nChanged 1 SP:Iteration 15Q (6841.610000 sec): 3 clusters Score: Raw -211840.575465 + Penalty 2442.663953 = -209397.911512 nChanged 0 SP:Iteration 16F (6841.840000 sec): 3 clusters Score: Raw -211840.575465 + Penalty 2442.663953 = -209397.911512 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6841.930000 sec): 2 clusters Score: Raw -315260.133888 + Penalty 1287.602929 = -313972.530959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.090000 sec): 3 clusters Score: Raw -314000.297828 + Penalty 2575.205859 = -311425.091970 nChanged 1057 SP:Iteration 1F (6842.290000 sec): 3 clusters Score: Raw -314603.181290 + Penalty 2575.205859 = -312027.975432 nChanged 210 SP:Iteration 2F (6842.460000 sec): 3 clusters Score: Raw -314754.190087 + Penalty 2575.205859 = -312178.984228 nChanged 142 SP:Iteration 3F (6842.680000 sec): 3 clusters Score: Raw -314864.435268 + Penalty 2575.205859 = -312289.229410 nChanged 105 SP:Iteration 4Q (6842.890000 sec): 3 clusters Score: Raw -314921.380217 + Penalty 2575.205859 = -312346.174358 nChanged 73 SP:Iteration 5Q (6843.060000 sec): 3 clusters Score: Raw -314959.274991 + Penalty 2575.205859 = -312384.069132 nChanged 51 SP:Iteration 6Q (6843.220000 sec): 3 clusters Score: Raw -314987.769955 + Penalty 2575.205859 = -312412.564097 nChanged 44 SP:Iteration 7Q (6843.360000 sec): 3 clusters Score: Raw -315011.694269 + Penalty 2575.205859 = -312436.488411 nChanged 40 SP:Iteration 8Q (6843.500000 sec): 3 clusters Score: Raw -315027.680786 + Penalty 2575.205859 = -312452.474927 nChanged 25 SP:Iteration 9Q (6843.680000 sec): 3 clusters Score: Raw -315037.563815 + Penalty 2575.205859 = -312462.357956 nChanged 24 SP:Iteration 10Q (6843.820000 sec): 3 clusters Score: Raw -315046.638872 + Penalty 2575.205859 = -312471.433013 nChanged 18 SP:Iteration 11Q (6844.010000 sec): 3 clusters Score: Raw -315051.622206 + Penalty 2575.205859 = -312476.416347 nChanged 10 SP:Iteration 12Q (6844.200000 sec): 3 clusters Score: Raw -315055.885502 + Penalty 2575.205859 = -312480.679643 nChanged 13 SP:Iteration 13Q (6844.380000 sec): 3 clusters Score: Raw -315060.351283 + Penalty 2575.205859 = -312485.145425 nChanged 17 SP:Iteration 14Q (6844.540000 sec): 3 clusters Score: Raw -315066.834196 + Penalty 2575.205859 = -312491.628337 nChanged 16 SP:Iteration 15Q (6844.700000 sec): 3 clusters Score: Raw -315071.682519 + Penalty 2575.205859 = -312496.476661 nChanged 10 SP:Iteration 16Q (6844.910000 sec): 3 clusters Score: Raw -315074.544562 + Penalty 2575.205859 = -312499.338703 nChanged 5 SP:Iteration 17Q (6845.070000 sec): 3 clusters Score: Raw -315077.812272 + Penalty 2575.205859 = -312502.606413 nChanged 8 SP:Iteration 18Q (6845.230000 sec): 3 clusters Score: Raw -315080.063869 + Penalty 2575.205859 = -312504.858011 nChanged 9 SP:Iteration 19Q (6845.390000 sec): 3 clusters Score: Raw -315083.022701 + Penalty 2575.205859 = -312507.816842 nChanged 11 SP:Iteration 20F (6845.540000 sec): 3 clusters Score: Raw -315087.681010 + Penalty 2575.205859 = -312512.475151 nChanged 16 SP:Iteration 21Q (6845.690000 sec): 3 clusters Score: Raw -315095.591515 + Penalty 2575.205859 = -312520.385656 nChanged 13 SP:Iteration 22Q (6845.850000 sec): 3 clusters Score: Raw -315098.383222 + Penalty 2575.205859 = -312523.177363 nChanged 5 SP:Iteration 23Q (6846.050000 sec): 3 clusters Score: Raw -315099.318630 + Penalty 2575.205859 = -312524.112771 nChanged 6 SP:Iteration 24Q (6846.200000 sec): 3 clusters Score: Raw -315100.696336 + Penalty 2575.205859 = -312525.490478 nChanged 3 SP:Iteration 25Q (6846.380000 sec): 3 clusters Score: Raw -315101.222984 + Penalty 2575.205859 = -312526.017125 nChanged 1 SP:Iteration 26Q (6846.520000 sec): 3 clusters Score: Raw -315101.324619 + Penalty 2575.205859 = -312526.118761 nChanged 0 SP:Iteration 27F (6846.710000 sec): 3 clusters Score: Raw -315101.324619 + Penalty 2575.205859 = -312526.118761 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.870000 sec): 2 clusters Score: Raw -1097137.956968 + Penalty 1490.249734 = -1095647.707233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6847.100000 sec): 3 clusters Score: Raw -1091716.583249 + Penalty 2980.499469 = -1088736.083780 nChanged 4093 SP:Iteration 1F (6847.340000 sec): 3 clusters Score: Raw -1093915.428398 + Penalty 2980.499469 = -1090934.928929 nChanged 612 SP:Iteration 2F (6847.570000 sec): 3 clusters Score: Raw -1094251.479620 + Penalty 2980.499469 = -1091270.980151 nChanged 598 SP:Iteration 3F (6847.800000 sec): 3 clusters Score: Raw -1094588.343723 + Penalty 2980.499469 = -1091607.844254 nChanged 578 SP:Iteration 4F (6848.030000 sec): 3 clusters Score: Raw -1094979.386812 + Penalty 2980.499469 = -1091998.887343 nChanged 596 SP:Iteration 5F (6848.290000 sec): 3 clusters Score: Raw -1095396.743002 + Penalty 2980.499469 = -1092416.243533 nChanged 592 SP:Iteration 6F (6848.500000 sec): 3 clusters Score: Raw -1095804.834677 + Penalty 2980.499469 = -1092824.335208 nChanged 580 SP:Iteration 7F (6848.720000 sec): 3 clusters Score: Raw -1096243.105999 + Penalty 2980.499469 = -1093262.606530 nChanged 544 SP:Iteration 8F (6848.920000 sec): 3 clusters Score: Raw -1096682.835012 + Penalty 2980.499469 = -1093702.335543 nChanged 466 SP:Iteration 9Q (6849.140000 sec): 3 clusters Score: Raw -1097087.280866 + Penalty 2980.499469 = -1094106.781397 nChanged 329 SP:Iteration 10Q (6849.360000 sec): 3 clusters Score: Raw -1097340.692213 + Penalty 2980.499469 = -1094360.192744 nChanged 207 SP:Iteration 11Q (6849.650000 sec): 3 clusters Score: Raw -1097485.303178 + Penalty 2980.499469 = -1094504.803709 nChanged 126 SP:Iteration 12Q (6849.880000 sec): 3 clusters Score: Raw -1097561.693720 + Penalty 2980.499469 = -1094581.194251 nChanged 94 SP:Iteration 13Q (6850.100000 sec): 3 clusters Score: Raw -1097627.092044 + Penalty 2980.499469 = -1094646.592575 nChanged 85 SP:Iteration 14Q (6850.350000 sec): 3 clusters Score: Raw -1097680.252571 + Penalty 2980.499469 = -1094699.753102 nChanged 69 SP:Iteration 15Q (6850.570000 sec): 3 clusters Score: Raw -1097715.123542 + Penalty 2980.499469 = -1094734.624073 nChanged 48 SP:Iteration 16Q (6850.800000 sec): 3 clusters Score: Raw -1097740.504553 + Penalty 2980.499469 = -1094760.005084 nChanged 28 SP:Iteration 17Q (6851.000000 sec): 3 clusters Score: Raw -1097749.243963 + Penalty 2980.499469 = -1094768.744494 nChanged 21 SP:Iteration 18Q (6851.220000 sec): 3 clusters Score: Raw -1097754.944284 + Penalty 2980.499469 = -1094774.444815 nChanged 12 SP:Iteration 19Q (6851.480000 sec): 3 clusters Score: Raw -1097758.969302 + Penalty 2980.499469 = -1094778.469833 nChanged 15 SP:Iteration 20F (6851.740000 sec): 3 clusters Score: Raw -1097762.659319 + Penalty 2980.499469 = -1094782.159851 nChanged 8 SP:Iteration 21Q (6851.960000 sec): 3 clusters Score: Raw -1097765.012698 + Penalty 2980.499469 = -1094784.513229 nChanged 7 SP:Iteration 22Q (6852.180000 sec): 3 clusters Score: Raw -1097766.545909 + Penalty 2980.499469 = -1094786.046440 nChanged 3 SP:Iteration 23Q (6852.420000 sec): 3 clusters Score: Raw -1097767.499913 + Penalty 2980.499469 = -1094787.000444 nChanged 5 SP:Iteration 24Q (6852.640000 sec): 3 clusters Score: Raw -1097768.896271 + Penalty 2980.499469 = -1094788.396802 nChanged 8 SP:Iteration 25Q (6852.860000 sec): 3 clusters Score: Raw -1097771.147966 + Penalty 2980.499469 = -1094790.648497 nChanged 6 SP:Iteration 26Q (6853.120000 sec): 3 clusters Score: Raw -1097772.441043 + Penalty 2980.499469 = -1094791.941574 nChanged 2 SP:Iteration 27Q (6853.350000 sec): 3 clusters Score: Raw -1097772.852013 + Penalty 2980.499469 = -1094792.352544 nChanged 1 SP:Iteration 28Q (6853.670000 sec): 3 clusters Score: Raw -1097772.955275 + Penalty 2980.499469 = -1094792.455806 nChanged 1 SP:Iteration 29Q (6853.890000 sec): 3 clusters Score: Raw -1097773.073962 + Penalty 2980.499469 = -1094792.574493 nChanged 1 SP:Iteration 30Q (6854.190000 sec): 3 clusters Score: Raw -1097773.128140 + Penalty 2980.499469 = -1094792.628671 nChanged 0 SP:Iteration 31F (6854.460000 sec): 3 clusters Score: Raw -1097773.128140 + Penalty 2980.499469 = -1094792.628671 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (12312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6854.610000 sec): 2 clusters Score: Raw -1447647.785806 + Penalty 1530.478572 = -1446117.307234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6854.870000 sec): 3 clusters Score: Raw -1440549.337320 + Penalty 3060.957145 = -1437488.380175 nChanged 5384 SP:Iteration 1F (6855.170000 sec): 3 clusters Score: Raw -1443619.703110 + Penalty 3060.957145 = -1440558.745966 nChanged 778 SP:Iteration 2F (6855.380000 sec): 3 clusters Score: Raw -1444016.209289 + Penalty 3060.957145 = -1440955.252145 nChanged 782 SP:Iteration 3F (6855.660000 sec): 3 clusters Score: Raw -1444463.399065 + Penalty 3060.957145 = -1441402.441921 nChanged 807 SP:Iteration 4F (6855.850000 sec): 3 clusters Score: Raw -1444993.155011 + Penalty 3060.957145 = -1441932.197867 nChanged 838 SP:Iteration 5F (6856.080000 sec): 3 clusters Score: Raw -1445626.218900 + Penalty 3060.957145 = -1442565.261755 nChanged 788 SP:Iteration 6F (6856.330000 sec): 3 clusters Score: Raw -1446262.618473 + Penalty 3060.957145 = -1443201.661328 nChanged 664 SP:Iteration 7F (6856.560000 sec): 3 clusters Score: Raw -1446834.724701 + Penalty 3060.957145 = -1443773.767556 nChanged 530 SP:Iteration 8Q (6856.780000 sec): 3 clusters Score: Raw -1447311.008970 + Penalty 3060.957145 = -1444250.051826 nChanged 343 SP:Iteration 9Q (6857.030000 sec): 3 clusters Score: Raw -1447611.457550 + Penalty 3060.957145 = -1444550.500406 nChanged 220 SP:Iteration 10Q (6857.320000 sec): 3 clusters Score: Raw -1447777.703910 + Penalty 3060.957145 = -1444716.746766 nChanged 150 SP:Iteration 11Q (6857.530000 sec): 3 clusters Score: Raw -1447881.723753 + Penalty 3060.957145 = -1444820.766609 nChanged 100 SP:Iteration 12Q (6857.770000 sec): 3 clusters Score: Raw -1447946.823442 + Penalty 3060.957145 = -1444885.866298 nChanged 70 SP:Iteration 13Q (6857.980000 sec): 3 clusters Score: Raw -1447990.013678 + Penalty 3060.957145 = -1444929.056534 nChanged 48 SP:Iteration 14Q (6858.200000 sec): 3 clusters Score: Raw -1448014.828816 + Penalty 3060.957145 = -1444953.871672 nChanged 31 SP:Iteration 15Q (6858.440000 sec): 3 clusters Score: Raw -1448036.138771 + Penalty 3060.957145 = -1444975.181626 nChanged 30 SP:Iteration 16Q (6858.670000 sec): 3 clusters Score: Raw -1448052.141913 + Penalty 3060.957145 = -1444991.184769 nChanged 33 SP:Iteration 17Q (6858.920000 sec): 3 clusters Score: Raw -1448067.400852 + Penalty 3060.957145 = -1445006.443707 nChanged 28 SP:Iteration 18Q (6859.180000 sec): 3 clusters Score: Raw -1448085.803253 + Penalty 3060.957145 = -1445024.846108 nChanged 26 SP:Iteration 19Q (6859.440000 sec): 3 clusters Score: Raw -1448103.766406 + Penalty 3060.957145 = -1445042.809262 nChanged 24 SP:Iteration 20F (6859.640000 sec): 3 clusters Score: Raw -1448125.321902 + Penalty 3060.957145 = -1445064.364757 nChanged 26 SP:Iteration 21Q (6859.860000 sec): 3 clusters Score: Raw -1448146.490558 + Penalty 3060.957145 = -1445085.533414 nChanged 27 SP:Iteration 22Q (6860.110000 sec): 3 clusters Score: Raw -1448166.411159 + Penalty 3060.957145 = -1445105.454014 nChanged 20 SP:Iteration 23Q (6860.310000 sec): 3 clusters Score: Raw -1448180.075875 + Penalty 3060.957145 = -1445119.118730 nChanged 22 SP:Iteration 24Q (6860.540000 sec): 3 clusters Score: Raw -1448191.398946 + Penalty 3060.957145 = -1445130.441801 nChanged 12 SP:Iteration 25Q (6860.740000 sec): 3 clusters Score: Raw -1448197.166325 + Penalty 3060.957145 = -1445136.209180 nChanged 8 SP:Iteration 26Q (6860.990000 sec): 3 clusters Score: Raw -1448199.711922 + Penalty 3060.957145 = -1445138.754777 nChanged 7 SP:Iteration 27Q (6861.230000 sec): 3 clusters Score: Raw -1448202.042731 + Penalty 3060.957145 = -1445141.085586 nChanged 4 SP:Iteration 28Q (6861.470000 sec): 3 clusters Score: Raw -1448203.425501 + Penalty 3060.957145 = -1445142.468356 nChanged 2 SP:Iteration 29Q (6861.650000 sec): 3 clusters Score: Raw -1448203.937722 + Penalty 3060.957145 = -1445142.980578 nChanged 1 SP:Iteration 30Q (6861.890000 sec): 3 clusters Score: Raw -1448204.010714 + Penalty 3060.957145 = -1445143.053569 nChanged 1 SP:Iteration 31Q (6862.090000 sec): 3 clusters Score: Raw -1448204.183636 + Penalty 3060.957145 = -1445143.226491 nChanged 2 SP:Iteration 32Q (6862.350000 sec): 3 clusters Score: Raw -1448204.896108 + Penalty 3060.957145 = -1445143.938964 nChanged 3 SP:Iteration 33Q (6862.590000 sec): 3 clusters Score: Raw -1448206.216078 + Penalty 3060.957145 = -1445145.258934 nChanged 4 SP:Iteration 34Q (6862.780000 sec): 3 clusters Score: Raw -1448208.074241 + Penalty 3060.957145 = -1445147.117096 nChanged 5 SP:Iteration 35Q (6863.020000 sec): 3 clusters Score: Raw -1448209.288678 + Penalty 3060.957145 = -1445148.331533 nChanged 1 SP:Iteration 36Q (6863.250000 sec): 3 clusters Score: Raw -1448209.399603 + Penalty 3060.957145 = -1445148.442458 nChanged 1 SP:Iteration 37Q (6863.430000 sec): 3 clusters Score: Raw -1448209.450584 + Penalty 3060.957145 = -1445148.493440 nChanged 1 SP:Iteration 38Q (6863.680000 sec): 3 clusters Score: Raw -1448209.614975 + Penalty 3060.957145 = -1445148.657831 nChanged 3 SP:Iteration 39Q (6863.870000 sec): 3 clusters Score: Raw -1448210.784939 + Penalty 3060.957145 = -1445149.827795 nChanged 0 SP:Iteration 40F (6864.100000 sec): 3 clusters Score: Raw -1448210.784939 + Penalty 3060.957145 = -1445149.827795 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6864.190000 sec): 2 clusters Score: Raw -69011.538060 + Penalty 1048.969767 = -67962.568294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6864.390000 sec): 3 clusters Score: Raw -68856.976497 + Penalty 2097.939533 = -66759.036963 nChanged 159 SP:Iteration 1F (6864.510000 sec): 3 clusters Score: Raw -69043.000307 + Penalty 2097.939533 = -66945.060773 nChanged 31 SP:Iteration 2Q (6864.700000 sec): 3 clusters Score: Raw -69096.230922 + Penalty 2097.939533 = -66998.291388 nChanged 22 SP:Iteration 3Q (6864.870000 sec): 3 clusters Score: Raw -69128.905719 + Penalty 2097.939533 = -67030.966186 nChanged 10 SP:Iteration 4Q (6865.040000 sec): 3 clusters Score: Raw -69144.045412 + Penalty 2097.939533 = -67046.105879 nChanged 4 SP:Iteration 5Q (6865.180000 sec): 3 clusters Score: Raw -69148.089193 + Penalty 2097.939533 = -67050.149660 nChanged 6 SP:Iteration 6Q (6865.340000 sec): 3 clusters Score: Raw -69156.288774 + Penalty 2097.939533 = -67058.349240 nChanged 5 SP:Iteration 7Q (6865.540000 sec): 3 clusters Score: Raw -69162.802180 + Penalty 2097.939533 = -67064.862646 nChanged 4 SP:Iteration 8Q (6865.760000 sec): 3 clusters Score: Raw -69167.574837 + Penalty 2097.939533 = -67069.635303 nChanged 2 SP:Iteration 9Q (6865.950000 sec): 3 clusters Score: Raw -69172.478744 + Penalty 2097.939533 = -67074.539211 nChanged 3 SP:Iteration 10Q (6866.160000 sec): 3 clusters Score: Raw -69175.814887 + Penalty 2097.939533 = -67077.875354 nChanged 3 SP:Iteration 11Q (6866.360000 sec): 3 clusters Score: Raw -69179.328931 + Penalty 2097.939533 = -67081.389398 nChanged 0 SP:Iteration 12F (6866.540000 sec): 3 clusters Score: Raw -69179.328931 + Penalty 2097.939533 = -67081.389398 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6866.640000 sec): 2 clusters Score: Raw -22486.592194 + Penalty 902.355933 = -21584.236262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6866.830000 sec): 3 clusters Score: Raw -22714.838181 + Penalty 1804.711865 = -20910.126316 nChanged 66 SP:Iteration 1F (6867.000000 sec): 3 clusters Score: Raw -22954.929910 + Penalty 1804.711865 = -21150.218045 nChanged 20 SP:Iteration 2F (6867.200000 sec): 3 clusters Score: Raw -23062.987920 + Penalty 1804.711865 = -21258.276055 nChanged 11 SP:Iteration 3Q (6867.380000 sec): 3 clusters Score: Raw -23173.996866 + Penalty 1804.711865 = -21369.285001 nChanged 10 SP:Iteration 4Q (6867.580000 sec): 3 clusters Score: Raw -23217.982411 + Penalty 1804.711865 = -21413.270546 nChanged 2 SP:Iteration 5Q (6867.750000 sec): 3 clusters Score: Raw -23224.200600 + Penalty 1804.711865 = -21419.488735 nChanged 1 SP:Iteration 6Q (6867.930000 sec): 3 clusters Score: Raw -23236.297976 + Penalty 1804.711865 = -21431.586111 nChanged 1 SP:Iteration 7Q (6868.130000 sec): 3 clusters Score: Raw -23239.212408 + Penalty 1804.711865 = -21434.500543 nChanged 0 SP:Iteration 8F (6868.330000 sec): 3 clusters Score: Raw -23239.212408 + Penalty 1804.711865 = -21434.500543 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6868.490000 sec): 2 clusters Score: Raw -1395553.667162 + Penalty 1528.433184 = -1394025.233978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6868.680000 sec): 3 clusters Score: Raw -1388499.454749 + Penalty 3056.866367 = -1385442.588382 nChanged 5348 SP:Iteration 1F (6868.880000 sec): 3 clusters Score: Raw -1391363.071162 + Penalty 3056.866367 = -1388306.204794 nChanged 695 SP:Iteration 2F (6869.110000 sec): 3 clusters Score: Raw -1391705.203206 + Penalty 3056.866367 = -1388648.336838 nChanged 697 SP:Iteration 3F (6869.420000 sec): 3 clusters Score: Raw -1392085.692913 + Penalty 3056.866367 = -1389028.826546 nChanged 677 SP:Iteration 4F (6869.650000 sec): 3 clusters Score: Raw -1392522.605226 + Penalty 3056.866367 = -1389465.738859 nChanged 712 SP:Iteration 5F (6869.930000 sec): 3 clusters Score: Raw -1393031.916112 + Penalty 3056.866367 = -1389975.049744 nChanged 764 SP:Iteration 6F (6870.200000 sec): 3 clusters Score: Raw -1393631.525683 + Penalty 3056.866367 = -1390574.659316 nChanged 742 SP:Iteration 7F (6870.400000 sec): 3 clusters Score: Raw -1394286.719578 + Penalty 3056.866367 = -1391229.853211 nChanged 751 SP:Iteration 8F (6870.660000 sec): 3 clusters Score: Raw -1394896.124603 + Penalty 3056.866367 = -1391839.258236 nChanged 585 SP:Iteration 9Q (6870.940000 sec): 3 clusters Score: Raw -1395325.225731 + Penalty 3056.866367 = -1392268.359364 nChanged 432 SP:Iteration 10Q (6871.170000 sec): 3 clusters Score: Raw -1395541.523420 + Penalty 3056.866367 = -1392484.657053 nChanged 278 SP:Iteration 11Q (6871.410000 sec): 3 clusters Score: Raw -1395637.483627 + Penalty 3056.866367 = -1392580.617260 nChanged 160 SP:Iteration 12Q (6871.630000 sec): 3 clusters Score: Raw -1395684.458835 + Penalty 3056.866367 = -1392627.592467 nChanged 103 SP:Iteration 13Q (6871.880000 sec): 3 clusters Score: Raw -1395706.729082 + Penalty 3056.866367 = -1392649.862715 nChanged 73 SP:Iteration 14Q (6872.140000 sec): 3 clusters Score: Raw -1395720.522897 + Penalty 3056.866367 = -1392663.656529 nChanged 66 SP:Iteration 15Q (6872.380000 sec): 3 clusters Score: Raw -1395731.271621 + Penalty 3056.866367 = -1392674.405254 nChanged 43 SP:Iteration 16Q (6872.640000 sec): 3 clusters Score: Raw -1395737.094642 + Penalty 3056.866367 = -1392680.228275 nChanged 12 SP:Iteration 17Q (6872.950000 sec): 3 clusters Score: Raw -1395738.229334 + Penalty 3056.866367 = -1392681.362967 nChanged 9 SP:Iteration 18Q (6873.140000 sec): 3 clusters Score: Raw -1395739.238431 + Penalty 3056.866367 = -1392682.372063 nChanged 10 SP:Iteration 19Q (6873.440000 sec): 3 clusters Score: Raw -1395740.036824 + Penalty 3056.866367 = -1392683.170457 nChanged 7 SP:Iteration 20F (6873.660000 sec): 3 clusters Score: Raw -1395740.627795 + Penalty 3056.866367 = -1392683.761428 nChanged 13 SP:Iteration 21Q (6873.950000 sec): 3 clusters Score: Raw -1395741.993314 + Penalty 3056.866367 = -1392685.126946 nChanged 9 SP:Iteration 22Q (6874.200000 sec): 3 clusters Score: Raw -1395742.965674 + Penalty 3056.866367 = -1392686.099307 nChanged 12 SP:Iteration 23Q (6874.450000 sec): 3 clusters Score: Raw -1395744.061095 + Penalty 3056.866367 = -1392687.194728 nChanged 12 SP:Iteration 24Q (6874.660000 sec): 3 clusters Score: Raw -1395745.367596 + Penalty 3056.866367 = -1392688.501229 nChanged 13 SP:Iteration 25Q (6874.920000 sec): 3 clusters Score: Raw -1395746.910732 + Penalty 3056.866367 = -1392690.044365 nChanged 13 SP:Iteration 26Q (6875.180000 sec): 3 clusters Score: Raw -1395748.216949 + Penalty 3056.866367 = -1392691.350581 nChanged 18 SP:Iteration 27Q (6875.400000 sec): 3 clusters Score: Raw -1395749.941676 + Penalty 3056.866367 = -1392693.075309 nChanged 16 SP:Iteration 28Q (6875.700000 sec): 3 clusters Score: Raw -1395752.025540 + Penalty 3056.866367 = -1392695.159173 nChanged 16 SP:Iteration 29Q (6875.910000 sec): 3 clusters Score: Raw -1395754.434853 + Penalty 3056.866367 = -1392697.568485 nChanged 21 SP:Iteration 30Q (6876.220000 sec): 3 clusters Score: Raw -1395756.760649 + Penalty 3056.866367 = -1392699.894282 nChanged 18 SP:Iteration 31Q (6876.470000 sec): 3 clusters Score: Raw -1395758.530831 + Penalty 3056.866367 = -1392701.664464 nChanged 11 SP:Iteration 32Q (6876.760000 sec): 3 clusters Score: Raw -1395759.676696 + Penalty 3056.866367 = -1392702.810328 nChanged 9 SP:Iteration 33Q (6876.930000 sec): 3 clusters Score: Raw -1395760.572574 + Penalty 3056.866367 = -1392703.706207 nChanged 6 SP:Iteration 34Q (6877.150000 sec): 3 clusters Score: Raw -1395761.209949 + Penalty 3056.866367 = -1392704.343582 nChanged 6 SP:Iteration 35Q (6877.370000 sec): 3 clusters Score: Raw -1395761.880519 + Penalty 3056.866367 = -1392705.014151 nChanged 4 SP:Iteration 36Q (6877.620000 sec): 3 clusters Score: Raw -1395762.379409 + Penalty 3056.866367 = -1392705.513042 nChanged 6 SP:Iteration 37Q (6877.830000 sec): 3 clusters Score: Raw -1395763.307775 + Penalty 3056.866367 = -1392706.441407 nChanged 7 SP:Iteration 38Q (6878.110000 sec): 3 clusters Score: Raw -1395764.014515 + Penalty 3056.866367 = -1392707.148148 nChanged 5 SP:Iteration 39Q (6878.340000 sec): 3 clusters Score: Raw -1395764.288029 + Penalty 3056.866367 = -1392707.421662 nChanged 1 SP:Iteration 40F (6878.620000 sec): 3 clusters Score: Raw -1395764.408165 + Penalty 3056.866367 = -1392707.541797 nChanged 3 SP:Iteration 41Q (6878.980000 sec): 3 clusters Score: Raw -1395764.673087 + Penalty 3056.866367 = -1392707.806720 nChanged 4 SP:Iteration 42Q (6879.230000 sec): 3 clusters Score: Raw -1395765.175548 + Penalty 3056.866367 = -1392708.309181 nChanged 7 SP:Iteration 43Q (6879.470000 sec): 3 clusters Score: Raw -1395765.997819 + Penalty 3056.866367 = -1392709.131452 nChanged 12 SP:Iteration 44Q (6879.740000 sec): 3 clusters Score: Raw -1395767.349108 + Penalty 3056.866367 = -1392710.482741 nChanged 10 SP:Iteration 45Q (6879.980000 sec): 3 clusters Score: Raw -1395768.052070 + Penalty 3056.866367 = -1392711.185703 nChanged 5 SP:Iteration 46Q (6880.220000 sec): 3 clusters Score: Raw -1395768.455255 + Penalty 3056.866367 = -1392711.588888 nChanged 6 SP:Iteration 47Q (6880.460000 sec): 3 clusters Score: Raw -1395768.889310 + Penalty 3056.866367 = -1392712.022943 nChanged 1 SP:Iteration 48Q (6880.760000 sec): 3 clusters Score: Raw -1395768.964123 + Penalty 3056.866367 = -1392712.097756 nChanged 2 SP:Iteration 49Q (6880.980000 sec): 3 clusters Score: Raw -1395769.044941 + Penalty 3056.866367 = -1392712.178573 nChanged 0 SP:Iteration 50F (6881.170000 sec): 3 clusters Score: Raw -1395769.044941 + Penalty 3056.866367 = -1392712.178573 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6881.300000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6881.480000 sec): 3 clusters Score: Raw -59656.584590 + Penalty 2048.945861 = -57607.638729 nChanged 129 SP:Iteration 1F (6881.640000 sec): 3 clusters Score: Raw -59875.073639 + Penalty 2048.945861 = -57826.127778 nChanged 42 SP:Iteration 2F (6881.790000 sec): 3 clusters Score: Raw -60017.525818 + Penalty 2048.945861 = -57968.579957 nChanged 33 SP:Iteration 3F (6882.000000 sec): 3 clusters Score: Raw -60145.866026 + Penalty 2048.945861 = -58096.920166 nChanged 27 SP:Iteration 4Q (6882.200000 sec): 3 clusters Score: Raw -60226.224816 + Penalty 2048.945861 = -58177.278955 nChanged 26 SP:Iteration 5Q (6882.350000 sec): 3 clusters Score: Raw -60309.389299 + Penalty 2048.945861 = -58260.443438 nChanged 24 SP:Iteration 6Q (6882.540000 sec): 3 clusters Score: Raw -60380.122707 + Penalty 2048.945861 = -58331.176847 nChanged 21 SP:Iteration 7Q (6882.730000 sec): 3 clusters Score: Raw -60427.372942 + Penalty 2048.945861 = -58378.427081 nChanged 9 SP:Iteration 8Q (6882.900000 sec): 3 clusters Score: Raw -60449.229235 + Penalty 2048.945861 = -58400.283374 nChanged 7 SP:Iteration 9Q (6883.090000 sec): 3 clusters Score: Raw -60462.248225 + Penalty 2048.945861 = -58413.302364 nChanged 1 SP:Iteration 10Q (6883.250000 sec): 3 clusters Score: Raw -60464.394125 + Penalty 2048.945861 = -58415.448264 nChanged 4 SP:Iteration 11Q (6883.440000 sec): 3 clusters Score: Raw -60471.266200 + Penalty 2048.945861 = -58422.320339 nChanged 1 SP:Iteration 12Q (6883.660000 sec): 3 clusters Score: Raw -60473.233546 + Penalty 2048.945861 = -58424.287685 nChanged 1 SP:Iteration 13Q (6883.860000 sec): 3 clusters Score: Raw -60474.752666 + Penalty 2048.945861 = -58425.806806 nChanged 0 SP:Iteration 14F (6884.030000 sec): 3 clusters Score: Raw -60474.752666 + Penalty 2048.945861 = -58425.806806 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6884.150000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6884.360000 sec): 3 clusters Score: Raw -205724.570527 + Penalty 2445.832992 = -203278.737535 nChanged 619 SP:Iteration 1F (6884.540000 sec): 3 clusters Score: Raw -206137.251845 + Penalty 2445.832992 = -203691.418854 nChanged 137 SP:Iteration 2F (6884.800000 sec): 3 clusters Score: Raw -206235.035234 + Penalty 2445.832992 = -203789.202242 nChanged 84 SP:Iteration 3Q (6885.000000 sec): 3 clusters Score: Raw -206294.724714 + Penalty 2445.832992 = -203848.891723 nChanged 62 SP:Iteration 4Q (6885.160000 sec): 3 clusters Score: Raw -206336.477904 + Penalty 2445.832992 = -203890.644912 nChanged 49 SP:Iteration 5Q (6885.310000 sec): 3 clusters Score: Raw -206372.418501 + Penalty 2445.832992 = -203926.585509 nChanged 41 SP:Iteration 6Q (6885.500000 sec): 3 clusters Score: Raw -206401.658806 + Penalty 2445.832992 = -203955.825814 nChanged 37 SP:Iteration 7Q (6885.700000 sec): 3 clusters Score: Raw -206425.585416 + Penalty 2445.832992 = -203979.752425 nChanged 34 SP:Iteration 8Q (6885.870000 sec): 3 clusters Score: Raw -206442.686149 + Penalty 2445.832992 = -203996.853157 nChanged 14 SP:Iteration 9Q (6886.080000 sec): 3 clusters Score: Raw -206449.394414 + Penalty 2445.832992 = -204003.561423 nChanged 10 SP:Iteration 10Q (6886.190000 sec): 3 clusters Score: Raw -206454.956181 + Penalty 2445.832992 = -204009.123189 nChanged 9 SP:Iteration 11Q (6886.430000 sec): 3 clusters Score: Raw -206459.819000 + Penalty 2445.832992 = -204013.986008 nChanged 8 SP:Iteration 12Q (6886.590000 sec): 3 clusters Score: Raw -206463.090095 + Penalty 2445.832992 = -204017.257103 nChanged 5 SP:Iteration 13Q (6886.740000 sec): 3 clusters Score: Raw -206464.769881 + Penalty 2445.832992 = -204018.936889 nChanged 5 SP:Iteration 14Q (6886.910000 sec): 3 clusters Score: Raw -206466.917526 + Penalty 2445.832992 = -204021.084535 nChanged 8 SP:Iteration 15Q (6887.100000 sec): 3 clusters Score: Raw -206469.721901 + Penalty 2445.832992 = -204023.888910 nChanged 4 SP:Iteration 16Q (6887.250000 sec): 3 clusters Score: Raw -206471.397358 + Penalty 2445.832992 = -204025.564367 nChanged 4 SP:Iteration 17Q (6887.390000 sec): 3 clusters Score: Raw -206473.196202 + Penalty 2445.832992 = -204027.363210 nChanged 3 SP:Iteration 18Q (6887.570000 sec): 3 clusters Score: Raw -206473.939620 + Penalty 2445.832992 = -204028.106628 nChanged 0 SP:Iteration 19F (6887.720000 sec): 3 clusters Score: Raw -206473.939620 + Penalty 2445.832992 = -204028.106628 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (12793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6887.880000 sec): 2 clusters Score: Raw -1390279.265487 + Penalty 1536.706182 = -1388742.559306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6888.110000 sec): 3 clusters Score: Raw -1382831.020194 + Penalty 3073.412363 = -1379757.607831 nChanged 5646 SP:Iteration 1F (6888.330000 sec): 3 clusters Score: Raw -1385887.213970 + Penalty 3073.412363 = -1382813.801607 nChanged 713 SP:Iteration 2F (6888.580000 sec): 3 clusters Score: Raw -1386139.877170 + Penalty 3073.412363 = -1383066.464806 nChanged 548 SP:Iteration 3Q (6888.870000 sec): 3 clusters Score: Raw -1386314.928568 + Penalty 3073.412363 = -1383241.516205 nChanged 486 SP:Iteration 4Q (6889.140000 sec): 3 clusters Score: Raw -1386463.679399 + Penalty 3073.412363 = -1383390.267036 nChanged 404 SP:Iteration 5Q (6889.410000 sec): 3 clusters Score: Raw -1386600.005391 + Penalty 3073.412363 = -1383526.593028 nChanged 414 SP:Iteration 6Q (6889.630000 sec): 3 clusters Score: Raw -1386738.805309 + Penalty 3073.412363 = -1383665.392946 nChanged 412 SP:Iteration 7Q (6889.900000 sec): 3 clusters Score: Raw -1386877.508719 + Penalty 3073.412363 = -1383804.096356 nChanged 458 SP:Iteration 8Q (6890.160000 sec): 3 clusters Score: Raw -1387065.444657 + Penalty 3073.412363 = -1383992.032294 nChanged 500 SP:Iteration 9Q (6890.450000 sec): 3 clusters Score: Raw -1387308.653343 + Penalty 3073.412363 = -1384235.240980 nChanged 586 SP:Iteration 10Q (6890.760000 sec): 3 clusters Score: Raw -1387623.734228 + Penalty 3073.412363 = -1384550.321865 nChanged 671 SP:Iteration 11F (6891.070000 sec): 3 clusters Score: Raw -1388025.401623 + Penalty 3073.412363 = -1384951.989260 nChanged 686 SP:Iteration 12F (6891.340000 sec): 3 clusters Score: Raw -1388493.018227 + Penalty 3073.412363 = -1385419.605863 nChanged 717 SP:Iteration 13F (6891.590000 sec): 3 clusters Score: Raw -1389027.132828 + Penalty 3073.412363 = -1385953.720465 nChanged 567 SP:Iteration 14Q (6891.840000 sec): 3 clusters Score: Raw -1389472.024186 + Penalty 3073.412363 = -1386398.611823 nChanged 478 SP:Iteration 15Q (6892.070000 sec): 3 clusters Score: Raw -1389856.178094 + Penalty 3073.412363 = -1386782.765731 nChanged 333 SP:Iteration 16Q (6892.360000 sec): 3 clusters Score: Raw -1390143.600171 + Penalty 3073.412363 = -1387070.187808 nChanged 209 SP:Iteration 17Q (6892.600000 sec): 3 clusters Score: Raw -1390332.098991 + Penalty 3073.412363 = -1387258.686628 nChanged 124 SP:Iteration 18Q (6892.890000 sec): 3 clusters Score: Raw -1390441.965873 + Penalty 3073.412363 = -1387368.553510 nChanged 60 SP:Iteration 19Q (6893.150000 sec): 3 clusters Score: Raw -1390498.444706 + Penalty 3073.412363 = -1387425.032342 nChanged 36 SP:Iteration 20F (6893.380000 sec): 3 clusters Score: Raw -1390528.741432 + Penalty 3073.412363 = -1387455.329068 nChanged 18 SP:Iteration 21Q (6893.660000 sec): 3 clusters Score: Raw -1390547.927670 + Penalty 3073.412363 = -1387474.515307 nChanged 14 SP:Iteration 22Q (6893.920000 sec): 3 clusters Score: Raw -1390565.973512 + Penalty 3073.412363 = -1387492.561149 nChanged 12 SP:Iteration 23Q (6894.150000 sec): 3 clusters Score: Raw -1390580.995605 + Penalty 3073.412363 = -1387507.583242 nChanged 8 SP:Iteration 24Q (6894.400000 sec): 3 clusters Score: Raw -1390590.413862 + Penalty 3073.412363 = -1387517.001499 nChanged 5 SP:Iteration 25Q (6894.620000 sec): 3 clusters Score: Raw -1390596.217475 + Penalty 3073.412363 = -1387522.805112 nChanged 3 SP:Iteration 26Q (6894.840000 sec): 3 clusters Score: Raw -1390601.251121 + Penalty 3073.412363 = -1387527.838758 nChanged 1 SP:Iteration 27Q (6895.110000 sec): 3 clusters Score: Raw -1390602.229805 + Penalty 3073.412363 = -1387528.817442 nChanged 0 SP:Iteration 28F (6895.350000 sec): 3 clusters Score: Raw -1390602.229805 + Penalty 3073.412363 = -1387528.817442 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6895.490000 sec): 2 clusters Score: Raw -1188505.693459 + Penalty 1503.209851 = -1187002.483608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6895.740000 sec): 3 clusters Score: Raw -1182672.309724 + Penalty 3006.419703 = -1179665.890021 nChanged 4489 SP:Iteration 1F (6895.930000 sec): 3 clusters Score: Raw -1184949.986166 + Penalty 3006.419703 = -1181943.566463 nChanged 617 SP:Iteration 2F (6896.200000 sec): 3 clusters Score: Raw -1185204.393433 + Penalty 3006.419703 = -1182197.973731 nChanged 499 SP:Iteration 3Q (6896.450000 sec): 3 clusters Score: Raw -1185411.242867 + Penalty 3006.419703 = -1182404.823164 nChanged 457 SP:Iteration 4Q (6896.660000 sec): 3 clusters Score: Raw -1185609.190679 + Penalty 3006.419703 = -1182602.770976 nChanged 451 SP:Iteration 5Q (6896.880000 sec): 3 clusters Score: Raw -1185821.116916 + Penalty 3006.419703 = -1182814.697214 nChanged 488 SP:Iteration 6Q (6897.180000 sec): 3 clusters Score: Raw -1186082.469167 + Penalty 3006.419703 = -1183076.049464 nChanged 524 SP:Iteration 7F (6897.400000 sec): 3 clusters Score: Raw -1186405.273891 + Penalty 3006.419703 = -1183398.854188 nChanged 570 SP:Iteration 8F (6897.720000 sec): 3 clusters Score: Raw -1186789.947518 + Penalty 3006.419703 = -1183783.527816 nChanged 578 SP:Iteration 9F (6897.950000 sec): 3 clusters Score: Raw -1187243.822384 + Penalty 3006.419703 = -1184237.402681 nChanged 546 SP:Iteration 10F (6898.310000 sec): 3 clusters Score: Raw -1187694.387027 + Penalty 3006.419703 = -1184687.967324 nChanged 430 SP:Iteration 11Q (6898.570000 sec): 3 clusters Score: Raw -1188069.141707 + Penalty 3006.419703 = -1185062.722005 nChanged 314 SP:Iteration 12Q (6898.840000 sec): 3 clusters Score: Raw -1188348.258052 + Penalty 3006.419703 = -1185341.838349 nChanged 169 SP:Iteration 13Q (6899.060000 sec): 3 clusters Score: Raw -1188491.309651 + Penalty 3006.419703 = -1185484.889949 nChanged 106 SP:Iteration 14Q (6899.280000 sec): 3 clusters Score: Raw -1188593.170089 + Penalty 3006.419703 = -1185586.750386 nChanged 58 SP:Iteration 15Q (6899.540000 sec): 3 clusters Score: Raw -1188650.175944 + Penalty 3006.419703 = -1185643.756242 nChanged 38 SP:Iteration 16Q (6899.780000 sec): 3 clusters Score: Raw -1188689.670001 + Penalty 3006.419703 = -1185683.250298 nChanged 26 SP:Iteration 17Q (6900.060000 sec): 3 clusters Score: Raw -1188711.044619 + Penalty 3006.419703 = -1185704.624917 nChanged 10 SP:Iteration 18Q (6900.260000 sec): 3 clusters Score: Raw -1188725.278932 + Penalty 3006.419703 = -1185718.859229 nChanged 7 SP:Iteration 19Q (6900.460000 sec): 3 clusters Score: Raw -1188730.285628 + Penalty 3006.419703 = -1185723.865925 nChanged 4 SP:Iteration 20F (6900.690000 sec): 3 clusters Score: Raw -1188735.268792 + Penalty 3006.419703 = -1185728.849090 nChanged 5 SP:Iteration 21Q (6900.960000 sec): 3 clusters Score: Raw -1188739.970889 + Penalty 3006.419703 = -1185733.551187 nChanged 4 SP:Iteration 22Q (6901.200000 sec): 3 clusters Score: Raw -1188743.180889 + Penalty 3006.419703 = -1185736.761187 nChanged 2 SP:Iteration 23Q (6901.450000 sec): 3 clusters Score: Raw -1188744.723222 + Penalty 3006.419703 = -1185738.303520 nChanged 1 SP:Iteration 24Q (6901.660000 sec): 3 clusters Score: Raw -1188744.843281 + Penalty 3006.419703 = -1185738.423578 nChanged 0 SP:Iteration 25F (6902.000000 sec): 3 clusters Score: Raw -1188744.843281 + Penalty 3006.419703 = -1185738.423578 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6902.130000 sec): 2 clusters Score: Raw -54165.956167 + Penalty 1018.111447 = -53147.844720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6902.320000 sec): 3 clusters Score: Raw -54142.673008 + Penalty 2036.222894 = -52106.450113 nChanged 122 SP:Iteration 1F (6902.510000 sec): 3 clusters Score: Raw -54299.517356 + Penalty 2036.222894 = -52263.294462 nChanged 33 SP:Iteration 2F (6902.630000 sec): 3 clusters Score: Raw -54351.581209 + Penalty 2036.222894 = -52315.358315 nChanged 15 SP:Iteration 3Q (6902.850000 sec): 3 clusters Score: Raw -54374.350874 + Penalty 2036.222894 = -52338.127980 nChanged 9 SP:Iteration 4Q (6903.000000 sec): 3 clusters Score: Raw -54384.012026 + Penalty 2036.222894 = -52347.789132 nChanged 4 SP:Iteration 5Q (6903.150000 sec): 3 clusters Score: Raw -54392.901891 + Penalty 2036.222894 = -52356.678997 nChanged 2 SP:Iteration 6Q (6903.330000 sec): 3 clusters Score: Raw -54396.388074 + Penalty 2036.222894 = -52360.165180 nChanged 4 SP:Iteration 7Q (6903.540000 sec): 3 clusters Score: Raw -54400.993101 + Penalty 2036.222894 = -52364.770207 nChanged 3 SP:Iteration 8Q (6903.720000 sec): 3 clusters Score: Raw -54405.390569 + Penalty 2036.222894 = -52369.167675 nChanged 2 SP:Iteration 9Q (6903.930000 sec): 3 clusters Score: Raw -54407.334352 + Penalty 2036.222894 = -52371.111458 nChanged 0 SP:Iteration 10F (6904.100000 sec): 3 clusters Score: Raw -54407.334352 + Penalty 2036.222894 = -52371.111458 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6904.180000 sec): 2 clusters Score: Raw -167431.216873 + Penalty 1199.494058 = -166231.722815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6904.410000 sec): 3 clusters Score: Raw -166766.439854 + Penalty 2398.988116 = -164367.451738 nChanged 526 SP:Iteration 1F (6904.580000 sec): 3 clusters Score: Raw -167134.378838 + Penalty 2398.988116 = -164735.390722 nChanged 108 SP:Iteration 2F (6904.760000 sec): 3 clusters Score: Raw -167213.486461 + Penalty 2398.988116 = -164814.498346 nChanged 60 SP:Iteration 3Q (6904.980000 sec): 3 clusters Score: Raw -167263.101093 + Penalty 2398.988116 = -164864.112978 nChanged 46 SP:Iteration 4Q (6905.170000 sec): 3 clusters Score: Raw -167313.716544 + Penalty 2398.988116 = -164914.728428 nChanged 45 SP:Iteration 5Q (6905.370000 sec): 3 clusters Score: Raw -167352.509749 + Penalty 2398.988116 = -164953.521634 nChanged 44 SP:Iteration 6Q (6905.560000 sec): 3 clusters Score: Raw -167386.623954 + Penalty 2398.988116 = -164987.635838 nChanged 37 SP:Iteration 7Q (6905.720000 sec): 3 clusters Score: Raw -167417.618016 + Penalty 2398.988116 = -165018.629901 nChanged 31 SP:Iteration 8Q (6905.900000 sec): 3 clusters Score: Raw -167450.345613 + Penalty 2398.988116 = -165051.357498 nChanged 35 SP:Iteration 9Q (6906.100000 sec): 3 clusters Score: Raw -167470.805231 + Penalty 2398.988116 = -165071.817116 nChanged 25 SP:Iteration 10Q (6906.280000 sec): 3 clusters Score: Raw -167488.409258 + Penalty 2398.988116 = -165089.421142 nChanged 25 SP:Iteration 11Q (6906.450000 sec): 3 clusters Score: Raw -167509.239609 + Penalty 2398.988116 = -165110.251493 nChanged 23 SP:Iteration 12Q (6906.610000 sec): 3 clusters Score: Raw -167533.343054 + Penalty 2398.988116 = -165134.354939 nChanged 20 SP:Iteration 13Q (6906.820000 sec): 3 clusters Score: Raw -167549.057679 + Penalty 2398.988116 = -165150.069563 nChanged 15 SP:Iteration 14Q (6906.990000 sec): 3 clusters Score: Raw -167566.487884 + Penalty 2398.988116 = -165167.499768 nChanged 24 SP:Iteration 15Q (6907.160000 sec): 3 clusters Score: Raw -167595.351284 + Penalty 2398.988116 = -165196.363168 nChanged 35 SP:Iteration 16Q (6907.310000 sec): 3 clusters Score: Raw -167621.908640 + Penalty 2398.988116 = -165222.920525 nChanged 26 SP:Iteration 17Q (6907.460000 sec): 3 clusters Score: Raw -167643.031239 + Penalty 2398.988116 = -165244.043123 nChanged 25 SP:Iteration 18Q (6907.660000 sec): 3 clusters Score: Raw -167662.972099 + Penalty 2398.988116 = -165263.983984 nChanged 21 SP:Iteration 19Q (6907.870000 sec): 3 clusters Score: Raw -167675.874572 + Penalty 2398.988116 = -165276.886457 nChanged 13 SP:Iteration 20F (6908.060000 sec): 3 clusters Score: Raw -167685.693708 + Penalty 2398.988116 = -165286.705592 nChanged 17 SP:Iteration 21Q (6908.260000 sec): 3 clusters Score: Raw -167698.160141 + Penalty 2398.988116 = -165299.172025 nChanged 21 SP:Iteration 22Q (6908.420000 sec): 3 clusters Score: Raw -167718.699273 + Penalty 2398.988116 = -165319.711158 nChanged 26 SP:Iteration 23Q (6908.600000 sec): 3 clusters Score: Raw -167749.886685 + Penalty 2398.988116 = -165350.898569 nChanged 35 SP:Iteration 24Q (6908.790000 sec): 3 clusters Score: Raw -167821.996314 + Penalty 2398.988116 = -165423.008198 nChanged 50 SP:Iteration 25Q (6908.920000 sec): 3 clusters Score: Raw -167922.007522 + Penalty 2398.988116 = -165523.019406 nChanged 46 SP:Iteration 26Q (6909.060000 sec): 3 clusters Score: Raw -168005.235832 + Penalty 2398.988116 = -165606.247716 nChanged 33 SP:Iteration 27Q (6909.250000 sec): 3 clusters Score: Raw -168045.751483 + Penalty 2398.988116 = -165646.763367 nChanged 26 SP:Iteration 28Q (6909.390000 sec): 3 clusters Score: Raw -168076.434300 + Penalty 2398.988116 = -165677.446185 nChanged 20 SP:Iteration 29Q (6909.540000 sec): 3 clusters Score: Raw -168093.081804 + Penalty 2398.988116 = -165694.093688 nChanged 9 SP:Iteration 30Q (6909.730000 sec): 3 clusters Score: Raw -168099.059560 + Penalty 2398.988116 = -165700.071445 nChanged 7 SP:Iteration 31Q (6909.890000 sec): 3 clusters Score: Raw -168104.284015 + Penalty 2398.988116 = -165705.295900 nChanged 6 SP:Iteration 32Q (6910.060000 sec): 3 clusters Score: Raw -168107.462870 + Penalty 2398.988116 = -165708.474754 nChanged 7 SP:Iteration 33Q (6910.250000 sec): 3 clusters Score: Raw -168112.914775 + Penalty 2398.988116 = -165713.926659 nChanged 9 SP:Iteration 34Q (6910.440000 sec): 3 clusters Score: Raw -168117.808150 + Penalty 2398.988116 = -165718.820034 nChanged 5 SP:Iteration 35Q (6910.600000 sec): 3 clusters Score: Raw -168122.185355 + Penalty 2398.988116 = -165723.197240 nChanged 9 SP:Iteration 36Q (6910.820000 sec): 3 clusters Score: Raw -168129.961778 + Penalty 2398.988116 = -165730.973663 nChanged 12 SP:Iteration 37Q (6911.000000 sec): 3 clusters Score: Raw -168137.286880 + Penalty 2398.988116 = -165738.298765 nChanged 6 SP:Iteration 38Q (6911.200000 sec): 3 clusters Score: Raw -168140.312575 + Penalty 2398.988116 = -165741.324459 nChanged 5 SP:Iteration 39Q (6911.340000 sec): 3 clusters Score: Raw -168143.424840 + Penalty 2398.988116 = -165744.436724 nChanged 6 SP:Iteration 40F (6911.520000 sec): 3 clusters Score: Raw -168147.469139 + Penalty 2398.988116 = -165748.481023 nChanged 5 SP:Iteration 41Q (6911.700000 sec): 3 clusters Score: Raw -168150.865328 + Penalty 2398.988116 = -165751.877212 nChanged 1 SP:Iteration 42Q (6911.850000 sec): 3 clusters Score: Raw -168151.436844 + Penalty 2398.988116 = -165752.448729 nChanged 0 SP:Iteration 43F (6912.030000 sec): 3 clusters Score: Raw -168151.436844 + Penalty 2398.988116 = -165752.448729 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6912.170000 sec): 2 clusters Score: Raw -107210.095722 + Penalty 1114.857847 = -106095.237875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6912.350000 sec): 3 clusters Score: Raw -106873.614852 + Penalty 2229.715693 = -104643.899159 nChanged 276 SP:Iteration 1F (6912.540000 sec): 3 clusters Score: Raw -107107.060115 + Penalty 2229.715693 = -104877.344422 nChanged 76 SP:Iteration 2F (6912.780000 sec): 3 clusters Score: Raw -107205.116898 + Penalty 2229.715693 = -104975.401204 nChanged 51 SP:Iteration 3F (6912.970000 sec): 3 clusters Score: Raw -107300.400884 + Penalty 2229.715693 = -105070.685191 nChanged 35 SP:Iteration 4Q (6913.220000 sec): 3 clusters Score: Raw -107362.800150 + Penalty 2229.715693 = -105133.084456 nChanged 33 SP:Iteration 5Q (6913.410000 sec): 3 clusters Score: Raw -107403.700849 + Penalty 2229.715693 = -105173.985156 nChanged 25 SP:Iteration 6Q (6913.570000 sec): 3 clusters Score: Raw -107432.697059 + Penalty 2229.715693 = -105202.981366 nChanged 20 SP:Iteration 7Q (6913.780000 sec): 3 clusters Score: Raw -107453.293155 + Penalty 2229.715693 = -105223.577462 nChanged 11 SP:Iteration 8Q (6913.940000 sec): 3 clusters Score: Raw -107464.399959 + Penalty 2229.715693 = -105234.684266 nChanged 7 SP:Iteration 9Q (6914.150000 sec): 3 clusters Score: Raw -107475.367872 + Penalty 2229.715693 = -105245.652178 nChanged 12 SP:Iteration 10Q (6914.320000 sec): 3 clusters Score: Raw -107491.443293 + Penalty 2229.715693 = -105261.727600 nChanged 17 SP:Iteration 11Q (6914.560000 sec): 3 clusters Score: Raw -107514.333980 + Penalty 2229.715693 = -105284.618287 nChanged 17 SP:Iteration 12Q (6914.760000 sec): 3 clusters Score: Raw -107538.203577 + Penalty 2229.715693 = -105308.487884 nChanged 21 SP:Iteration 13Q (6914.950000 sec): 3 clusters Score: Raw -107569.454980 + Penalty 2229.715693 = -105339.739287 nChanged 26 SP:Iteration 14Q (6915.140000 sec): 3 clusters Score: Raw -107618.627618 + Penalty 2229.715693 = -105388.911925 nChanged 29 SP:Iteration 15Q (6915.280000 sec): 3 clusters Score: Raw -107687.218511 + Penalty 2229.715693 = -105457.502818 nChanged 37 SP:Iteration 16Q (6915.490000 sec): 3 clusters Score: Raw -107835.433790 + Penalty 2229.715693 = -105605.718097 nChanged 49 SP:Iteration 17F (6915.680000 sec): 3 clusters Score: Raw -108188.019025 + Penalty 2229.715693 = -105958.303331 nChanged 44 SP:Iteration 18Q (6915.850000 sec): 3 clusters Score: Raw -108872.830745 + Penalty 2229.715693 = -106643.115052 nChanged 2 SP:Iteration 19Q (6916.040000 sec): 3 clusters Score: Raw -108920.574985 + Penalty 2229.715693 = -106690.859292 nChanged 0 SP:Iteration 20F (6916.220000 sec): 3 clusters Score: Raw -108920.574985 + Penalty 2229.715693 = -106690.859292 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 2.79 GB. Trying to split cluster 26 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6916.310000 sec): 2 clusters Score: Raw -43881.815226 + Penalty 980.765733 = -42901.049493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6916.540000 sec): 3 clusters Score: Raw -43863.375335 + Penalty 1961.531466 = -41901.843869 nChanged 88 SP:Iteration 1F (6916.710000 sec): 3 clusters Score: Raw -44076.017664 + Penalty 1961.531466 = -42114.486198 nChanged 28 SP:Iteration 2F (6916.860000 sec): 3 clusters Score: Raw -44203.191900 + Penalty 1961.531466 = -42241.660434 nChanged 15 SP:Iteration 3Q (6917.060000 sec): 3 clusters Score: Raw -44281.082178 + Penalty 1961.531466 = -42319.550713 nChanged 21 SP:Iteration 4F (6917.180000 sec): 3 clusters Score: Raw -44359.261350 + Penalty 1961.531466 = -42397.729885 nChanged 10 SP:Iteration 5Q (6917.350000 sec): 3 clusters Score: Raw -44412.421809 + Penalty 1961.531466 = -42450.890343 nChanged 10 SP:Iteration 6Q (6917.520000 sec): 3 clusters Score: Raw -44435.006711 + Penalty 1961.531466 = -42473.475246 nChanged 7 SP:Iteration 7Q (6917.680000 sec): 3 clusters Score: Raw -44443.412898 + Penalty 1961.531466 = -42481.881432 nChanged 2 SP:Iteration 8Q (6917.840000 sec): 3 clusters Score: Raw -44444.716972 + Penalty 1961.531466 = -42483.185507 nChanged 3 SP:Iteration 9Q (6917.990000 sec): 3 clusters Score: Raw -44448.831685 + Penalty 1961.531466 = -42487.300220 nChanged 3 SP:Iteration 10Q (6918.140000 sec): 3 clusters Score: Raw -44453.839454 + Penalty 1961.531466 = -42492.307988 nChanged 5 SP:Iteration 11Q (6918.370000 sec): 3 clusters Score: Raw -44466.925391 + Penalty 1961.531466 = -42505.393926 nChanged 3 SP:Iteration 12Q (6918.550000 sec): 3 clusters Score: Raw -44470.575292 + Penalty 1961.531466 = -42509.043826 nChanged 2 SP:Iteration 13Q (6918.700000 sec): 3 clusters Score: Raw -44471.686395 + Penalty 1961.531466 = -42510.154929 nChanged 0 SP:Iteration 14F (6918.940000 sec): 3 clusters Score: Raw -44471.686395 + Penalty 1961.531466 = -42510.154929 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6919.040000 sec): 2 clusters Score: Raw -66007.938604 + Penalty 1052.007238 = -64955.931366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6919.260000 sec): 3 clusters Score: Raw -65893.544712 + Penalty 2104.014476 = -63789.530235 nChanged 169 SP:Iteration 1F (6919.440000 sec): 3 clusters Score: Raw -66079.881281 + Penalty 2104.014476 = -63975.866804 nChanged 29 SP:Iteration 2Q (6919.640000 sec): 3 clusters Score: Raw -66127.927375 + Penalty 2104.014476 = -64023.912899 nChanged 25 SP:Iteration 3Q (6919.860000 sec): 3 clusters Score: Raw -66186.650702 + Penalty 2104.014476 = -64082.636226 nChanged 22 SP:Iteration 4Q (6920.030000 sec): 3 clusters Score: Raw -66235.425238 + Penalty 2104.014476 = -64131.410761 nChanged 13 SP:Iteration 5Q (6920.270000 sec): 3 clusters Score: Raw -66255.869715 + Penalty 2104.014476 = -64151.855238 nChanged 10 SP:Iteration 6Q (6920.400000 sec): 3 clusters Score: Raw -66272.526870 + Penalty 2104.014476 = -64168.512393 nChanged 8 SP:Iteration 7Q (6920.570000 sec): 3 clusters Score: Raw -66281.420989 + Penalty 2104.014476 = -64177.406512 nChanged 8 SP:Iteration 8Q (6920.730000 sec): 3 clusters Score: Raw -66289.477360 + Penalty 2104.014476 = -64185.462884 nChanged 4 SP:Iteration 9Q (6920.940000 sec): 3 clusters Score: Raw -66294.294872 + Penalty 2104.014476 = -64190.280395 nChanged 5 SP:Iteration 10Q (6921.150000 sec): 3 clusters Score: Raw -66301.969440 + Penalty 2104.014476 = -64197.954963 nChanged 5 SP:Iteration 11Q (6921.360000 sec): 3 clusters Score: Raw -66318.234586 + Penalty 2104.014476 = -64214.220110 nChanged 6 SP:Iteration 12Q (6921.510000 sec): 3 clusters Score: Raw -66327.785849 + Penalty 2104.014476 = -64223.771373 nChanged 5 SP:Iteration 13Q (6921.660000 sec): 3 clusters Score: Raw -66335.526711 + Penalty 2104.014476 = -64231.512235 nChanged 5 SP:Iteration 14Q (6921.820000 sec): 3 clusters Score: Raw -66343.788292 + Penalty 2104.014476 = -64239.773816 nChanged 6 SP:Iteration 15Q (6921.970000 sec): 3 clusters Score: Raw -66350.868118 + Penalty 2104.014476 = -64246.853642 nChanged 5 SP:Iteration 16Q (6922.110000 sec): 3 clusters Score: Raw -66357.712921 + Penalty 2104.014476 = -64253.698445 nChanged 9 SP:Iteration 17Q (6922.330000 sec): 3 clusters Score: Raw -66368.329661 + Penalty 2104.014476 = -64264.315185 nChanged 4 SP:Iteration 18Q (6922.460000 sec): 3 clusters Score: Raw -66377.994734 + Penalty 2104.014476 = -64273.980258 nChanged 5 SP:Iteration 19Q (6922.650000 sec): 3 clusters Score: Raw -66387.909139 + Penalty 2104.014476 = -64283.894662 nChanged 7 SP:Iteration 20F (6922.790000 sec): 3 clusters Score: Raw -66405.291356 + Penalty 2104.014476 = -64301.276880 nChanged 10 SP:Iteration 21Q (6922.960000 sec): 3 clusters Score: Raw -66431.104303 + Penalty 2104.014476 = -64327.089827 nChanged 8 SP:Iteration 22Q (6923.100000 sec): 3 clusters Score: Raw -66447.839757 + Penalty 2104.014476 = -64343.825280 nChanged 8 SP:Iteration 23Q (6923.280000 sec): 3 clusters Score: Raw -66471.962544 + Penalty 2104.014476 = -64367.948067 nChanged 13 SP:Iteration 24Q (6923.430000 sec): 3 clusters Score: Raw -66517.854353 + Penalty 2104.014476 = -64413.839876 nChanged 13 SP:Iteration 25Q (6923.590000 sec): 3 clusters Score: Raw -66557.359966 + Penalty 2104.014476 = -64453.345489 nChanged 8 SP:Iteration 26Q (6923.830000 sec): 3 clusters Score: Raw -66568.430899 + Penalty 2104.014476 = -64464.416423 nChanged 3 SP:Iteration 27Q (6924.030000 sec): 3 clusters Score: Raw -66574.009380 + Penalty 2104.014476 = -64469.994904 nChanged 3 SP:Iteration 28Q (6924.220000 sec): 3 clusters Score: Raw -66578.224842 + Penalty 2104.014476 = -64474.210365 nChanged 2 SP:Iteration 29Q (6924.390000 sec): 3 clusters Score: Raw -66585.331808 + Penalty 2104.014476 = -64481.317332 nChanged 3 SP:Iteration 30Q (6924.600000 sec): 3 clusters Score: Raw -66593.194233 + Penalty 2104.014476 = -64489.179757 nChanged 3 SP:Iteration 31Q (6924.830000 sec): 3 clusters Score: Raw -66598.973466 + Penalty 2104.014476 = -64494.958990 nChanged 0 SP:Iteration 32F (6925.020000 sec): 3 clusters Score: Raw -66598.973466 + Penalty 2104.014476 = -64494.958990 nChanged 0 Iteration 179Q (6934.810000 sec): 28 clusters Score: Raw -42923098.674602 + Penalty 56451.248840 = -42866647.425762 nChanged 49 Iteration 180F (6954.600000 sec): 28 clusters Score: Raw -42923223.221565 + Penalty 56451.248840 = -42866771.972724 nChanged 49 Iteration 181Q (6967.590000 sec): 28 clusters Score: Raw -42923388.252303 + Penalty 56451.248840 = -42866937.003462 nChanged 55 Iteration 182Q (6978.540000 sec): 28 clusters Score: Raw -42923705.545057 + Penalty 56451.248840 = -42867254.296217 nChanged 36 Iteration 183Q (6987.740000 sec): 28 clusters Score: Raw -42924008.977785 + Penalty 56451.248840 = -42867557.728944 nChanged 24 Iteration 184Q (6998.960000 sec): 28 clusters Score: Raw -42924027.762453 + Penalty 56451.248840 = -42867576.513612 nChanged 9 Iteration 185Q (7009.490000 sec): 28 clusters Score: Raw -42924029.111197 + Penalty 56451.248840 = -42867577.862357 nChanged 9 Iteration 186Q (7021.530000 sec): 28 clusters Score: Raw -42924029.488509 + Penalty 56451.248840 = -42867578.239669 nChanged 12 Iteration 187Q (7032.300000 sec): 28 clusters Score: Raw -42924029.747397 + Penalty 56451.248840 = -42867578.498556 nChanged 9 Iteration 188Q (7043.710000 sec): 28 clusters Score: Raw -42924029.881259 + Penalty 56451.248840 = -42867578.632419 nChanged 7 Iteration 189Q (7054.320000 sec): 28 clusters Score: Raw -42924030.032334 + Penalty 56451.248840 = -42867578.783494 nChanged 5 Iteration 190Q (7064.730000 sec): 28 clusters Score: Raw -42924030.085369 + Penalty 56451.248840 = -42867578.836529 nChanged 2 Iteration 191Q (7076.270000 sec): 28 clusters Score: Raw -42924030.143501 + Penalty 56451.248840 = -42867578.894661 nChanged 5 Iteration 192Q (7091.400000 sec): 28 clusters Score: Raw -42924030.233464 + Penalty 56451.248840 = -42867578.984624 nChanged 5 Iteration 193Q (7103.110000 sec): 28 clusters Score: Raw -42924030.377129 + Penalty 56451.248840 = -42867579.128288 nChanged 7 Iteration 194Q (7114.350000 sec): 28 clusters Score: Raw -42924030.552323 + Penalty 56451.248840 = -42867579.303482 nChanged 12 Iteration 195Q (7125.540000 sec): 28 clusters Score: Raw -42924030.787825 + Penalty 56451.248840 = -42867579.538984 nChanged 12 Iteration 196Q (7136.690000 sec): 28 clusters Score: Raw -42924031.378158 + Penalty 56451.248840 = -42867580.129317 nChanged 10 Iteration 197Q (7149.740000 sec): 28 clusters Score: Raw -42924031.831761 + Penalty 56451.248840 = -42867580.582921 nChanged 11 Iteration 198Q (7161.980000 sec): 28 clusters Score: Raw -42924032.327716 + Penalty 56451.248840 = -42867581.078875 nChanged 23 Iteration 199Q (7172.950000 sec): 28 clusters Score: Raw -42924033.083915 + Penalty 56451.248840 = -42867581.835074 nChanged 23 Iteration 200F (7190.370000 sec): 28 clusters Score: Raw -42924033.853593 + Penalty 56451.248840 = -42867582.604753 nChanged 17 Iteration 201Q (7201.520000 sec): 28 clusters Score: Raw -42924034.281707 + Penalty 56451.248840 = -42867583.032867 nChanged 13 Iteration 202Q (7216.930000 sec): 28 clusters Score: Raw -42924034.714764 + Penalty 56451.248840 = -42867583.465923 nChanged 24 Iteration 203Q (7230.590000 sec): 28 clusters Score: Raw -42924035.501976 + Penalty 56451.248840 = -42867584.253135 nChanged 24 Iteration 204Q (7242.520000 sec): 28 clusters Score: Raw -42924036.148973 + Penalty 56451.248840 = -42867584.900132 nChanged 22 Iteration 205Q (7254.440000 sec): 28 clusters Score: Raw -42924036.612324 + Penalty 56451.248840 = -42867585.363483 nChanged 14 Iteration 206Q (7265.760000 sec): 28 clusters Score: Raw -42924036.824711 + Penalty 56451.248840 = -42867585.575871 nChanged 11 Iteration 207Q (7277.290000 sec): 28 clusters Score: Raw -42924037.063528 + Penalty 56451.248840 = -42867585.814688 nChanged 5 Iteration 208Q (7290.450000 sec): 28 clusters Score: Raw -42924037.177891 + Penalty 56451.248840 = -42867585.929051 nChanged 6 Iteration 209Q (7301.970000 sec): 28 clusters Score: Raw -42924037.298263 + Penalty 56451.248840 = -42867586.049423 nChanged 7 Iteration 210Q (7313.230000 sec): 28 clusters Score: Raw -42924037.423033 + Penalty 56451.248840 = -42867586.174192 nChanged 9 Iteration 211Q (7324.190000 sec): 28 clusters Score: Raw -42924037.715351 + Penalty 56451.248840 = -42867586.466510 nChanged 13 Iteration 212Q (7337.370000 sec): 28 clusters Score: Raw -42924038.023126 + Penalty 56451.248840 = -42867586.774285 nChanged 11 Iteration 213Q (7349.310000 sec): 28 clusters Score: Raw -42924038.355148 + Penalty 56451.248840 = -42867587.106308 nChanged 15 Iteration 214Q (7362.030000 sec): 28 clusters Score: Raw -42924038.814881 + Penalty 56451.248840 = -42867587.566041 nChanged 13 Iteration 215Q (7372.680000 sec): 28 clusters Score: Raw -42924039.412966 + Penalty 56451.248840 = -42867588.164126 nChanged 14 Iteration 216Q (7383.710000 sec): 28 clusters Score: Raw -42924039.986735 + Penalty 56451.248840 = -42867588.737894 nChanged 12 Iteration 217Q (7393.830000 sec): 28 clusters Score: Raw -42924040.301234 + Penalty 56451.248840 = -42867589.052394 nChanged 5 Iteration 218Q (7404.110000 sec): 28 clusters Score: Raw -42924040.495833 + Penalty 56451.248840 = -42867589.246992 nChanged 7 Writing temp clu file Because OldScore, -42867589.052394, is greater than current (better) Score,-42867589.246992 Compute initial score before splitting: Score: Raw -42924040.495833 + Penalty 56451.248840 = -42867589.246992 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7404.340000 sec): 2 clusters Score: Raw -98681.668869 + Penalty 1096.863819 = -97584.805050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7404.510000 sec): 3 clusters Score: Raw -98436.174570 + Penalty 2193.727638 = -96242.446932 nChanged 247 SP:Iteration 1F (7404.730000 sec): 3 clusters Score: Raw -98621.139283 + Penalty 2193.727638 = -96427.411645 nChanged 41 SP:Iteration 2Q (7404.930000 sec): 3 clusters Score: Raw -98655.072208 + Penalty 2193.727638 = -96461.344570 nChanged 24 SP:Iteration 3Q (7405.160000 sec): 3 clusters Score: Raw -98677.251486 + Penalty 2193.727638 = -96483.523848 nChanged 15 SP:Iteration 4Q (7405.360000 sec): 3 clusters Score: Raw -98694.179212 + Penalty 2193.727638 = -96500.451574 nChanged 9 SP:Iteration 5Q (7405.600000 sec): 3 clusters Score: Raw -98705.169659 + Penalty 2193.727638 = -96511.442021 nChanged 7 SP:Iteration 6Q (7405.760000 sec): 3 clusters Score: Raw -98713.198989 + Penalty 2193.727638 = -96519.471351 nChanged 9 SP:Iteration 7Q (7405.940000 sec): 3 clusters Score: Raw -98726.484025 + Penalty 2193.727638 = -96532.756387 nChanged 11 SP:Iteration 8Q (7406.150000 sec): 3 clusters Score: Raw -98735.208079 + Penalty 2193.727638 = -96541.480441 nChanged 8 SP:Iteration 9Q (7406.290000 sec): 3 clusters Score: Raw -98742.450144 + Penalty 2193.727638 = -96548.722506 nChanged 3 SP:Iteration 10Q (7406.480000 sec): 3 clusters Score: Raw -98745.277794 + Penalty 2193.727638 = -96551.550156 nChanged 3 SP:Iteration 11Q (7406.610000 sec): 3 clusters Score: Raw -98747.629819 + Penalty 2193.727638 = -96553.902181 nChanged 1 SP:Iteration 12Q (7406.780000 sec): 3 clusters Score: Raw -98748.161546 + Penalty 2193.727638 = -96554.433908 nChanged 1 SP:Iteration 13Q (7406.990000 sec): 3 clusters Score: Raw -98748.417069 + Penalty 2193.727638 = -96554.689431 nChanged 0 SP:Iteration 14F (7407.190000 sec): 3 clusters Score: Raw -98748.417069 + Penalty 2193.727638 = -96554.689431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7407.250000 sec): 2 clusters Score: Raw -59752.350866 + Penalty 1022.980725 = -58729.370141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7407.460000 sec): 3 clusters Score: Raw -59664.934091 + Penalty 2045.961450 = -57618.972640 nChanged 109 SP:Iteration 1F (7407.620000 sec): 3 clusters Score: Raw -59836.666888 + Penalty 2045.961450 = -57790.705438 nChanged 32 SP:Iteration 2F (7407.820000 sec): 3 clusters Score: Raw -59901.744421 + Penalty 2045.961450 = -57855.782970 nChanged 22 SP:Iteration 3Q (7408.020000 sec): 3 clusters Score: Raw -59938.221208 + Penalty 2045.961450 = -57892.259758 nChanged 7 SP:Iteration 4Q (7408.220000 sec): 3 clusters Score: Raw -59948.090120 + Penalty 2045.961450 = -57902.128670 nChanged 4 SP:Iteration 5Q (7408.400000 sec): 3 clusters Score: Raw -59955.011335 + Penalty 2045.961450 = -57909.049884 nChanged 5 SP:Iteration 6Q (7408.610000 sec): 3 clusters Score: Raw -59963.687574 + Penalty 2045.961450 = -57917.726124 nChanged 1 SP:Iteration 7Q (7408.810000 sec): 3 clusters Score: Raw -59966.042825 + Penalty 2045.961450 = -57920.081375 nChanged 0 SP:Iteration 8F (7409.000000 sec): 3 clusters Score: Raw -59966.042825 + Penalty 2045.961450 = -57920.081375 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7409.070000 sec): 2 clusters Score: Raw -575189.209422 + Penalty 1383.913842 = -573805.295581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7409.280000 sec): 3 clusters Score: Raw -572586.375086 + Penalty 2767.827683 = -569818.547403 nChanged 2013 SP:Iteration 1F (7409.450000 sec): 3 clusters Score: Raw -573640.056270 + Penalty 2767.827683 = -570872.228587 nChanged 346 SP:Iteration 2F (7409.640000 sec): 3 clusters Score: Raw -573812.124553 + Penalty 2767.827683 = -571044.296870 nChanged 256 SP:Iteration 3F (7409.920000 sec): 3 clusters Score: Raw -573920.567065 + Penalty 2767.827683 = -571152.739382 nChanged 185 SP:Iteration 4Q (7410.100000 sec): 3 clusters Score: Raw -573990.886519 + Penalty 2767.827683 = -571223.058835 nChanged 160 SP:Iteration 5Q (7410.300000 sec): 3 clusters Score: Raw -574053.638614 + Penalty 2767.827683 = -571285.810931 nChanged 135 SP:Iteration 6Q (7410.520000 sec): 3 clusters Score: Raw -574102.141586 + Penalty 2767.827683 = -571334.313902 nChanged 113 SP:Iteration 7Q (7410.750000 sec): 3 clusters Score: Raw -574150.762994 + Penalty 2767.827683 = -571382.935311 nChanged 118 SP:Iteration 8Q (7410.920000 sec): 3 clusters Score: Raw -574195.353306 + Penalty 2767.827683 = -571427.525623 nChanged 125 SP:Iteration 9Q (7411.110000 sec): 3 clusters Score: Raw -574243.106002 + Penalty 2767.827683 = -571475.278319 nChanged 115 SP:Iteration 10Q (7411.340000 sec): 3 clusters Score: Raw -574291.394174 + Penalty 2767.827683 = -571523.566491 nChanged 114 SP:Iteration 11Q (7411.560000 sec): 3 clusters Score: Raw -574344.086065 + Penalty 2767.827683 = -571576.258382 nChanged 160 SP:Iteration 12Q (7411.740000 sec): 3 clusters Score: Raw -574430.923338 + Penalty 2767.827683 = -571663.095654 nChanged 177 SP:Iteration 13Q (7411.980000 sec): 3 clusters Score: Raw -574514.183198 + Penalty 2767.827683 = -571746.355515 nChanged 154 SP:Iteration 14Q (7412.180000 sec): 3 clusters Score: Raw -574593.297419 + Penalty 2767.827683 = -571825.469736 nChanged 152 SP:Iteration 15Q (7412.410000 sec): 3 clusters Score: Raw -574685.030997 + Penalty 2767.827683 = -571917.203314 nChanged 148 SP:Iteration 16Q (7412.570000 sec): 3 clusters Score: Raw -574784.636376 + Penalty 2767.827683 = -572016.808693 nChanged 152 SP:Iteration 17Q (7412.830000 sec): 3 clusters Score: Raw -574887.211365 + Penalty 2767.827683 = -572119.383682 nChanged 130 SP:Iteration 18Q (7412.990000 sec): 3 clusters Score: Raw -574977.544147 + Penalty 2767.827683 = -572209.716464 nChanged 114 SP:Iteration 19Q (7413.280000 sec): 3 clusters Score: Raw -575058.397805 + Penalty 2767.827683 = -572290.570122 nChanged 101 SP:Iteration 20F (7413.480000 sec): 3 clusters Score: Raw -575138.416503 + Penalty 2767.827683 = -572370.588819 nChanged 84 SP:Iteration 21Q (7413.680000 sec): 3 clusters Score: Raw -575205.808941 + Penalty 2767.827683 = -572437.981258 nChanged 70 SP:Iteration 22Q (7413.900000 sec): 3 clusters Score: Raw -575266.531713 + Penalty 2767.827683 = -572498.704030 nChanged 39 SP:Iteration 23Q (7414.120000 sec): 3 clusters Score: Raw -575304.389831 + Penalty 2767.827683 = -572536.562148 nChanged 34 SP:Iteration 24Q (7414.350000 sec): 3 clusters Score: Raw -575331.380051 + Penalty 2767.827683 = -572563.552368 nChanged 21 SP:Iteration 25Q (7414.530000 sec): 3 clusters Score: Raw -575351.336511 + Penalty 2767.827683 = -572583.508828 nChanged 16 SP:Iteration 26Q (7414.760000 sec): 3 clusters Score: Raw -575365.877033 + Penalty 2767.827683 = -572598.049350 nChanged 15 SP:Iteration 27Q (7414.950000 sec): 3 clusters Score: Raw -575378.337634 + Penalty 2767.827683 = -572610.509950 nChanged 9 SP:Iteration 28Q (7415.170000 sec): 3 clusters Score: Raw -575383.167890 + Penalty 2767.827683 = -572615.340207 nChanged 4 SP:Iteration 29Q (7415.370000 sec): 3 clusters Score: Raw -575388.637751 + Penalty 2767.827683 = -572620.810068 nChanged 7 SP:Iteration 30Q (7415.600000 sec): 3 clusters Score: Raw -575396.053966 + Penalty 2767.827683 = -572628.226283 nChanged 5 SP:Iteration 31Q (7415.810000 sec): 3 clusters Score: Raw -575400.481954 + Penalty 2767.827683 = -572632.654271 nChanged 1 SP:Iteration 32Q (7415.960000 sec): 3 clusters Score: Raw -575401.147384 + Penalty 2767.827683 = -572633.319701 nChanged 2 SP:Iteration 33Q (7416.180000 sec): 3 clusters Score: Raw -575403.978607 + Penalty 2767.827683 = -572636.150924 nChanged 0 SP:Iteration 34F (7416.420000 sec): 3 clusters Score: Raw -575403.978607 + Penalty 2767.827683 = -572636.150924 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7417.470000 sec): 2 clusters Score: Raw -27835132.993777 + Penalty 2018.674194 = -27833114.319583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7418.680000 sec): 3 clusters Score: Raw -27669389.225768 + Penalty 4037.348389 = -27665351.877379 nChanged 120945 SP:Iteration 1F (7420.090000 sec): 3 clusters Score: Raw -27741309.523505 + Penalty 4037.348389 = -27737272.175116 nChanged 6248 SP:Iteration 2Q (7421.480000 sec): 3 clusters Score: Raw -27742595.812332 + Penalty 4037.348389 = -27738558.463943 nChanged 7115 SP:Iteration 3Q (7422.850000 sec): 3 clusters Score: Raw -27744367.137524 + Penalty 4037.348389 = -27740329.789135 nChanged 8527 SP:Iteration 4Q (7424.120000 sec): 3 clusters Score: Raw -27746975.212518 + Penalty 4037.348389 = -27742937.864130 nChanged 10268 SP:Iteration 5Q (7425.440000 sec): 3 clusters Score: Raw -27751029.151067 + Penalty 4037.348389 = -27746991.802678 nChanged 12645 SP:Iteration 6F (7426.760000 sec): 3 clusters Score: Raw -27757591.853630 + Penalty 4037.348389 = -27753554.505241 nChanged 15044 SP:Iteration 7F (7427.990000 sec): 3 clusters Score: Raw -27767526.690945 + Penalty 4037.348389 = -27763489.342557 nChanged 16329 SP:Iteration 8F (7429.250000 sec): 3 clusters Score: Raw -27780227.249930 + Penalty 4037.348389 = -27776189.901541 nChanged 15110 SP:Iteration 9F (7430.550000 sec): 3 clusters Score: Raw -27792443.073362 + Penalty 4037.348389 = -27788405.724974 nChanged 12278 SP:Iteration 10Q (7431.890000 sec): 3 clusters Score: Raw -27801484.415656 + Penalty 4037.348389 = -27797447.067267 nChanged 9147 SP:Iteration 11Q (7433.190000 sec): 3 clusters Score: Raw -27807165.982014 + Penalty 4037.348389 = -27803128.633626 nChanged 7073 SP:Iteration 12Q (7434.390000 sec): 3 clusters Score: Raw -27811170.332579 + Penalty 4037.348389 = -27807132.984191 nChanged 6205 SP:Iteration 13Q (7435.640000 sec): 3 clusters Score: Raw -27814723.343769 + Penalty 4037.348389 = -27810685.995380 nChanged 5883 SP:Iteration 14Q (7436.850000 sec): 3 clusters Score: Raw -27818269.358129 + Penalty 4037.348389 = -27814232.009740 nChanged 5459 SP:Iteration 15Q (7438.120000 sec): 3 clusters Score: Raw -27821810.170615 + Penalty 4037.348389 = -27817772.822226 nChanged 4777 SP:Iteration 16Q (7439.340000 sec): 3 clusters Score: Raw -27825091.023844 + Penalty 4037.348389 = -27821053.675456 nChanged 4053 SP:Iteration 17Q (7440.550000 sec): 3 clusters Score: Raw -27828030.161429 + Penalty 4037.348389 = -27823992.813040 nChanged 3290 SP:Iteration 18Q (7441.710000 sec): 3 clusters Score: Raw -27830526.062468 + Penalty 4037.348389 = -27826488.714080 nChanged 2471 SP:Iteration 19Q (7442.940000 sec): 3 clusters Score: Raw -27832384.135006 + Penalty 4037.348389 = -27828346.786617 nChanged 1654 SP:Iteration 20F (7444.230000 sec): 3 clusters Score: Raw -27833575.058641 + Penalty 4037.348389 = -27829537.710252 nChanged 1093 SP:Iteration 21Q (7445.300000 sec): 3 clusters Score: Raw -27834360.112741 + Penalty 4037.348389 = -27830322.764352 nChanged 630 SP:Iteration 22Q (7446.360000 sec): 3 clusters Score: Raw -27834814.269884 + Penalty 4037.348389 = -27830776.921495 nChanged 355 SP:Iteration 23Q (7447.420000 sec): 3 clusters Score: Raw -27835078.850246 + Penalty 4037.348389 = -27831041.501857 nChanged 168 SP:Iteration 24Q (7448.460000 sec): 3 clusters Score: Raw -27835217.141444 + Penalty 4037.348389 = -27831179.793056 nChanged 87 SP:Iteration 25Q (7449.560000 sec): 3 clusters Score: Raw -27835282.109722 + Penalty 4037.348389 = -27831244.761333 nChanged 50 SP:Iteration 26Q (7450.760000 sec): 3 clusters Score: Raw -27835318.161760 + Penalty 4037.348389 = -27831280.813371 nChanged 27 SP:Iteration 27Q (7451.920000 sec): 3 clusters Score: Raw -27835341.850253 + Penalty 4037.348389 = -27831304.501864 nChanged 28 SP:Iteration 28Q (7453.050000 sec): 3 clusters Score: Raw -27835358.166698 + Penalty 4037.348389 = -27831320.818310 nChanged 17 SP:Iteration 29Q (7454.220000 sec): 3 clusters Score: Raw -27835368.355343 + Penalty 4037.348389 = -27831331.006954 nChanged 9 SP:Iteration 30Q (7455.430000 sec): 3 clusters Score: Raw -27835376.504109 + Penalty 4037.348389 = -27831339.155720 nChanged 16 SP:Iteration 31Q (7456.480000 sec): 3 clusters Score: Raw -27835391.220556 + Penalty 4037.348389 = -27831353.872167 nChanged 9 SP:Iteration 32Q (7457.490000 sec): 3 clusters Score: Raw -27835397.293887 + Penalty 4037.348389 = -27831359.945498 nChanged 5 SP:Iteration 33Q (7458.600000 sec): 3 clusters Score: Raw -27835399.388329 + Penalty 4037.348389 = -27831362.039940 nChanged 4 SP:Iteration 34Q (7459.680000 sec): 3 clusters Score: Raw -27835404.898887 + Penalty 4037.348389 = -27831367.550498 nChanged 3 SP:Iteration 35Q (7460.840000 sec): 3 clusters Score: Raw -27835407.815566 + Penalty 4037.348389 = -27831370.467178 nChanged 2 SP:Iteration 36Q (7462.030000 sec): 3 clusters Score: Raw -27835410.337412 + Penalty 4037.348389 = -27831372.989023 nChanged 1 SP:Iteration 37Q (7463.130000 sec): 3 clusters Score: Raw -27835412.066433 + Penalty 4037.348389 = -27831374.718044 nChanged 1 SP:Iteration 38Q (7464.120000 sec): 3 clusters Score: Raw -27835412.508989 + Penalty 4037.348389 = -27831375.160600 nChanged 0 SP:Iteration 39F (7465.310000 sec): 3 clusters Score: Raw -27835412.508989 + Penalty 4037.348389 = -27831375.160600 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7465.550000 sec): 2 clusters Score: Raw -2244636.785793 + Penalty 1606.967959 = -2243029.817834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7465.850000 sec): 3 clusters Score: Raw -2232805.865829 + Penalty 3213.935919 = -2229591.929911 nChanged 8851 SP:Iteration 1F (7466.150000 sec): 3 clusters Score: Raw -2237563.064969 + Penalty 3213.935919 = -2234349.129050 nChanged 985 SP:Iteration 2Q (7466.410000 sec): 3 clusters Score: Raw -2237942.998844 + Penalty 3213.935919 = -2234729.062926 nChanged 924 SP:Iteration 3Q (7466.690000 sec): 3 clusters Score: Raw -2238326.101121 + Penalty 3213.935919 = -2235112.165203 nChanged 952 SP:Iteration 4Q (7466.990000 sec): 3 clusters Score: Raw -2238794.544735 + Penalty 3213.935919 = -2235580.608817 nChanged 964 SP:Iteration 5Q (7467.230000 sec): 3 clusters Score: Raw -2239339.499099 + Penalty 3213.935919 = -2236125.563181 nChanged 1007 SP:Iteration 6F (7467.580000 sec): 3 clusters Score: Raw -2239976.097037 + Penalty 3213.935919 = -2236762.161119 nChanged 1128 SP:Iteration 7F (7467.860000 sec): 3 clusters Score: Raw -2240690.563713 + Penalty 3213.935919 = -2237476.627795 nChanged 1165 SP:Iteration 8F (7468.120000 sec): 3 clusters Score: Raw -2241425.587242 + Penalty 3213.935919 = -2238211.651324 nChanged 1040 SP:Iteration 9F (7468.350000 sec): 3 clusters Score: Raw -2242080.408494 + Penalty 3213.935919 = -2238866.472575 nChanged 963 SP:Iteration 10Q (7468.660000 sec): 3 clusters Score: Raw -2242660.587668 + Penalty 3213.935919 = -2239446.651749 nChanged 783 SP:Iteration 11Q (7468.940000 sec): 3 clusters Score: Raw -2243039.207474 + Penalty 3213.935919 = -2239825.271555 nChanged 576 SP:Iteration 12Q (7469.230000 sec): 3 clusters Score: Raw -2243257.035638 + Penalty 3213.935919 = -2240043.099720 nChanged 402 SP:Iteration 13Q (7469.530000 sec): 3 clusters Score: Raw -2243382.691006 + Penalty 3213.935919 = -2240168.755087 nChanged 321 SP:Iteration 14Q (7469.840000 sec): 3 clusters Score: Raw -2243464.277578 + Penalty 3213.935919 = -2240250.341659 nChanged 232 SP:Iteration 15Q (7470.090000 sec): 3 clusters Score: Raw -2243510.902967 + Penalty 3213.935919 = -2240296.967049 nChanged 163 SP:Iteration 16Q (7470.370000 sec): 3 clusters Score: Raw -2243542.214270 + Penalty 3213.935919 = -2240328.278352 nChanged 151 SP:Iteration 17Q (7470.600000 sec): 3 clusters Score: Raw -2243571.285670 + Penalty 3213.935919 = -2240357.349751 nChanged 157 SP:Iteration 18Q (7470.880000 sec): 3 clusters Score: Raw -2243600.922972 + Penalty 3213.935919 = -2240386.987054 nChanged 149 SP:Iteration 19Q (7471.150000 sec): 3 clusters Score: Raw -2243630.112057 + Penalty 3213.935919 = -2240416.176138 nChanged 140 SP:Iteration 20F (7471.410000 sec): 3 clusters Score: Raw -2243654.417660 + Penalty 3213.935919 = -2240440.481741 nChanged 111 SP:Iteration 21Q (7471.730000 sec): 3 clusters Score: Raw -2243672.251524 + Penalty 3213.935919 = -2240458.315605 nChanged 99 SP:Iteration 22Q (7472.010000 sec): 3 clusters Score: Raw -2243686.440398 + Penalty 3213.935919 = -2240472.504480 nChanged 105 SP:Iteration 23Q (7472.330000 sec): 3 clusters Score: Raw -2243702.076017 + Penalty 3213.935919 = -2240488.140099 nChanged 84 SP:Iteration 24Q (7472.600000 sec): 3 clusters Score: Raw -2243714.676974 + Penalty 3213.935919 = -2240500.741056 nChanged 92 SP:Iteration 25Q (7472.830000 sec): 3 clusters Score: Raw -2243727.769470 + Penalty 3213.935919 = -2240513.833551 nChanged 108 SP:Iteration 26Q (7473.100000 sec): 3 clusters Score: Raw -2243746.997105 + Penalty 3213.935919 = -2240533.061186 nChanged 116 SP:Iteration 27Q (7473.370000 sec): 3 clusters Score: Raw -2243765.530149 + Penalty 3213.935919 = -2240551.594231 nChanged 110 SP:Iteration 28Q (7473.630000 sec): 3 clusters Score: Raw -2243783.064708 + Penalty 3213.935919 = -2240569.128789 nChanged 110 SP:Iteration 29Q (7473.930000 sec): 3 clusters Score: Raw -2243800.261649 + Penalty 3213.935919 = -2240586.325730 nChanged 95 SP:Iteration 30Q (7474.230000 sec): 3 clusters Score: Raw -2243813.300440 + Penalty 3213.935919 = -2240599.364521 nChanged 89 SP:Iteration 31Q (7474.520000 sec): 3 clusters Score: Raw -2243825.459387 + Penalty 3213.935919 = -2240611.523469 nChanged 84 SP:Iteration 32Q (7474.790000 sec): 3 clusters Score: Raw -2243838.916635 + Penalty 3213.935919 = -2240624.980716 nChanged 105 SP:Iteration 33Q (7475.080000 sec): 3 clusters Score: Raw -2243855.574737 + Penalty 3213.935919 = -2240641.638818 nChanged 103 SP:Iteration 34Q (7475.440000 sec): 3 clusters Score: Raw -2243872.584564 + Penalty 3213.935919 = -2240658.648646 nChanged 111 SP:Iteration 35Q (7475.790000 sec): 3 clusters Score: Raw -2243888.446840 + Penalty 3213.935919 = -2240674.510921 nChanged 120 SP:Iteration 36Q (7476.060000 sec): 3 clusters Score: Raw -2243907.244760 + Penalty 3213.935919 = -2240693.308841 nChanged 99 SP:Iteration 37Q (7476.350000 sec): 3 clusters Score: Raw -2243921.812970 + Penalty 3213.935919 = -2240707.877051 nChanged 100 SP:Iteration 38Q (7476.630000 sec): 3 clusters Score: Raw -2243937.371783 + Penalty 3213.935919 = -2240723.435864 nChanged 101 SP:Iteration 39Q (7476.940000 sec): 3 clusters Score: Raw -2243953.851762 + Penalty 3213.935919 = -2240739.915844 nChanged 111 SP:Iteration 40F (7477.170000 sec): 3 clusters Score: Raw -2243974.626330 + Penalty 3213.935919 = -2240760.690411 nChanged 115 SP:Iteration 41Q (7477.490000 sec): 3 clusters Score: Raw -2243998.349287 + Penalty 3213.935919 = -2240784.413369 nChanged 121 SP:Iteration 42Q (7477.760000 sec): 3 clusters Score: Raw -2244023.026750 + Penalty 3213.935919 = -2240809.090831 nChanged 113 SP:Iteration 43Q (7478.070000 sec): 3 clusters Score: Raw -2244046.754066 + Penalty 3213.935919 = -2240832.818147 nChanged 106 SP:Iteration 44Q (7478.380000 sec): 3 clusters Score: Raw -2244068.837672 + Penalty 3213.935919 = -2240854.901753 nChanged 117 SP:Iteration 45Q (7478.670000 sec): 3 clusters Score: Raw -2244092.898868 + Penalty 3213.935919 = -2240878.962950 nChanged 129 SP:Iteration 46Q (7478.960000 sec): 3 clusters Score: Raw -2244130.199474 + Penalty 3213.935919 = -2240916.263555 nChanged 159 SP:Iteration 47Q (7479.270000 sec): 3 clusters Score: Raw -2244179.372776 + Penalty 3213.935919 = -2240965.436857 nChanged 179 SP:Iteration 48Q (7479.540000 sec): 3 clusters Score: Raw -2244238.652081 + Penalty 3213.935919 = -2241024.716162 nChanged 185 SP:Iteration 49Q (7479.790000 sec): 3 clusters Score: Raw -2244301.627914 + Penalty 3213.935919 = -2241087.691995 nChanged 176 SP:Iteration 50Q (7480.050000 sec): 3 clusters Score: Raw -2244366.419667 + Penalty 3213.935919 = -2241152.483748 nChanged 169 SP:Iteration 51Q (7480.330000 sec): 3 clusters Score: Raw -2244430.417339 + Penalty 3213.935919 = -2241216.481421 nChanged 180 SP:Iteration 52Q (7480.630000 sec): 3 clusters Score: Raw -2244522.892778 + Penalty 3213.935919 = -2241308.956859 nChanged 200 SP:Iteration 53Q (7480.910000 sec): 3 clusters Score: Raw -2244642.377069 + Penalty 3213.935919 = -2241428.441150 nChanged 223 SP:Iteration 54Q (7481.160000 sec): 3 clusters Score: Raw -2244820.816797 + Penalty 3213.935919 = -2241606.880878 nChanged 241 SP:Iteration 55Q (7481.440000 sec): 3 clusters Score: Raw -2245062.484405 + Penalty 3213.935919 = -2241848.548487 nChanged 253 SP:Iteration 56Q (7481.710000 sec): 3 clusters Score: Raw -2245382.005660 + Penalty 3213.935919 = -2242168.069741 nChanged 237 SP:Iteration 57Q (7481.990000 sec): 3 clusters Score: Raw -2245653.064185 + Penalty 3213.935919 = -2242439.128267 nChanged 187 SP:Iteration 58Q (7482.190000 sec): 3 clusters Score: Raw -2245824.116741 + Penalty 3213.935919 = -2242610.180822 nChanged 145 SP:Iteration 59Q (7482.470000 sec): 3 clusters Score: Raw -2245939.522317 + Penalty 3213.935919 = -2242725.586399 nChanged 109 SP:Iteration 60F (7482.720000 sec): 3 clusters Score: Raw -2246018.567598 + Penalty 3213.935919 = -2242804.631680 nChanged 74 SP:Iteration 61Q (7482.990000 sec): 3 clusters Score: Raw -2246046.192870 + Penalty 3213.935919 = -2242832.256951 nChanged 57 SP:Iteration 62Q (7483.300000 sec): 3 clusters Score: Raw -2246058.814946 + Penalty 3213.935919 = -2242844.879028 nChanged 35 SP:Iteration 63Q (7483.590000 sec): 3 clusters Score: Raw -2246064.393121 + Penalty 3213.935919 = -2242850.457202 nChanged 21 SP:Iteration 64Q (7483.850000 sec): 3 clusters Score: Raw -2246066.757932 + Penalty 3213.935919 = -2242852.822014 nChanged 17 SP:Iteration 65Q (7484.130000 sec): 3 clusters Score: Raw -2246068.752979 + Penalty 3213.935919 = -2242854.817061 nChanged 12 SP:Iteration 66Q (7484.420000 sec): 3 clusters Score: Raw -2246069.619657 + Penalty 3213.935919 = -2242855.683739 nChanged 7 SP:Iteration 67Q (7484.730000 sec): 3 clusters Score: Raw -2246070.074073 + Penalty 3213.935919 = -2242856.138154 nChanged 2 SP:Iteration 68Q (7485.030000 sec): 3 clusters Score: Raw -2246070.157642 + Penalty 3213.935919 = -2242856.221723 nChanged 1 SP:Iteration 69Q (7485.240000 sec): 3 clusters Score: Raw -2246070.201890 + Penalty 3213.935919 = -2242856.265972 nChanged 1 SP:Iteration 70Q (7485.530000 sec): 3 clusters Score: Raw -2246070.241713 + Penalty 3213.935919 = -2242856.305795 nChanged 0 SP:Iteration 71F (7485.830000 sec): 3 clusters Score: Raw -2246070.241713 + Penalty 3213.935919 = -2242856.305795 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7485.950000 sec): 2 clusters Score: Raw -1192410.567294 + Penalty 1501.893293 = -1190908.674000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7486.230000 sec): 3 clusters Score: Raw -1186555.357794 + Penalty 3003.786586 = -1183551.571208 nChanged 4482 SP:Iteration 1F (7486.470000 sec): 3 clusters Score: Raw -1188881.671705 + Penalty 3003.786586 = -1185877.885119 nChanged 611 SP:Iteration 2F (7486.690000 sec): 3 clusters Score: Raw -1189136.252751 + Penalty 3003.786586 = -1186132.466165 nChanged 541 SP:Iteration 3F (7486.900000 sec): 3 clusters Score: Raw -1189362.311087 + Penalty 3003.786586 = -1186358.524500 nChanged 525 SP:Iteration 4F (7487.140000 sec): 3 clusters Score: Raw -1189612.719958 + Penalty 3003.786586 = -1186608.933371 nChanged 511 SP:Iteration 5Q (7487.420000 sec): 3 clusters Score: Raw -1189881.713276 + Penalty 3003.786586 = -1186877.926689 nChanged 498 SP:Iteration 6Q (7487.690000 sec): 3 clusters Score: Raw -1190143.689805 + Penalty 3003.786586 = -1187139.903218 nChanged 489 SP:Iteration 7Q (7487.900000 sec): 3 clusters Score: Raw -1190402.964775 + Penalty 3003.786586 = -1187399.178189 nChanged 482 SP:Iteration 8Q (7488.150000 sec): 3 clusters Score: Raw -1190683.410348 + Penalty 3003.786586 = -1187679.623762 nChanged 511 SP:Iteration 9Q (7488.410000 sec): 3 clusters Score: Raw -1190990.572318 + Penalty 3003.786586 = -1187986.785731 nChanged 454 SP:Iteration 10Q (7488.610000 sec): 3 clusters Score: Raw -1191252.840499 + Penalty 3003.786586 = -1188249.053913 nChanged 393 SP:Iteration 11Q (7488.850000 sec): 3 clusters Score: Raw -1191470.186515 + Penalty 3003.786586 = -1188466.399929 nChanged 321 SP:Iteration 12Q (7489.150000 sec): 3 clusters Score: Raw -1191637.734329 + Penalty 3003.786586 = -1188633.947743 nChanged 247 SP:Iteration 13Q (7489.430000 sec): 3 clusters Score: Raw -1191760.862961 + Penalty 3003.786586 = -1188757.076374 nChanged 205 SP:Iteration 14Q (7489.660000 sec): 3 clusters Score: Raw -1191860.652989 + Penalty 3003.786586 = -1188856.866402 nChanged 171 SP:Iteration 15Q (7489.900000 sec): 3 clusters Score: Raw -1191934.661616 + Penalty 3003.786586 = -1188930.875030 nChanged 141 SP:Iteration 16Q (7490.150000 sec): 3 clusters Score: Raw -1191996.737167 + Penalty 3003.786586 = -1188992.950581 nChanged 124 SP:Iteration 17Q (7490.390000 sec): 3 clusters Score: Raw -1192054.014071 + Penalty 3003.786586 = -1189050.227485 nChanged 150 SP:Iteration 18Q (7490.610000 sec): 3 clusters Score: Raw -1192132.795680 + Penalty 3003.786586 = -1189129.009093 nChanged 134 SP:Iteration 19Q (7490.910000 sec): 3 clusters Score: Raw -1192193.459050 + Penalty 3003.786586 = -1189189.672464 nChanged 109 SP:Iteration 20F (7491.130000 sec): 3 clusters Score: Raw -1192245.413527 + Penalty 3003.786586 = -1189241.626941 nChanged 89 SP:Iteration 21Q (7491.410000 sec): 3 clusters Score: Raw -1192288.524223 + Penalty 3003.786586 = -1189284.737637 nChanged 80 SP:Iteration 22Q (7491.610000 sec): 3 clusters Score: Raw -1192324.190315 + Penalty 3003.786586 = -1189320.403729 nChanged 67 SP:Iteration 23Q (7491.870000 sec): 3 clusters Score: Raw -1192355.894954 + Penalty 3003.786586 = -1189352.108368 nChanged 58 SP:Iteration 24Q (7492.080000 sec): 3 clusters Score: Raw -1192378.122183 + Penalty 3003.786586 = -1189374.335597 nChanged 35 SP:Iteration 25Q (7492.310000 sec): 3 clusters Score: Raw -1192393.054434 + Penalty 3003.786586 = -1189389.267847 nChanged 34 SP:Iteration 26Q (7492.540000 sec): 3 clusters Score: Raw -1192405.389931 + Penalty 3003.786586 = -1189401.603344 nChanged 37 SP:Iteration 27Q (7492.790000 sec): 3 clusters Score: Raw -1192419.842923 + Penalty 3003.786586 = -1189416.056336 nChanged 35 SP:Iteration 28Q (7493.010000 sec): 3 clusters Score: Raw -1192437.571813 + Penalty 3003.786586 = -1189433.785226 nChanged 28 SP:Iteration 29Q (7493.260000 sec): 3 clusters Score: Raw -1192451.632543 + Penalty 3003.786586 = -1189447.845957 nChanged 24 SP:Iteration 30Q (7493.540000 sec): 3 clusters Score: Raw -1192462.546861 + Penalty 3003.786586 = -1189458.760275 nChanged 26 SP:Iteration 31Q (7493.820000 sec): 3 clusters Score: Raw -1192474.498983 + Penalty 3003.786586 = -1189470.712397 nChanged 25 SP:Iteration 32Q (7494.060000 sec): 3 clusters Score: Raw -1192487.050599 + Penalty 3003.786586 = -1189483.264013 nChanged 24 SP:Iteration 33Q (7494.280000 sec): 3 clusters Score: Raw -1192499.082227 + Penalty 3003.786586 = -1189495.295640 nChanged 20 SP:Iteration 34Q (7494.490000 sec): 3 clusters Score: Raw -1192510.384286 + Penalty 3003.786586 = -1189506.597700 nChanged 21 SP:Iteration 35Q (7494.740000 sec): 3 clusters Score: Raw -1192522.667913 + Penalty 3003.786586 = -1189518.881327 nChanged 24 SP:Iteration 36Q (7495.030000 sec): 3 clusters Score: Raw -1192541.345607 + Penalty 3003.786586 = -1189537.559020 nChanged 27 SP:Iteration 37Q (7495.260000 sec): 3 clusters Score: Raw -1192559.192068 + Penalty 3003.786586 = -1189555.405482 nChanged 21 SP:Iteration 38Q (7495.470000 sec): 3 clusters Score: Raw -1192574.646527 + Penalty 3003.786586 = -1189570.859940 nChanged 22 SP:Iteration 39Q (7495.710000 sec): 3 clusters Score: Raw -1192588.409721 + Penalty 3003.786586 = -1189584.623135 nChanged 15 SP:Iteration 40F (7495.940000 sec): 3 clusters Score: Raw -1192597.446916 + Penalty 3003.786586 = -1189593.660329 nChanged 9 SP:Iteration 41Q (7496.130000 sec): 3 clusters Score: Raw -1192602.157914 + Penalty 3003.786586 = -1189598.371328 nChanged 11 SP:Iteration 42Q (7496.380000 sec): 3 clusters Score: Raw -1192606.719356 + Penalty 3003.786586 = -1189602.932769 nChanged 7 SP:Iteration 43Q (7496.660000 sec): 3 clusters Score: Raw -1192609.815527 + Penalty 3003.786586 = -1189606.028941 nChanged 6 SP:Iteration 44Q (7496.910000 sec): 3 clusters Score: Raw -1192614.069718 + Penalty 3003.786586 = -1189610.283132 nChanged 7 SP:Iteration 45Q (7497.130000 sec): 3 clusters Score: Raw -1192618.401751 + Penalty 3003.786586 = -1189614.615165 nChanged 6 SP:Iteration 46Q (7497.360000 sec): 3 clusters Score: Raw -1192622.407843 + Penalty 3003.786586 = -1189618.621256 nChanged 4 SP:Iteration 47Q (7497.590000 sec): 3 clusters Score: Raw -1192625.836074 + Penalty 3003.786586 = -1189622.049487 nChanged 5 SP:Iteration 48Q (7497.850000 sec): 3 clusters Score: Raw -1192628.904438 + Penalty 3003.786586 = -1189625.117851 nChanged 5 SP:Iteration 49Q (7498.020000 sec): 3 clusters Score: Raw -1192632.360572 + Penalty 3003.786586 = -1189628.573986 nChanged 3 SP:Iteration 50Q (7498.260000 sec): 3 clusters Score: Raw -1192634.356808 + Penalty 3003.786586 = -1189630.570222 nChanged 2 SP:Iteration 51Q (7498.540000 sec): 3 clusters Score: Raw -1192635.875380 + Penalty 3003.786586 = -1189632.088794 nChanged 3 SP:Iteration 52Q (7498.750000 sec): 3 clusters Score: Raw -1192637.737469 + Penalty 3003.786586 = -1189633.950883 nChanged 2 SP:Iteration 53Q (7498.970000 sec): 3 clusters Score: Raw -1192639.044866 + Penalty 3003.786586 = -1189635.258280 nChanged 2 SP:Iteration 54Q (7499.250000 sec): 3 clusters Score: Raw -1192639.943586 + Penalty 3003.786586 = -1189636.157000 nChanged 3 SP:Iteration 55Q (7499.520000 sec): 3 clusters Score: Raw -1192642.294845 + Penalty 3003.786586 = -1189638.508259 nChanged 3 SP:Iteration 56Q (7499.730000 sec): 3 clusters Score: Raw -1192644.281199 + Penalty 3003.786586 = -1189640.494613 nChanged 4 SP:Iteration 57Q (7499.980000 sec): 3 clusters Score: Raw -1192645.965692 + Penalty 3003.786586 = -1189642.179106 nChanged 1 SP:Iteration 58Q (7500.210000 sec): 3 clusters Score: Raw -1192646.360487 + Penalty 3003.786586 = -1189642.573901 nChanged 0 SP:Iteration 59F (7500.500000 sec): 3 clusters Score: Raw -1192646.360487 + Penalty 3003.786586 = -1189642.573901 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7500.610000 sec): 2 clusters Score: Raw -142026.654464 + Penalty 1160.065887 = -140866.588577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7500.770000 sec): 3 clusters Score: Raw -141591.745215 + Penalty 2320.131775 = -139271.613440 nChanged 404 SP:Iteration 1F (7500.960000 sec): 3 clusters Score: Raw -141885.826946 + Penalty 2320.131775 = -139565.695171 nChanged 79 SP:Iteration 2F (7501.150000 sec): 3 clusters Score: Raw -141956.832212 + Penalty 2320.131775 = -139636.700437 nChanged 44 SP:Iteration 3Q (7501.320000 sec): 3 clusters Score: Raw -142005.860343 + Penalty 2320.131775 = -139685.728568 nChanged 40 SP:Iteration 4Q (7501.530000 sec): 3 clusters Score: Raw -142070.010675 + Penalty 2320.131775 = -139749.878900 nChanged 38 SP:Iteration 5Q (7501.740000 sec): 3 clusters Score: Raw -142142.067035 + Penalty 2320.131775 = -139821.935260 nChanged 36 SP:Iteration 6Q (7501.940000 sec): 3 clusters Score: Raw -142179.954827 + Penalty 2320.131775 = -139859.823052 nChanged 28 SP:Iteration 7Q (7502.120000 sec): 3 clusters Score: Raw -142203.470090 + Penalty 2320.131775 = -139883.338315 nChanged 18 SP:Iteration 8Q (7502.280000 sec): 3 clusters Score: Raw -142222.241838 + Penalty 2320.131775 = -139902.110063 nChanged 17 SP:Iteration 9Q (7502.440000 sec): 3 clusters Score: Raw -142241.349609 + Penalty 2320.131775 = -139921.217834 nChanged 18 SP:Iteration 10Q (7502.610000 sec): 3 clusters Score: Raw -142257.899545 + Penalty 2320.131775 = -139937.767770 nChanged 16 SP:Iteration 11Q (7502.790000 sec): 3 clusters Score: Raw -142268.388040 + Penalty 2320.131775 = -139948.256265 nChanged 12 SP:Iteration 12Q (7503.000000 sec): 3 clusters Score: Raw -142277.278688 + Penalty 2320.131775 = -139957.146913 nChanged 6 SP:Iteration 13Q (7503.210000 sec): 3 clusters Score: Raw -142280.427314 + Penalty 2320.131775 = -139960.295539 nChanged 2 SP:Iteration 14Q (7503.420000 sec): 3 clusters Score: Raw -142281.727661 + Penalty 2320.131775 = -139961.595886 nChanged 1 SP:Iteration 15Q (7503.650000 sec): 3 clusters Score: Raw -142282.866218 + Penalty 2320.131775 = -139962.734443 nChanged 2 SP:Iteration 16Q (7503.800000 sec): 3 clusters Score: Raw -142284.667809 + Penalty 2320.131775 = -139964.536034 nChanged 3 SP:Iteration 17Q (7504.010000 sec): 3 clusters Score: Raw -142285.947282 + Penalty 2320.131775 = -139965.815507 nChanged 3 SP:Iteration 18Q (7504.190000 sec): 3 clusters Score: Raw -142287.893702 + Penalty 2320.131775 = -139967.761927 nChanged 5 SP:Iteration 19Q (7504.380000 sec): 3 clusters Score: Raw -142290.252377 + Penalty 2320.131775 = -139970.120602 nChanged 0 SP:Iteration 20F (7504.540000 sec): 3 clusters Score: Raw -142290.252377 + Penalty 2320.131775 = -139970.120602 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7504.630000 sec): 2 clusters Score: Raw -235513.067032 + Penalty 1251.371517 = -234261.695515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7504.870000 sec): 3 clusters Score: Raw -234532.747643 + Penalty 2502.743033 = -232030.004610 nChanged 817 SP:Iteration 1F (7505.080000 sec): 3 clusters Score: Raw -235080.836468 + Penalty 2502.743033 = -232578.093435 nChanged 195 SP:Iteration 2F (7505.260000 sec): 3 clusters Score: Raw -235245.333697 + Penalty 2502.743033 = -232742.590664 nChanged 148 SP:Iteration 3F (7505.490000 sec): 3 clusters Score: Raw -235377.797272 + Penalty 2502.743033 = -232875.054239 nChanged 126 SP:Iteration 4F (7505.650000 sec): 3 clusters Score: Raw -235517.182164 + Penalty 2502.743033 = -233014.439131 nChanged 117 SP:Iteration 5F (7505.850000 sec): 3 clusters Score: Raw -235655.923813 + Penalty 2502.743033 = -233153.180780 nChanged 115 SP:Iteration 6F (7506.030000 sec): 3 clusters Score: Raw -235788.314921 + Penalty 2502.743033 = -233285.571888 nChanged 126 SP:Iteration 7F (7506.170000 sec): 3 clusters Score: Raw -235921.262980 + Penalty 2502.743033 = -233418.519946 nChanged 95 SP:Iteration 8Q (7506.380000 sec): 3 clusters Score: Raw -236001.431227 + Penalty 2502.743033 = -233498.688194 nChanged 74 SP:Iteration 9Q (7506.580000 sec): 3 clusters Score: Raw -236067.021655 + Penalty 2502.743033 = -233564.278622 nChanged 61 SP:Iteration 10Q (7506.770000 sec): 3 clusters Score: Raw -236119.620727 + Penalty 2502.743033 = -233616.877693 nChanged 48 SP:Iteration 11Q (7506.970000 sec): 3 clusters Score: Raw -236155.307104 + Penalty 2502.743033 = -233652.564071 nChanged 29 SP:Iteration 12Q (7507.130000 sec): 3 clusters Score: Raw -236171.757983 + Penalty 2502.743033 = -233669.014950 nChanged 14 SP:Iteration 13Q (7507.290000 sec): 3 clusters Score: Raw -236180.348662 + Penalty 2502.743033 = -233677.605629 nChanged 10 SP:Iteration 14Q (7507.530000 sec): 3 clusters Score: Raw -236185.220647 + Penalty 2502.743033 = -233682.477614 nChanged 6 SP:Iteration 15Q (7507.750000 sec): 3 clusters Score: Raw -236189.119395 + Penalty 2502.743033 = -233686.376362 nChanged 4 SP:Iteration 16Q (7507.950000 sec): 3 clusters Score: Raw -236190.483413 + Penalty 2502.743033 = -233687.740380 nChanged 3 SP:Iteration 17Q (7508.160000 sec): 3 clusters Score: Raw -236191.389613 + Penalty 2502.743033 = -233688.646580 nChanged 3 SP:Iteration 18Q (7508.330000 sec): 3 clusters Score: Raw -236192.631960 + Penalty 2502.743033 = -233689.888926 nChanged 3 SP:Iteration 19Q (7508.510000 sec): 3 clusters Score: Raw -236193.421163 + Penalty 2502.743033 = -233690.678130 nChanged 1 SP:Iteration 20F (7508.670000 sec): 3 clusters Score: Raw -236193.593946 + Penalty 2502.743033 = -233690.850913 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.790000 sec): 2 clusters Score: Raw -984654.193852 + Penalty 1471.205059 = -983182.988793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7509.040000 sec): 3 clusters Score: Raw -979794.742340 + Penalty 2942.410119 = -976852.332221 nChanged 3670 SP:Iteration 1F (7509.280000 sec): 3 clusters Score: Raw -981849.590704 + Penalty 2942.410119 = -978907.180585 nChanged 553 SP:Iteration 2F (7509.510000 sec): 3 clusters Score: Raw -982134.749000 + Penalty 2942.410119 = -979192.338881 nChanged 494 SP:Iteration 3F (7509.700000 sec): 3 clusters Score: Raw -982419.756558 + Penalty 2942.410119 = -979477.346440 nChanged 489 SP:Iteration 4F (7509.960000 sec): 3 clusters Score: Raw -982758.264883 + Penalty 2942.410119 = -979815.854764 nChanged 570 SP:Iteration 5F (7510.180000 sec): 3 clusters Score: Raw -983185.330385 + Penalty 2942.410119 = -980242.920267 nChanged 583 SP:Iteration 6F (7510.360000 sec): 3 clusters Score: Raw -983656.440472 + Penalty 2942.410119 = -980714.030353 nChanged 549 SP:Iteration 7F (7510.570000 sec): 3 clusters Score: Raw -984068.654941 + Penalty 2942.410119 = -981126.244823 nChanged 432 SP:Iteration 8F (7510.770000 sec): 3 clusters Score: Raw -984326.194812 + Penalty 2942.410119 = -981383.784693 nChanged 297 SP:Iteration 9Q (7510.980000 sec): 3 clusters Score: Raw -984490.178057 + Penalty 2942.410119 = -981547.767939 nChanged 238 SP:Iteration 10Q (7511.220000 sec): 3 clusters Score: Raw -984616.736360 + Penalty 2942.410119 = -981674.326241 nChanged 178 SP:Iteration 11Q (7511.470000 sec): 3 clusters Score: Raw -984701.538923 + Penalty 2942.410119 = -981759.128804 nChanged 133 SP:Iteration 12Q (7511.770000 sec): 3 clusters Score: Raw -984754.835656 + Penalty 2942.410119 = -981812.425538 nChanged 86 SP:Iteration 13Q (7512.040000 sec): 3 clusters Score: Raw -984787.280339 + Penalty 2942.410119 = -981844.870221 nChanged 76 SP:Iteration 14Q (7512.290000 sec): 3 clusters Score: Raw -984813.029632 + Penalty 2942.410119 = -981870.619514 nChanged 55 SP:Iteration 15Q (7512.450000 sec): 3 clusters Score: Raw -984832.161685 + Penalty 2942.410119 = -981889.751566 nChanged 60 SP:Iteration 16Q (7512.700000 sec): 3 clusters Score: Raw -984849.630617 + Penalty 2942.410119 = -981907.220499 nChanged 40 SP:Iteration 17Q (7512.950000 sec): 3 clusters Score: Raw -984864.786285 + Penalty 2942.410119 = -981922.376166 nChanged 38 SP:Iteration 18Q (7513.190000 sec): 3 clusters Score: Raw -984877.307994 + Penalty 2942.410119 = -981934.897875 nChanged 38 SP:Iteration 19Q (7513.410000 sec): 3 clusters Score: Raw -984890.403900 + Penalty 2942.410119 = -981947.993782 nChanged 37 SP:Iteration 20F (7513.650000 sec): 3 clusters Score: Raw -984904.167444 + Penalty 2942.410119 = -981961.757325 nChanged 32 SP:Iteration 21Q (7513.880000 sec): 3 clusters Score: Raw -984915.402151 + Penalty 2942.410119 = -981972.992032 nChanged 33 SP:Iteration 22Q (7514.140000 sec): 3 clusters Score: Raw -984925.246339 + Penalty 2942.410119 = -981982.836220 nChanged 28 SP:Iteration 23Q (7514.370000 sec): 3 clusters Score: Raw -984935.582454 + Penalty 2942.410119 = -981993.172336 nChanged 30 SP:Iteration 24Q (7514.650000 sec): 3 clusters Score: Raw -984945.098774 + Penalty 2942.410119 = -982002.688655 nChanged 29 SP:Iteration 25Q (7514.860000 sec): 3 clusters Score: Raw -984953.455059 + Penalty 2942.410119 = -982011.044940 nChanged 21 SP:Iteration 26Q (7515.140000 sec): 3 clusters Score: Raw -984959.138728 + Penalty 2942.410119 = -982016.728609 nChanged 20 SP:Iteration 27Q (7515.390000 sec): 3 clusters Score: Raw -984965.346484 + Penalty 2942.410119 = -982022.936365 nChanged 17 SP:Iteration 28Q (7515.630000 sec): 3 clusters Score: Raw -984970.609822 + Penalty 2942.410119 = -982028.199703 nChanged 20 SP:Iteration 29Q (7515.890000 sec): 3 clusters Score: Raw -984979.800915 + Penalty 2942.410119 = -982037.390796 nChanged 18 SP:Iteration 30Q (7516.130000 sec): 3 clusters Score: Raw -984985.017366 + Penalty 2942.410119 = -982042.607247 nChanged 18 SP:Iteration 31Q (7516.330000 sec): 3 clusters Score: Raw -984990.196917 + Penalty 2942.410119 = -982047.786798 nChanged 17 SP:Iteration 32Q (7516.580000 sec): 3 clusters Score: Raw -984994.188730 + Penalty 2942.410119 = -982051.778611 nChanged 13 SP:Iteration 33Q (7516.820000 sec): 3 clusters Score: Raw -984997.878901 + Penalty 2942.410119 = -982055.468782 nChanged 17 SP:Iteration 34Q (7517.020000 sec): 3 clusters Score: Raw -985002.840998 + Penalty 2942.410119 = -982060.430880 nChanged 17 SP:Iteration 35Q (7517.270000 sec): 3 clusters Score: Raw -985008.002775 + Penalty 2942.410119 = -982065.592656 nChanged 19 SP:Iteration 36Q (7517.460000 sec): 3 clusters Score: Raw -985012.557818 + Penalty 2942.410119 = -982070.147700 nChanged 12 SP:Iteration 37Q (7517.760000 sec): 3 clusters Score: Raw -985015.409440 + Penalty 2942.410119 = -982072.999321 nChanged 14 SP:Iteration 38Q (7517.960000 sec): 3 clusters Score: Raw -985019.024619 + Penalty 2942.410119 = -982076.614500 nChanged 9 SP:Iteration 39Q (7518.200000 sec): 3 clusters Score: Raw -985021.780608 + Penalty 2942.410119 = -982079.370489 nChanged 9 SP:Iteration 40F (7518.480000 sec): 3 clusters Score: Raw -985025.274851 + Penalty 2942.410119 = -982082.864732 nChanged 8 SP:Iteration 41Q (7518.760000 sec): 3 clusters Score: Raw -985028.251670 + Penalty 2942.410119 = -982085.841552 nChanged 8 SP:Iteration 42Q (7518.920000 sec): 3 clusters Score: Raw -985030.858626 + Penalty 2942.410119 = -982088.448507 nChanged 7 SP:Iteration 43Q (7519.160000 sec): 3 clusters Score: Raw -985033.616147 + Penalty 2942.410119 = -982091.206029 nChanged 3 SP:Iteration 44Q (7519.390000 sec): 3 clusters Score: Raw -985034.295273 + Penalty 2942.410119 = -982091.885154 nChanged 2 SP:Iteration 45Q (7519.600000 sec): 3 clusters Score: Raw -985034.736728 + Penalty 2942.410119 = -982092.326610 nChanged 1 SP:Iteration 46Q (7519.780000 sec): 3 clusters Score: Raw -985034.849657 + Penalty 2942.410119 = -982092.439538 nChanged 0 SP:Iteration 47F (7520.030000 sec): 3 clusters Score: Raw -985034.849657 + Penalty 2942.410119 = -982092.439538 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (21165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7520.210000 sec): 2 clusters Score: Raw -2354358.652812 + Penalty 1618.516925 = -2352740.135887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7520.500000 sec): 3 clusters Score: Raw -2341546.881625 + Penalty 3237.033850 = -2338309.847775 nChanged 9633 SP:Iteration 1F (7520.810000 sec): 3 clusters Score: Raw -2346673.495800 + Penalty 3237.033850 = -2343436.461950 nChanged 930 SP:Iteration 2Q (7521.040000 sec): 3 clusters Score: Raw -2346979.118621 + Penalty 3237.033850 = -2343742.084771 nChanged 874 SP:Iteration 3Q (7521.320000 sec): 3 clusters Score: Raw -2347274.836961 + Penalty 3237.033850 = -2344037.803112 nChanged 881 SP:Iteration 4Q (7521.620000 sec): 3 clusters Score: Raw -2347641.698601 + Penalty 3237.033850 = -2344404.664751 nChanged 1012 SP:Iteration 5Q (7522.000000 sec): 3 clusters Score: Raw -2348149.500175 + Penalty 3237.033850 = -2344912.466325 nChanged 1211 SP:Iteration 6F (7522.330000 sec): 3 clusters Score: Raw -2348905.253716 + Penalty 3237.033850 = -2345668.219867 nChanged 1482 SP:Iteration 7F (7522.610000 sec): 3 clusters Score: Raw -2349999.445671 + Penalty 3237.033850 = -2346762.411821 nChanged 1588 SP:Iteration 8F (7522.900000 sec): 3 clusters Score: Raw -2351331.814157 + Penalty 3237.033850 = -2348094.780307 nChanged 1420 SP:Iteration 9F (7523.230000 sec): 3 clusters Score: Raw -2352610.292518 + Penalty 3237.033850 = -2349373.258669 nChanged 1023 SP:Iteration 10Q (7523.480000 sec): 3 clusters Score: Raw -2353562.552699 + Penalty 3237.033850 = -2350325.518849 nChanged 553 SP:Iteration 11Q (7523.760000 sec): 3 clusters Score: Raw -2354091.257442 + Penalty 3237.033850 = -2350854.223592 nChanged 227 SP:Iteration 12Q (7523.990000 sec): 3 clusters Score: Raw -2354330.039536 + Penalty 3237.033850 = -2351093.005686 nChanged 95 SP:Iteration 13Q (7524.280000 sec): 3 clusters Score: Raw -2354462.094601 + Penalty 3237.033850 = -2351225.060751 nChanged 44 SP:Iteration 14Q (7524.480000 sec): 3 clusters Score: Raw -2354534.237365 + Penalty 3237.033850 = -2351297.203515 nChanged 22 SP:Iteration 15Q (7524.720000 sec): 3 clusters Score: Raw -2354565.694913 + Penalty 3237.033850 = -2351328.661064 nChanged 5 SP:Iteration 16Q (7525.000000 sec): 3 clusters Score: Raw -2354573.474410 + Penalty 3237.033850 = -2351336.440560 nChanged 6 SP:Iteration 17Q (7525.230000 sec): 3 clusters Score: Raw -2354582.945104 + Penalty 3237.033850 = -2351345.911255 nChanged 5 SP:Iteration 18Q (7525.480000 sec): 3 clusters Score: Raw -2354588.710878 + Penalty 3237.033850 = -2351351.677028 nChanged 1 SP:Iteration 19Q (7525.740000 sec): 3 clusters Score: Raw -2354591.196202 + Penalty 3237.033850 = -2351354.162353 nChanged 2 SP:Iteration 20F (7525.990000 sec): 3 clusters Score: Raw -2354593.495685 + Penalty 3237.033850 = -2351356.461835 nChanged 2 SP:Iteration 21Q (7526.210000 sec): 3 clusters Score: Raw -2354599.063153 + Penalty 3237.033850 = -2351362.029303 nChanged 0 SP:Iteration 22F (7526.560000 sec): 3 clusters Score: Raw -2354599.063153 + Penalty 3237.033850 = -2351362.029303 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7526.630000 sec): 2 clusters Score: Raw -211993.947324 + Penalty 1221.331976 = -210772.615348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.790000 sec): 3 clusters Score: Raw -211210.272111 + Penalty 2442.663953 = -208767.608158 nChanged 625 SP:Iteration 1F (7527.010000 sec): 3 clusters Score: Raw -211609.043870 + Penalty 2442.663953 = -209166.379918 nChanged 164 SP:Iteration 2F (7527.180000 sec): 3 clusters Score: Raw -211730.463407 + Penalty 2442.663953 = -209287.799454 nChanged 78 SP:Iteration 3Q (7527.390000 sec): 3 clusters Score: Raw -211771.561750 + Penalty 2442.663953 = -209328.897797 nChanged 52 SP:Iteration 4Q (7527.570000 sec): 3 clusters Score: Raw -211798.883600 + Penalty 2442.663953 = -209356.219648 nChanged 35 SP:Iteration 5Q (7527.770000 sec): 3 clusters Score: Raw -211818.692231 + Penalty 2442.663953 = -209376.028278 nChanged 29 SP:Iteration 6Q (7527.990000 sec): 3 clusters Score: Raw -211837.196558 + Penalty 2442.663953 = -209394.532605 nChanged 30 SP:Iteration 7Q (7528.150000 sec): 3 clusters Score: Raw -211853.284297 + Penalty 2442.663953 = -209410.620344 nChanged 18 SP:Iteration 8Q (7528.350000 sec): 3 clusters Score: Raw -211863.514905 + Penalty 2442.663953 = -209420.850953 nChanged 17 SP:Iteration 9Q (7528.580000 sec): 3 clusters Score: Raw -211870.554469 + Penalty 2442.663953 = -209427.890516 nChanged 10 SP:Iteration 10Q (7528.800000 sec): 3 clusters Score: Raw -211876.063597 + Penalty 2442.663953 = -209433.399645 nChanged 14 SP:Iteration 11Q (7528.960000 sec): 3 clusters Score: Raw -211885.074313 + Penalty 2442.663953 = -209442.410360 nChanged 13 SP:Iteration 12Q (7529.160000 sec): 3 clusters Score: Raw -211890.987694 + Penalty 2442.663953 = -209448.323742 nChanged 12 SP:Iteration 13Q (7529.380000 sec): 3 clusters Score: Raw -211899.031376 + Penalty 2442.663953 = -209456.367424 nChanged 19 SP:Iteration 14Q (7529.560000 sec): 3 clusters Score: Raw -211907.690446 + Penalty 2442.663953 = -209465.026493 nChanged 11 SP:Iteration 15Q (7529.770000 sec): 3 clusters Score: Raw -211913.524431 + Penalty 2442.663953 = -209470.860479 nChanged 12 SP:Iteration 16Q (7529.950000 sec): 3 clusters Score: Raw -211919.858835 + Penalty 2442.663953 = -209477.194882 nChanged 7 SP:Iteration 17Q (7530.160000 sec): 3 clusters Score: Raw -211922.370390 + Penalty 2442.663953 = -209479.706437 nChanged 5 SP:Iteration 18Q (7530.310000 sec): 3 clusters Score: Raw -211923.632190 + Penalty 2442.663953 = -209480.968238 nChanged 3 SP:Iteration 19Q (7530.480000 sec): 3 clusters Score: Raw -211924.363235 + Penalty 2442.663953 = -209481.699282 nChanged 0 SP:Iteration 20F (7530.700000 sec): 3 clusters Score: Raw -211924.363235 + Penalty 2442.663953 = -209481.699282 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7530.760000 sec): 2 clusters Score: Raw -315260.133888 + Penalty 1287.602929 = -313972.530959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7530.950000 sec): 3 clusters Score: Raw -313962.537668 + Penalty 2575.205859 = -311387.331809 nChanged 982 SP:Iteration 1F (7531.110000 sec): 3 clusters Score: Raw -314560.292967 + Penalty 2575.205859 = -311985.087109 nChanged 215 SP:Iteration 2F (7531.320000 sec): 3 clusters Score: Raw -314692.930092 + Penalty 2575.205859 = -312117.724234 nChanged 136 SP:Iteration 3Q (7531.510000 sec): 3 clusters Score: Raw -314776.600403 + Penalty 2575.205859 = -312201.394544 nChanged 108 SP:Iteration 4Q (7531.700000 sec): 3 clusters Score: Raw -314836.050945 + Penalty 2575.205859 = -312260.845087 nChanged 74 SP:Iteration 5Q (7531.930000 sec): 3 clusters Score: Raw -314878.441741 + Penalty 2575.205859 = -312303.235882 nChanged 73 SP:Iteration 6Q (7532.110000 sec): 3 clusters Score: Raw -314917.797989 + Penalty 2575.205859 = -312342.592131 nChanged 51 SP:Iteration 7Q (7532.330000 sec): 3 clusters Score: Raw -314946.174507 + Penalty 2575.205859 = -312370.968648 nChanged 50 SP:Iteration 8Q (7532.530000 sec): 3 clusters Score: Raw -314973.308380 + Penalty 2575.205859 = -312398.102522 nChanged 51 SP:Iteration 9Q (7532.720000 sec): 3 clusters Score: Raw -315003.794955 + Penalty 2575.205859 = -312428.589096 nChanged 48 SP:Iteration 10Q (7532.950000 sec): 3 clusters Score: Raw -315029.237823 + Penalty 2575.205859 = -312454.031964 nChanged 42 SP:Iteration 11Q (7533.100000 sec): 3 clusters Score: Raw -315054.462941 + Penalty 2575.205859 = -312479.257082 nChanged 38 SP:Iteration 12Q (7533.250000 sec): 3 clusters Score: Raw -315070.014947 + Penalty 2575.205859 = -312494.809089 nChanged 27 SP:Iteration 13Q (7533.430000 sec): 3 clusters Score: Raw -315083.673436 + Penalty 2575.205859 = -312508.467578 nChanged 23 SP:Iteration 14Q (7533.570000 sec): 3 clusters Score: Raw -315094.077756 + Penalty 2575.205859 = -312518.871898 nChanged 19 SP:Iteration 15Q (7533.720000 sec): 3 clusters Score: Raw -315103.368932 + Penalty 2575.205859 = -312528.163073 nChanged 21 SP:Iteration 16Q (7533.920000 sec): 3 clusters Score: Raw -315115.493974 + Penalty 2575.205859 = -312540.288115 nChanged 30 SP:Iteration 17Q (7534.060000 sec): 3 clusters Score: Raw -315131.292012 + Penalty 2575.205859 = -312556.086154 nChanged 26 SP:Iteration 18Q (7534.240000 sec): 3 clusters Score: Raw -315143.463311 + Penalty 2575.205859 = -312568.257452 nChanged 29 SP:Iteration 19Q (7534.380000 sec): 3 clusters Score: Raw -315158.407274 + Penalty 2575.205859 = -312583.201416 nChanged 32 SP:Iteration 20F (7534.600000 sec): 3 clusters Score: Raw -315170.499147 + Penalty 2575.205859 = -312595.293288 nChanged 19 SP:Iteration 21Q (7534.830000 sec): 3 clusters Score: Raw -315177.183798 + Penalty 2575.205859 = -312601.977940 nChanged 18 SP:Iteration 22Q (7535.040000 sec): 3 clusters Score: Raw -315183.963630 + Penalty 2575.205859 = -312608.757771 nChanged 23 SP:Iteration 23Q (7535.250000 sec): 3 clusters Score: Raw -315193.138450 + Penalty 2575.205859 = -312617.932592 nChanged 19 SP:Iteration 24Q (7535.420000 sec): 3 clusters Score: Raw -315200.742181 + Penalty 2575.205859 = -312625.536323 nChanged 14 SP:Iteration 25Q (7535.620000 sec): 3 clusters Score: Raw -315206.334577 + Penalty 2575.205859 = -312631.128718 nChanged 13 SP:Iteration 26Q (7535.860000 sec): 3 clusters Score: Raw -315213.652158 + Penalty 2575.205859 = -312638.446299 nChanged 19 SP:Iteration 27Q (7536.060000 sec): 3 clusters Score: Raw -315220.950140 + Penalty 2575.205859 = -312645.744281 nChanged 18 SP:Iteration 28Q (7536.200000 sec): 3 clusters Score: Raw -315228.831779 + Penalty 2575.205859 = -312653.625921 nChanged 18 SP:Iteration 29Q (7536.430000 sec): 3 clusters Score: Raw -315237.955862 + Penalty 2575.205859 = -312662.750003 nChanged 18 SP:Iteration 30Q (7536.560000 sec): 3 clusters Score: Raw -315246.992629 + Penalty 2575.205859 = -312671.786771 nChanged 16 SP:Iteration 31Q (7536.750000 sec): 3 clusters Score: Raw -315253.848249 + Penalty 2575.205859 = -312678.642390 nChanged 11 SP:Iteration 32Q (7536.970000 sec): 3 clusters Score: Raw -315257.985776 + Penalty 2575.205859 = -312682.779918 nChanged 9 SP:Iteration 33Q (7537.140000 sec): 3 clusters Score: Raw -315260.901869 + Penalty 2575.205859 = -312685.696010 nChanged 11 SP:Iteration 34Q (7537.360000 sec): 3 clusters Score: Raw -315264.626194 + Penalty 2575.205859 = -312689.420336 nChanged 12 SP:Iteration 35Q (7537.520000 sec): 3 clusters Score: Raw -315270.448283 + Penalty 2575.205859 = -312695.242424 nChanged 17 SP:Iteration 36Q (7537.720000 sec): 3 clusters Score: Raw -315277.664696 + Penalty 2575.205859 = -312702.458838 nChanged 15 SP:Iteration 37Q (7537.960000 sec): 3 clusters Score: Raw -315284.999164 + Penalty 2575.205859 = -312709.793306 nChanged 17 SP:Iteration 38Q (7538.130000 sec): 3 clusters Score: Raw -315294.331303 + Penalty 2575.205859 = -312719.125445 nChanged 20 SP:Iteration 39Q (7538.270000 sec): 3 clusters Score: Raw -315304.591164 + Penalty 2575.205859 = -312729.385306 nChanged 27 SP:Iteration 40F (7538.450000 sec): 3 clusters Score: Raw -315317.183312 + Penalty 2575.205859 = -312741.977454 nChanged 15 SP:Iteration 41Q (7538.580000 sec): 3 clusters Score: Raw -315324.458472 + Penalty 2575.205859 = -312749.252614 nChanged 22 SP:Iteration 42Q (7538.750000 sec): 3 clusters Score: Raw -315335.795164 + Penalty 2575.205859 = -312760.589306 nChanged 17 SP:Iteration 43Q (7538.940000 sec): 3 clusters Score: Raw -315347.234086 + Penalty 2575.205859 = -312772.028227 nChanged 16 SP:Iteration 44Q (7539.100000 sec): 3 clusters Score: Raw -315357.029880 + Penalty 2575.205859 = -312781.824022 nChanged 18 SP:Iteration 45Q (7539.260000 sec): 3 clusters Score: Raw -315370.822986 + Penalty 2575.205859 = -312795.617128 nChanged 23 SP:Iteration 46Q (7539.440000 sec): 3 clusters Score: Raw -315392.004416 + Penalty 2575.205859 = -312816.798557 nChanged 28 SP:Iteration 47Q (7539.580000 sec): 3 clusters Score: Raw -315414.691542 + Penalty 2575.205859 = -312839.485684 nChanged 27 SP:Iteration 48Q (7539.780000 sec): 3 clusters Score: Raw -315432.348188 + Penalty 2575.205859 = -312857.142329 nChanged 21 SP:Iteration 49Q (7539.960000 sec): 3 clusters Score: Raw -315443.148322 + Penalty 2575.205859 = -312867.942464 nChanged 11 SP:Iteration 50Q (7540.160000 sec): 3 clusters Score: Raw -315451.622159 + Penalty 2575.205859 = -312876.416301 nChanged 14 SP:Iteration 51Q (7540.370000 sec): 3 clusters Score: Raw -315458.188887 + Penalty 2575.205859 = -312882.983028 nChanged 5 SP:Iteration 52Q (7540.580000 sec): 3 clusters Score: Raw -315460.414727 + Penalty 2575.205859 = -312885.208869 nChanged 6 SP:Iteration 53Q (7540.740000 sec): 3 clusters Score: Raw -315463.062830 + Penalty 2575.205859 = -312887.856972 nChanged 5 SP:Iteration 54Q (7540.930000 sec): 3 clusters Score: Raw -315466.516910 + Penalty 2575.205859 = -312891.311051 nChanged 8 SP:Iteration 55Q (7541.130000 sec): 3 clusters Score: Raw -315469.978744 + Penalty 2575.205859 = -312894.772885 nChanged 4 SP:Iteration 56Q (7541.330000 sec): 3 clusters Score: Raw -315471.413159 + Penalty 2575.205859 = -312896.207300 nChanged 3 SP:Iteration 57Q (7541.500000 sec): 3 clusters Score: Raw -315472.354397 + Penalty 2575.205859 = -312897.148539 nChanged 2 SP:Iteration 58Q (7541.680000 sec): 3 clusters Score: Raw -315473.045620 + Penalty 2575.205859 = -312897.839761 nChanged 2 SP:Iteration 59Q (7541.820000 sec): 3 clusters Score: Raw -315473.951948 + Penalty 2575.205859 = -312898.746089 nChanged 3 SP:Iteration 60F (7542.010000 sec): 3 clusters Score: Raw -315475.048095 + Penalty 2575.205859 = -312899.842237 nChanged 3 SP:Iteration 61Q (7542.190000 sec): 3 clusters Score: Raw -315476.068126 + Penalty 2575.205859 = -312900.862267 nChanged 2 SP:Iteration 62Q (7542.360000 sec): 3 clusters Score: Raw -315476.999225 + Penalty 2575.205859 = -312901.793367 nChanged 3 SP:Iteration 63Q (7542.550000 sec): 3 clusters Score: Raw -315478.000378 + Penalty 2575.205859 = -312902.794520 nChanged 3 SP:Iteration 64Q (7542.690000 sec): 3 clusters Score: Raw -315480.994044 + Penalty 2575.205859 = -312905.788185 nChanged 5 SP:Iteration 65Q (7542.880000 sec): 3 clusters Score: Raw -315483.724451 + Penalty 2575.205859 = -312908.518592 nChanged 3 SP:Iteration 66Q (7543.060000 sec): 3 clusters Score: Raw -315484.852546 + Penalty 2575.205859 = -312909.646687 nChanged 0 SP:Iteration 67F (7543.300000 sec): 3 clusters Score: Raw -315484.852546 + Penalty 2575.205859 = -312909.646687 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.460000 sec): 2 clusters Score: Raw -1097365.950493 + Penalty 1490.283543 = -1095875.666950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7543.650000 sec): 3 clusters Score: Raw -1091960.447892 + Penalty 2980.567086 = -1088979.880806 nChanged 4129 SP:Iteration 1F (7543.840000 sec): 3 clusters Score: Raw -1094214.416705 + Penalty 2980.567086 = -1091233.849619 nChanged 617 SP:Iteration 2F (7544.010000 sec): 3 clusters Score: Raw -1094609.668597 + Penalty 2980.567086 = -1091629.101511 nChanged 603 SP:Iteration 3F (7544.270000 sec): 3 clusters Score: Raw -1095026.934774 + Penalty 2980.567086 = -1092046.367688 nChanged 579 SP:Iteration 4F (7544.490000 sec): 3 clusters Score: Raw -1095407.525375 + Penalty 2980.567086 = -1092426.958289 nChanged 523 SP:Iteration 5F (7544.740000 sec): 3 clusters Score: Raw -1095709.937772 + Penalty 2980.567086 = -1092729.370686 nChanged 488 SP:Iteration 6F (7544.980000 sec): 3 clusters Score: Raw -1095982.206959 + Penalty 2980.567086 = -1093001.639873 nChanged 459 SP:Iteration 7Q (7545.220000 sec): 3 clusters Score: Raw -1096244.497417 + Penalty 2980.567086 = -1093263.930331 nChanged 408 SP:Iteration 8Q (7545.450000 sec): 3 clusters Score: Raw -1096487.517048 + Penalty 2980.567086 = -1093506.949963 nChanged 394 SP:Iteration 9Q (7545.610000 sec): 3 clusters Score: Raw -1096741.725766 + Penalty 2980.567086 = -1093761.158680 nChanged 375 SP:Iteration 10Q (7545.810000 sec): 3 clusters Score: Raw -1096966.540742 + Penalty 2980.567086 = -1093985.973656 nChanged 304 SP:Iteration 11Q (7546.050000 sec): 3 clusters Score: Raw -1097163.202499 + Penalty 2980.567086 = -1094182.635413 nChanged 263 SP:Iteration 12Q (7546.270000 sec): 3 clusters Score: Raw -1097346.177725 + Penalty 2980.567086 = -1094365.610639 nChanged 212 SP:Iteration 13Q (7546.530000 sec): 3 clusters Score: Raw -1097509.727401 + Penalty 2980.567086 = -1094529.160316 nChanged 190 SP:Iteration 14Q (7546.770000 sec): 3 clusters Score: Raw -1097673.856413 + Penalty 2980.567086 = -1094693.289327 nChanged 136 SP:Iteration 15Q (7547.000000 sec): 3 clusters Score: Raw -1097793.846561 + Penalty 2980.567086 = -1094813.279475 nChanged 90 SP:Iteration 16Q (7547.190000 sec): 3 clusters Score: Raw -1097873.348448 + Penalty 2980.567086 = -1094892.781362 nChanged 63 SP:Iteration 17Q (7547.430000 sec): 3 clusters Score: Raw -1097925.027931 + Penalty 2980.567086 = -1094944.460846 nChanged 35 SP:Iteration 18Q (7547.640000 sec): 3 clusters Score: Raw -1097955.704812 + Penalty 2980.567086 = -1094975.137726 nChanged 35 SP:Iteration 19Q (7547.890000 sec): 3 clusters Score: Raw -1097985.960915 + Penalty 2980.567086 = -1095005.393830 nChanged 22 SP:Iteration 20F (7548.100000 sec): 3 clusters Score: Raw -1098002.112614 + Penalty 2980.567086 = -1095021.545528 nChanged 17 SP:Iteration 21Q (7548.350000 sec): 3 clusters Score: Raw -1098015.726180 + Penalty 2980.567086 = -1095035.159094 nChanged 13 SP:Iteration 22Q (7548.610000 sec): 3 clusters Score: Raw -1098029.378893 + Penalty 2980.567086 = -1095048.811807 nChanged 10 SP:Iteration 23Q (7548.810000 sec): 3 clusters Score: Raw -1098036.680078 + Penalty 2980.567086 = -1095056.112993 nChanged 9 SP:Iteration 24Q (7549.040000 sec): 3 clusters Score: Raw -1098042.180442 + Penalty 2980.567086 = -1095061.613356 nChanged 3 SP:Iteration 25Q (7549.240000 sec): 3 clusters Score: Raw -1098044.365176 + Penalty 2980.567086 = -1095063.798090 nChanged 5 SP:Iteration 26Q (7549.470000 sec): 3 clusters Score: Raw -1098046.893785 + Penalty 2980.567086 = -1095066.326699 nChanged 4 SP:Iteration 27Q (7549.710000 sec): 3 clusters Score: Raw -1098048.725550 + Penalty 2980.567086 = -1095068.158465 nChanged 4 SP:Iteration 28Q (7549.970000 sec): 3 clusters Score: Raw -1098052.872706 + Penalty 2980.567086 = -1095072.305620 nChanged 6 SP:Iteration 29Q (7550.250000 sec): 3 clusters Score: Raw -1098055.424003 + Penalty 2980.567086 = -1095074.856918 nChanged 2 SP:Iteration 30Q (7550.470000 sec): 3 clusters Score: Raw -1098056.223375 + Penalty 2980.567086 = -1095075.656289 nChanged 0 SP:Iteration 31F (7550.710000 sec): 3 clusters Score: Raw -1098056.223375 + Penalty 2980.567086 = -1095075.656289 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (12313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7550.850000 sec): 2 clusters Score: Raw -1447766.852122 + Penalty 1530.491770 = -1446236.360352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7551.150000 sec): 3 clusters Score: Raw -1440609.915236 + Penalty 3060.983540 = -1437548.931696 nChanged 5413 SP:Iteration 1F (7551.350000 sec): 3 clusters Score: Raw -1443488.353417 + Penalty 3060.983540 = -1440427.369876 nChanged 669 SP:Iteration 2F (7551.590000 sec): 3 clusters Score: Raw -1443719.988832 + Penalty 3060.983540 = -1440659.005292 nChanged 540 SP:Iteration 3Q (7551.870000 sec): 3 clusters Score: Raw -1443908.586375 + Penalty 3060.983540 = -1440847.602835 nChanged 523 SP:Iteration 4Q (7552.090000 sec): 3 clusters Score: Raw -1444121.619848 + Penalty 3060.983540 = -1441060.636307 nChanged 587 SP:Iteration 5Q (7552.390000 sec): 3 clusters Score: Raw -1444406.963783 + Penalty 3060.983540 = -1441345.980242 nChanged 626 SP:Iteration 6F (7552.640000 sec): 3 clusters Score: Raw -1444737.233152 + Penalty 3060.983540 = -1441676.249612 nChanged 647 SP:Iteration 7F (7552.850000 sec): 3 clusters Score: Raw -1445114.292001 + Penalty 3060.983540 = -1442053.308461 nChanged 681 SP:Iteration 8F (7553.100000 sec): 3 clusters Score: Raw -1445577.580203 + Penalty 3060.983540 = -1442516.596662 nChanged 656 SP:Iteration 9F (7553.320000 sec): 3 clusters Score: Raw -1446067.670838 + Penalty 3060.983540 = -1443006.687298 nChanged 627 SP:Iteration 10F (7553.550000 sec): 3 clusters Score: Raw -1446538.203663 + Penalty 3060.983540 = -1443477.220123 nChanged 501 SP:Iteration 11Q (7553.830000 sec): 3 clusters Score: Raw -1446897.493998 + Penalty 3060.983540 = -1443836.510457 nChanged 389 SP:Iteration 12Q (7554.040000 sec): 3 clusters Score: Raw -1447171.875241 + Penalty 3060.983540 = -1444110.891700 nChanged 282 SP:Iteration 13Q (7554.250000 sec): 3 clusters Score: Raw -1447338.045541 + Penalty 3060.983540 = -1444277.062000 nChanged 207 SP:Iteration 14Q (7554.500000 sec): 3 clusters Score: Raw -1447445.835369 + Penalty 3060.983540 = -1444384.851829 nChanged 144 SP:Iteration 15Q (7554.720000 sec): 3 clusters Score: Raw -1447506.223733 + Penalty 3060.983540 = -1444445.240193 nChanged 122 SP:Iteration 16Q (7554.950000 sec): 3 clusters Score: Raw -1447550.391708 + Penalty 3060.983540 = -1444489.408168 nChanged 92 SP:Iteration 17Q (7555.230000 sec): 3 clusters Score: Raw -1447585.535098 + Penalty 3060.983540 = -1444524.551557 nChanged 83 SP:Iteration 18Q (7555.490000 sec): 3 clusters Score: Raw -1447621.824854 + Penalty 3060.983540 = -1444560.841314 nChanged 84 SP:Iteration 19Q (7555.700000 sec): 3 clusters Score: Raw -1447663.745370 + Penalty 3060.983540 = -1444602.761830 nChanged 74 SP:Iteration 20F (7555.970000 sec): 3 clusters Score: Raw -1447697.593802 + Penalty 3060.983540 = -1444636.610261 nChanged 78 SP:Iteration 21Q (7556.170000 sec): 3 clusters Score: Raw -1447730.284810 + Penalty 3060.983540 = -1444669.301270 nChanged 63 SP:Iteration 22Q (7556.400000 sec): 3 clusters Score: Raw -1447754.044670 + Penalty 3060.983540 = -1444693.061129 nChanged 51 SP:Iteration 23Q (7556.640000 sec): 3 clusters Score: Raw -1447774.046615 + Penalty 3060.983540 = -1444713.063075 nChanged 47 SP:Iteration 24Q (7556.830000 sec): 3 clusters Score: Raw -1447796.509396 + Penalty 3060.983540 = -1444735.525855 nChanged 44 SP:Iteration 25Q (7557.050000 sec): 3 clusters Score: Raw -1447813.213574 + Penalty 3060.983540 = -1444752.230034 nChanged 49 SP:Iteration 26Q (7557.270000 sec): 3 clusters Score: Raw -1447831.150112 + Penalty 3060.983540 = -1444770.166571 nChanged 47 SP:Iteration 27Q (7557.520000 sec): 3 clusters Score: Raw -1447848.707280 + Penalty 3060.983540 = -1444787.723739 nChanged 39 SP:Iteration 28Q (7557.730000 sec): 3 clusters Score: Raw -1447863.969222 + Penalty 3060.983540 = -1444802.985681 nChanged 38 SP:Iteration 29Q (7557.990000 sec): 3 clusters Score: Raw -1447876.817145 + Penalty 3060.983540 = -1444815.833605 nChanged 26 SP:Iteration 30Q (7558.210000 sec): 3 clusters Score: Raw -1447886.702266 + Penalty 3060.983540 = -1444825.718726 nChanged 22 SP:Iteration 31Q (7558.440000 sec): 3 clusters Score: Raw -1447893.676473 + Penalty 3060.983540 = -1444832.692933 nChanged 24 SP:Iteration 32Q (7558.650000 sec): 3 clusters Score: Raw -1447902.466069 + Penalty 3060.983540 = -1444841.482528 nChanged 29 SP:Iteration 33Q (7558.870000 sec): 3 clusters Score: Raw -1447912.522474 + Penalty 3060.983540 = -1444851.538933 nChanged 24 SP:Iteration 34Q (7559.080000 sec): 3 clusters Score: Raw -1447920.082080 + Penalty 3060.983540 = -1444859.098539 nChanged 24 SP:Iteration 35Q (7559.280000 sec): 3 clusters Score: Raw -1447926.828317 + Penalty 3060.983540 = -1444865.844776 nChanged 18 SP:Iteration 36Q (7559.480000 sec): 3 clusters Score: Raw -1447932.571505 + Penalty 3060.983540 = -1444871.587964 nChanged 19 SP:Iteration 37Q (7559.700000 sec): 3 clusters Score: Raw -1447939.400958 + Penalty 3060.983540 = -1444878.417418 nChanged 15 SP:Iteration 38Q (7559.920000 sec): 3 clusters Score: Raw -1447945.257654 + Penalty 3060.983540 = -1444884.274114 nChanged 16 SP:Iteration 39Q (7560.120000 sec): 3 clusters Score: Raw -1447949.255451 + Penalty 3060.983540 = -1444888.271911 nChanged 10 SP:Iteration 40F (7560.290000 sec): 3 clusters Score: Raw -1447952.265095 + Penalty 3060.983540 = -1444891.281554 nChanged 17 SP:Iteration 41Q (7560.540000 sec): 3 clusters Score: Raw -1447957.742673 + Penalty 3060.983540 = -1444896.759133 nChanged 10 SP:Iteration 42Q (7560.780000 sec): 3 clusters Score: Raw -1447960.169850 + Penalty 3060.983540 = -1444899.186310 nChanged 8 SP:Iteration 43Q (7560.990000 sec): 3 clusters Score: Raw -1447962.278830 + Penalty 3060.983540 = -1444901.295289 nChanged 7 SP:Iteration 44Q (7561.230000 sec): 3 clusters Score: Raw -1447963.691671 + Penalty 3060.983540 = -1444902.708131 nChanged 3 SP:Iteration 45Q (7561.440000 sec): 3 clusters Score: Raw -1447964.240518 + Penalty 3060.983540 = -1444903.256977 nChanged 1 SP:Iteration 46Q (7561.680000 sec): 3 clusters Score: Raw -1447964.555178 + Penalty 3060.983540 = -1444903.571638 nChanged 0 SP:Iteration 47F (7561.890000 sec): 3 clusters Score: Raw -1447964.555178 + Penalty 3060.983540 = -1444903.571638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7561.980000 sec): 2 clusters Score: Raw -56489.607607 + Penalty 1014.361281 = -55475.246327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7562.190000 sec): 3 clusters Score: Raw -56371.391405 + Penalty 2028.722561 = -54342.668843 nChanged 131 SP:Iteration 1F (7562.380000 sec): 3 clusters Score: Raw -56562.517525 + Penalty 2028.722561 = -54533.794964 nChanged 35 SP:Iteration 2F (7562.560000 sec): 3 clusters Score: Raw -56624.493296 + Penalty 2028.722561 = -54595.770734 nChanged 12 SP:Iteration 3Q (7562.710000 sec): 3 clusters Score: Raw -56645.535054 + Penalty 2028.722561 = -54616.812492 nChanged 5 SP:Iteration 4Q (7562.920000 sec): 3 clusters Score: Raw -56652.874643 + Penalty 2028.722561 = -54624.152081 nChanged 0 SP:Iteration 5F (7563.140000 sec): 3 clusters Score: Raw -56652.874643 + Penalty 2028.722561 = -54624.152081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7563.180000 sec): 2 clusters Score: Raw -22486.592194 + Penalty 902.355933 = -21584.236262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7563.370000 sec): 3 clusters Score: Raw -22596.795981 + Penalty 1804.711865 = -20792.084116 nChanged 67 SP:Iteration 1F (7563.530000 sec): 3 clusters Score: Raw -22896.171143 + Penalty 1804.711865 = -21091.459278 nChanged 22 SP:Iteration 2F (7563.740000 sec): 3 clusters Score: Raw -23009.505703 + Penalty 1804.711865 = -21204.793838 nChanged 13 SP:Iteration 3F (7563.960000 sec): 3 clusters Score: Raw -23068.123168 + Penalty 1804.711865 = -21263.411303 nChanged 8 SP:Iteration 4Q (7564.130000 sec): 3 clusters Score: Raw -23113.687680 + Penalty 1804.711865 = -21308.975815 nChanged 7 SP:Iteration 5Q (7564.340000 sec): 3 clusters Score: Raw -23141.292216 + Penalty 1804.711865 = -21336.580351 nChanged 6 SP:Iteration 6Q (7564.520000 sec): 3 clusters Score: Raw -23173.882163 + Penalty 1804.711865 = -21369.170298 nChanged 4 SP:Iteration 7Q (7564.660000 sec): 3 clusters Score: Raw -23190.206929 + Penalty 1804.711865 = -21385.495063 nChanged 3 SP:Iteration 8Q (7564.820000 sec): 3 clusters Score: Raw -23197.063784 + Penalty 1804.711865 = -21392.351919 nChanged 3 SP:Iteration 9Q (7565.000000 sec): 3 clusters Score: Raw -23200.927310 + Penalty 1804.711865 = -21396.215445 nChanged 0 SP:Iteration 10F (7565.190000 sec): 3 clusters Score: Raw -23202.850787 + Penalty 1804.711865 = -21398.138922 nChanged 1 SP:Iteration 11Q (7565.410000 sec): 3 clusters Score: Raw -23234.046039 + Penalty 1804.711865 = -21429.334174 nChanged 0 SP:Iteration 12F (7565.570000 sec): 3 clusters Score: Raw -23234.046039 + Penalty 1804.711865 = -21429.334174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7565.740000 sec): 2 clusters Score: Raw -1395553.667162 + Penalty 1528.433184 = -1394025.233978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7565.950000 sec): 3 clusters Score: Raw -1388535.000172 + Penalty 3056.866367 = -1385478.133805 nChanged 5341 SP:Iteration 1F (7566.210000 sec): 3 clusters Score: Raw -1391384.707615 + Penalty 3056.866367 = -1388327.841248 nChanged 687 SP:Iteration 2F (7566.450000 sec): 3 clusters Score: Raw -1391664.259922 + Penalty 3056.866367 = -1388607.393555 nChanged 577 SP:Iteration 3Q (7566.720000 sec): 3 clusters Score: Raw -1391890.345801 + Penalty 3056.866367 = -1388833.479434 nChanged 537 SP:Iteration 4Q (7566.980000 sec): 3 clusters Score: Raw -1392117.305334 + Penalty 3056.866367 = -1389060.438967 nChanged 502 SP:Iteration 5Q (7567.190000 sec): 3 clusters Score: Raw -1392361.026062 + Penalty 3056.866367 = -1389304.159694 nChanged 521 SP:Iteration 6Q (7567.430000 sec): 3 clusters Score: Raw -1392659.986924 + Penalty 3056.866367 = -1389603.120557 nChanged 611 SP:Iteration 7F (7567.640000 sec): 3 clusters Score: Raw -1393079.547025 + Penalty 3056.866367 = -1390022.680657 nChanged 663 SP:Iteration 8F (7567.830000 sec): 3 clusters Score: Raw -1393562.548047 + Penalty 3056.866367 = -1390505.681680 nChanged 653 SP:Iteration 9F (7568.100000 sec): 3 clusters Score: Raw -1394081.975743 + Penalty 3056.866367 = -1391025.109376 nChanged 615 SP:Iteration 10F (7568.340000 sec): 3 clusters Score: Raw -1394538.971555 + Penalty 3056.866367 = -1391482.105188 nChanged 574 SP:Iteration 11Q (7568.510000 sec): 3 clusters Score: Raw -1394932.324201 + Penalty 3056.866367 = -1391875.457834 nChanged 455 SP:Iteration 12Q (7568.740000 sec): 3 clusters Score: Raw -1395203.374685 + Penalty 3056.866367 = -1392146.508318 nChanged 340 SP:Iteration 13Q (7568.950000 sec): 3 clusters Score: Raw -1395368.025707 + Penalty 3056.866367 = -1392311.159340 nChanged 266 SP:Iteration 14Q (7569.190000 sec): 3 clusters Score: Raw -1395463.667921 + Penalty 3056.866367 = -1392406.801554 nChanged 173 SP:Iteration 15Q (7569.510000 sec): 3 clusters Score: Raw -1395515.541895 + Penalty 3056.866367 = -1392458.675527 nChanged 121 SP:Iteration 16Q (7569.720000 sec): 3 clusters Score: Raw -1395552.580165 + Penalty 3056.866367 = -1392495.713798 nChanged 117 SP:Iteration 17Q (7570.000000 sec): 3 clusters Score: Raw -1395582.388404 + Penalty 3056.866367 = -1392525.522037 nChanged 85 SP:Iteration 18Q (7570.270000 sec): 3 clusters Score: Raw -1395599.802250 + Penalty 3056.866367 = -1392542.935883 nChanged 71 SP:Iteration 19Q (7570.530000 sec): 3 clusters Score: Raw -1395615.003749 + Penalty 3056.866367 = -1392558.137382 nChanged 59 SP:Iteration 20F (7570.740000 sec): 3 clusters Score: Raw -1395628.016949 + Penalty 3056.866367 = -1392571.150582 nChanged 52 SP:Iteration 21Q (7570.990000 sec): 3 clusters Score: Raw -1395636.405829 + Penalty 3056.866367 = -1392579.539462 nChanged 37 SP:Iteration 22Q (7571.220000 sec): 3 clusters Score: Raw -1395641.643075 + Penalty 3056.866367 = -1392584.776708 nChanged 29 SP:Iteration 23Q (7571.480000 sec): 3 clusters Score: Raw -1395645.771774 + Penalty 3056.866367 = -1392588.905407 nChanged 31 SP:Iteration 24Q (7571.730000 sec): 3 clusters Score: Raw -1395650.081333 + Penalty 3056.866367 = -1392593.214966 nChanged 28 SP:Iteration 25Q (7571.950000 sec): 3 clusters Score: Raw -1395653.905593 + Penalty 3056.866367 = -1392597.039225 nChanged 22 SP:Iteration 26Q (7572.140000 sec): 3 clusters Score: Raw -1395656.604222 + Penalty 3056.866367 = -1392599.737855 nChanged 19 SP:Iteration 27Q (7572.350000 sec): 3 clusters Score: Raw -1395658.517249 + Penalty 3056.866367 = -1392601.650882 nChanged 10 SP:Iteration 28Q (7572.590000 sec): 3 clusters Score: Raw -1395659.713511 + Penalty 3056.866367 = -1392602.847144 nChanged 12 SP:Iteration 29Q (7572.800000 sec): 3 clusters Score: Raw -1395661.214792 + Penalty 3056.866367 = -1392604.348425 nChanged 14 SP:Iteration 30Q (7573.040000 sec): 3 clusters Score: Raw -1395662.810274 + Penalty 3056.866367 = -1392605.943906 nChanged 11 SP:Iteration 31Q (7573.290000 sec): 3 clusters Score: Raw -1395664.537974 + Penalty 3056.866367 = -1392607.671607 nChanged 15 SP:Iteration 32Q (7573.550000 sec): 3 clusters Score: Raw -1395666.586594 + Penalty 3056.866367 = -1392609.720227 nChanged 14 SP:Iteration 33Q (7573.740000 sec): 3 clusters Score: Raw -1395668.427194 + Penalty 3056.866367 = -1392611.560827 nChanged 16 SP:Iteration 34Q (7573.990000 sec): 3 clusters Score: Raw -1395670.996879 + Penalty 3056.866367 = -1392614.130512 nChanged 22 SP:Iteration 35Q (7574.220000 sec): 3 clusters Score: Raw -1395673.520691 + Penalty 3056.866367 = -1392616.654323 nChanged 11 SP:Iteration 36Q (7574.470000 sec): 3 clusters Score: Raw -1395675.235757 + Penalty 3056.866367 = -1392618.369389 nChanged 8 SP:Iteration 37Q (7574.690000 sec): 3 clusters Score: Raw -1395676.472515 + Penalty 3056.866367 = -1392619.606147 nChanged 5 SP:Iteration 38Q (7574.940000 sec): 3 clusters Score: Raw -1395677.069164 + Penalty 3056.866367 = -1392620.202797 nChanged 4 SP:Iteration 39Q (7575.240000 sec): 3 clusters Score: Raw -1395677.649379 + Penalty 3056.866367 = -1392620.783012 nChanged 6 SP:Iteration 40F (7575.480000 sec): 3 clusters Score: Raw -1395678.179485 + Penalty 3056.866367 = -1392621.313118 nChanged 6 SP:Iteration 41Q (7575.720000 sec): 3 clusters Score: Raw -1395678.793664 + Penalty 3056.866367 = -1392621.927296 nChanged 8 SP:Iteration 42Q (7575.960000 sec): 3 clusters Score: Raw -1395679.675905 + Penalty 3056.866367 = -1392622.809538 nChanged 6 SP:Iteration 43Q (7576.210000 sec): 3 clusters Score: Raw -1395680.527898 + Penalty 3056.866367 = -1392623.661531 nChanged 13 SP:Iteration 44Q (7576.440000 sec): 3 clusters Score: Raw -1395682.073320 + Penalty 3056.866367 = -1392625.206952 nChanged 10 SP:Iteration 45Q (7576.630000 sec): 3 clusters Score: Raw -1395683.396293 + Penalty 3056.866367 = -1392626.529926 nChanged 15 SP:Iteration 46Q (7576.900000 sec): 3 clusters Score: Raw -1395684.928458 + Penalty 3056.866367 = -1392628.062091 nChanged 16 SP:Iteration 47Q (7577.150000 sec): 3 clusters Score: Raw -1395686.528346 + Penalty 3056.866367 = -1392629.661979 nChanged 11 SP:Iteration 48Q (7577.360000 sec): 3 clusters Score: Raw -1395687.665345 + Penalty 3056.866367 = -1392630.798978 nChanged 9 SP:Iteration 49Q (7577.640000 sec): 3 clusters Score: Raw -1395688.560412 + Penalty 3056.866367 = -1392631.694045 nChanged 9 SP:Iteration 50Q (7577.870000 sec): 3 clusters Score: Raw -1395689.998223 + Penalty 3056.866367 = -1392633.131856 nChanged 16 SP:Iteration 51Q (7578.120000 sec): 3 clusters Score: Raw -1395692.318856 + Penalty 3056.866367 = -1392635.452489 nChanged 15 SP:Iteration 52Q (7578.360000 sec): 3 clusters Score: Raw -1395694.185500 + Penalty 3056.866367 = -1392637.319133 nChanged 23 SP:Iteration 53Q (7578.590000 sec): 3 clusters Score: Raw -1395697.684882 + Penalty 3056.866367 = -1392640.818515 nChanged 17 SP:Iteration 54Q (7578.800000 sec): 3 clusters Score: Raw -1395699.447775 + Penalty 3056.866367 = -1392642.581407 nChanged 14 SP:Iteration 55Q (7579.060000 sec): 3 clusters Score: Raw -1395700.958015 + Penalty 3056.866367 = -1392644.091648 nChanged 15 SP:Iteration 56Q (7579.280000 sec): 3 clusters Score: Raw -1395702.568904 + Penalty 3056.866367 = -1392645.702537 nChanged 14 SP:Iteration 57Q (7579.500000 sec): 3 clusters Score: Raw -1395703.723941 + Penalty 3056.866367 = -1392646.857574 nChanged 10 SP:Iteration 58Q (7579.760000 sec): 3 clusters Score: Raw -1395704.635554 + Penalty 3056.866367 = -1392647.769187 nChanged 14 SP:Iteration 59Q (7580.010000 sec): 3 clusters Score: Raw -1395706.513319 + Penalty 3056.866367 = -1392649.646952 nChanged 12 SP:Iteration 60F (7580.260000 sec): 3 clusters Score: Raw -1395707.684985 + Penalty 3056.866367 = -1392650.818617 nChanged 14 SP:Iteration 61Q (7580.470000 sec): 3 clusters Score: Raw -1395709.060112 + Penalty 3056.866367 = -1392652.193745 nChanged 11 SP:Iteration 62Q (7580.750000 sec): 3 clusters Score: Raw -1395710.036646 + Penalty 3056.866367 = -1392653.170279 nChanged 6 SP:Iteration 63Q (7580.980000 sec): 3 clusters Score: Raw -1395710.592517 + Penalty 3056.866367 = -1392653.726150 nChanged 10 SP:Iteration 64Q (7581.280000 sec): 3 clusters Score: Raw -1395711.608083 + Penalty 3056.866367 = -1392654.741715 nChanged 11 SP:Iteration 65Q (7581.500000 sec): 3 clusters Score: Raw -1395712.800839 + Penalty 3056.866367 = -1392655.934472 nChanged 15 SP:Iteration 66Q (7581.750000 sec): 3 clusters Score: Raw -1395714.239707 + Penalty 3056.866367 = -1392657.373340 nChanged 10 SP:Iteration 67Q (7581.980000 sec): 3 clusters Score: Raw -1395715.976452 + Penalty 3056.866367 = -1392659.110085 nChanged 16 SP:Iteration 68Q (7582.190000 sec): 3 clusters Score: Raw -1395717.700058 + Penalty 3056.866367 = -1392660.833691 nChanged 11 SP:Iteration 69Q (7582.420000 sec): 3 clusters Score: Raw -1395719.088848 + Penalty 3056.866367 = -1392662.222481 nChanged 14 SP:Iteration 70Q (7582.670000 sec): 3 clusters Score: Raw -1395720.231122 + Penalty 3056.866367 = -1392663.364754 nChanged 9 SP:Iteration 71Q (7582.860000 sec): 3 clusters Score: Raw -1395721.009981 + Penalty 3056.866367 = -1392664.143614 nChanged 5 SP:Iteration 72Q (7583.130000 sec): 3 clusters Score: Raw -1395721.381737 + Penalty 3056.866367 = -1392664.515370 nChanged 7 SP:Iteration 73Q (7583.370000 sec): 3 clusters Score: Raw -1395722.074802 + Penalty 3056.866367 = -1392665.208435 nChanged 7 SP:Iteration 74Q (7583.610000 sec): 3 clusters Score: Raw -1395722.894204 + Penalty 3056.866367 = -1392666.027837 nChanged 6 SP:Iteration 75Q (7583.860000 sec): 3 clusters Score: Raw -1395723.418078 + Penalty 3056.866367 = -1392666.551711 nChanged 4 SP:Iteration 76Q (7584.160000 sec): 3 clusters Score: Raw -1395723.784554 + Penalty 3056.866367 = -1392666.918186 nChanged 2 SP:Iteration 77Q (7584.390000 sec): 3 clusters Score: Raw -1395723.991235 + Penalty 3056.866367 = -1392667.124868 nChanged 4 SP:Iteration 78Q (7584.620000 sec): 3 clusters Score: Raw -1395724.369430 + Penalty 3056.866367 = -1392667.503063 nChanged 2 SP:Iteration 79Q (7584.830000 sec): 3 clusters Score: Raw -1395724.634576 + Penalty 3056.866367 = -1392667.768209 nChanged 1 SP:Iteration 80F (7585.070000 sec): 3 clusters Score: Raw -1395724.690950 + Penalty 3056.866367 = -1392667.824583 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7585.170000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7585.350000 sec): 3 clusters Score: Raw -59643.506340 + Penalty 2048.945861 = -57594.560479 nChanged 130 SP:Iteration 1F (7585.600000 sec): 3 clusters Score: Raw -59824.357269 + Penalty 2048.945861 = -57775.411408 nChanged 21 SP:Iteration 2Q (7585.740000 sec): 3 clusters Score: Raw -59923.047333 + Penalty 2048.945861 = -57874.101472 nChanged 26 SP:Iteration 3Q (7585.940000 sec): 3 clusters Score: Raw -59990.747580 + Penalty 2048.945861 = -57941.801719 nChanged 19 SP:Iteration 4Q (7586.180000 sec): 3 clusters Score: Raw -60036.837093 + Penalty 2048.945861 = -57987.891232 nChanged 20 SP:Iteration 5Q (7586.340000 sec): 3 clusters Score: Raw -60085.837642 + Penalty 2048.945861 = -58036.891781 nChanged 9 SP:Iteration 6Q (7586.530000 sec): 3 clusters Score: Raw -60104.186972 + Penalty 2048.945861 = -58055.241111 nChanged 6 SP:Iteration 7Q (7586.750000 sec): 3 clusters Score: Raw -60112.313791 + Penalty 2048.945861 = -58063.367930 nChanged 6 SP:Iteration 8Q (7586.880000 sec): 3 clusters Score: Raw -60122.022474 + Penalty 2048.945861 = -58073.076613 nChanged 7 SP:Iteration 9Q (7587.050000 sec): 3 clusters Score: Raw -60138.584898 + Penalty 2048.945861 = -58089.639037 nChanged 3 SP:Iteration 10Q (7587.220000 sec): 3 clusters Score: Raw -60143.286246 + Penalty 2048.945861 = -58094.340385 nChanged 2 SP:Iteration 11Q (7587.410000 sec): 3 clusters Score: Raw -60147.055839 + Penalty 2048.945861 = -58098.109978 nChanged 2 SP:Iteration 12Q (7587.580000 sec): 3 clusters Score: Raw -60149.328037 + Penalty 2048.945861 = -58100.382177 nChanged 3 SP:Iteration 13Q (7587.790000 sec): 3 clusters Score: Raw -60154.119959 + Penalty 2048.945861 = -58105.174098 nChanged 3 SP:Iteration 14Q (7587.980000 sec): 3 clusters Score: Raw -60157.393269 + Penalty 2048.945861 = -58108.447408 nChanged 2 SP:Iteration 15Q (7588.120000 sec): 3 clusters Score: Raw -60159.762906 + Penalty 2048.945861 = -58110.817045 nChanged 2 SP:Iteration 16Q (7588.340000 sec): 3 clusters Score: Raw -60162.145486 + Penalty 2048.945861 = -58113.199626 nChanged 3 SP:Iteration 17Q (7588.500000 sec): 3 clusters Score: Raw -60165.654268 + Penalty 2048.945861 = -58116.708407 nChanged 3 SP:Iteration 18Q (7588.640000 sec): 3 clusters Score: Raw -60169.867222 + Penalty 2048.945861 = -58120.921361 nChanged 4 SP:Iteration 19Q (7588.850000 sec): 3 clusters Score: Raw -60175.464861 + Penalty 2048.945861 = -58126.519000 nChanged 2 SP:Iteration 20F (7589.030000 sec): 3 clusters Score: Raw -60178.742567 + Penalty 2048.945861 = -58129.796707 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7589.120000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7589.380000 sec): 3 clusters Score: Raw -205716.412165 + Penalty 2445.832992 = -203270.579173 nChanged 635 SP:Iteration 1F (7589.520000 sec): 3 clusters Score: Raw -206117.541703 + Penalty 2445.832992 = -203671.708711 nChanged 146 SP:Iteration 2F (7589.720000 sec): 3 clusters Score: Raw -206229.083016 + Penalty 2445.832992 = -203783.250024 nChanged 91 SP:Iteration 3Q (7589.920000 sec): 3 clusters Score: Raw -206314.118785 + Penalty 2445.832992 = -203868.285793 nChanged 75 SP:Iteration 4Q (7590.120000 sec): 3 clusters Score: Raw -206369.137568 + Penalty 2445.832992 = -203923.304576 nChanged 66 SP:Iteration 5Q (7590.350000 sec): 3 clusters Score: Raw -206420.850467 + Penalty 2445.832992 = -203975.017475 nChanged 54 SP:Iteration 6Q (7590.610000 sec): 3 clusters Score: Raw -206460.353958 + Penalty 2445.832992 = -204014.520966 nChanged 44 SP:Iteration 7Q (7590.800000 sec): 3 clusters Score: Raw -206494.176634 + Penalty 2445.832992 = -204048.343642 nChanged 45 SP:Iteration 8Q (7591.030000 sec): 3 clusters Score: Raw -206523.691100 + Penalty 2445.832992 = -204077.858108 nChanged 33 SP:Iteration 9Q (7591.240000 sec): 3 clusters Score: Raw -206545.473909 + Penalty 2445.832992 = -204099.640917 nChanged 20 SP:Iteration 10Q (7591.360000 sec): 3 clusters Score: Raw -206560.566383 + Penalty 2445.832992 = -204114.733391 nChanged 18 SP:Iteration 11Q (7591.550000 sec): 3 clusters Score: Raw -206569.858353 + Penalty 2445.832992 = -204124.025361 nChanged 10 SP:Iteration 12Q (7591.740000 sec): 3 clusters Score: Raw -206573.399713 + Penalty 2445.832992 = -204127.566721 nChanged 7 SP:Iteration 13Q (7591.970000 sec): 3 clusters Score: Raw -206577.169327 + Penalty 2445.832992 = -204131.336335 nChanged 10 SP:Iteration 14Q (7592.140000 sec): 3 clusters Score: Raw -206582.963337 + Penalty 2445.832992 = -204137.130345 nChanged 4 SP:Iteration 15Q (7592.340000 sec): 3 clusters Score: Raw -206584.703656 + Penalty 2445.832992 = -204138.870664 nChanged 5 SP:Iteration 16Q (7592.520000 sec): 3 clusters Score: Raw -206588.573762 + Penalty 2445.832992 = -204142.740770 nChanged 10 SP:Iteration 17Q (7592.690000 sec): 3 clusters Score: Raw -206595.542783 + Penalty 2445.832992 = -204149.709791 nChanged 6 SP:Iteration 18Q (7592.910000 sec): 3 clusters Score: Raw -206601.414002 + Penalty 2445.832992 = -204155.581010 nChanged 10 SP:Iteration 19Q (7593.070000 sec): 3 clusters Score: Raw -206610.103634 + Penalty 2445.832992 = -204164.270642 nChanged 13 SP:Iteration 20F (7593.270000 sec): 3 clusters Score: Raw -206618.409714 + Penalty 2445.832992 = -204172.576722 nChanged 11 SP:Iteration 21Q (7593.480000 sec): 3 clusters Score: Raw -206625.460299 + Penalty 2445.832992 = -204179.627307 nChanged 8 SP:Iteration 22Q (7593.610000 sec): 3 clusters Score: Raw -206629.766329 + Penalty 2445.832992 = -204183.933337 nChanged 9 SP:Iteration 23Q (7593.810000 sec): 3 clusters Score: Raw -206635.613699 + Penalty 2445.832992 = -204189.780707 nChanged 4 SP:Iteration 24Q (7594.040000 sec): 3 clusters Score: Raw -206637.579856 + Penalty 2445.832992 = -204191.746864 nChanged 2 SP:Iteration 25Q (7594.220000 sec): 3 clusters Score: Raw -206638.902176 + Penalty 2445.832992 = -204193.069184 nChanged 4 SP:Iteration 26Q (7594.430000 sec): 3 clusters Score: Raw -206641.616614 + Penalty 2445.832992 = -204195.783622 nChanged 10 SP:Iteration 27Q (7594.570000 sec): 3 clusters Score: Raw -206647.811505 + Penalty 2445.832992 = -204201.978513 nChanged 7 SP:Iteration 28Q (7594.730000 sec): 3 clusters Score: Raw -206654.303561 + Penalty 2445.832992 = -204208.470569 nChanged 9 SP:Iteration 29Q (7594.910000 sec): 3 clusters Score: Raw -206659.640790 + Penalty 2445.832992 = -204213.807798 nChanged 6 SP:Iteration 30Q (7595.050000 sec): 3 clusters Score: Raw -206665.353654 + Penalty 2445.832992 = -204219.520663 nChanged 4 SP:Iteration 31Q (7595.200000 sec): 3 clusters Score: Raw -206668.410151 + Penalty 2445.832992 = -204222.577159 nChanged 5 SP:Iteration 32Q (7595.350000 sec): 3 clusters Score: Raw -206671.617519 + Penalty 2445.832992 = -204225.784527 nChanged 4 SP:Iteration 33Q (7595.520000 sec): 3 clusters Score: Raw -206674.410595 + Penalty 2445.832992 = -204228.577603 nChanged 8 SP:Iteration 34Q (7595.660000 sec): 3 clusters Score: Raw -206680.021070 + Penalty 2445.832992 = -204234.188078 nChanged 7 SP:Iteration 35Q (7595.820000 sec): 3 clusters Score: Raw -206684.621256 + Penalty 2445.832992 = -204238.788264 nChanged 5 SP:Iteration 36Q (7595.990000 sec): 3 clusters Score: Raw -206687.733709 + Penalty 2445.832992 = -204241.900717 nChanged 7 SP:Iteration 37Q (7596.180000 sec): 3 clusters Score: Raw -206690.646986 + Penalty 2445.832992 = -204244.813994 nChanged 3 SP:Iteration 38Q (7596.350000 sec): 3 clusters Score: Raw -206693.093290 + Penalty 2445.832992 = -204247.260298 nChanged 4 SP:Iteration 39Q (7596.510000 sec): 3 clusters Score: Raw -206695.218294 + Penalty 2445.832992 = -204249.385302 nChanged 3 SP:Iteration 40F (7596.690000 sec): 3 clusters Score: Raw -206697.753157 + Penalty 2445.832992 = -204251.920165 nChanged 3 SP:Iteration 41Q (7596.850000 sec): 3 clusters Score: Raw -206698.862741 + Penalty 2445.832992 = -204253.029749 nChanged 1 SP:Iteration 42Q (7597.050000 sec): 3 clusters Score: Raw -206699.260506 + Penalty 2445.832992 = -204253.427514 nChanged 0 SP:Iteration 43F (7597.230000 sec): 3 clusters Score: Raw -206699.260506 + Penalty 2445.832992 = -204253.427514 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (12578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7597.380000 sec): 2 clusters Score: Raw -1366707.316013 + Penalty 1533.951987 = -1365173.364026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7597.580000 sec): 3 clusters Score: Raw -1359415.485643 + Penalty 3067.903974 = -1356347.581669 nChanged 5549 SP:Iteration 1F (7597.830000 sec): 3 clusters Score: Raw -1362398.493196 + Penalty 3067.903974 = -1359330.589223 nChanged 640 SP:Iteration 2F (7598.060000 sec): 3 clusters Score: Raw -1362636.863266 + Penalty 3067.903974 = -1359568.959293 nChanged 547 SP:Iteration 3Q (7598.300000 sec): 3 clusters Score: Raw -1362846.749635 + Penalty 3067.903974 = -1359778.845661 nChanged 495 SP:Iteration 4Q (7598.530000 sec): 3 clusters Score: Raw -1363024.314242 + Penalty 3067.903974 = -1359956.410268 nChanged 461 SP:Iteration 5Q (7598.800000 sec): 3 clusters Score: Raw -1363174.577184 + Penalty 3067.903974 = -1360106.673210 nChanged 402 SP:Iteration 6Q (7599.050000 sec): 3 clusters Score: Raw -1363298.143499 + Penalty 3067.903974 = -1360230.239525 nChanged 371 SP:Iteration 7Q (7599.270000 sec): 3 clusters Score: Raw -1363423.120601 + Penalty 3067.903974 = -1360355.216627 nChanged 365 SP:Iteration 8Q (7599.580000 sec): 3 clusters Score: Raw -1363555.552180 + Penalty 3067.903974 = -1360487.648206 nChanged 391 SP:Iteration 9Q (7599.770000 sec): 3 clusters Score: Raw -1363697.390589 + Penalty 3067.903974 = -1360629.486615 nChanged 373 SP:Iteration 10Q (7600.020000 sec): 3 clusters Score: Raw -1363844.682780 + Penalty 3067.903974 = -1360776.778806 nChanged 371 SP:Iteration 11Q (7600.280000 sec): 3 clusters Score: Raw -1363991.326126 + Penalty 3067.903974 = -1360923.422152 nChanged 381 SP:Iteration 12Q (7600.570000 sec): 3 clusters Score: Raw -1364141.722659 + Penalty 3067.903974 = -1361073.818685 nChanged 381 SP:Iteration 13Q (7600.770000 sec): 3 clusters Score: Raw -1364305.520815 + Penalty 3067.903974 = -1361237.616841 nChanged 390 SP:Iteration 14Q (7600.980000 sec): 3 clusters Score: Raw -1364468.384701 + Penalty 3067.903974 = -1361400.480727 nChanged 356 SP:Iteration 15Q (7601.250000 sec): 3 clusters Score: Raw -1364623.264814 + Penalty 3067.903974 = -1361555.360841 nChanged 359 SP:Iteration 16Q (7601.470000 sec): 3 clusters Score: Raw -1364769.977426 + Penalty 3067.903974 = -1361702.073452 nChanged 294 SP:Iteration 17Q (7601.720000 sec): 3 clusters Score: Raw -1364864.561341 + Penalty 3067.903974 = -1361796.657367 nChanged 197 SP:Iteration 18Q (7601.970000 sec): 3 clusters Score: Raw -1364915.231339 + Penalty 3067.903974 = -1361847.327365 nChanged 153 SP:Iteration 19Q (7602.230000 sec): 3 clusters Score: Raw -1364951.914098 + Penalty 3067.903974 = -1361884.010124 nChanged 132 SP:Iteration 20F (7602.460000 sec): 3 clusters Score: Raw -1364979.316453 + Penalty 3067.903974 = -1361911.412480 nChanged 95 SP:Iteration 21Q (7602.670000 sec): 3 clusters Score: Raw -1364997.248014 + Penalty 3067.903974 = -1361929.344040 nChanged 77 SP:Iteration 22Q (7602.900000 sec): 3 clusters Score: Raw -1365012.882263 + Penalty 3067.903974 = -1361944.978289 nChanged 83 SP:Iteration 23Q (7603.140000 sec): 3 clusters Score: Raw -1365029.840431 + Penalty 3067.903974 = -1361961.936457 nChanged 95 SP:Iteration 24Q (7603.340000 sec): 3 clusters Score: Raw -1365047.965923 + Penalty 3067.903974 = -1361980.061949 nChanged 76 SP:Iteration 25Q (7603.590000 sec): 3 clusters Score: Raw -1365059.842617 + Penalty 3067.903974 = -1361991.938643 nChanged 65 SP:Iteration 26Q (7603.800000 sec): 3 clusters Score: Raw -1365070.678757 + Penalty 3067.903974 = -1362002.774784 nChanged 75 SP:Iteration 27Q (7604.030000 sec): 3 clusters Score: Raw -1365084.502939 + Penalty 3067.903974 = -1362016.598965 nChanged 66 SP:Iteration 28Q (7604.270000 sec): 3 clusters Score: Raw -1365095.170808 + Penalty 3067.903974 = -1362027.266834 nChanged 55 SP:Iteration 29Q (7604.530000 sec): 3 clusters Score: Raw -1365102.213636 + Penalty 3067.903974 = -1362034.309662 nChanged 54 SP:Iteration 30Q (7604.800000 sec): 3 clusters Score: Raw -1365110.182856 + Penalty 3067.903974 = -1362042.278882 nChanged 58 SP:Iteration 31Q (7605.080000 sec): 3 clusters Score: Raw -1365120.445300 + Penalty 3067.903974 = -1362052.541327 nChanged 53 SP:Iteration 32Q (7605.340000 sec): 3 clusters Score: Raw -1365129.945084 + Penalty 3067.903974 = -1362062.041110 nChanged 56 SP:Iteration 33Q (7605.620000 sec): 3 clusters Score: Raw -1365139.131372 + Penalty 3067.903974 = -1362071.227398 nChanged 56 SP:Iteration 34Q (7605.880000 sec): 3 clusters Score: Raw -1365147.745305 + Penalty 3067.903974 = -1362079.841331 nChanged 61 SP:Iteration 35Q (7606.140000 sec): 3 clusters Score: Raw -1365157.007960 + Penalty 3067.903974 = -1362089.103986 nChanged 56 SP:Iteration 36Q (7606.340000 sec): 3 clusters Score: Raw -1365164.864759 + Penalty 3067.903974 = -1362096.960785 nChanged 58 SP:Iteration 37Q (7606.570000 sec): 3 clusters Score: Raw -1365173.204612 + Penalty 3067.903974 = -1362105.300638 nChanged 65 SP:Iteration 38Q (7606.820000 sec): 3 clusters Score: Raw -1365183.711518 + Penalty 3067.903974 = -1362115.807544 nChanged 60 SP:Iteration 39Q (7607.050000 sec): 3 clusters Score: Raw -1365193.917427 + Penalty 3067.903974 = -1362126.013454 nChanged 72 SP:Iteration 40F (7607.280000 sec): 3 clusters Score: Raw -1365206.252280 + Penalty 3067.903974 = -1362138.348306 nChanged 79 SP:Iteration 41Q (7607.500000 sec): 3 clusters Score: Raw -1365218.910716 + Penalty 3067.903974 = -1362151.006742 nChanged 70 SP:Iteration 42Q (7607.780000 sec): 3 clusters Score: Raw -1365231.134097 + Penalty 3067.903974 = -1362163.230123 nChanged 70 SP:Iteration 43Q (7608.040000 sec): 3 clusters Score: Raw -1365244.214134 + Penalty 3067.903974 = -1362176.310160 nChanged 76 SP:Iteration 44Q (7608.240000 sec): 3 clusters Score: Raw -1365260.378915 + Penalty 3067.903974 = -1362192.474941 nChanged 81 SP:Iteration 45Q (7608.450000 sec): 3 clusters Score: Raw -1365278.402831 + Penalty 3067.903974 = -1362210.498857 nChanged 91 SP:Iteration 46Q (7608.740000 sec): 3 clusters Score: Raw -1365294.711546 + Penalty 3067.903974 = -1362226.807572 nChanged 70 SP:Iteration 47Q (7608.950000 sec): 3 clusters Score: Raw -1365307.099971 + Penalty 3067.903974 = -1362239.195997 nChanged 74 SP:Iteration 48Q (7609.190000 sec): 3 clusters Score: Raw -1365322.617840 + Penalty 3067.903974 = -1362254.713866 nChanged 67 SP:Iteration 49Q (7609.420000 sec): 3 clusters Score: Raw -1365337.290480 + Penalty 3067.903974 = -1362269.386506 nChanged 78 SP:Iteration 50Q (7609.670000 sec): 3 clusters Score: Raw -1365357.902267 + Penalty 3067.903974 = -1362289.998293 nChanged 89 SP:Iteration 51Q (7609.900000 sec): 3 clusters Score: Raw -1365379.759292 + Penalty 3067.903974 = -1362311.855318 nChanged 113 SP:Iteration 52Q (7610.170000 sec): 3 clusters Score: Raw -1365406.873955 + Penalty 3067.903974 = -1362338.969982 nChanged 106 SP:Iteration 53Q (7610.360000 sec): 3 clusters Score: Raw -1365432.642903 + Penalty 3067.903974 = -1362364.738930 nChanged 94 SP:Iteration 54Q (7610.620000 sec): 3 clusters Score: Raw -1365454.120344 + Penalty 3067.903974 = -1362386.216370 nChanged 102 SP:Iteration 55Q (7610.860000 sec): 3 clusters Score: Raw -1365476.780687 + Penalty 3067.903974 = -1362408.876713 nChanged 97 SP:Iteration 56Q (7611.100000 sec): 3 clusters Score: Raw -1365501.210098 + Penalty 3067.903974 = -1362433.306124 nChanged 108 SP:Iteration 57Q (7611.280000 sec): 3 clusters Score: Raw -1365534.099399 + Penalty 3067.903974 = -1362466.195425 nChanged 124 SP:Iteration 58Q (7611.540000 sec): 3 clusters Score: Raw -1365578.550518 + Penalty 3067.903974 = -1362510.646544 nChanged 143 SP:Iteration 59Q (7611.810000 sec): 3 clusters Score: Raw -1365624.586075 + Penalty 3067.903974 = -1362556.682101 nChanged 135 SP:Iteration 60F (7612.000000 sec): 3 clusters Score: Raw -1365672.331079 + Penalty 3067.903974 = -1362604.427105 nChanged 162 SP:Iteration 61Q (7612.210000 sec): 3 clusters Score: Raw -1365739.539426 + Penalty 3067.903974 = -1362671.635452 nChanged 161 SP:Iteration 62Q (7612.480000 sec): 3 clusters Score: Raw -1365804.747893 + Penalty 3067.903974 = -1362736.843919 nChanged 173 SP:Iteration 63Q (7612.750000 sec): 3 clusters Score: Raw -1365878.968853 + Penalty 3067.903974 = -1362811.064879 nChanged 180 SP:Iteration 64Q (7613.040000 sec): 3 clusters Score: Raw -1365963.640944 + Penalty 3067.903974 = -1362895.736970 nChanged 195 SP:Iteration 65Q (7613.270000 sec): 3 clusters Score: Raw -1366066.994823 + Penalty 3067.903974 = -1362999.090849 nChanged 186 SP:Iteration 66Q (7613.510000 sec): 3 clusters Score: Raw -1366179.978654 + Penalty 3067.903974 = -1363112.074680 nChanged 188 SP:Iteration 67Q (7613.740000 sec): 3 clusters Score: Raw -1366318.170444 + Penalty 3067.903974 = -1363250.266470 nChanged 188 SP:Iteration 68Q (7613.970000 sec): 3 clusters Score: Raw -1366472.103020 + Penalty 3067.903974 = -1363404.199046 nChanged 169 SP:Iteration 69Q (7614.210000 sec): 3 clusters Score: Raw -1366590.715758 + Penalty 3067.903974 = -1363522.811784 nChanged 141 SP:Iteration 70Q (7614.410000 sec): 3 clusters Score: Raw -1366671.910893 + Penalty 3067.903974 = -1363604.006919 nChanged 118 SP:Iteration 71Q (7614.640000 sec): 3 clusters Score: Raw -1366730.333445 + Penalty 3067.903974 = -1363662.429471 nChanged 87 SP:Iteration 72Q (7614.900000 sec): 3 clusters Score: Raw -1366778.604138 + Penalty 3067.903974 = -1363710.700164 nChanged 87 SP:Iteration 73Q (7615.060000 sec): 3 clusters Score: Raw -1366823.400120 + Penalty 3067.903974 = -1363755.496146 nChanged 83 SP:Iteration 74Q (7615.270000 sec): 3 clusters Score: Raw -1366860.046887 + Penalty 3067.903974 = -1363792.142913 nChanged 65 SP:Iteration 75Q (7615.520000 sec): 3 clusters Score: Raw -1366883.916157 + Penalty 3067.903974 = -1363816.012183 nChanged 49 SP:Iteration 76Q (7615.720000 sec): 3 clusters Score: Raw -1366905.103512 + Penalty 3067.903974 = -1363837.199538 nChanged 59 SP:Iteration 77Q (7615.980000 sec): 3 clusters Score: Raw -1366929.686905 + Penalty 3067.903974 = -1363861.782931 nChanged 48 SP:Iteration 78Q (7616.250000 sec): 3 clusters Score: Raw -1366947.961925 + Penalty 3067.903974 = -1363880.057951 nChanged 45 SP:Iteration 79Q (7616.480000 sec): 3 clusters Score: Raw -1366965.041906 + Penalty 3067.903974 = -1363897.137932 nChanged 43 SP:Iteration 80F (7616.740000 sec): 3 clusters Score: Raw -1366982.040271 + Penalty 3067.903974 = -1363914.136297 nChanged 39 SP:Iteration 81Q (7616.930000 sec): 3 clusters Score: Raw -1366997.238751 + Penalty 3067.903974 = -1363929.334777 nChanged 34 SP:Iteration 82Q (7617.260000 sec): 3 clusters Score: Raw -1367008.653565 + Penalty 3067.903974 = -1363940.749591 nChanged 26 SP:Iteration 83Q (7617.470000 sec): 3 clusters Score: Raw -1367014.883002 + Penalty 3067.903974 = -1363946.979028 nChanged 22 SP:Iteration 84Q (7617.760000 sec): 3 clusters Score: Raw -1367019.420997 + Penalty 3067.903974 = -1363951.517023 nChanged 20 SP:Iteration 85Q (7618.010000 sec): 3 clusters Score: Raw -1367027.496297 + Penalty 3067.903974 = -1363959.592323 nChanged 24 SP:Iteration 86Q (7618.220000 sec): 3 clusters Score: Raw -1367033.543848 + Penalty 3067.903974 = -1363965.639874 nChanged 18 SP:Iteration 87Q (7618.490000 sec): 3 clusters Score: Raw -1367036.970320 + Penalty 3067.903974 = -1363969.066346 nChanged 11 SP:Iteration 88Q (7618.720000 sec): 3 clusters Score: Raw -1367039.117414 + Penalty 3067.903974 = -1363971.213440 nChanged 8 SP:Iteration 89Q (7618.940000 sec): 3 clusters Score: Raw -1367040.468895 + Penalty 3067.903974 = -1363972.564921 nChanged 6 SP:Iteration 90Q (7619.220000 sec): 3 clusters Score: Raw -1367041.356469 + Penalty 3067.903974 = -1363973.452495 nChanged 6 SP:Iteration 91Q (7619.440000 sec): 3 clusters Score: Raw -1367042.687666 + Penalty 3067.903974 = -1363974.783693 nChanged 2 SP:Iteration 92Q (7619.690000 sec): 3 clusters Score: Raw -1367043.049797 + Penalty 3067.903974 = -1363975.145823 nChanged 3 SP:Iteration 93Q (7619.890000 sec): 3 clusters Score: Raw -1367043.512292 + Penalty 3067.903974 = -1363975.608318 nChanged 4 SP:Iteration 94Q (7620.110000 sec): 3 clusters Score: Raw -1367044.020188 + Penalty 3067.903974 = -1363976.116214 nChanged 1 SP:Iteration 95Q (7620.340000 sec): 3 clusters Score: Raw -1367044.174037 + Penalty 3067.903974 = -1363976.270063 nChanged 1 SP:Iteration 96Q (7620.560000 sec): 3 clusters Score: Raw -1367044.220399 + Penalty 3067.903974 = -1363976.316425 nChanged 1 SP:Iteration 97Q (7620.770000 sec): 3 clusters Score: Raw -1367044.373132 + Penalty 3067.903974 = -1363976.469158 nChanged 0 SP:Iteration 98F (7621.040000 sec): 3 clusters Score: Raw -1367044.373132 + Penalty 3067.903974 = -1363976.469158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7621.190000 sec): 2 clusters Score: Raw -1188505.693459 + Penalty 1503.209851 = -1187002.483608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7621.410000 sec): 3 clusters Score: Raw -1182512.146300 + Penalty 3006.419703 = -1179505.726598 nChanged 4611 SP:Iteration 1F (7621.690000 sec): 3 clusters Score: Raw -1184972.044882 + Penalty 3006.419703 = -1181965.625179 nChanged 698 SP:Iteration 2F (7621.970000 sec): 3 clusters Score: Raw -1185440.029989 + Penalty 3006.419703 = -1182433.610287 nChanged 776 SP:Iteration 3F (7622.190000 sec): 3 clusters Score: Raw -1186176.262876 + Penalty 3006.419703 = -1183169.843173 nChanged 930 SP:Iteration 4F (7622.470000 sec): 3 clusters Score: Raw -1187110.322907 + Penalty 3006.419703 = -1184103.903204 nChanged 949 SP:Iteration 5F (7622.670000 sec): 3 clusters Score: Raw -1188001.154710 + Penalty 3006.419703 = -1184994.735008 nChanged 782 SP:Iteration 6F (7622.940000 sec): 3 clusters Score: Raw -1188570.461868 + Penalty 3006.419703 = -1185564.042165 nChanged 511 SP:Iteration 7Q (7623.230000 sec): 3 clusters Score: Raw -1188835.829027 + Penalty 3006.419703 = -1185829.409325 nChanged 309 SP:Iteration 8Q (7623.480000 sec): 3 clusters Score: Raw -1188955.212230 + Penalty 3006.419703 = -1185948.792528 nChanged 184 SP:Iteration 9Q (7623.700000 sec): 3 clusters Score: Raw -1189011.287114 + Penalty 3006.419703 = -1186004.867411 nChanged 115 SP:Iteration 10Q (7623.950000 sec): 3 clusters Score: Raw -1189039.243035 + Penalty 3006.419703 = -1186032.823332 nChanged 71 SP:Iteration 11Q (7624.160000 sec): 3 clusters Score: Raw -1189055.027977 + Penalty 3006.419703 = -1186048.608275 nChanged 66 SP:Iteration 12Q (7624.410000 sec): 3 clusters Score: Raw -1189068.136808 + Penalty 3006.419703 = -1186061.717106 nChanged 42 SP:Iteration 13Q (7624.660000 sec): 3 clusters Score: Raw -1189076.402452 + Penalty 3006.419703 = -1186069.982750 nChanged 39 SP:Iteration 14Q (7624.860000 sec): 3 clusters Score: Raw -1189083.217793 + Penalty 3006.419703 = -1186076.798090 nChanged 31 SP:Iteration 15Q (7625.090000 sec): 3 clusters Score: Raw -1189089.293882 + Penalty 3006.419703 = -1186082.874179 nChanged 33 SP:Iteration 16Q (7625.350000 sec): 3 clusters Score: Raw -1189095.215447 + Penalty 3006.419703 = -1186088.795744 nChanged 36 SP:Iteration 17Q (7625.590000 sec): 3 clusters Score: Raw -1189101.786432 + Penalty 3006.419703 = -1186095.366729 nChanged 30 SP:Iteration 18Q (7625.790000 sec): 3 clusters Score: Raw -1189106.869078 + Penalty 3006.419703 = -1186100.449375 nChanged 22 SP:Iteration 19Q (7625.990000 sec): 3 clusters Score: Raw -1189109.989025 + Penalty 3006.419703 = -1186103.569323 nChanged 18 SP:Iteration 20F (7626.230000 sec): 3 clusters Score: Raw -1189112.622074 + Penalty 3006.419703 = -1186106.202371 nChanged 18 SP:Iteration 21Q (7626.460000 sec): 3 clusters Score: Raw -1189114.793316 + Penalty 3006.419703 = -1186108.373614 nChanged 17 SP:Iteration 22Q (7626.730000 sec): 3 clusters Score: Raw -1189116.915857 + Penalty 3006.419703 = -1186110.496154 nChanged 15 SP:Iteration 23Q (7626.960000 sec): 3 clusters Score: Raw -1189118.545652 + Penalty 3006.419703 = -1186112.125950 nChanged 12 SP:Iteration 24Q (7627.160000 sec): 3 clusters Score: Raw -1189120.415323 + Penalty 3006.419703 = -1186113.995621 nChanged 18 SP:Iteration 25Q (7627.380000 sec): 3 clusters Score: Raw -1189123.048785 + Penalty 3006.419703 = -1186116.629083 nChanged 18 SP:Iteration 26Q (7627.600000 sec): 3 clusters Score: Raw -1189125.872742 + Penalty 3006.419703 = -1186119.453039 nChanged 18 SP:Iteration 27Q (7627.840000 sec): 3 clusters Score: Raw -1189128.475647 + Penalty 3006.419703 = -1186122.055944 nChanged 24 SP:Iteration 28Q (7628.090000 sec): 3 clusters Score: Raw -1189132.678957 + Penalty 3006.419703 = -1186126.259255 nChanged 26 SP:Iteration 29Q (7628.340000 sec): 3 clusters Score: Raw -1189137.901399 + Penalty 3006.419703 = -1186131.481696 nChanged 31 SP:Iteration 30Q (7628.540000 sec): 3 clusters Score: Raw -1189143.459708 + Penalty 3006.419703 = -1186137.040005 nChanged 34 SP:Iteration 31Q (7628.780000 sec): 3 clusters Score: Raw -1189149.536242 + Penalty 3006.419703 = -1186143.116540 nChanged 28 SP:Iteration 32Q (7629.010000 sec): 3 clusters Score: Raw -1189154.156708 + Penalty 3006.419703 = -1186147.737005 nChanged 17 SP:Iteration 33Q (7629.270000 sec): 3 clusters Score: Raw -1189156.770333 + Penalty 3006.419703 = -1186150.350631 nChanged 24 SP:Iteration 34Q (7629.490000 sec): 3 clusters Score: Raw -1189161.004156 + Penalty 3006.419703 = -1186154.584453 nChanged 24 SP:Iteration 35Q (7629.730000 sec): 3 clusters Score: Raw -1189164.934881 + Penalty 3006.419703 = -1186158.515179 nChanged 24 SP:Iteration 36Q (7629.940000 sec): 3 clusters Score: Raw -1189169.060010 + Penalty 3006.419703 = -1186162.640308 nChanged 32 SP:Iteration 37Q (7630.150000 sec): 3 clusters Score: Raw -1189174.687599 + Penalty 3006.419703 = -1186168.267896 nChanged 27 SP:Iteration 38Q (7630.350000 sec): 3 clusters Score: Raw -1189178.836445 + Penalty 3006.419703 = -1186172.416743 nChanged 24 SP:Iteration 39Q (7630.540000 sec): 3 clusters Score: Raw -1189182.537273 + Penalty 3006.419703 = -1186176.117570 nChanged 21 SP:Iteration 40F (7630.740000 sec): 3 clusters Score: Raw -1189185.829187 + Penalty 3006.419703 = -1186179.409484 nChanged 24 SP:Iteration 41Q (7630.940000 sec): 3 clusters Score: Raw -1189189.668301 + Penalty 3006.419703 = -1186183.248599 nChanged 16 SP:Iteration 42Q (7631.200000 sec): 3 clusters Score: Raw -1189192.911968 + Penalty 3006.419703 = -1186186.492266 nChanged 12 SP:Iteration 43Q (7631.440000 sec): 3 clusters Score: Raw -1189194.910089 + Penalty 3006.419703 = -1186188.490387 nChanged 14 SP:Iteration 44Q (7631.670000 sec): 3 clusters Score: Raw -1189197.594634 + Penalty 3006.419703 = -1186191.174931 nChanged 17 SP:Iteration 45Q (7631.920000 sec): 3 clusters Score: Raw -1189201.407029 + Penalty 3006.419703 = -1186194.987327 nChanged 13 SP:Iteration 46Q (7632.170000 sec): 3 clusters Score: Raw -1189203.027523 + Penalty 3006.419703 = -1186196.607820 nChanged 10 SP:Iteration 47Q (7632.380000 sec): 3 clusters Score: Raw -1189204.515444 + Penalty 3006.419703 = -1186198.095742 nChanged 13 SP:Iteration 48Q (7632.640000 sec): 3 clusters Score: Raw -1189206.018843 + Penalty 3006.419703 = -1186199.599140 nChanged 8 SP:Iteration 49Q (7632.860000 sec): 3 clusters Score: Raw -1189207.224205 + Penalty 3006.419703 = -1186200.804502 nChanged 13 SP:Iteration 50Q (7633.130000 sec): 3 clusters Score: Raw -1189208.971919 + Penalty 3006.419703 = -1186202.552216 nChanged 11 SP:Iteration 51Q (7633.360000 sec): 3 clusters Score: Raw -1189210.349200 + Penalty 3006.419703 = -1186203.929498 nChanged 12 SP:Iteration 52Q (7633.560000 sec): 3 clusters Score: Raw -1189212.050616 + Penalty 3006.419703 = -1186205.630913 nChanged 10 SP:Iteration 53Q (7633.760000 sec): 3 clusters Score: Raw -1189213.445886 + Penalty 3006.419703 = -1186207.026183 nChanged 8 SP:Iteration 54Q (7633.990000 sec): 3 clusters Score: Raw -1189214.588902 + Penalty 3006.419703 = -1186208.169199 nChanged 7 SP:Iteration 55Q (7634.210000 sec): 3 clusters Score: Raw -1189215.521952 + Penalty 3006.419703 = -1186209.102250 nChanged 7 SP:Iteration 56Q (7634.390000 sec): 3 clusters Score: Raw -1189216.286629 + Penalty 3006.419703 = -1186209.866926 nChanged 7 SP:Iteration 57Q (7634.690000 sec): 3 clusters Score: Raw -1189217.016179 + Penalty 3006.419703 = -1186210.596477 nChanged 7 SP:Iteration 58Q (7634.960000 sec): 3 clusters Score: Raw -1189218.383078 + Penalty 3006.419703 = -1186211.963376 nChanged 10 SP:Iteration 59Q (7635.160000 sec): 3 clusters Score: Raw -1189220.020708 + Penalty 3006.419703 = -1186213.601005 nChanged 6 SP:Iteration 60F (7635.380000 sec): 3 clusters Score: Raw -1189221.157537 + Penalty 3006.419703 = -1186214.737835 nChanged 8 SP:Iteration 61Q (7635.650000 sec): 3 clusters Score: Raw -1189222.353944 + Penalty 3006.419703 = -1186215.934242 nChanged 7 SP:Iteration 62Q (7635.890000 sec): 3 clusters Score: Raw -1189223.102851 + Penalty 3006.419703 = -1186216.683149 nChanged 3 SP:Iteration 63Q (7636.110000 sec): 3 clusters Score: Raw -1189223.392559 + Penalty 3006.419703 = -1186216.972856 nChanged 3 SP:Iteration 64Q (7636.330000 sec): 3 clusters Score: Raw -1189223.633420 + Penalty 3006.419703 = -1186217.213717 nChanged 2 SP:Iteration 65Q (7636.540000 sec): 3 clusters Score: Raw -1189224.003693 + Penalty 3006.419703 = -1186217.583991 nChanged 3 SP:Iteration 66Q (7636.730000 sec): 3 clusters Score: Raw -1189224.568800 + Penalty 3006.419703 = -1186218.149097 nChanged 3 SP:Iteration 67Q (7636.950000 sec): 3 clusters Score: Raw -1189224.902028 + Penalty 3006.419703 = -1186218.482326 nChanged 3 SP:Iteration 68Q (7637.220000 sec): 3 clusters Score: Raw -1189225.274304 + Penalty 3006.419703 = -1186218.854602 nChanged 4 SP:Iteration 69Q (7637.420000 sec): 3 clusters Score: Raw -1189225.672451 + Penalty 3006.419703 = -1186219.252748 nChanged 4 SP:Iteration 70Q (7637.680000 sec): 3 clusters Score: Raw -1189226.198124 + Penalty 3006.419703 = -1186219.778422 nChanged 3 SP:Iteration 71Q (7637.880000 sec): 3 clusters Score: Raw -1189226.658593 + Penalty 3006.419703 = -1186220.238891 nChanged 4 SP:Iteration 72Q (7638.150000 sec): 3 clusters Score: Raw -1189227.097613 + Penalty 3006.419703 = -1186220.677910 nChanged 2 SP:Iteration 73Q (7638.440000 sec): 3 clusters Score: Raw -1189227.310374 + Penalty 3006.419703 = -1186220.890672 nChanged 2 SP:Iteration 74Q (7638.730000 sec): 3 clusters Score: Raw -1189227.550867 + Penalty 3006.419703 = -1186221.131165 nChanged 1 SP:Iteration 75Q (7638.990000 sec): 3 clusters Score: Raw -1189227.684953 + Penalty 3006.419703 = -1186221.265250 nChanged 1 SP:Iteration 76Q (7639.230000 sec): 3 clusters Score: Raw -1189227.785580 + Penalty 3006.419703 = -1186221.365878 nChanged 1 SP:Iteration 77Q (7639.440000 sec): 3 clusters Score: Raw -1189227.863170 + Penalty 3006.419703 = -1186221.443467 nChanged 2 SP:Iteration 78Q (7639.670000 sec): 3 clusters Score: Raw -1189228.048984 + Penalty 3006.419703 = -1186221.629282 nChanged 2 SP:Iteration 79Q (7639.890000 sec): 3 clusters Score: Raw -1189228.238827 + Penalty 3006.419703 = -1186221.819125 nChanged 1 SP:Iteration 80F (7640.100000 sec): 3 clusters Score: Raw -1189228.336668 + Penalty 3006.419703 = -1186221.916966 nChanged 1 SP:Iteration 81Q (7640.360000 sec): 3 clusters Score: Raw -1189228.375034 + Penalty 3006.419703 = -1186221.955332 nChanged 0 SP:Iteration 82F (7640.620000 sec): 3 clusters Score: Raw -1189228.375034 + Penalty 3006.419703 = -1186221.955332 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7640.720000 sec): 2 clusters Score: Raw -54165.956167 + Penalty 1018.111447 = -53147.844720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7640.870000 sec): 3 clusters Score: Raw -54152.924277 + Penalty 2036.222894 = -52116.701382 nChanged 135 SP:Iteration 1F (7641.020000 sec): 3 clusters Score: Raw -54297.903895 + Penalty 2036.222894 = -52261.681001 nChanged 29 SP:Iteration 2F (7641.200000 sec): 3 clusters Score: Raw -54336.398198 + Penalty 2036.222894 = -52300.175304 nChanged 11 SP:Iteration 3Q (7641.360000 sec): 3 clusters Score: Raw -54348.715379 + Penalty 2036.222894 = -52312.492485 nChanged 8 SP:Iteration 4Q (7641.520000 sec): 3 clusters Score: Raw -54357.624476 + Penalty 2036.222894 = -52321.401582 nChanged 7 SP:Iteration 5Q (7641.690000 sec): 3 clusters Score: Raw -54364.911060 + Penalty 2036.222894 = -52328.688166 nChanged 5 SP:Iteration 6Q (7641.980000 sec): 3 clusters Score: Raw -54368.700211 + Penalty 2036.222894 = -52332.477317 nChanged 3 SP:Iteration 7Q (7642.160000 sec): 3 clusters Score: Raw -54373.650878 + Penalty 2036.222894 = -52337.427984 nChanged 3 SP:Iteration 8Q (7642.320000 sec): 3 clusters Score: Raw -54376.677537 + Penalty 2036.222894 = -52340.454643 nChanged 1 SP:Iteration 9Q (7642.470000 sec): 3 clusters Score: Raw -54377.554187 + Penalty 2036.222894 = -52341.331293 nChanged 0 SP:Iteration 10F (7642.650000 sec): 3 clusters Score: Raw -54377.554187 + Penalty 2036.222894 = -52341.331293 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.720000 sec): 2 clusters Score: Raw -165327.541946 + Penalty 1197.457690 = -164130.084255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7642.900000 sec): 3 clusters Score: Raw -164724.449368 + Penalty 2394.915381 = -162329.533987 nChanged 505 SP:Iteration 1F (7643.100000 sec): 3 clusters Score: Raw -165106.496385 + Penalty 2394.915381 = -162711.581004 nChanged 141 SP:Iteration 2F (7643.320000 sec): 3 clusters Score: Raw -165257.487774 + Penalty 2394.915381 = -162862.572393 nChanged 79 SP:Iteration 3Q (7643.500000 sec): 3 clusters Score: Raw -165355.580290 + Penalty 2394.915381 = -162960.664909 nChanged 70 SP:Iteration 4Q (7643.650000 sec): 3 clusters Score: Raw -165449.586307 + Penalty 2394.915381 = -163054.670926 nChanged 65 SP:Iteration 5Q (7643.820000 sec): 3 clusters Score: Raw -165551.249067 + Penalty 2394.915381 = -163156.333687 nChanged 65 SP:Iteration 6Q (7643.990000 sec): 3 clusters Score: Raw -165662.622072 + Penalty 2394.915381 = -163267.706692 nChanged 67 SP:Iteration 7Q (7644.140000 sec): 3 clusters Score: Raw -165788.599644 + Penalty 2394.915381 = -163393.684264 nChanged 66 SP:Iteration 8Q (7644.290000 sec): 3 clusters Score: Raw -165884.325889 + Penalty 2394.915381 = -163489.410508 nChanged 40 SP:Iteration 9Q (7644.470000 sec): 3 clusters Score: Raw -165922.690812 + Penalty 2394.915381 = -163527.775431 nChanged 27 SP:Iteration 10Q (7644.610000 sec): 3 clusters Score: Raw -165951.306650 + Penalty 2394.915381 = -163556.391270 nChanged 19 SP:Iteration 11Q (7644.830000 sec): 3 clusters Score: Raw -165966.664616 + Penalty 2394.915381 = -163571.749236 nChanged 6 SP:Iteration 12Q (7645.020000 sec): 3 clusters Score: Raw -165971.299466 + Penalty 2394.915381 = -163576.384085 nChanged 7 SP:Iteration 13Q (7645.210000 sec): 3 clusters Score: Raw -165976.560551 + Penalty 2394.915381 = -163581.645170 nChanged 3 SP:Iteration 14Q (7645.390000 sec): 3 clusters Score: Raw -165978.132024 + Penalty 2394.915381 = -163583.216644 nChanged 2 SP:Iteration 15Q (7645.600000 sec): 3 clusters Score: Raw -165978.861014 + Penalty 2394.915381 = -163583.945633 nChanged 0 SP:Iteration 16F (7645.770000 sec): 3 clusters Score: Raw -165978.861014 + Penalty 2394.915381 = -163583.945633 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7645.890000 sec): 2 clusters Score: Raw -61766.339132 + Penalty 1019.648828 = -60746.690304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7646.040000 sec): 3 clusters Score: Raw -61674.518952 + Penalty 2039.297657 = -59635.221295 nChanged 114 SP:Iteration 1F (7646.210000 sec): 3 clusters Score: Raw -61839.959503 + Penalty 2039.297657 = -59800.661846 nChanged 28 SP:Iteration 2F (7646.360000 sec): 3 clusters Score: Raw -61878.262735 + Penalty 2039.297657 = -59838.965078 nChanged 12 SP:Iteration 3Q (7646.540000 sec): 3 clusters Score: Raw -61893.409667 + Penalty 2039.297657 = -59854.112010 nChanged 4 SP:Iteration 4Q (7646.690000 sec): 3 clusters Score: Raw -61902.006910 + Penalty 2039.297657 = -59862.709253 nChanged 2 SP:Iteration 5Q (7646.840000 sec): 3 clusters Score: Raw -61902.974983 + Penalty 2039.297657 = -59863.677326 nChanged 1 SP:Iteration 6Q (7647.010000 sec): 3 clusters Score: Raw -61903.634295 + Penalty 2039.297657 = -59864.336638 nChanged 0 SP:Iteration 7F (7647.220000 sec): 3 clusters Score: Raw -61903.634295 + Penalty 2039.297657 = -59864.336638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7647.280000 sec): 2 clusters Score: Raw -61341.392915 + Penalty 1023.877692 = -60317.515223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7647.460000 sec): 3 clusters Score: Raw -61236.070438 + Penalty 2047.755383 = -59188.315055 nChanged 127 SP:Iteration 1F (7647.650000 sec): 3 clusters Score: Raw -61391.224710 + Penalty 2047.755383 = -59343.469327 nChanged 26 SP:Iteration 2Q (7647.800000 sec): 3 clusters Score: Raw -61432.011739 + Penalty 2047.755383 = -59384.256355 nChanged 15 SP:Iteration 3Q (7648.020000 sec): 3 clusters Score: Raw -61455.128485 + Penalty 2047.755383 = -59407.373101 nChanged 9 SP:Iteration 4Q (7648.170000 sec): 3 clusters Score: Raw -61466.534486 + Penalty 2047.755383 = -59418.779102 nChanged 5 SP:Iteration 5Q (7648.370000 sec): 3 clusters Score: Raw -61474.797056 + Penalty 2047.755383 = -59427.041673 nChanged 4 SP:Iteration 6Q (7648.560000 sec): 3 clusters Score: Raw -61478.629624 + Penalty 2047.755383 = -59430.874241 nChanged 2 SP:Iteration 7Q (7648.740000 sec): 3 clusters Score: Raw -61480.352913 + Penalty 2047.755383 = -59432.597530 nChanged 1 SP:Iteration 8Q (7648.970000 sec): 3 clusters Score: Raw -61482.307993 + Penalty 2047.755383 = -59434.552610 nChanged 1 SP:Iteration 9Q (7649.170000 sec): 3 clusters Score: Raw -61482.672470 + Penalty 2047.755383 = -59434.917087 nChanged 0 SP:Iteration 10F (7649.340000 sec): 3 clusters Score: Raw -61482.672470 + Penalty 2047.755383 = -59434.917087 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7649.470000 sec): 2 clusters Score: Raw -44621.900842 + Penalty 983.464490 = -43638.436352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7649.640000 sec): 3 clusters Score: Raw -44612.465034 + Penalty 1966.928980 = -42645.536054 nChanged 90 SP:Iteration 1F (7649.830000 sec): 3 clusters Score: Raw -44762.398266 + Penalty 1966.928980 = -42795.469286 nChanged 25 SP:Iteration 2F (7650.030000 sec): 3 clusters Score: Raw -44823.855635 + Penalty 1966.928980 = -42856.926655 nChanged 17 SP:Iteration 3Q (7650.200000 sec): 3 clusters Score: Raw -44881.869881 + Penalty 1966.928980 = -42914.940901 nChanged 11 SP:Iteration 4Q (7650.390000 sec): 3 clusters Score: Raw -44910.670428 + Penalty 1966.928980 = -42943.741448 nChanged 16 SP:Iteration 5Q (7650.580000 sec): 3 clusters Score: Raw -44956.187057 + Penalty 1966.928980 = -42989.258078 nChanged 16 SP:Iteration 6Q (7650.740000 sec): 3 clusters Score: Raw -45024.888834 + Penalty 1966.928980 = -43057.959854 nChanged 13 SP:Iteration 7Q (7650.880000 sec): 3 clusters Score: Raw -45084.418608 + Penalty 1966.928980 = -43117.489628 nChanged 12 SP:Iteration 8Q (7651.030000 sec): 3 clusters Score: Raw -45138.054905 + Penalty 1966.928980 = -43171.125925 nChanged 12 SP:Iteration 9Q (7651.210000 sec): 3 clusters Score: Raw -45169.797680 + Penalty 1966.928980 = -43202.868701 nChanged 7 SP:Iteration 10Q (7651.360000 sec): 3 clusters Score: Raw -45192.103371 + Penalty 1966.928980 = -43225.174391 nChanged 5 SP:Iteration 11Q (7651.500000 sec): 3 clusters Score: Raw -45200.190413 + Penalty 1966.928980 = -43233.261433 nChanged 4 SP:Iteration 12Q (7651.680000 sec): 3 clusters Score: Raw -45214.658546 + Penalty 1966.928980 = -43247.729566 nChanged 3 SP:Iteration 13Q (7651.860000 sec): 3 clusters Score: Raw -45223.968246 + Penalty 1966.928980 = -43257.039266 nChanged 3 SP:Iteration 14Q (7652.000000 sec): 3 clusters Score: Raw -45228.433892 + Penalty 1966.928980 = -43261.504912 nChanged 1 SP:Iteration 15Q (7652.210000 sec): 3 clusters Score: Raw -45229.682866 + Penalty 1966.928980 = -43262.753886 nChanged 0 SP:Iteration 16F (7652.380000 sec): 3 clusters Score: Raw -45229.682866 + Penalty 1966.928980 = -43262.753886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7652.420000 sec): 2 clusters Score: Raw -65092.622816 + Penalty 1049.734474 = -64042.888342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7652.540000 sec): 3 clusters Score: Raw -64978.273530 + Penalty 2099.468948 = -62878.804582 nChanged 173 SP:Iteration 1F (7652.720000 sec): 3 clusters Score: Raw -65221.656779 + Penalty 2099.468948 = -63122.187832 nChanged 44 SP:Iteration 2F (7652.920000 sec): 3 clusters Score: Raw -65290.102571 + Penalty 2099.468948 = -63190.633624 nChanged 22 SP:Iteration 3Q (7653.100000 sec): 3 clusters Score: Raw -65337.137416 + Penalty 2099.468948 = -63237.668468 nChanged 24 SP:Iteration 4Q (7653.310000 sec): 3 clusters Score: Raw -65399.629690 + Penalty 2099.468948 = -63300.160742 nChanged 20 SP:Iteration 5Q (7653.520000 sec): 3 clusters Score: Raw -65443.784137 + Penalty 2099.468948 = -63344.315190 nChanged 14 SP:Iteration 6Q (7653.700000 sec): 3 clusters Score: Raw -65468.928066 + Penalty 2099.468948 = -63369.459119 nChanged 10 SP:Iteration 7Q (7653.860000 sec): 3 clusters Score: Raw -65487.898049 + Penalty 2099.468948 = -63388.429101 nChanged 12 SP:Iteration 8Q (7653.980000 sec): 3 clusters Score: Raw -65507.216142 + Penalty 2099.468948 = -63407.747194 nChanged 8 SP:Iteration 9Q (7654.160000 sec): 3 clusters Score: Raw -65523.971322 + Penalty 2099.468948 = -63424.502375 nChanged 5 SP:Iteration 10Q (7654.360000 sec): 3 clusters Score: Raw -65532.947585 + Penalty 2099.468948 = -63433.478637 nChanged 5 SP:Iteration 11Q (7654.550000 sec): 3 clusters Score: Raw -65539.487241 + Penalty 2099.468948 = -63440.018294 nChanged 2 SP:Iteration 12Q (7654.740000 sec): 3 clusters Score: Raw -65540.518159 + Penalty 2099.468948 = -63441.049211 nChanged 0 SP:Iteration 13F (7654.910000 sec): 3 clusters Score: Raw -65540.518159 + Penalty 2099.468948 = -63441.049211 nChanged 0 Iteration 219Q (7667.050000 sec): 28 clusters Score: Raw -42924040.673917 + Penalty 56451.248840 = -42867589.425076 nChanged 4 Iteration 220F (7686.510000 sec): 28 clusters Score: Raw -42924040.726306 + Penalty 56451.248840 = -42867589.477465 nChanged 6 Iteration 221Q (7698.160000 sec): 28 clusters Score: Raw -42924040.802934 + Penalty 56451.248840 = -42867589.554094 nChanged 3 Iteration 222Q (7708.320000 sec): 28 clusters Score: Raw -42924040.879463 + Penalty 56451.248840 = -42867589.630622 nChanged 7 Iteration 223Q (7719.800000 sec): 28 clusters Score: Raw -42924041.032646 + Penalty 56451.248840 = -42867589.783805 nChanged 4 Iteration 224Q (7730.700000 sec): 28 clusters Score: Raw -42924041.171140 + Penalty 56451.248840 = -42867589.922300 nChanged 3 Iteration 225Q (7742.090000 sec): 28 clusters Score: Raw -42924041.234079 + Penalty 56451.248840 = -42867589.985239 nChanged 2 Iteration 226Q (7753.550000 sec): 28 clusters Score: Raw -42924041.317095 + Penalty 56451.248840 = -42867590.068254 nChanged 3 Iteration 227Q (7766.540000 sec): 28 clusters Score: Raw -42924041.428918 + Penalty 56451.248840 = -42867590.180078 nChanged 4 Iteration 228Q (7779.270000 sec): 28 clusters Score: Raw -42924041.515430 + Penalty 56451.248840 = -42867590.266589 nChanged 4 Iteration 229Q (7791.750000 sec): 28 clusters Score: Raw -42924041.653762 + Penalty 56451.248840 = -42867590.404921 nChanged 5 Iteration 230Q (7804.560000 sec): 28 clusters Score: Raw -42924041.813522 + Penalty 56451.248840 = -42867590.564682 nChanged 6 Iteration 231Q (7817.190000 sec): 28 clusters Score: Raw -42924042.013953 + Penalty 56451.248840 = -42867590.765113 nChanged 8 Iteration 232Q (7827.890000 sec): 28 clusters Score: Raw -42924042.300062 + Penalty 56451.248840 = -42867591.051222 nChanged 13 Iteration 233Q (7837.760000 sec): 28 clusters Score: Raw -42924042.651114 + Penalty 56451.248840 = -42867591.402274 nChanged 9 Iteration 234Q (7849.100000 sec): 28 clusters Score: Raw -42924042.802015 + Penalty 56451.248840 = -42867591.553175 nChanged 7 Iteration 235Q (7860.440000 sec): 28 clusters Score: Raw -42924042.915254 + Penalty 56451.248840 = -42867591.666414 nChanged 5 Iteration 236Q (7871.000000 sec): 28 clusters Score: Raw -42924043.006237 + Penalty 56451.248840 = -42867591.757396 nChanged 4 Iteration 237Q (7883.180000 sec): 28 clusters Score: Raw -42924043.132593 + Penalty 56451.248840 = -42867591.883753 nChanged 5 Iteration 238Q (7896.020000 sec): 28 clusters Score: Raw -42924043.310526 + Penalty 56451.248840 = -42867592.061685 nChanged 5 Iteration 239Q (7907.060000 sec): 28 clusters Score: Raw -42924043.516030 + Penalty 56451.248840 = -42867592.267190 nChanged 9 Iteration 240F (7926.650000 sec): 28 clusters Score: Raw -42924043.779438 + Penalty 56451.248840 = -42867592.530598 nChanged 10 Iteration 241Q (7938.540000 sec): 28 clusters Score: Raw -42924044.277474 + Penalty 56451.248840 = -42867593.028633 nChanged 16 Iteration 242Q (7950.490000 sec): 28 clusters Score: Raw -42924044.992233 + Penalty 56451.248840 = -42867593.743393 nChanged 16 Iteration 243Q (7962.470000 sec): 28 clusters Score: Raw -42924045.849679 + Penalty 56451.248840 = -42867594.600839 nChanged 20 Iteration 244Q (7974.490000 sec): 28 clusters Score: Raw -42924047.303706 + Penalty 56451.248840 = -42867596.054865 nChanged 30 Iteration 245Q (7985.820000 sec): 28 clusters Score: Raw -42924048.737104 + Penalty 56451.248840 = -42867597.488263 nChanged 30 Iteration 246Q (7998.460000 sec): 28 clusters Score: Raw -42924050.535740 + Penalty 56451.248840 = -42867599.286899 nChanged 24 Iteration 247Q (8012.230000 sec): 28 clusters Score: Raw -42924051.271724 + Penalty 56451.248840 = -42867600.022884 nChanged 22 Iteration 248Q (8024.030000 sec): 28 clusters Score: Raw -42924051.929711 + Penalty 56451.248840 = -42867600.680871 nChanged 19 Iteration 249Q (8036.100000 sec): 28 clusters Score: Raw -42924052.414184 + Penalty 56451.248840 = -42867601.165343 nChanged 17 Iteration 250Q (8048.120000 sec): 28 clusters Score: Raw -42924052.851534 + Penalty 56451.248840 = -42867601.602693 nChanged 19 Iteration 251Q (8059.900000 sec): 28 clusters Score: Raw -42924053.324947 + Penalty 56451.248840 = -42867602.076107 nChanged 12 Iteration 252Q (8072.050000 sec): 28 clusters Score: Raw -42924053.643385 + Penalty 56451.248840 = -42867602.394545 nChanged 14 Iteration 253Q (8084.270000 sec): 28 clusters Score: Raw -42924054.022338 + Penalty 56451.248840 = -42867602.773498 nChanged 15 Iteration 254Q (8095.780000 sec): 28 clusters Score: Raw -42924054.414763 + Penalty 56451.248840 = -42867603.165923 nChanged 14 Iteration 255Q (8107.030000 sec): 28 clusters Score: Raw -42924054.945935 + Penalty 56451.248840 = -42867603.697094 nChanged 19 Iteration 256Q (8118.820000 sec): 28 clusters Score: Raw -42924055.591573 + Penalty 56451.248840 = -42867604.342733 nChanged 27 Iteration 257Q (8130.610000 sec): 28 clusters Score: Raw -42924056.391932 + Penalty 56451.248840 = -42867605.143091 nChanged 24 Iteration 258Q (8143.950000 sec): 28 clusters Score: Raw -42924057.001609 + Penalty 56451.248840 = -42867605.752768 nChanged 25 Writing temp clu file Because OldScore, -42867605.143091, is greater than current (better) Score,-42867605.752768 Compute initial score before splitting: Score: Raw -42924057.001609 + Penalty 56451.248840 = -42867605.752768 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8144.120000 sec): 2 clusters Score: Raw -98681.668869 + Penalty 1096.863819 = -97584.805050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8144.330000 sec): 3 clusters Score: Raw -98437.174399 + Penalty 2193.727638 = -96243.446761 nChanged 225 SP:Iteration 1F (8144.500000 sec): 3 clusters Score: Raw -98650.870195 + Penalty 2193.727638 = -96457.142557 nChanged 57 SP:Iteration 2F (8144.670000 sec): 3 clusters Score: Raw -98699.095914 + Penalty 2193.727638 = -96505.368276 nChanged 20 SP:Iteration 3Q (8144.830000 sec): 3 clusters Score: Raw -98717.288268 + Penalty 2193.727638 = -96523.560630 nChanged 11 SP:Iteration 4Q (8145.030000 sec): 3 clusters Score: Raw -98731.945190 + Penalty 2193.727638 = -96538.217552 nChanged 11 SP:Iteration 5Q (8145.210000 sec): 3 clusters Score: Raw -98745.648015 + Penalty 2193.727638 = -96551.920377 nChanged 3 SP:Iteration 6Q (8145.430000 sec): 3 clusters Score: Raw -98747.185703 + Penalty 2193.727638 = -96553.458065 nChanged 1 SP:Iteration 7Q (8145.630000 sec): 3 clusters Score: Raw -98748.887026 + Penalty 2193.727638 = -96555.159388 nChanged 2 SP:Iteration 8Q (8145.790000 sec): 3 clusters Score: Raw -98749.714296 + Penalty 2193.727638 = -96555.986658 nChanged 1 SP:Iteration 9Q (8145.990000 sec): 3 clusters Score: Raw -98751.090764 + Penalty 2193.727638 = -96557.363126 nChanged 0 SP:Iteration 10F (8146.160000 sec): 3 clusters Score: Raw -98751.090764 + Penalty 2193.727638 = -96557.363126 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8146.250000 sec): 2 clusters Score: Raw -59752.350866 + Penalty 1022.980725 = -58729.370141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8146.460000 sec): 3 clusters Score: Raw -59652.910675 + Penalty 2045.961450 = -57606.949225 nChanged 121 SP:Iteration 1F (8146.640000 sec): 3 clusters Score: Raw -59796.744700 + Penalty 2045.961450 = -57750.783249 nChanged 31 SP:Iteration 2F (8146.840000 sec): 3 clusters Score: Raw -59830.832214 + Penalty 2045.961450 = -57784.870764 nChanged 12 SP:Iteration 3Q (8147.080000 sec): 3 clusters Score: Raw -59850.558052 + Penalty 2045.961450 = -57804.596602 nChanged 7 SP:Iteration 4Q (8147.290000 sec): 3 clusters Score: Raw -59865.899653 + Penalty 2045.961450 = -57819.938203 nChanged 7 SP:Iteration 5Q (8147.500000 sec): 3 clusters Score: Raw -59876.122266 + Penalty 2045.961450 = -57830.160816 nChanged 6 SP:Iteration 6Q (8147.660000 sec): 3 clusters Score: Raw -59887.083092 + Penalty 2045.961450 = -57841.121641 nChanged 7 SP:Iteration 7Q (8147.860000 sec): 3 clusters Score: Raw -59896.416132 + Penalty 2045.961450 = -57850.454682 nChanged 5 SP:Iteration 8Q (8148.030000 sec): 3 clusters Score: Raw -59904.884764 + Penalty 2045.961450 = -57858.923313 nChanged 8 SP:Iteration 9Q (8148.180000 sec): 3 clusters Score: Raw -59917.989324 + Penalty 2045.961450 = -57872.027874 nChanged 4 SP:Iteration 10Q (8148.340000 sec): 3 clusters Score: Raw -59923.903729 + Penalty 2045.961450 = -57877.942278 nChanged 1 SP:Iteration 11Q (8148.540000 sec): 3 clusters Score: Raw -59926.004582 + Penalty 2045.961450 = -57880.043132 nChanged 0 SP:Iteration 12F (8148.730000 sec): 3 clusters Score: Raw -59926.004582 + Penalty 2045.961450 = -57880.043132 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8148.870000 sec): 2 clusters Score: Raw -575189.209422 + Penalty 1383.913842 = -573805.295581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8149.100000 sec): 3 clusters Score: Raw -572557.900398 + Penalty 2767.827683 = -569790.072715 nChanged 2059 SP:Iteration 1F (8149.290000 sec): 3 clusters Score: Raw -573669.205292 + Penalty 2767.827683 = -570901.377609 nChanged 368 SP:Iteration 2F (8149.490000 sec): 3 clusters Score: Raw -573878.297175 + Penalty 2767.827683 = -571110.469492 nChanged 285 SP:Iteration 3F (8149.720000 sec): 3 clusters Score: Raw -574025.758403 + Penalty 2767.827683 = -571257.930720 nChanged 231 SP:Iteration 4Q (8149.930000 sec): 3 clusters Score: Raw -574131.470243 + Penalty 2767.827683 = -571363.642560 nChanged 187 SP:Iteration 5Q (8150.130000 sec): 3 clusters Score: Raw -574225.648143 + Penalty 2767.827683 = -571457.820460 nChanged 176 SP:Iteration 6Q (8150.360000 sec): 3 clusters Score: Raw -574311.004191 + Penalty 2767.827683 = -571543.176508 nChanged 151 SP:Iteration 7Q (8150.550000 sec): 3 clusters Score: Raw -574377.917174 + Penalty 2767.827683 = -571610.089491 nChanged 143 SP:Iteration 8Q (8150.750000 sec): 3 clusters Score: Raw -574435.613051 + Penalty 2767.827683 = -571667.785367 nChanged 122 SP:Iteration 9Q (8150.940000 sec): 3 clusters Score: Raw -574485.183525 + Penalty 2767.827683 = -571717.355842 nChanged 123 SP:Iteration 10Q (8151.170000 sec): 3 clusters Score: Raw -574538.271307 + Penalty 2767.827683 = -571770.443623 nChanged 125 SP:Iteration 11Q (8151.380000 sec): 3 clusters Score: Raw -574597.201101 + Penalty 2767.827683 = -571829.373418 nChanged 129 SP:Iteration 12Q (8151.590000 sec): 3 clusters Score: Raw -574671.192418 + Penalty 2767.827683 = -571903.364735 nChanged 157 SP:Iteration 13Q (8151.780000 sec): 3 clusters Score: Raw -574765.405564 + Penalty 2767.827683 = -571997.577881 nChanged 143 SP:Iteration 14Q (8151.990000 sec): 3 clusters Score: Raw -574861.586769 + Penalty 2767.827683 = -572093.759086 nChanged 158 SP:Iteration 15Q (8152.180000 sec): 3 clusters Score: Raw -574974.689313 + Penalty 2767.827683 = -572206.861630 nChanged 148 SP:Iteration 16Q (8152.400000 sec): 3 clusters Score: Raw -575090.774284 + Penalty 2767.827683 = -572322.946601 nChanged 136 SP:Iteration 17Q (8152.600000 sec): 3 clusters Score: Raw -575195.828176 + Penalty 2767.827683 = -572428.000493 nChanged 100 SP:Iteration 18Q (8152.770000 sec): 3 clusters Score: Raw -575268.109428 + Penalty 2767.827683 = -572500.281745 nChanged 66 SP:Iteration 19Q (8152.960000 sec): 3 clusters Score: Raw -575311.760022 + Penalty 2767.827683 = -572543.932339 nChanged 43 SP:Iteration 20F (8153.140000 sec): 3 clusters Score: Raw -575336.358811 + Penalty 2767.827683 = -572568.531128 nChanged 34 SP:Iteration 21Q (8153.320000 sec): 3 clusters Score: Raw -575359.417806 + Penalty 2767.827683 = -572591.590122 nChanged 25 SP:Iteration 22Q (8153.490000 sec): 3 clusters Score: Raw -575374.859118 + Penalty 2767.827683 = -572607.031435 nChanged 24 SP:Iteration 23Q (8153.670000 sec): 3 clusters Score: Raw -575391.383336 + Penalty 2767.827683 = -572623.555653 nChanged 19 SP:Iteration 24Q (8153.870000 sec): 3 clusters Score: Raw -575405.306353 + Penalty 2767.827683 = -572637.478670 nChanged 15 SP:Iteration 25Q (8154.100000 sec): 3 clusters Score: Raw -575413.127721 + Penalty 2767.827683 = -572645.300038 nChanged 13 SP:Iteration 26Q (8154.290000 sec): 3 clusters Score: Raw -575423.516941 + Penalty 2767.827683 = -572655.689258 nChanged 11 SP:Iteration 27Q (8154.490000 sec): 3 clusters Score: Raw -575431.262739 + Penalty 2767.827683 = -572663.435056 nChanged 9 SP:Iteration 28Q (8154.710000 sec): 3 clusters Score: Raw -575438.608954 + Penalty 2767.827683 = -572670.781271 nChanged 6 SP:Iteration 29Q (8154.880000 sec): 3 clusters Score: Raw -575443.127023 + Penalty 2767.827683 = -572675.299340 nChanged 4 SP:Iteration 30Q (8155.030000 sec): 3 clusters Score: Raw -575446.082946 + Penalty 2767.827683 = -572678.255263 nChanged 6 SP:Iteration 31Q (8155.210000 sec): 3 clusters Score: Raw -575451.129565 + Penalty 2767.827683 = -572683.301882 nChanged 7 SP:Iteration 32Q (8155.380000 sec): 3 clusters Score: Raw -575457.179834 + Penalty 2767.827683 = -572689.352151 nChanged 9 SP:Iteration 33Q (8155.530000 sec): 3 clusters Score: Raw -575465.111904 + Penalty 2767.827683 = -572697.284221 nChanged 2 SP:Iteration 34Q (8155.730000 sec): 3 clusters Score: Raw -575466.823808 + Penalty 2767.827683 = -572698.996125 nChanged 1 SP:Iteration 35Q (8155.900000 sec): 3 clusters Score: Raw -575467.162885 + Penalty 2767.827683 = -572699.335202 nChanged 0 SP:Iteration 36F (8156.070000 sec): 3 clusters Score: Raw -575467.162885 + Penalty 2767.827683 = -572699.335202 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8157.090000 sec): 2 clusters Score: Raw -27826347.559848 + Penalty 2018.621841 = -27824328.938007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8158.220000 sec): 3 clusters Score: Raw -27660961.503818 + Penalty 4037.243683 = -27656924.260136 nChanged 120957 SP:Iteration 1F (8159.370000 sec): 3 clusters Score: Raw -27732346.402474 + Penalty 4037.243683 = -27728309.158791 nChanged 6447 SP:Iteration 2Q (8160.860000 sec): 3 clusters Score: Raw -27733610.328466 + Penalty 4037.243683 = -27729573.084783 nChanged 6869 SP:Iteration 3Q (8162.310000 sec): 3 clusters Score: Raw -27735112.772566 + Penalty 4037.243683 = -27731075.528883 nChanged 7665 SP:Iteration 4Q (8163.740000 sec): 3 clusters Score: Raw -27737052.562147 + Penalty 4037.243683 = -27733015.318464 nChanged 8746 SP:Iteration 5Q (8165.130000 sec): 3 clusters Score: Raw -27739734.508560 + Penalty 4037.243683 = -27735697.264877 nChanged 9911 SP:Iteration 6Q (8166.540000 sec): 3 clusters Score: Raw -27743575.963647 + Penalty 4037.243683 = -27739538.719965 nChanged 11687 SP:Iteration 7Q (8168.030000 sec): 3 clusters Score: Raw -27749612.681813 + Penalty 4037.243683 = -27745575.438131 nChanged 13547 SP:Iteration 8F (8169.310000 sec): 3 clusters Score: Raw -27758862.828905 + Penalty 4037.243683 = -27754825.585222 nChanged 15062 SP:Iteration 9F (8170.540000 sec): 3 clusters Score: Raw -27770852.187471 + Penalty 4037.243683 = -27766814.943788 nChanged 14871 SP:Iteration 10F (8171.860000 sec): 3 clusters Score: Raw -27781828.943786 + Penalty 4037.243683 = -27777791.700103 nChanged 11971 SP:Iteration 11Q (8173.270000 sec): 3 clusters Score: Raw -27788331.442549 + Penalty 4037.243683 = -27784294.198867 nChanged 7987 SP:Iteration 12Q (8174.710000 sec): 3 clusters Score: Raw -27791298.774148 + Penalty 4037.243683 = -27787261.530465 nChanged 5383 SP:Iteration 13Q (8175.950000 sec): 3 clusters Score: Raw -27792971.446607 + Penalty 4037.243683 = -27788934.202925 nChanged 4532 SP:Iteration 14Q (8177.240000 sec): 3 clusters Score: Raw -27794327.764898 + Penalty 4037.243683 = -27790290.521215 nChanged 4454 SP:Iteration 15Q (8178.490000 sec): 3 clusters Score: Raw -27795656.388645 + Penalty 4037.243683 = -27791619.144962 nChanged 4552 SP:Iteration 16Q (8179.830000 sec): 3 clusters Score: Raw -27797082.784229 + Penalty 4037.243683 = -27793045.540546 nChanged 4700 SP:Iteration 17Q (8181.000000 sec): 3 clusters Score: Raw -27798671.212277 + Penalty 4037.243683 = -27794633.968595 nChanged 4795 SP:Iteration 18Q (8182.150000 sec): 3 clusters Score: Raw -27800430.138280 + Penalty 4037.243683 = -27796392.894598 nChanged 4984 SP:Iteration 19Q (8183.480000 sec): 3 clusters Score: Raw -27802397.936734 + Penalty 4037.243683 = -27798360.693051 nChanged 5011 SP:Iteration 20F (8184.760000 sec): 3 clusters Score: Raw -27804547.951159 + Penalty 4037.243683 = -27800510.707477 nChanged 5068 SP:Iteration 21Q (8186.170000 sec): 3 clusters Score: Raw -27806892.299336 + Penalty 4037.243683 = -27802855.055653 nChanged 4932 SP:Iteration 22Q (8187.450000 sec): 3 clusters Score: Raw -27809344.274168 + Penalty 4037.243683 = -27805307.030485 nChanged 4873 SP:Iteration 23Q (8188.730000 sec): 3 clusters Score: Raw -27811995.473222 + Penalty 4037.243683 = -27807958.229539 nChanged 4703 SP:Iteration 24Q (8189.920000 sec): 3 clusters Score: Raw -27814808.103103 + Penalty 4037.243683 = -27810770.859420 nChanged 4354 SP:Iteration 25Q (8191.120000 sec): 3 clusters Score: Raw -27817634.506121 + Penalty 4037.243683 = -27813597.262438 nChanged 3799 SP:Iteration 26Q (8192.170000 sec): 3 clusters Score: Raw -27820249.015010 + Penalty 4037.243683 = -27816211.771328 nChanged 3126 SP:Iteration 27Q (8193.200000 sec): 3 clusters Score: Raw -27822406.848004 + Penalty 4037.243683 = -27818369.604322 nChanged 2303 SP:Iteration 28Q (8194.450000 sec): 3 clusters Score: Raw -27823965.870860 + Penalty 4037.243683 = -27819928.627178 nChanged 1593 SP:Iteration 29Q (8195.590000 sec): 3 clusters Score: Raw -27824974.290069 + Penalty 4037.243683 = -27820937.046386 nChanged 1025 SP:Iteration 30Q (8196.800000 sec): 3 clusters Score: Raw -27825620.354752 + Penalty 4037.243683 = -27821583.111069 nChanged 648 SP:Iteration 31Q (8197.880000 sec): 3 clusters Score: Raw -27826030.518246 + Penalty 4037.243683 = -27821993.274564 nChanged 409 SP:Iteration 32Q (8198.920000 sec): 3 clusters Score: Raw -27826283.665864 + Penalty 4037.243683 = -27822246.422181 nChanged 213 SP:Iteration 33Q (8199.960000 sec): 3 clusters Score: Raw -27826406.780307 + Penalty 4037.243683 = -27822369.536624 nChanged 142 SP:Iteration 34Q (8201.020000 sec): 3 clusters Score: Raw -27826492.480694 + Penalty 4037.243683 = -27822455.237011 nChanged 132 SP:Iteration 35Q (8202.090000 sec): 3 clusters Score: Raw -27826574.537834 + Penalty 4037.243683 = -27822537.294152 nChanged 109 SP:Iteration 36Q (8203.170000 sec): 3 clusters Score: Raw -27826635.154341 + Penalty 4037.243683 = -27822597.910659 nChanged 72 SP:Iteration 37Q (8204.230000 sec): 3 clusters Score: Raw -27826671.269733 + Penalty 4037.243683 = -27822634.026050 nChanged 44 SP:Iteration 38Q (8205.320000 sec): 3 clusters Score: Raw -27826691.957602 + Penalty 4037.243683 = -27822654.713920 nChanged 41 SP:Iteration 39Q (8206.440000 sec): 3 clusters Score: Raw -27826709.779688 + Penalty 4037.243683 = -27822672.536006 nChanged 31 SP:Iteration 40F (8207.750000 sec): 3 clusters Score: Raw -27826723.950667 + Penalty 4037.243683 = -27822686.706985 nChanged 23 SP:Iteration 41Q (8208.790000 sec): 3 clusters Score: Raw -27826732.984298 + Penalty 4037.243683 = -27822695.740616 nChanged 18 SP:Iteration 42Q (8209.830000 sec): 3 clusters Score: Raw -27826744.002161 + Penalty 4037.243683 = -27822706.758479 nChanged 18 SP:Iteration 43Q (8210.920000 sec): 3 clusters Score: Raw -27826751.491544 + Penalty 4037.243683 = -27822714.247862 nChanged 11 SP:Iteration 44Q (8211.930000 sec): 3 clusters Score: Raw -27826756.007327 + Penalty 4037.243683 = -27822718.763644 nChanged 7 SP:Iteration 45Q (8213.000000 sec): 3 clusters Score: Raw -27826758.623990 + Penalty 4037.243683 = -27822721.380308 nChanged 9 SP:Iteration 46Q (8214.010000 sec): 3 clusters Score: Raw -27826761.682493 + Penalty 4037.243683 = -27822724.438811 nChanged 7 SP:Iteration 47Q (8215.040000 sec): 3 clusters Score: Raw -27826764.202319 + Penalty 4037.243683 = -27822726.958637 nChanged 7 SP:Iteration 48Q (8216.170000 sec): 3 clusters Score: Raw -27826767.201300 + Penalty 4037.243683 = -27822729.957617 nChanged 4 SP:Iteration 49Q (8217.240000 sec): 3 clusters Score: Raw -27826768.617728 + Penalty 4037.243683 = -27822731.374045 nChanged 4 SP:Iteration 50Q (8218.260000 sec): 3 clusters Score: Raw -27826769.670715 + Penalty 4037.243683 = -27822732.427032 nChanged 3 SP:Iteration 51Q (8219.370000 sec): 3 clusters Score: Raw -27826770.389603 + Penalty 4037.243683 = -27822733.145921 nChanged 1 SP:Iteration 52Q (8220.480000 sec): 3 clusters Score: Raw -27826770.712288 + Penalty 4037.243683 = -27822733.468606 nChanged 0 SP:Iteration 53F (8221.600000 sec): 3 clusters Score: Raw -27826770.712288 + Penalty 4037.243683 = -27822733.468606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8221.840000 sec): 2 clusters Score: Raw -2244636.785793 + Penalty 1606.967959 = -2243029.817834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8222.170000 sec): 3 clusters Score: Raw -2232819.380545 + Penalty 3213.935919 = -2229605.444626 nChanged 8862 SP:Iteration 1F (8222.400000 sec): 3 clusters Score: Raw -2237730.682225 + Penalty 3213.935919 = -2234516.746306 nChanged 1024 SP:Iteration 2F (8222.630000 sec): 3 clusters Score: Raw -2238148.739770 + Penalty 3213.935919 = -2234934.803851 nChanged 994 SP:Iteration 3F (8222.910000 sec): 3 clusters Score: Raw -2238564.930777 + Penalty 3213.935919 = -2235350.994858 nChanged 1002 SP:Iteration 4F (8223.260000 sec): 3 clusters Score: Raw -2239062.479401 + Penalty 3213.935919 = -2235848.543482 nChanged 1084 SP:Iteration 5F (8223.540000 sec): 3 clusters Score: Raw -2239677.256524 + Penalty 3213.935919 = -2236463.320606 nChanged 1157 SP:Iteration 6F (8223.770000 sec): 3 clusters Score: Raw -2240380.556857 + Penalty 3213.935919 = -2237166.620939 nChanged 1183 SP:Iteration 7F (8224.050000 sec): 3 clusters Score: Raw -2241170.416501 + Penalty 3213.935919 = -2237956.480582 nChanged 1173 SP:Iteration 8F (8224.340000 sec): 3 clusters Score: Raw -2242022.141442 + Penalty 3213.935919 = -2238808.205524 nChanged 1099 SP:Iteration 9F (8224.610000 sec): 3 clusters Score: Raw -2242892.529554 + Penalty 3213.935919 = -2239678.593635 nChanged 889 SP:Iteration 10Q (8224.880000 sec): 3 clusters Score: Raw -2243633.571311 + Penalty 3213.935919 = -2240419.635392 nChanged 630 SP:Iteration 11Q (8225.190000 sec): 3 clusters Score: Raw -2244185.084743 + Penalty 3213.935919 = -2240971.148825 nChanged 405 SP:Iteration 12Q (8225.460000 sec): 3 clusters Score: Raw -2244542.830089 + Penalty 3213.935919 = -2241328.894170 nChanged 230 SP:Iteration 13Q (8225.690000 sec): 3 clusters Score: Raw -2244733.531861 + Penalty 3213.935919 = -2241519.595943 nChanged 107 SP:Iteration 14Q (8225.930000 sec): 3 clusters Score: Raw -2244821.605907 + Penalty 3213.935919 = -2241607.669988 nChanged 51 SP:Iteration 15Q (8226.160000 sec): 3 clusters Score: Raw -2244860.017554 + Penalty 3213.935919 = -2241646.081635 nChanged 27 SP:Iteration 16Q (8226.460000 sec): 3 clusters Score: Raw -2244877.667111 + Penalty 3213.935919 = -2241663.731193 nChanged 13 SP:Iteration 17Q (8226.680000 sec): 3 clusters Score: Raw -2244892.935876 + Penalty 3213.935919 = -2241678.999957 nChanged 15 SP:Iteration 18Q (8226.930000 sec): 3 clusters Score: Raw -2244904.969925 + Penalty 3213.935919 = -2241691.034006 nChanged 12 SP:Iteration 19Q (8227.210000 sec): 3 clusters Score: Raw -2244912.119160 + Penalty 3213.935919 = -2241698.183242 nChanged 5 SP:Iteration 20F (8227.440000 sec): 3 clusters Score: Raw -2244915.510312 + Penalty 3213.935919 = -2241701.574393 nChanged 7 SP:Iteration 21Q (8227.700000 sec): 3 clusters Score: Raw -2244920.399379 + Penalty 3213.935919 = -2241706.463460 nChanged 7 SP:Iteration 22Q (8227.940000 sec): 3 clusters Score: Raw -2244926.582315 + Penalty 3213.935919 = -2241712.646397 nChanged 7 SP:Iteration 23Q (8228.170000 sec): 3 clusters Score: Raw -2244934.004664 + Penalty 3213.935919 = -2241720.068745 nChanged 5 SP:Iteration 24Q (8228.400000 sec): 3 clusters Score: Raw -2244937.287444 + Penalty 3213.935919 = -2241723.351525 nChanged 3 SP:Iteration 25Q (8228.650000 sec): 3 clusters Score: Raw -2244939.115251 + Penalty 3213.935919 = -2241725.179332 nChanged 0 SP:Iteration 26F (8228.890000 sec): 3 clusters Score: Raw -2244939.115251 + Penalty 3213.935919 = -2241725.179332 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8229.020000 sec): 2 clusters Score: Raw -1192410.567294 + Penalty 1501.893293 = -1190908.674000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8229.230000 sec): 3 clusters Score: Raw -1186594.764396 + Penalty 3003.786586 = -1183590.977810 nChanged 4446 SP:Iteration 1F (8229.490000 sec): 3 clusters Score: Raw -1189029.560308 + Penalty 3003.786586 = -1186025.773721 nChanged 637 SP:Iteration 2F (8229.750000 sec): 3 clusters Score: Raw -1189306.012287 + Penalty 3003.786586 = -1186302.225701 nChanged 517 SP:Iteration 3F (8229.930000 sec): 3 clusters Score: Raw -1189515.411604 + Penalty 3003.786586 = -1186511.625018 nChanged 413 SP:Iteration 4Q (8230.170000 sec): 3 clusters Score: Raw -1189652.852506 + Penalty 3003.786586 = -1186649.065919 nChanged 341 SP:Iteration 5Q (8230.440000 sec): 3 clusters Score: Raw -1189762.617001 + Penalty 3003.786586 = -1186758.830415 nChanged 288 SP:Iteration 6Q (8230.660000 sec): 3 clusters Score: Raw -1189865.099945 + Penalty 3003.786586 = -1186861.313359 nChanged 293 SP:Iteration 7Q (8230.870000 sec): 3 clusters Score: Raw -1189994.423811 + Penalty 3003.786586 = -1186990.637225 nChanged 332 SP:Iteration 8Q (8231.120000 sec): 3 clusters Score: Raw -1190162.175067 + Penalty 3003.786586 = -1187158.388481 nChanged 382 SP:Iteration 9Q (8231.370000 sec): 3 clusters Score: Raw -1190366.607295 + Penalty 3003.786586 = -1187362.820708 nChanged 401 SP:Iteration 10Q (8231.560000 sec): 3 clusters Score: Raw -1190597.642974 + Penalty 3003.786586 = -1187593.856388 nChanged 410 SP:Iteration 11Q (8231.740000 sec): 3 clusters Score: Raw -1190817.156260 + Penalty 3003.786586 = -1187813.369673 nChanged 361 SP:Iteration 12Q (8231.970000 sec): 3 clusters Score: Raw -1190995.361142 + Penalty 3003.786586 = -1187991.574555 nChanged 318 SP:Iteration 13Q (8232.230000 sec): 3 clusters Score: Raw -1191137.919131 + Penalty 3003.786586 = -1188134.132544 nChanged 246 SP:Iteration 14Q (8232.470000 sec): 3 clusters Score: Raw -1191231.265752 + Penalty 3003.786586 = -1188227.479165 nChanged 193 SP:Iteration 15Q (8232.710000 sec): 3 clusters Score: Raw -1191291.742018 + Penalty 3003.786586 = -1188287.955431 nChanged 134 SP:Iteration 16Q (8232.940000 sec): 3 clusters Score: Raw -1191323.337121 + Penalty 3003.786586 = -1188319.550535 nChanged 77 SP:Iteration 17Q (8233.180000 sec): 3 clusters Score: Raw -1191340.789034 + Penalty 3003.786586 = -1188337.002448 nChanged 63 SP:Iteration 18Q (8233.430000 sec): 3 clusters Score: Raw -1191351.112577 + Penalty 3003.786586 = -1188347.325991 nChanged 44 SP:Iteration 19Q (8233.630000 sec): 3 clusters Score: Raw -1191357.406798 + Penalty 3003.786586 = -1188353.620212 nChanged 35 SP:Iteration 20F (8233.930000 sec): 3 clusters Score: Raw -1191363.236576 + Penalty 3003.786586 = -1188359.449990 nChanged 21 SP:Iteration 21Q (8234.150000 sec): 3 clusters Score: Raw -1191365.604344 + Penalty 3003.786586 = -1188361.817758 nChanged 21 SP:Iteration 22Q (8234.370000 sec): 3 clusters Score: Raw -1191368.520694 + Penalty 3003.786586 = -1188364.734108 nChanged 23 SP:Iteration 23Q (8234.580000 sec): 3 clusters Score: Raw -1191372.107859 + Penalty 3003.786586 = -1188368.321272 nChanged 19 SP:Iteration 24Q (8234.820000 sec): 3 clusters Score: Raw -1191374.032501 + Penalty 3003.786586 = -1188370.245914 nChanged 19 SP:Iteration 25Q (8235.090000 sec): 3 clusters Score: Raw -1191376.453294 + Penalty 3003.786586 = -1188372.666708 nChanged 22 SP:Iteration 26Q (8235.300000 sec): 3 clusters Score: Raw -1191378.884825 + Penalty 3003.786586 = -1188375.098238 nChanged 22 SP:Iteration 27Q (8235.580000 sec): 3 clusters Score: Raw -1191380.868152 + Penalty 3003.786586 = -1188377.081566 nChanged 22 SP:Iteration 28Q (8235.810000 sec): 3 clusters Score: Raw -1191384.016534 + Penalty 3003.786586 = -1188380.229947 nChanged 22 SP:Iteration 29Q (8236.110000 sec): 3 clusters Score: Raw -1191386.281556 + Penalty 3003.786586 = -1188382.494970 nChanged 15 SP:Iteration 30Q (8236.350000 sec): 3 clusters Score: Raw -1191388.173416 + Penalty 3003.786586 = -1188384.386830 nChanged 15 SP:Iteration 31Q (8236.670000 sec): 3 clusters Score: Raw -1191389.890046 + Penalty 3003.786586 = -1188386.103460 nChanged 13 SP:Iteration 32Q (8236.910000 sec): 3 clusters Score: Raw -1191391.318458 + Penalty 3003.786586 = -1188387.531872 nChanged 11 SP:Iteration 33Q (8237.140000 sec): 3 clusters Score: Raw -1191392.408157 + Penalty 3003.786586 = -1188388.621571 nChanged 8 SP:Iteration 34Q (8237.390000 sec): 3 clusters Score: Raw -1191392.981255 + Penalty 3003.786586 = -1188389.194668 nChanged 6 SP:Iteration 35Q (8237.620000 sec): 3 clusters Score: Raw -1191393.477437 + Penalty 3003.786586 = -1188389.690850 nChanged 4 SP:Iteration 36Q (8237.890000 sec): 3 clusters Score: Raw -1191393.905227 + Penalty 3003.786586 = -1188390.118640 nChanged 5 SP:Iteration 37Q (8238.160000 sec): 3 clusters Score: Raw -1191394.238249 + Penalty 3003.786586 = -1188390.451663 nChanged 5 SP:Iteration 38Q (8238.400000 sec): 3 clusters Score: Raw -1191394.916478 + Penalty 3003.786586 = -1188391.129891 nChanged 8 SP:Iteration 39Q (8238.670000 sec): 3 clusters Score: Raw -1191395.469164 + Penalty 3003.786586 = -1188391.682578 nChanged 3 SP:Iteration 40F (8238.930000 sec): 3 clusters Score: Raw -1191395.676659 + Penalty 3003.786586 = -1188391.890073 nChanged 5 SP:Iteration 41Q (8239.210000 sec): 3 clusters Score: Raw -1191396.294814 + Penalty 3003.786586 = -1188392.508227 nChanged 8 SP:Iteration 42Q (8239.460000 sec): 3 clusters Score: Raw -1191397.246696 + Penalty 3003.786586 = -1188393.460110 nChanged 12 SP:Iteration 43Q (8239.640000 sec): 3 clusters Score: Raw -1191398.615319 + Penalty 3003.786586 = -1188394.828732 nChanged 10 SP:Iteration 44Q (8239.890000 sec): 3 clusters Score: Raw -1191399.717710 + Penalty 3003.786586 = -1188395.931124 nChanged 10 SP:Iteration 45Q (8240.150000 sec): 3 clusters Score: Raw -1191400.460222 + Penalty 3003.786586 = -1188396.673636 nChanged 7 SP:Iteration 46Q (8240.430000 sec): 3 clusters Score: Raw -1191400.963152 + Penalty 3003.786586 = -1188397.176566 nChanged 6 SP:Iteration 47Q (8240.700000 sec): 3 clusters Score: Raw -1191401.571973 + Penalty 3003.786586 = -1188397.785387 nChanged 7 SP:Iteration 48Q (8240.980000 sec): 3 clusters Score: Raw -1191402.122603 + Penalty 3003.786586 = -1188398.336017 nChanged 9 SP:Iteration 49Q (8241.210000 sec): 3 clusters Score: Raw -1191402.891147 + Penalty 3003.786586 = -1188399.104561 nChanged 4 SP:Iteration 50Q (8241.480000 sec): 3 clusters Score: Raw -1191403.228489 + Penalty 3003.786586 = -1188399.441903 nChanged 4 SP:Iteration 51Q (8241.720000 sec): 3 clusters Score: Raw -1191403.730370 + Penalty 3003.786586 = -1188399.943784 nChanged 8 SP:Iteration 52Q (8241.910000 sec): 3 clusters Score: Raw -1191404.540318 + Penalty 3003.786586 = -1188400.753732 nChanged 11 SP:Iteration 53Q (8242.180000 sec): 3 clusters Score: Raw -1191405.569978 + Penalty 3003.786586 = -1188401.783392 nChanged 8 SP:Iteration 54Q (8242.400000 sec): 3 clusters Score: Raw -1191406.221725 + Penalty 3003.786586 = -1188402.435139 nChanged 7 SP:Iteration 55Q (8242.670000 sec): 3 clusters Score: Raw -1191406.709016 + Penalty 3003.786586 = -1188402.922429 nChanged 3 SP:Iteration 56Q (8242.930000 sec): 3 clusters Score: Raw -1191406.978528 + Penalty 3003.786586 = -1188403.191942 nChanged 5 SP:Iteration 57Q (8243.150000 sec): 3 clusters Score: Raw -1191407.735472 + Penalty 3003.786586 = -1188403.948886 nChanged 7 SP:Iteration 58Q (8243.330000 sec): 3 clusters Score: Raw -1191408.607098 + Penalty 3003.786586 = -1188404.820512 nChanged 5 SP:Iteration 59Q (8243.550000 sec): 3 clusters Score: Raw -1191408.934181 + Penalty 3003.786586 = -1188405.147595 nChanged 4 SP:Iteration 60F (8243.810000 sec): 3 clusters Score: Raw -1191409.157213 + Penalty 3003.786586 = -1188405.370626 nChanged 3 SP:Iteration 61Q (8244.050000 sec): 3 clusters Score: Raw -1191409.487084 + Penalty 3003.786586 = -1188405.700497 nChanged 3 SP:Iteration 62Q (8244.300000 sec): 3 clusters Score: Raw -1191409.663113 + Penalty 3003.786586 = -1188405.876526 nChanged 3 SP:Iteration 63Q (8244.560000 sec): 3 clusters Score: Raw -1191410.073057 + Penalty 3003.786586 = -1188406.286471 nChanged 4 SP:Iteration 64Q (8244.810000 sec): 3 clusters Score: Raw -1191410.468152 + Penalty 3003.786586 = -1188406.681566 nChanged 2 SP:Iteration 65Q (8245.050000 sec): 3 clusters Score: Raw -1191410.699685 + Penalty 3003.786586 = -1188406.913099 nChanged 3 SP:Iteration 66Q (8245.370000 sec): 3 clusters Score: Raw -1191410.984838 + Penalty 3003.786586 = -1188407.198252 nChanged 3 SP:Iteration 67Q (8245.560000 sec): 3 clusters Score: Raw -1191411.236594 + Penalty 3003.786586 = -1188407.450008 nChanged 1 SP:Iteration 68Q (8245.820000 sec): 3 clusters Score: Raw -1191411.331687 + Penalty 3003.786586 = -1188407.545100 nChanged 0 SP:Iteration 69F (8246.090000 sec): 3 clusters Score: Raw -1191411.331687 + Penalty 3003.786586 = -1188407.545100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8246.200000 sec): 2 clusters Score: Raw -142026.654464 + Penalty 1160.065887 = -140866.588577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8246.430000 sec): 3 clusters Score: Raw -141568.607431 + Penalty 2320.131775 = -139248.475656 nChanged 361 SP:Iteration 1F (8246.600000 sec): 3 clusters Score: Raw -141826.126859 + Penalty 2320.131775 = -139505.995084 nChanged 88 SP:Iteration 2F (8246.850000 sec): 3 clusters Score: Raw -141912.823796 + Penalty 2320.131775 = -139592.692021 nChanged 63 SP:Iteration 3Q (8247.070000 sec): 3 clusters Score: Raw -141965.672287 + Penalty 2320.131775 = -139645.540512 nChanged 36 SP:Iteration 4Q (8247.200000 sec): 3 clusters Score: Raw -141999.075786 + Penalty 2320.131775 = -139678.944011 nChanged 23 SP:Iteration 5Q (8247.420000 sec): 3 clusters Score: Raw -142016.301808 + Penalty 2320.131775 = -139696.170033 nChanged 17 SP:Iteration 6Q (8247.590000 sec): 3 clusters Score: Raw -142031.126630 + Penalty 2320.131775 = -139710.994855 nChanged 15 SP:Iteration 7Q (8247.780000 sec): 3 clusters Score: Raw -142043.709701 + Penalty 2320.131775 = -139723.577926 nChanged 15 SP:Iteration 8Q (8247.990000 sec): 3 clusters Score: Raw -142057.359033 + Penalty 2320.131775 = -139737.227258 nChanged 20 SP:Iteration 9Q (8248.150000 sec): 3 clusters Score: Raw -142085.397696 + Penalty 2320.131775 = -139765.265921 nChanged 28 SP:Iteration 10Q (8248.350000 sec): 3 clusters Score: Raw -142133.926179 + Penalty 2320.131775 = -139813.794404 nChanged 30 SP:Iteration 11Q (8248.550000 sec): 3 clusters Score: Raw -142191.119137 + Penalty 2320.131775 = -139870.987362 nChanged 30 SP:Iteration 12Q (8248.720000 sec): 3 clusters Score: Raw -142221.713932 + Penalty 2320.131775 = -139901.582157 nChanged 23 SP:Iteration 13Q (8248.870000 sec): 3 clusters Score: Raw -142236.752773 + Penalty 2320.131775 = -139916.620998 nChanged 21 SP:Iteration 14Q (8249.070000 sec): 3 clusters Score: Raw -142254.565149 + Penalty 2320.131775 = -139934.433374 nChanged 16 SP:Iteration 15Q (8249.270000 sec): 3 clusters Score: Raw -142269.559324 + Penalty 2320.131775 = -139949.427549 nChanged 11 SP:Iteration 16Q (8249.400000 sec): 3 clusters Score: Raw -142280.642759 + Penalty 2320.131775 = -139960.510984 nChanged 15 SP:Iteration 17Q (8249.590000 sec): 3 clusters Score: Raw -142292.894924 + Penalty 2320.131775 = -139972.763149 nChanged 10 SP:Iteration 18Q (8249.780000 sec): 3 clusters Score: Raw -142298.208785 + Penalty 2320.131775 = -139978.077010 nChanged 5 SP:Iteration 19Q (8249.970000 sec): 3 clusters Score: Raw -142300.475225 + Penalty 2320.131775 = -139980.343450 nChanged 3 SP:Iteration 20F (8250.140000 sec): 3 clusters Score: Raw -142302.185156 + Penalty 2320.131775 = -139982.053381 nChanged 3 SP:Iteration 21Q (8250.260000 sec): 3 clusters Score: Raw -142303.370912 + Penalty 2320.131775 = -139983.239137 nChanged 2 SP:Iteration 22Q (8250.490000 sec): 3 clusters Score: Raw -142305.216165 + Penalty 2320.131775 = -139985.084390 nChanged 2 SP:Iteration 23Q (8250.700000 sec): 3 clusters Score: Raw -142306.084829 + Penalty 2320.131775 = -139985.953054 nChanged 3 SP:Iteration 24Q (8250.860000 sec): 3 clusters Score: Raw -142307.814105 + Penalty 2320.131775 = -139987.682330 nChanged 3 SP:Iteration 25Q (8251.070000 sec): 3 clusters Score: Raw -142310.025021 + Penalty 2320.131775 = -139989.893246 nChanged 3 SP:Iteration 26Q (8251.220000 sec): 3 clusters Score: Raw -142312.765155 + Penalty 2320.131775 = -139992.633380 nChanged 5 SP:Iteration 27Q (8251.420000 sec): 3 clusters Score: Raw -142316.063252 + Penalty 2320.131775 = -139995.931477 nChanged 3 SP:Iteration 28Q (8251.600000 sec): 3 clusters Score: Raw -142318.647485 + Penalty 2320.131775 = -139998.515710 nChanged 4 SP:Iteration 29Q (8251.780000 sec): 3 clusters Score: Raw -142321.070142 + Penalty 2320.131775 = -140000.938367 nChanged 4 SP:Iteration 30Q (8252.000000 sec): 3 clusters Score: Raw -142323.601553 + Penalty 2320.131775 = -140003.469778 nChanged 2 SP:Iteration 31Q (8252.170000 sec): 3 clusters Score: Raw -142324.360814 + Penalty 2320.131775 = -140004.229039 nChanged 3 SP:Iteration 32Q (8252.340000 sec): 3 clusters Score: Raw -142325.718676 + Penalty 2320.131775 = -140005.586901 nChanged 4 SP:Iteration 33Q (8252.530000 sec): 3 clusters Score: Raw -142327.809911 + Penalty 2320.131775 = -140007.678136 nChanged 1 SP:Iteration 34Q (8252.730000 sec): 3 clusters Score: Raw -142328.442669 + Penalty 2320.131775 = -140008.310894 nChanged 1 SP:Iteration 35Q (8252.970000 sec): 3 clusters Score: Raw -142329.334658 + Penalty 2320.131775 = -140009.202883 nChanged 5 SP:Iteration 36Q (8253.150000 sec): 3 clusters Score: Raw -142332.027261 + Penalty 2320.131775 = -140011.895486 nChanged 3 SP:Iteration 37Q (8253.350000 sec): 3 clusters Score: Raw -142333.630710 + Penalty 2320.131775 = -140013.498935 nChanged 2 SP:Iteration 38Q (8253.580000 sec): 3 clusters Score: Raw -142334.194318 + Penalty 2320.131775 = -140014.062543 nChanged 0 SP:Iteration 39F (8253.760000 sec): 3 clusters Score: Raw -142334.194318 + Penalty 2320.131775 = -140014.062543 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8253.890000 sec): 2 clusters Score: Raw -235405.228906 + Penalty 1251.297971 = -234153.930936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8254.060000 sec): 3 clusters Score: Raw -234467.506632 + Penalty 2502.595941 = -231964.910691 nChanged 809 SP:Iteration 1F (8254.240000 sec): 3 clusters Score: Raw -234985.271618 + Penalty 2502.595941 = -232482.675677 nChanged 191 SP:Iteration 2F (8254.460000 sec): 3 clusters Score: Raw -235149.550640 + Penalty 2502.595941 = -232646.954699 nChanged 135 SP:Iteration 3F (8254.630000 sec): 3 clusters Score: Raw -235259.420459 + Penalty 2502.595941 = -232756.824518 nChanged 105 SP:Iteration 4Q (8254.840000 sec): 3 clusters Score: Raw -235346.353540 + Penalty 2502.595941 = -232843.757599 nChanged 92 SP:Iteration 5Q (8255.010000 sec): 3 clusters Score: Raw -235431.678365 + Penalty 2502.595941 = -232929.082424 nChanged 74 SP:Iteration 6Q (8255.210000 sec): 3 clusters Score: Raw -235487.534040 + Penalty 2502.595941 = -232984.938099 nChanged 57 SP:Iteration 7Q (8255.360000 sec): 3 clusters Score: Raw -235533.190775 + Penalty 2502.595941 = -233030.594834 nChanged 62 SP:Iteration 8Q (8255.510000 sec): 3 clusters Score: Raw -235591.172142 + Penalty 2502.595941 = -233088.576200 nChanged 51 SP:Iteration 9Q (8255.680000 sec): 3 clusters Score: Raw -235638.084645 + Penalty 2502.595941 = -233135.488704 nChanged 43 SP:Iteration 10Q (8255.840000 sec): 3 clusters Score: Raw -235674.636558 + Penalty 2502.595941 = -233172.040617 nChanged 43 SP:Iteration 11Q (8256.040000 sec): 3 clusters Score: Raw -235697.716416 + Penalty 2502.595941 = -233195.120475 nChanged 22 SP:Iteration 12Q (8256.220000 sec): 3 clusters Score: Raw -235709.440878 + Penalty 2502.595941 = -233206.844937 nChanged 19 SP:Iteration 13Q (8256.400000 sec): 3 clusters Score: Raw -235719.449090 + Penalty 2502.595941 = -233216.853149 nChanged 11 SP:Iteration 14Q (8256.570000 sec): 3 clusters Score: Raw -235731.762306 + Penalty 2502.595941 = -233229.166365 nChanged 12 SP:Iteration 15Q (8256.720000 sec): 3 clusters Score: Raw -235745.364765 + Penalty 2502.595941 = -233242.768824 nChanged 17 SP:Iteration 16Q (8256.890000 sec): 3 clusters Score: Raw -235760.069109 + Penalty 2502.595941 = -233257.473168 nChanged 18 SP:Iteration 17Q (8257.090000 sec): 3 clusters Score: Raw -235771.059908 + Penalty 2502.595941 = -233268.463967 nChanged 13 SP:Iteration 18Q (8257.310000 sec): 3 clusters Score: Raw -235776.639119 + Penalty 2502.595941 = -233274.043178 nChanged 5 SP:Iteration 19Q (8257.510000 sec): 3 clusters Score: Raw -235781.167792 + Penalty 2502.595941 = -233278.571851 nChanged 7 SP:Iteration 20F (8257.690000 sec): 3 clusters Score: Raw -235788.566498 + Penalty 2502.595941 = -233285.970557 nChanged 8 SP:Iteration 21Q (8257.850000 sec): 3 clusters Score: Raw -235799.625559 + Penalty 2502.595941 = -233297.029617 nChanged 6 SP:Iteration 22Q (8258.000000 sec): 3 clusters Score: Raw -235805.179631 + Penalty 2502.595941 = -233302.583690 nChanged 9 SP:Iteration 23Q (8258.150000 sec): 3 clusters Score: Raw -235809.794064 + Penalty 2502.595941 = -233307.198123 nChanged 11 SP:Iteration 24Q (8258.340000 sec): 3 clusters Score: Raw -235813.952088 + Penalty 2502.595941 = -233311.356147 nChanged 9 SP:Iteration 25Q (8258.480000 sec): 3 clusters Score: Raw -235816.552313 + Penalty 2502.595941 = -233313.956372 nChanged 11 SP:Iteration 26Q (8258.650000 sec): 3 clusters Score: Raw -235821.653092 + Penalty 2502.595941 = -233319.057151 nChanged 14 SP:Iteration 27Q (8258.790000 sec): 3 clusters Score: Raw -235830.527099 + Penalty 2502.595941 = -233327.931158 nChanged 19 SP:Iteration 28Q (8258.980000 sec): 3 clusters Score: Raw -235839.414293 + Penalty 2502.595941 = -233336.818352 nChanged 22 SP:Iteration 29Q (8259.160000 sec): 3 clusters Score: Raw -235853.036424 + Penalty 2502.595941 = -233350.440483 nChanged 23 SP:Iteration 30Q (8259.320000 sec): 3 clusters Score: Raw -235867.116170 + Penalty 2502.595941 = -233364.520229 nChanged 32 SP:Iteration 31Q (8259.540000 sec): 3 clusters Score: Raw -235884.992646 + Penalty 2502.595941 = -233382.396705 nChanged 26 SP:Iteration 32Q (8259.710000 sec): 3 clusters Score: Raw -235898.732717 + Penalty 2502.595941 = -233396.136776 nChanged 31 SP:Iteration 33Q (8259.940000 sec): 3 clusters Score: Raw -235912.286860 + Penalty 2502.595941 = -233409.690919 nChanged 27 SP:Iteration 34Q (8260.130000 sec): 3 clusters Score: Raw -235929.653633 + Penalty 2502.595941 = -233427.057691 nChanged 22 SP:Iteration 35Q (8260.330000 sec): 3 clusters Score: Raw -235940.804038 + Penalty 2502.595941 = -233438.208096 nChanged 18 SP:Iteration 36Q (8260.490000 sec): 3 clusters Score: Raw -235948.300287 + Penalty 2502.595941 = -233445.704345 nChanged 12 SP:Iteration 37Q (8260.680000 sec): 3 clusters Score: Raw -235952.010856 + Penalty 2502.595941 = -233449.414915 nChanged 10 SP:Iteration 38Q (8260.870000 sec): 3 clusters Score: Raw -235955.712012 + Penalty 2502.595941 = -233453.116071 nChanged 7 SP:Iteration 39Q (8261.020000 sec): 3 clusters Score: Raw -235958.309834 + Penalty 2502.595941 = -233455.713893 nChanged 9 SP:Iteration 40F (8261.210000 sec): 3 clusters Score: Raw -235964.931322 + Penalty 2502.595941 = -233462.335381 nChanged 11 SP:Iteration 41Q (8261.410000 sec): 3 clusters Score: Raw -235971.138530 + Penalty 2502.595941 = -233468.542589 nChanged 15 SP:Iteration 42Q (8261.620000 sec): 3 clusters Score: Raw -235980.137788 + Penalty 2502.595941 = -233477.541847 nChanged 11 SP:Iteration 43Q (8261.800000 sec): 3 clusters Score: Raw -235984.678559 + Penalty 2502.595941 = -233482.082618 nChanged 8 SP:Iteration 44Q (8261.980000 sec): 3 clusters Score: Raw -235987.508320 + Penalty 2502.595941 = -233484.912379 nChanged 10 SP:Iteration 45Q (8262.210000 sec): 3 clusters Score: Raw -235993.074272 + Penalty 2502.595941 = -233490.478331 nChanged 8 SP:Iteration 46Q (8262.320000 sec): 3 clusters Score: Raw -235998.337562 + Penalty 2502.595941 = -233495.741621 nChanged 11 SP:Iteration 47Q (8262.520000 sec): 3 clusters Score: Raw -236002.986739 + Penalty 2502.595941 = -233500.390798 nChanged 6 SP:Iteration 48Q (8262.730000 sec): 3 clusters Score: Raw -236004.604019 + Penalty 2502.595941 = -233502.008078 nChanged 4 SP:Iteration 49Q (8262.910000 sec): 3 clusters Score: Raw -236006.049750 + Penalty 2502.595941 = -233503.453809 nChanged 6 SP:Iteration 50Q (8263.140000 sec): 3 clusters Score: Raw -236008.893813 + Penalty 2502.595941 = -233506.297872 nChanged 7 SP:Iteration 51Q (8263.280000 sec): 3 clusters Score: Raw -236011.405158 + Penalty 2502.595941 = -233508.809217 nChanged 9 SP:Iteration 52Q (8263.450000 sec): 3 clusters Score: Raw -236014.504770 + Penalty 2502.595941 = -233511.908829 nChanged 5 SP:Iteration 53Q (8263.690000 sec): 3 clusters Score: Raw -236016.102276 + Penalty 2502.595941 = -233513.506335 nChanged 5 SP:Iteration 54Q (8263.840000 sec): 3 clusters Score: Raw -236017.939606 + Penalty 2502.595941 = -233515.343665 nChanged 4 SP:Iteration 55Q (8264.020000 sec): 3 clusters Score: Raw -236019.276825 + Penalty 2502.595941 = -233516.680884 nChanged 2 SP:Iteration 56Q (8264.230000 sec): 3 clusters Score: Raw -236019.991928 + Penalty 2502.595941 = -233517.395986 nChanged 3 SP:Iteration 57Q (8264.440000 sec): 3 clusters Score: Raw -236021.563764 + Penalty 2502.595941 = -233518.967823 nChanged 7 SP:Iteration 58Q (8264.670000 sec): 3 clusters Score: Raw -236026.685682 + Penalty 2502.595941 = -233524.089741 nChanged 14 SP:Iteration 59Q (8264.880000 sec): 3 clusters Score: Raw -236037.059594 + Penalty 2502.595941 = -233534.463653 nChanged 12 SP:Iteration 60F (8265.070000 sec): 3 clusters Score: Raw -236044.407369 + Penalty 2502.595941 = -233541.811428 nChanged 10 SP:Iteration 61Q (8265.230000 sec): 3 clusters Score: Raw -236052.232564 + Penalty 2502.595941 = -233549.636623 nChanged 13 SP:Iteration 62Q (8265.400000 sec): 3 clusters Score: Raw -236064.578184 + Penalty 2502.595941 = -233561.982243 nChanged 8 SP:Iteration 63Q (8265.590000 sec): 3 clusters Score: Raw -236069.765755 + Penalty 2502.595941 = -233567.169814 nChanged 7 SP:Iteration 64Q (8265.740000 sec): 3 clusters Score: Raw -236073.893010 + Penalty 2502.595941 = -233571.297069 nChanged 1 SP:Iteration 65Q (8265.930000 sec): 3 clusters Score: Raw -236074.726514 + Penalty 2502.595941 = -233572.130573 nChanged 3 SP:Iteration 66Q (8266.140000 sec): 3 clusters Score: Raw -236076.786859 + Penalty 2502.595941 = -233574.190918 nChanged 2 SP:Iteration 67Q (8266.330000 sec): 3 clusters Score: Raw -236077.478380 + Penalty 2502.595941 = -233574.882439 nChanged 1 SP:Iteration 68Q (8266.500000 sec): 3 clusters Score: Raw -236077.795748 + Penalty 2502.595941 = -233575.199807 nChanged 3 SP:Iteration 69Q (8266.720000 sec): 3 clusters Score: Raw -236079.894820 + Penalty 2502.595941 = -233577.298878 nChanged 6 SP:Iteration 70Q (8266.900000 sec): 3 clusters Score: Raw -236083.659616 + Penalty 2502.595941 = -233581.063675 nChanged 8 SP:Iteration 71Q (8267.120000 sec): 3 clusters Score: Raw -236088.173679 + Penalty 2502.595941 = -233585.577737 nChanged 5 SP:Iteration 72Q (8267.310000 sec): 3 clusters Score: Raw -236091.897453 + Penalty 2502.595941 = -233589.301512 nChanged 4 SP:Iteration 73Q (8267.570000 sec): 3 clusters Score: Raw -236094.585703 + Penalty 2502.595941 = -233591.989762 nChanged 5 SP:Iteration 74Q (8267.740000 sec): 3 clusters Score: Raw -236098.206044 + Penalty 2502.595941 = -233595.610103 nChanged 2 SP:Iteration 75Q (8267.950000 sec): 3 clusters Score: Raw -236098.942725 + Penalty 2502.595941 = -233596.346784 nChanged 3 SP:Iteration 76Q (8268.120000 sec): 3 clusters Score: Raw -236100.936463 + Penalty 2502.595941 = -233598.340522 nChanged 3 SP:Iteration 77Q (8268.280000 sec): 3 clusters Score: Raw -236102.531394 + Penalty 2502.595941 = -233599.935453 nChanged 3 SP:Iteration 78Q (8268.460000 sec): 3 clusters Score: Raw -236104.365394 + Penalty 2502.595941 = -233601.769453 nChanged 3 SP:Iteration 79Q (8268.690000 sec): 3 clusters Score: Raw -236106.033358 + Penalty 2502.595941 = -233603.437416 nChanged 2 SP:Iteration 80F (8268.870000 sec): 3 clusters Score: Raw -236106.718618 + Penalty 2502.595941 = -233604.122677 nChanged 1 SP:Iteration 81Q (8269.100000 sec): 3 clusters Score: Raw -236107.062236 + Penalty 2502.595941 = -233604.466294 nChanged 0 SP:Iteration 82F (8269.260000 sec): 3 clusters Score: Raw -236107.062236 + Penalty 2502.595941 = -233604.466294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8269.380000 sec): 2 clusters Score: Raw -984654.193852 + Penalty 1471.205059 = -983182.988793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8269.650000 sec): 3 clusters Score: Raw -979875.562847 + Penalty 2942.410119 = -976933.152729 nChanged 3711 SP:Iteration 1F (8269.870000 sec): 3 clusters Score: Raw -981743.993644 + Penalty 2942.410119 = -978801.583526 nChanged 507 SP:Iteration 2F (8270.110000 sec): 3 clusters Score: Raw -981968.091961 + Penalty 2942.410119 = -979025.681842 nChanged 477 SP:Iteration 3F (8270.330000 sec): 3 clusters Score: Raw -982221.591581 + Penalty 2942.410119 = -979279.181462 nChanged 481 SP:Iteration 4F (8270.520000 sec): 3 clusters Score: Raw -982499.275645 + Penalty 2942.410119 = -979556.865526 nChanged 519 SP:Iteration 5F (8270.750000 sec): 3 clusters Score: Raw -982884.396024 + Penalty 2942.410119 = -979941.985905 nChanged 623 SP:Iteration 6F (8270.990000 sec): 3 clusters Score: Raw -983425.208359 + Penalty 2942.410119 = -980482.798240 nChanged 638 SP:Iteration 7F (8271.200000 sec): 3 clusters Score: Raw -983947.070821 + Penalty 2942.410119 = -981004.660702 nChanged 489 SP:Iteration 8F (8271.450000 sec): 3 clusters Score: Raw -984336.427740 + Penalty 2942.410119 = -981394.017622 nChanged 377 SP:Iteration 9Q (8271.690000 sec): 3 clusters Score: Raw -984634.377742 + Penalty 2942.410119 = -981691.967624 nChanged 241 SP:Iteration 10Q (8271.910000 sec): 3 clusters Score: Raw -984791.069008 + Penalty 2942.410119 = -981848.658889 nChanged 132 SP:Iteration 11Q (8272.110000 sec): 3 clusters Score: Raw -984875.916348 + Penalty 2942.410119 = -981933.506229 nChanged 93 SP:Iteration 12Q (8272.350000 sec): 3 clusters Score: Raw -984928.864198 + Penalty 2942.410119 = -981986.454079 nChanged 72 SP:Iteration 13Q (8272.550000 sec): 3 clusters Score: Raw -984960.705475 + Penalty 2942.410119 = -982018.295356 nChanged 55 SP:Iteration 14Q (8272.730000 sec): 3 clusters Score: Raw -984986.705819 + Penalty 2942.410119 = -982044.295700 nChanged 41 SP:Iteration 15Q (8272.960000 sec): 3 clusters Score: Raw -985008.192945 + Penalty 2942.410119 = -982065.782826 nChanged 35 SP:Iteration 16Q (8273.170000 sec): 3 clusters Score: Raw -985024.259543 + Penalty 2942.410119 = -982081.849425 nChanged 31 SP:Iteration 17Q (8273.410000 sec): 3 clusters Score: Raw -985037.148168 + Penalty 2942.410119 = -982094.738050 nChanged 17 SP:Iteration 18Q (8273.610000 sec): 3 clusters Score: Raw -985043.127477 + Penalty 2942.410119 = -982100.717358 nChanged 12 SP:Iteration 19Q (8273.840000 sec): 3 clusters Score: Raw -985046.444311 + Penalty 2942.410119 = -982104.034193 nChanged 10 SP:Iteration 20F (8274.070000 sec): 3 clusters Score: Raw -985050.155940 + Penalty 2942.410119 = -982107.745822 nChanged 11 SP:Iteration 21Q (8274.290000 sec): 3 clusters Score: Raw -985053.183833 + Penalty 2942.410119 = -982110.773715 nChanged 4 SP:Iteration 22Q (8274.550000 sec): 3 clusters Score: Raw -985054.379509 + Penalty 2942.410119 = -982111.969391 nChanged 1 SP:Iteration 23Q (8274.770000 sec): 3 clusters Score: Raw -985054.865383 + Penalty 2942.410119 = -982112.455264 nChanged 6 SP:Iteration 24Q (8274.970000 sec): 3 clusters Score: Raw -985056.883129 + Penalty 2942.410119 = -982114.473011 nChanged 4 SP:Iteration 25Q (8275.180000 sec): 3 clusters Score: Raw -985057.625426 + Penalty 2942.410119 = -982115.215307 nChanged 0 SP:Iteration 26F (8275.380000 sec): 3 clusters Score: Raw -985057.625426 + Penalty 2942.410119 = -982115.215307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (21525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8275.550000 sec): 2 clusters Score: Raw -2393930.881116 + Penalty 1621.257679 = -2392309.623438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8275.850000 sec): 3 clusters Score: Raw -2380896.470101 + Penalty 3242.515357 = -2377653.954744 nChanged 9823 SP:Iteration 1F (8276.150000 sec): 3 clusters Score: Raw -2386247.575610 + Penalty 3242.515357 = -2383005.060253 nChanged 1044 SP:Iteration 2Q (8276.450000 sec): 3 clusters Score: Raw -2386660.974570 + Penalty 3242.515357 = -2383418.459213 nChanged 1169 SP:Iteration 3F (8276.680000 sec): 3 clusters Score: Raw -2387262.264385 + Penalty 3242.515357 = -2384019.749028 nChanged 1369 SP:Iteration 4F (8277.010000 sec): 3 clusters Score: Raw -2388118.940238 + Penalty 3242.515357 = -2384876.424881 nChanged 1628 SP:Iteration 5F (8277.260000 sec): 3 clusters Score: Raw -2389367.615214 + Penalty 3242.515357 = -2386125.099857 nChanged 1728 SP:Iteration 6F (8277.490000 sec): 3 clusters Score: Raw -2390923.938947 + Penalty 3242.515357 = -2387681.423590 nChanged 1557 SP:Iteration 7F (8277.770000 sec): 3 clusters Score: Raw -2392477.399157 + Penalty 3242.515357 = -2389234.883800 nChanged 958 SP:Iteration 8Q (8278.090000 sec): 3 clusters Score: Raw -2393455.258575 + Penalty 3242.515357 = -2390212.743218 nChanged 394 SP:Iteration 9Q (8278.330000 sec): 3 clusters Score: Raw -2393873.188152 + Penalty 3242.515357 = -2390630.672795 nChanged 142 SP:Iteration 10Q (8278.680000 sec): 3 clusters Score: Raw -2394032.767247 + Penalty 3242.515357 = -2390790.251890 nChanged 44 SP:Iteration 11Q (8278.910000 sec): 3 clusters Score: Raw -2394079.319871 + Penalty 3242.515357 = -2390836.804514 nChanged 21 SP:Iteration 12Q (8279.160000 sec): 3 clusters Score: Raw -2394106.533205 + Penalty 3242.515357 = -2390864.017848 nChanged 13 SP:Iteration 13Q (8279.420000 sec): 3 clusters Score: Raw -2394128.713921 + Penalty 3242.515357 = -2390886.198564 nChanged 12 SP:Iteration 14Q (8279.700000 sec): 3 clusters Score: Raw -2394146.762021 + Penalty 3242.515357 = -2390904.246664 nChanged 6 SP:Iteration 15Q (8279.940000 sec): 3 clusters Score: Raw -2394152.742342 + Penalty 3242.515357 = -2390910.226985 nChanged 4 SP:Iteration 16Q (8280.180000 sec): 3 clusters Score: Raw -2394165.334071 + Penalty 3242.515357 = -2390922.818714 nChanged 5 SP:Iteration 17Q (8280.430000 sec): 3 clusters Score: Raw -2394175.655343 + Penalty 3242.515357 = -2390933.139986 nChanged 3 SP:Iteration 18Q (8280.740000 sec): 3 clusters Score: Raw -2394179.116912 + Penalty 3242.515357 = -2390936.601555 nChanged 1 SP:Iteration 19Q (8280.990000 sec): 3 clusters Score: Raw -2394180.425412 + Penalty 3242.515357 = -2390937.910055 nChanged 1 SP:Iteration 20F (8281.300000 sec): 3 clusters Score: Raw -2394183.458756 + Penalty 3242.515357 = -2390940.943399 nChanged 1 SP:Iteration 21Q (8281.640000 sec): 3 clusters Score: Raw -2394184.118688 + Penalty 3242.515357 = -2390941.603331 nChanged 2 SP:Iteration 22Q (8281.910000 sec): 3 clusters Score: Raw -2394186.779745 + Penalty 3242.515357 = -2390944.264387 nChanged 1 SP:Iteration 23Q (8282.190000 sec): 3 clusters Score: Raw -2394188.737491 + Penalty 3242.515357 = -2390946.222134 nChanged 2 SP:Iteration 24Q (8282.390000 sec): 3 clusters Score: Raw -2394191.997035 + Penalty 3242.515357 = -2390949.481678 nChanged 1 SP:Iteration 25Q (8282.670000 sec): 3 clusters Score: Raw -2394193.625508 + Penalty 3242.515357 = -2390951.110151 nChanged 1 SP:Iteration 26Q (8282.970000 sec): 3 clusters Score: Raw -2394194.211280 + Penalty 3242.515357 = -2390951.695923 nChanged 0 SP:Iteration 27F (8283.240000 sec): 3 clusters Score: Raw -2394194.211280 + Penalty 3242.515357 = -2390951.695923 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8283.350000 sec): 2 clusters Score: Raw -211993.947324 + Penalty 1221.331976 = -210772.615348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8283.590000 sec): 3 clusters Score: Raw -211236.671653 + Penalty 2442.663953 = -208794.007700 nChanged 621 SP:Iteration 1F (8283.740000 sec): 3 clusters Score: Raw -211638.511382 + Penalty 2442.663953 = -209195.847429 nChanged 134 SP:Iteration 2F (8283.950000 sec): 3 clusters Score: Raw -211719.970940 + Penalty 2442.663953 = -209277.306988 nChanged 65 SP:Iteration 3Q (8284.190000 sec): 3 clusters Score: Raw -211764.618422 + Penalty 2442.663953 = -209321.954469 nChanged 35 SP:Iteration 4Q (8284.350000 sec): 3 clusters Score: Raw -211782.321061 + Penalty 2442.663953 = -209339.657108 nChanged 25 SP:Iteration 5Q (8284.550000 sec): 3 clusters Score: Raw -211801.839226 + Penalty 2442.663953 = -209359.175274 nChanged 32 SP:Iteration 6Q (8284.710000 sec): 3 clusters Score: Raw -211820.971100 + Penalty 2442.663953 = -209378.307147 nChanged 25 SP:Iteration 7Q (8284.900000 sec): 3 clusters Score: Raw -211835.513899 + Penalty 2442.663953 = -209392.849946 nChanged 17 SP:Iteration 8Q (8285.090000 sec): 3 clusters Score: Raw -211845.264055 + Penalty 2442.663953 = -209402.600103 nChanged 16 SP:Iteration 9Q (8285.260000 sec): 3 clusters Score: Raw -211852.539006 + Penalty 2442.663953 = -209409.875054 nChanged 9 SP:Iteration 10Q (8285.450000 sec): 3 clusters Score: Raw -211856.636737 + Penalty 2442.663953 = -209413.972785 nChanged 10 SP:Iteration 11Q (8285.670000 sec): 3 clusters Score: Raw -211861.190465 + Penalty 2442.663953 = -209418.526513 nChanged 10 SP:Iteration 12Q (8285.850000 sec): 3 clusters Score: Raw -211865.965471 + Penalty 2442.663953 = -209423.301518 nChanged 7 SP:Iteration 13Q (8286.040000 sec): 3 clusters Score: Raw -211868.583821 + Penalty 2442.663953 = -209425.919869 nChanged 4 SP:Iteration 14Q (8286.240000 sec): 3 clusters Score: Raw -211870.025188 + Penalty 2442.663953 = -209427.361236 nChanged 4 SP:Iteration 15Q (8286.390000 sec): 3 clusters Score: Raw -211871.077304 + Penalty 2442.663953 = -209428.413351 nChanged 2 SP:Iteration 16Q (8286.550000 sec): 3 clusters Score: Raw -211872.107568 + Penalty 2442.663953 = -209429.443616 nChanged 5 SP:Iteration 17Q (8286.760000 sec): 3 clusters Score: Raw -211874.236716 + Penalty 2442.663953 = -209431.572763 nChanged 2 SP:Iteration 18Q (8286.890000 sec): 3 clusters Score: Raw -211874.851613 + Penalty 2442.663953 = -209432.187660 nChanged 4 SP:Iteration 19Q (8287.040000 sec): 3 clusters Score: Raw -211876.450594 + Penalty 2442.663953 = -209433.786642 nChanged 3 SP:Iteration 20F (8287.190000 sec): 3 clusters Score: Raw -211878.989770 + Penalty 2442.663953 = -209436.325817 nChanged 4 SP:Iteration 21Q (8287.330000 sec): 3 clusters Score: Raw -211880.051240 + Penalty 2442.663953 = -209437.387287 nChanged 2 SP:Iteration 22Q (8287.470000 sec): 3 clusters Score: Raw -211880.627717 + Penalty 2442.663953 = -209437.963764 nChanged 3 SP:Iteration 23Q (8287.610000 sec): 3 clusters Score: Raw -211881.416278 + Penalty 2442.663953 = -209438.752325 nChanged 3 SP:Iteration 24Q (8287.790000 sec): 3 clusters Score: Raw -211883.269210 + Penalty 2442.663953 = -209440.605258 nChanged 2 SP:Iteration 25Q (8288.010000 sec): 3 clusters Score: Raw -211884.922036 + Penalty 2442.663953 = -209442.258083 nChanged 2 SP:Iteration 26Q (8288.200000 sec): 3 clusters Score: Raw -211885.807837 + Penalty 2442.663953 = -209443.143884 nChanged 2 SP:Iteration 27Q (8288.340000 sec): 3 clusters Score: Raw -211886.487611 + Penalty 2442.663953 = -209443.823659 nChanged 1 SP:Iteration 28Q (8288.540000 sec): 3 clusters Score: Raw -211886.636496 + Penalty 2442.663953 = -209443.972544 nChanged 0 SP:Iteration 29F (8288.730000 sec): 3 clusters Score: Raw -211886.636496 + Penalty 2442.663953 = -209443.972544 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8288.850000 sec): 2 clusters Score: Raw -315260.133888 + Penalty 1287.602929 = -313972.530959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8289.060000 sec): 3 clusters Score: Raw -313987.318111 + Penalty 2575.205859 = -311412.112253 nChanged 1040 SP:Iteration 1F (8289.230000 sec): 3 clusters Score: Raw -314585.611650 + Penalty 2575.205859 = -312010.405791 nChanged 188 SP:Iteration 2F (8289.440000 sec): 3 clusters Score: Raw -314707.802446 + Penalty 2575.205859 = -312132.596588 nChanged 121 SP:Iteration 3Q (8289.590000 sec): 3 clusters Score: Raw -314780.314179 + Penalty 2575.205859 = -312205.108320 nChanged 85 SP:Iteration 4Q (8289.770000 sec): 3 clusters Score: Raw -314824.838481 + Penalty 2575.205859 = -312249.632623 nChanged 77 SP:Iteration 5Q (8289.960000 sec): 3 clusters Score: Raw -314870.096651 + Penalty 2575.205859 = -312294.890793 nChanged 57 SP:Iteration 6Q (8290.180000 sec): 3 clusters Score: Raw -314901.794871 + Penalty 2575.205859 = -312326.589012 nChanged 51 SP:Iteration 7Q (8290.330000 sec): 3 clusters Score: Raw -314926.145592 + Penalty 2575.205859 = -312350.939734 nChanged 40 SP:Iteration 8Q (8290.530000 sec): 3 clusters Score: Raw -314948.217939 + Penalty 2575.205859 = -312373.012080 nChanged 48 SP:Iteration 9Q (8290.710000 sec): 3 clusters Score: Raw -314971.207184 + Penalty 2575.205859 = -312396.001325 nChanged 42 SP:Iteration 10Q (8290.880000 sec): 3 clusters Score: Raw -314990.747708 + Penalty 2575.205859 = -312415.541849 nChanged 24 SP:Iteration 11Q (8291.110000 sec): 3 clusters Score: Raw -314999.070253 + Penalty 2575.205859 = -312423.864395 nChanged 21 SP:Iteration 12Q (8291.320000 sec): 3 clusters Score: Raw -315008.465414 + Penalty 2575.205859 = -312433.259555 nChanged 26 SP:Iteration 13Q (8291.540000 sec): 3 clusters Score: Raw -315024.850450 + Penalty 2575.205859 = -312449.644591 nChanged 25 SP:Iteration 14Q (8291.740000 sec): 3 clusters Score: Raw -315039.602917 + Penalty 2575.205859 = -312464.397059 nChanged 32 SP:Iteration 15Q (8291.880000 sec): 3 clusters Score: Raw -315057.824650 + Penalty 2575.205859 = -312482.618792 nChanged 31 SP:Iteration 16Q (8292.060000 sec): 3 clusters Score: Raw -315074.762736 + Penalty 2575.205859 = -312499.556877 nChanged 21 SP:Iteration 17Q (8292.280000 sec): 3 clusters Score: Raw -315085.826401 + Penalty 2575.205859 = -312510.620543 nChanged 24 SP:Iteration 18Q (8292.460000 sec): 3 clusters Score: Raw -315099.372037 + Penalty 2575.205859 = -312524.166179 nChanged 27 SP:Iteration 19Q (8292.720000 sec): 3 clusters Score: Raw -315113.439605 + Penalty 2575.205859 = -312538.233746 nChanged 24 SP:Iteration 20F (8292.880000 sec): 3 clusters Score: Raw -315126.204518 + Penalty 2575.205859 = -312550.998660 nChanged 26 SP:Iteration 21Q (8293.100000 sec): 3 clusters Score: Raw -315141.959670 + Penalty 2575.205859 = -312566.753811 nChanged 23 SP:Iteration 22Q (8293.240000 sec): 3 clusters Score: Raw -315153.556001 + Penalty 2575.205859 = -312578.350143 nChanged 31 SP:Iteration 23Q (8293.420000 sec): 3 clusters Score: Raw -315173.272489 + Penalty 2575.205859 = -312598.066630 nChanged 31 SP:Iteration 24Q (8293.570000 sec): 3 clusters Score: Raw -315197.661242 + Penalty 2575.205859 = -312622.455384 nChanged 39 SP:Iteration 25Q (8293.770000 sec): 3 clusters Score: Raw -315219.848627 + Penalty 2575.205859 = -312644.642769 nChanged 30 SP:Iteration 26Q (8294.010000 sec): 3 clusters Score: Raw -315233.959666 + Penalty 2575.205859 = -312658.753808 nChanged 24 SP:Iteration 27Q (8294.180000 sec): 3 clusters Score: Raw -315243.873558 + Penalty 2575.205859 = -312668.667700 nChanged 21 SP:Iteration 28Q (8294.320000 sec): 3 clusters Score: Raw -315251.673741 + Penalty 2575.205859 = -312676.467883 nChanged 15 SP:Iteration 29Q (8294.550000 sec): 3 clusters Score: Raw -315258.158937 + Penalty 2575.205859 = -312682.953079 nChanged 13 SP:Iteration 30Q (8294.740000 sec): 3 clusters Score: Raw -315263.269604 + Penalty 2575.205859 = -312688.063746 nChanged 16 SP:Iteration 31Q (8294.920000 sec): 3 clusters Score: Raw -315270.987775 + Penalty 2575.205859 = -312695.781917 nChanged 11 SP:Iteration 32Q (8295.110000 sec): 3 clusters Score: Raw -315275.905968 + Penalty 2575.205859 = -312700.700109 nChanged 10 SP:Iteration 33Q (8295.280000 sec): 3 clusters Score: Raw -315278.905181 + Penalty 2575.205859 = -312703.699322 nChanged 6 SP:Iteration 34Q (8295.460000 sec): 3 clusters Score: Raw -315281.143782 + Penalty 2575.205859 = -312705.937923 nChanged 5 SP:Iteration 35Q (8295.630000 sec): 3 clusters Score: Raw -315284.893424 + Penalty 2575.205859 = -312709.687565 nChanged 7 SP:Iteration 36Q (8295.840000 sec): 3 clusters Score: Raw -315287.406399 + Penalty 2575.205859 = -312712.200541 nChanged 8 SP:Iteration 37Q (8296.020000 sec): 3 clusters Score: Raw -315289.291402 + Penalty 2575.205859 = -312714.085543 nChanged 5 SP:Iteration 38Q (8296.270000 sec): 3 clusters Score: Raw -315290.294588 + Penalty 2575.205859 = -312715.088729 nChanged 3 SP:Iteration 39Q (8296.450000 sec): 3 clusters Score: Raw -315291.213166 + Penalty 2575.205859 = -312716.007308 nChanged 4 SP:Iteration 40F (8296.640000 sec): 3 clusters Score: Raw -315293.293994 + Penalty 2575.205859 = -312718.088135 nChanged 3 SP:Iteration 41Q (8296.820000 sec): 3 clusters Score: Raw -315294.438301 + Penalty 2575.205859 = -312719.232443 nChanged 3 SP:Iteration 42Q (8297.000000 sec): 3 clusters Score: Raw -315295.296199 + Penalty 2575.205859 = -312720.090340 nChanged 1 SP:Iteration 43Q (8297.170000 sec): 3 clusters Score: Raw -315295.932060 + Penalty 2575.205859 = -312720.726201 nChanged 0 SP:Iteration 44F (8297.380000 sec): 3 clusters Score: Raw -315295.932060 + Penalty 2575.205859 = -312720.726201 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8297.470000 sec): 2 clusters Score: Raw -1097365.950493 + Penalty 1490.283543 = -1095875.666950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8297.710000 sec): 3 clusters Score: Raw -1091941.310612 + Penalty 2980.567086 = -1088960.743526 nChanged 4133 SP:Iteration 1F (8297.920000 sec): 3 clusters Score: Raw -1094321.776887 + Penalty 2980.567086 = -1091341.209801 nChanged 680 SP:Iteration 2F (8298.150000 sec): 3 clusters Score: Raw -1094665.593386 + Penalty 2980.567086 = -1091685.026300 nChanged 581 SP:Iteration 3F (8298.380000 sec): 3 clusters Score: Raw -1094909.303667 + Penalty 2980.567086 = -1091928.736581 nChanged 454 SP:Iteration 4Q (8298.640000 sec): 3 clusters Score: Raw -1095103.049889 + Penalty 2980.567086 = -1092122.482803 nChanged 411 SP:Iteration 5Q (8298.840000 sec): 3 clusters Score: Raw -1095272.163085 + Penalty 2980.567086 = -1092291.595999 nChanged 388 SP:Iteration 6Q (8299.100000 sec): 3 clusters Score: Raw -1095445.663537 + Penalty 2980.567086 = -1092465.096452 nChanged 425 SP:Iteration 7Q (8299.340000 sec): 3 clusters Score: Raw -1095672.295274 + Penalty 2980.567086 = -1092691.728188 nChanged 496 SP:Iteration 8F (8299.470000 sec): 3 clusters Score: Raw -1096005.183177 + Penalty 2980.567086 = -1093024.616091 nChanged 580 SP:Iteration 9F (8299.720000 sec): 3 clusters Score: Raw -1096470.393785 + Penalty 2980.567086 = -1093489.826699 nChanged 526 SP:Iteration 10F (8299.920000 sec): 3 clusters Score: Raw -1096913.816995 + Penalty 2980.567086 = -1093933.249910 nChanged 440 SP:Iteration 11Q (8300.240000 sec): 3 clusters Score: Raw -1097293.524582 + Penalty 2980.567086 = -1094312.957496 nChanged 320 SP:Iteration 12Q (8300.470000 sec): 3 clusters Score: Raw -1097608.423179 + Penalty 2980.567086 = -1094627.856093 nChanged 191 SP:Iteration 13Q (8300.690000 sec): 3 clusters Score: Raw -1097790.863732 + Penalty 2980.567086 = -1094810.296647 nChanged 116 SP:Iteration 14Q (8300.890000 sec): 3 clusters Score: Raw -1097896.229769 + Penalty 2980.567086 = -1094915.662684 nChanged 65 SP:Iteration 15Q (8301.140000 sec): 3 clusters Score: Raw -1097967.487877 + Penalty 2980.567086 = -1094986.920791 nChanged 42 SP:Iteration 16Q (8301.410000 sec): 3 clusters Score: Raw -1098008.441583 + Penalty 2980.567086 = -1095027.874497 nChanged 33 SP:Iteration 17Q (8301.640000 sec): 3 clusters Score: Raw -1098041.027533 + Penalty 2980.567086 = -1095060.460447 nChanged 21 SP:Iteration 18Q (8301.890000 sec): 3 clusters Score: Raw -1098055.227237 + Penalty 2980.567086 = -1095074.660151 nChanged 11 SP:Iteration 19Q (8302.110000 sec): 3 clusters Score: Raw -1098062.580056 + Penalty 2980.567086 = -1095082.012971 nChanged 7 SP:Iteration 20F (8302.380000 sec): 3 clusters Score: Raw -1098067.812258 + Penalty 2980.567086 = -1095087.245172 nChanged 5 SP:Iteration 21Q (8302.610000 sec): 3 clusters Score: Raw -1098070.308971 + Penalty 2980.567086 = -1095089.741885 nChanged 4 SP:Iteration 22Q (8302.800000 sec): 3 clusters Score: Raw -1098072.120644 + Penalty 2980.567086 = -1095091.553559 nChanged 1 SP:Iteration 23Q (8303.050000 sec): 3 clusters Score: Raw -1098072.993302 + Penalty 2980.567086 = -1095092.426217 nChanged 1 SP:Iteration 24Q (8303.280000 sec): 3 clusters Score: Raw -1098073.523191 + Penalty 2980.567086 = -1095092.956105 nChanged 1 SP:Iteration 25Q (8303.560000 sec): 3 clusters Score: Raw -1098074.522388 + Penalty 2980.567086 = -1095093.955302 nChanged 0 SP:Iteration 26F (8303.780000 sec): 3 clusters Score: Raw -1098074.522388 + Penalty 2980.567086 = -1095093.955302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (12314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8303.900000 sec): 2 clusters Score: Raw -1447873.239244 + Penalty 1530.504967 = -1446342.734277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8304.140000 sec): 3 clusters Score: Raw -1440856.985199 + Penalty 3061.009934 = -1437795.975264 nChanged 5325 SP:Iteration 1F (8304.380000 sec): 3 clusters Score: Raw -1443709.533510 + Penalty 3061.009934 = -1440648.523576 nChanged 701 SP:Iteration 2F (8304.670000 sec): 3 clusters Score: Raw -1444000.451039 + Penalty 3061.009934 = -1440939.441105 nChanged 654 SP:Iteration 3F (8304.910000 sec): 3 clusters Score: Raw -1444309.712200 + Penalty 3061.009934 = -1441248.702265 nChanged 644 SP:Iteration 4F (8305.130000 sec): 3 clusters Score: Raw -1444668.226570 + Penalty 3061.009934 = -1441607.216636 nChanged 709 SP:Iteration 5F (8305.390000 sec): 3 clusters Score: Raw -1445127.203755 + Penalty 3061.009934 = -1442066.193820 nChanged 753 SP:Iteration 6F (8305.600000 sec): 3 clusters Score: Raw -1445693.895724 + Penalty 3061.009934 = -1442632.885790 nChanged 747 SP:Iteration 7F (8305.850000 sec): 3 clusters Score: Raw -1446281.048465 + Penalty 3061.009934 = -1443220.038531 nChanged 717 SP:Iteration 8F (8306.100000 sec): 3 clusters Score: Raw -1446853.888549 + Penalty 3061.009934 = -1443792.878615 nChanged 556 SP:Iteration 9Q (8306.280000 sec): 3 clusters Score: Raw -1447224.705787 + Penalty 3061.009934 = -1444163.695853 nChanged 407 SP:Iteration 10Q (8306.490000 sec): 3 clusters Score: Raw -1447439.338098 + Penalty 3061.009934 = -1444378.328163 nChanged 273 SP:Iteration 11Q (8306.730000 sec): 3 clusters Score: Raw -1447556.339963 + Penalty 3061.009934 = -1444495.330028 nChanged 176 SP:Iteration 12Q (8306.950000 sec): 3 clusters Score: Raw -1447620.850641 + Penalty 3061.009934 = -1444559.840707 nChanged 141 SP:Iteration 13Q (8307.230000 sec): 3 clusters Score: Raw -1447671.319558 + Penalty 3061.009934 = -1444610.309624 nChanged 137 SP:Iteration 14Q (8307.450000 sec): 3 clusters Score: Raw -1447714.120502 + Penalty 3061.009934 = -1444653.110567 nChanged 98 SP:Iteration 15Q (8307.680000 sec): 3 clusters Score: Raw -1447743.297165 + Penalty 3061.009934 = -1444682.287230 nChanged 95 SP:Iteration 16Q (8307.880000 sec): 3 clusters Score: Raw -1447771.221992 + Penalty 3061.009934 = -1444710.212057 nChanged 81 SP:Iteration 17Q (8308.090000 sec): 3 clusters Score: Raw -1447794.124885 + Penalty 3061.009934 = -1444733.114951 nChanged 76 SP:Iteration 18Q (8308.320000 sec): 3 clusters Score: Raw -1447810.203708 + Penalty 3061.009934 = -1444749.193774 nChanged 67 SP:Iteration 19Q (8308.580000 sec): 3 clusters Score: Raw -1447823.708764 + Penalty 3061.009934 = -1444762.698829 nChanged 56 SP:Iteration 20F (8308.810000 sec): 3 clusters Score: Raw -1447834.738213 + Penalty 3061.009934 = -1444773.728279 nChanged 52 SP:Iteration 21Q (8309.060000 sec): 3 clusters Score: Raw -1447845.658582 + Penalty 3061.009934 = -1444784.648648 nChanged 53 SP:Iteration 22Q (8309.290000 sec): 3 clusters Score: Raw -1447857.205397 + Penalty 3061.009934 = -1444796.195463 nChanged 59 SP:Iteration 23Q (8309.540000 sec): 3 clusters Score: Raw -1447870.178780 + Penalty 3061.009934 = -1444809.168845 nChanged 60 SP:Iteration 24Q (8309.780000 sec): 3 clusters Score: Raw -1447884.699072 + Penalty 3061.009934 = -1444823.689138 nChanged 60 SP:Iteration 25Q (8310.050000 sec): 3 clusters Score: Raw -1447900.622654 + Penalty 3061.009934 = -1444839.612720 nChanged 63 SP:Iteration 26Q (8310.240000 sec): 3 clusters Score: Raw -1447917.096081 + Penalty 3061.009934 = -1444856.086146 nChanged 59 SP:Iteration 27Q (8310.490000 sec): 3 clusters Score: Raw -1447932.449043 + Penalty 3061.009934 = -1444871.439108 nChanged 51 SP:Iteration 28Q (8310.700000 sec): 3 clusters Score: Raw -1447944.744935 + Penalty 3061.009934 = -1444883.735001 nChanged 51 SP:Iteration 29Q (8310.940000 sec): 3 clusters Score: Raw -1447956.541276 + Penalty 3061.009934 = -1444895.531341 nChanged 44 SP:Iteration 30Q (8311.180000 sec): 3 clusters Score: Raw -1447967.723221 + Penalty 3061.009934 = -1444906.713287 nChanged 55 SP:Iteration 31Q (8311.450000 sec): 3 clusters Score: Raw -1447979.531104 + Penalty 3061.009934 = -1444918.521169 nChanged 45 SP:Iteration 32Q (8311.700000 sec): 3 clusters Score: Raw -1447991.661469 + Penalty 3061.009934 = -1444930.651535 nChanged 55 SP:Iteration 33Q (8311.970000 sec): 3 clusters Score: Raw -1448006.034453 + Penalty 3061.009934 = -1444945.024519 nChanged 40 SP:Iteration 34Q (8312.210000 sec): 3 clusters Score: Raw -1448015.675638 + Penalty 3061.009934 = -1444954.665703 nChanged 30 SP:Iteration 35Q (8312.460000 sec): 3 clusters Score: Raw -1448022.040836 + Penalty 3061.009934 = -1444961.030902 nChanged 24 SP:Iteration 36Q (8312.720000 sec): 3 clusters Score: Raw -1448027.151984 + Penalty 3061.009934 = -1444966.142050 nChanged 26 SP:Iteration 37Q (8312.920000 sec): 3 clusters Score: Raw -1448031.813783 + Penalty 3061.009934 = -1444970.803849 nChanged 21 SP:Iteration 38Q (8313.140000 sec): 3 clusters Score: Raw -1448036.354602 + Penalty 3061.009934 = -1444975.344668 nChanged 18 SP:Iteration 39Q (8313.380000 sec): 3 clusters Score: Raw -1448039.255327 + Penalty 3061.009934 = -1444978.245393 nChanged 14 SP:Iteration 40F (8313.640000 sec): 3 clusters Score: Raw -1448042.161053 + Penalty 3061.009934 = -1444981.151119 nChanged 15 SP:Iteration 41Q (8313.860000 sec): 3 clusters Score: Raw -1448045.181481 + Penalty 3061.009934 = -1444984.171546 nChanged 18 SP:Iteration 42Q (8314.090000 sec): 3 clusters Score: Raw -1448048.621222 + Penalty 3061.009934 = -1444987.611288 nChanged 15 SP:Iteration 43Q (8314.330000 sec): 3 clusters Score: Raw -1448051.590266 + Penalty 3061.009934 = -1444990.580332 nChanged 17 SP:Iteration 44Q (8314.560000 sec): 3 clusters Score: Raw -1448054.036124 + Penalty 3061.009934 = -1444993.026190 nChanged 10 SP:Iteration 45Q (8314.800000 sec): 3 clusters Score: Raw -1448056.081874 + Penalty 3061.009934 = -1444995.071940 nChanged 12 SP:Iteration 46Q (8315.000000 sec): 3 clusters Score: Raw -1448058.305593 + Penalty 3061.009934 = -1444997.295658 nChanged 12 SP:Iteration 47Q (8315.290000 sec): 3 clusters Score: Raw -1448060.762538 + Penalty 3061.009934 = -1444999.752603 nChanged 9 SP:Iteration 48Q (8315.510000 sec): 3 clusters Score: Raw -1448062.896493 + Penalty 3061.009934 = -1445001.886558 nChanged 14 SP:Iteration 49Q (8315.690000 sec): 3 clusters Score: Raw -1448066.478793 + Penalty 3061.009934 = -1445005.468859 nChanged 19 SP:Iteration 50Q (8315.990000 sec): 3 clusters Score: Raw -1448071.524489 + Penalty 3061.009934 = -1445010.514555 nChanged 24 SP:Iteration 51Q (8316.210000 sec): 3 clusters Score: Raw -1448077.326254 + Penalty 3061.009934 = -1445016.316319 nChanged 19 SP:Iteration 52Q (8316.460000 sec): 3 clusters Score: Raw -1448081.264006 + Penalty 3061.009934 = -1445020.254072 nChanged 20 SP:Iteration 53Q (8316.660000 sec): 3 clusters Score: Raw -1448087.435278 + Penalty 3061.009934 = -1445026.425344 nChanged 23 SP:Iteration 54Q (8316.900000 sec): 3 clusters Score: Raw -1448094.433663 + Penalty 3061.009934 = -1445033.423729 nChanged 24 SP:Iteration 55Q (8317.150000 sec): 3 clusters Score: Raw -1448101.504260 + Penalty 3061.009934 = -1445040.494326 nChanged 25 SP:Iteration 56Q (8317.400000 sec): 3 clusters Score: Raw -1448106.618296 + Penalty 3061.009934 = -1445045.608362 nChanged 13 SP:Iteration 57Q (8317.640000 sec): 3 clusters Score: Raw -1448108.950061 + Penalty 3061.009934 = -1445047.940127 nChanged 13 SP:Iteration 58Q (8317.870000 sec): 3 clusters Score: Raw -1448112.192777 + Penalty 3061.009934 = -1445051.182843 nChanged 15 SP:Iteration 59Q (8318.130000 sec): 3 clusters Score: Raw -1448115.337652 + Penalty 3061.009934 = -1445054.327717 nChanged 12 SP:Iteration 60F (8318.390000 sec): 3 clusters Score: Raw -1448117.803516 + Penalty 3061.009934 = -1445056.793582 nChanged 18 SP:Iteration 61Q (8318.610000 sec): 3 clusters Score: Raw -1448120.600600 + Penalty 3061.009934 = -1445059.590665 nChanged 11 SP:Iteration 62Q (8318.890000 sec): 3 clusters Score: Raw -1448122.124789 + Penalty 3061.009934 = -1445061.114855 nChanged 6 SP:Iteration 63Q (8319.120000 sec): 3 clusters Score: Raw -1448123.397839 + Penalty 3061.009934 = -1445062.387904 nChanged 10 SP:Iteration 64Q (8319.360000 sec): 3 clusters Score: Raw -1448125.774025 + Penalty 3061.009934 = -1445064.764090 nChanged 9 SP:Iteration 65Q (8319.630000 sec): 3 clusters Score: Raw -1448127.615059 + Penalty 3061.009934 = -1445066.605125 nChanged 9 SP:Iteration 66Q (8319.870000 sec): 3 clusters Score: Raw -1448129.056501 + Penalty 3061.009934 = -1445068.046566 nChanged 10 SP:Iteration 67Q (8320.090000 sec): 3 clusters Score: Raw -1448131.669830 + Penalty 3061.009934 = -1445070.659896 nChanged 9 SP:Iteration 68Q (8320.290000 sec): 3 clusters Score: Raw -1448133.872047 + Penalty 3061.009934 = -1445072.862113 nChanged 5 SP:Iteration 69Q (8320.570000 sec): 3 clusters Score: Raw -1448134.896972 + Penalty 3061.009934 = -1445073.887038 nChanged 5 SP:Iteration 70Q (8320.790000 sec): 3 clusters Score: Raw -1448136.318962 + Penalty 3061.009934 = -1445075.309028 nChanged 8 SP:Iteration 71Q (8321.050000 sec): 3 clusters Score: Raw -1448138.193308 + Penalty 3061.009934 = -1445077.183374 nChanged 6 SP:Iteration 72Q (8321.310000 sec): 3 clusters Score: Raw -1448139.904166 + Penalty 3061.009934 = -1445078.894232 nChanged 8 SP:Iteration 73Q (8321.510000 sec): 3 clusters Score: Raw -1448141.268928 + Penalty 3061.009934 = -1445080.258994 nChanged 10 SP:Iteration 74Q (8321.780000 sec): 3 clusters Score: Raw -1448143.663918 + Penalty 3061.009934 = -1445082.653984 nChanged 12 SP:Iteration 75Q (8321.970000 sec): 3 clusters Score: Raw -1448146.110640 + Penalty 3061.009934 = -1445085.100706 nChanged 5 SP:Iteration 76Q (8322.200000 sec): 3 clusters Score: Raw -1448146.795974 + Penalty 3061.009934 = -1445085.786040 nChanged 0 SP:Iteration 77F (8322.380000 sec): 3 clusters Score: Raw -1448146.795974 + Penalty 3061.009934 = -1445085.786040 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8322.470000 sec): 2 clusters Score: Raw -56489.607607 + Penalty 1014.361281 = -55475.246327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8322.620000 sec): 3 clusters Score: Raw -56393.194203 + Penalty 2028.722561 = -54364.471641 nChanged 112 SP:Iteration 1F (8322.770000 sec): 3 clusters Score: Raw -56543.396900 + Penalty 2028.722561 = -54514.674339 nChanged 25 SP:Iteration 2Q (8322.910000 sec): 3 clusters Score: Raw -56584.160528 + Penalty 2028.722561 = -54555.437967 nChanged 10 SP:Iteration 3Q (8323.050000 sec): 3 clusters Score: Raw -56596.908828 + Penalty 2028.722561 = -54568.186267 nChanged 4 SP:Iteration 4Q (8323.190000 sec): 3 clusters Score: Raw -56603.447880 + Penalty 2028.722561 = -54574.725319 nChanged 4 SP:Iteration 5Q (8323.350000 sec): 3 clusters Score: Raw -56611.617766 + Penalty 2028.722561 = -54582.895204 nChanged 3 SP:Iteration 6Q (8323.540000 sec): 3 clusters Score: Raw -56619.299982 + Penalty 2028.722561 = -54590.577421 nChanged 4 SP:Iteration 7Q (8323.710000 sec): 3 clusters Score: Raw -56624.916598 + Penalty 2028.722561 = -54596.194036 nChanged 2 SP:Iteration 8Q (8323.920000 sec): 3 clusters Score: Raw -56627.878785 + Penalty 2028.722561 = -54599.156224 nChanged 1 SP:Iteration 9Q (8324.060000 sec): 3 clusters Score: Raw -56630.073378 + Penalty 2028.722561 = -54601.350817 nChanged 1 SP:Iteration 10Q (8324.220000 sec): 3 clusters Score: Raw -56631.512987 + Penalty 2028.722561 = -54602.790426 nChanged 1 SP:Iteration 11Q (8324.440000 sec): 3 clusters Score: Raw -56632.056183 + Penalty 2028.722561 = -54603.333622 nChanged 0 SP:Iteration 12F (8324.560000 sec): 3 clusters Score: Raw -56632.056183 + Penalty 2028.722561 = -54603.333622 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8324.630000 sec): 2 clusters Score: Raw -22111.173173 + Penalty 899.816818 = -21211.356355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8324.810000 sec): 3 clusters Score: Raw -22327.343884 + Penalty 1799.633637 = -20527.710247 nChanged 60 SP:Iteration 1F (8324.940000 sec): 3 clusters Score: Raw -22624.099346 + Penalty 1799.633637 = -20824.465709 nChanged 20 SP:Iteration 2F (8325.110000 sec): 3 clusters Score: Raw -22720.752942 + Penalty 1799.633637 = -20921.119305 nChanged 9 SP:Iteration 3Q (8325.280000 sec): 3 clusters Score: Raw -22750.382211 + Penalty 1799.633637 = -20950.748574 nChanged 4 SP:Iteration 4Q (8325.370000 sec): 3 clusters Score: Raw -22762.285326 + Penalty 1799.633637 = -20962.651690 nChanged 2 SP:Iteration 5Q (8325.520000 sec): 3 clusters Score: Raw -22768.783866 + Penalty 1799.633637 = -20969.150229 nChanged 1 SP:Iteration 6Q (8325.660000 sec): 3 clusters Score: Raw -22776.842428 + Penalty 1799.633637 = -20977.208791 nChanged 1 SP:Iteration 7Q (8325.810000 sec): 3 clusters Score: Raw -22785.014710 + Penalty 1799.633637 = -20985.381073 nChanged 1 SP:Iteration 8Q (8325.950000 sec): 3 clusters Score: Raw -22788.215918 + Penalty 1799.633637 = -20988.582281 nChanged 0 SP:Iteration 9F (8326.140000 sec): 3 clusters Score: Raw -22788.215918 + Penalty 1799.633637 = -20988.582281 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8326.320000 sec): 2 clusters Score: Raw -1395553.667162 + Penalty 1528.433184 = -1394025.233978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8326.540000 sec): 3 clusters Score: Raw -1388596.116751 + Penalty 3056.866367 = -1385539.250384 nChanged 5293 SP:Iteration 1F (8326.730000 sec): 3 clusters Score: Raw -1391518.025792 + Penalty 3056.866367 = -1388461.159424 nChanged 772 SP:Iteration 2F (8326.950000 sec): 3 clusters Score: Raw -1391920.985925 + Penalty 3056.866367 = -1388864.119558 nChanged 756 SP:Iteration 3F (8327.190000 sec): 3 clusters Score: Raw -1392353.149363 + Penalty 3056.866367 = -1389296.282996 nChanged 708 SP:Iteration 4F (8327.430000 sec): 3 clusters Score: Raw -1392796.865558 + Penalty 3056.866367 = -1389739.999191 nChanged 709 SP:Iteration 5F (8327.670000 sec): 3 clusters Score: Raw -1393297.292894 + Penalty 3056.866367 = -1390240.426527 nChanged 679 SP:Iteration 6F (8327.930000 sec): 3 clusters Score: Raw -1393836.581297 + Penalty 3056.866367 = -1390779.714930 nChanged 687 SP:Iteration 7F (8328.160000 sec): 3 clusters Score: Raw -1394408.619861 + Penalty 3056.866367 = -1391351.753493 nChanged 601 SP:Iteration 8Q (8328.400000 sec): 3 clusters Score: Raw -1394862.190053 + Penalty 3056.866367 = -1391805.323686 nChanged 529 SP:Iteration 9Q (8328.640000 sec): 3 clusters Score: Raw -1395201.336759 + Penalty 3056.866367 = -1392144.470392 nChanged 412 SP:Iteration 10Q (8328.870000 sec): 3 clusters Score: Raw -1395395.295498 + Penalty 3056.866367 = -1392338.429131 nChanged 281 SP:Iteration 11Q (8329.080000 sec): 3 clusters Score: Raw -1395500.073648 + Penalty 3056.866367 = -1392443.207281 nChanged 183 SP:Iteration 12Q (8329.330000 sec): 3 clusters Score: Raw -1395564.471243 + Penalty 3056.866367 = -1392507.604875 nChanged 145 SP:Iteration 13Q (8329.510000 sec): 3 clusters Score: Raw -1395605.953842 + Penalty 3056.866367 = -1392549.087475 nChanged 101 SP:Iteration 14Q (8329.760000 sec): 3 clusters Score: Raw -1395628.768305 + Penalty 3056.866367 = -1392571.901938 nChanged 78 SP:Iteration 15Q (8329.920000 sec): 3 clusters Score: Raw -1395642.459830 + Penalty 3056.866367 = -1392585.593463 nChanged 53 SP:Iteration 16Q (8330.230000 sec): 3 clusters Score: Raw -1395653.626491 + Penalty 3056.866367 = -1392596.760123 nChanged 50 SP:Iteration 17Q (8330.440000 sec): 3 clusters Score: Raw -1395661.671006 + Penalty 3056.866367 = -1392604.804639 nChanged 37 SP:Iteration 18Q (8330.740000 sec): 3 clusters Score: Raw -1395666.196270 + Penalty 3056.866367 = -1392609.329903 nChanged 25 SP:Iteration 19Q (8330.960000 sec): 3 clusters Score: Raw -1395669.390562 + Penalty 3056.866367 = -1392612.524195 nChanged 20 SP:Iteration 20F (8331.220000 sec): 3 clusters Score: Raw -1395672.361451 + Penalty 3056.866367 = -1392615.495084 nChanged 17 SP:Iteration 21Q (8331.480000 sec): 3 clusters Score: Raw -1395674.983020 + Penalty 3056.866367 = -1392618.116653 nChanged 17 SP:Iteration 22Q (8331.740000 sec): 3 clusters Score: Raw -1395677.365234 + Penalty 3056.866367 = -1392620.498867 nChanged 23 SP:Iteration 23Q (8332.000000 sec): 3 clusters Score: Raw -1395679.966125 + Penalty 3056.866367 = -1392623.099758 nChanged 18 SP:Iteration 24Q (8332.220000 sec): 3 clusters Score: Raw -1395681.979134 + Penalty 3056.866367 = -1392625.112767 nChanged 22 SP:Iteration 25Q (8332.480000 sec): 3 clusters Score: Raw -1395684.837284 + Penalty 3056.866367 = -1392627.970917 nChanged 26 SP:Iteration 26Q (8332.730000 sec): 3 clusters Score: Raw -1395687.620247 + Penalty 3056.866367 = -1392630.753880 nChanged 21 SP:Iteration 27Q (8332.970000 sec): 3 clusters Score: Raw -1395690.019911 + Penalty 3056.866367 = -1392633.153543 nChanged 18 SP:Iteration 28Q (8333.220000 sec): 3 clusters Score: Raw -1395692.031574 + Penalty 3056.866367 = -1392635.165207 nChanged 14 SP:Iteration 29Q (8333.440000 sec): 3 clusters Score: Raw -1395693.802839 + Penalty 3056.866367 = -1392636.936472 nChanged 15 SP:Iteration 30Q (8333.660000 sec): 3 clusters Score: Raw -1395695.248283 + Penalty 3056.866367 = -1392638.381916 nChanged 14 SP:Iteration 31Q (8333.920000 sec): 3 clusters Score: Raw -1395696.433986 + Penalty 3056.866367 = -1392639.567618 nChanged 13 SP:Iteration 32Q (8334.180000 sec): 3 clusters Score: Raw -1395697.647226 + Penalty 3056.866367 = -1392640.780859 nChanged 16 SP:Iteration 33Q (8334.420000 sec): 3 clusters Score: Raw -1395699.330084 + Penalty 3056.866367 = -1392642.463716 nChanged 18 SP:Iteration 34Q (8334.680000 sec): 3 clusters Score: Raw -1395700.819083 + Penalty 3056.866367 = -1392643.952716 nChanged 16 SP:Iteration 35Q (8334.920000 sec): 3 clusters Score: Raw -1395702.481902 + Penalty 3056.866367 = -1392645.615535 nChanged 11 SP:Iteration 36Q (8335.180000 sec): 3 clusters Score: Raw -1395703.376196 + Penalty 3056.866367 = -1392646.509829 nChanged 8 SP:Iteration 37Q (8335.430000 sec): 3 clusters Score: Raw -1395704.188699 + Penalty 3056.866367 = -1392647.322332 nChanged 8 SP:Iteration 38Q (8335.700000 sec): 3 clusters Score: Raw -1395705.203055 + Penalty 3056.866367 = -1392648.336687 nChanged 15 SP:Iteration 39Q (8335.960000 sec): 3 clusters Score: Raw -1395706.976668 + Penalty 3056.866367 = -1392650.110300 nChanged 18 SP:Iteration 40F (8336.180000 sec): 3 clusters Score: Raw -1395709.099412 + Penalty 3056.866367 = -1392652.233045 nChanged 21 SP:Iteration 41Q (8336.410000 sec): 3 clusters Score: Raw -1395711.726658 + Penalty 3056.866367 = -1392654.860291 nChanged 21 SP:Iteration 42Q (8336.640000 sec): 3 clusters Score: Raw -1395713.938078 + Penalty 3056.866367 = -1392657.071710 nChanged 17 SP:Iteration 43Q (8336.950000 sec): 3 clusters Score: Raw -1395715.693450 + Penalty 3056.866367 = -1392658.827083 nChanged 14 SP:Iteration 44Q (8337.180000 sec): 3 clusters Score: Raw -1395717.235373 + Penalty 3056.866367 = -1392660.369006 nChanged 13 SP:Iteration 45Q (8337.430000 sec): 3 clusters Score: Raw -1395718.517771 + Penalty 3056.866367 = -1392661.651403 nChanged 9 SP:Iteration 46Q (8337.640000 sec): 3 clusters Score: Raw -1395719.326641 + Penalty 3056.866367 = -1392662.460274 nChanged 2 SP:Iteration 47Q (8337.880000 sec): 3 clusters Score: Raw -1395719.457677 + Penalty 3056.866367 = -1392662.591310 nChanged 1 SP:Iteration 48Q (8338.040000 sec): 3 clusters Score: Raw -1395719.498867 + Penalty 3056.866367 = -1392662.632500 nChanged 0 SP:Iteration 49F (8338.300000 sec): 3 clusters Score: Raw -1395719.498867 + Penalty 3056.866367 = -1392662.632500 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8338.420000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8338.640000 sec): 3 clusters Score: Raw -59676.435440 + Penalty 2048.945861 = -57627.489580 nChanged 130 SP:Iteration 1F (8338.850000 sec): 3 clusters Score: Raw -59900.673518 + Penalty 2048.945861 = -57851.727657 nChanged 35 SP:Iteration 2F (8339.050000 sec): 3 clusters Score: Raw -59984.221691 + Penalty 2048.945861 = -57935.275830 nChanged 26 SP:Iteration 3Q (8339.240000 sec): 3 clusters Score: Raw -60048.249515 + Penalty 2048.945861 = -57999.303654 nChanged 19 SP:Iteration 4Q (8339.450000 sec): 3 clusters Score: Raw -60109.216367 + Penalty 2048.945861 = -58060.270506 nChanged 24 SP:Iteration 5Q (8339.600000 sec): 3 clusters Score: Raw -60195.670377 + Penalty 2048.945861 = -58146.724516 nChanged 26 SP:Iteration 6Q (8339.840000 sec): 3 clusters Score: Raw -60270.126869 + Penalty 2048.945861 = -58221.181008 nChanged 19 SP:Iteration 7Q (8340.010000 sec): 3 clusters Score: Raw -60306.948549 + Penalty 2048.945861 = -58258.002688 nChanged 12 SP:Iteration 8Q (8340.180000 sec): 3 clusters Score: Raw -60339.300039 + Penalty 2048.945861 = -58290.354178 nChanged 13 SP:Iteration 9Q (8340.360000 sec): 3 clusters Score: Raw -60368.783265 + Penalty 2048.945861 = -58319.837404 nChanged 14 SP:Iteration 10Q (8340.530000 sec): 3 clusters Score: Raw -60393.016716 + Penalty 2048.945861 = -58344.070855 nChanged 6 SP:Iteration 11Q (8340.750000 sec): 3 clusters Score: Raw -60407.684903 + Penalty 2048.945861 = -58358.739042 nChanged 5 SP:Iteration 12Q (8340.920000 sec): 3 clusters Score: Raw -60414.310063 + Penalty 2048.945861 = -58365.364202 nChanged 4 SP:Iteration 13Q (8341.130000 sec): 3 clusters Score: Raw -60421.447335 + Penalty 2048.945861 = -58372.501474 nChanged 3 SP:Iteration 14Q (8341.340000 sec): 3 clusters Score: Raw -60427.021288 + Penalty 2048.945861 = -58378.075428 nChanged 3 SP:Iteration 15Q (8341.520000 sec): 3 clusters Score: Raw -60431.091934 + Penalty 2048.945861 = -58382.146073 nChanged 3 SP:Iteration 16Q (8341.700000 sec): 3 clusters Score: Raw -60440.836782 + Penalty 2048.945861 = -58391.890921 nChanged 4 SP:Iteration 17Q (8341.950000 sec): 3 clusters Score: Raw -60452.387630 + Penalty 2048.945861 = -58403.441769 nChanged 3 SP:Iteration 18Q (8342.080000 sec): 3 clusters Score: Raw -60460.237950 + Penalty 2048.945861 = -58411.292089 nChanged 3 SP:Iteration 19Q (8342.330000 sec): 3 clusters Score: Raw -60465.107594 + Penalty 2048.945861 = -58416.161733 nChanged 1 SP:Iteration 20F (8342.520000 sec): 3 clusters Score: Raw -60465.954996 + Penalty 2048.945861 = -58417.009135 nChanged 1 SP:Iteration 21Q (8342.730000 sec): 3 clusters Score: Raw -60466.374177 + Penalty 2048.945861 = -58417.428316 nChanged 1 SP:Iteration 22Q (8342.930000 sec): 3 clusters Score: Raw -60467.026430 + Penalty 2048.945861 = -58418.080569 nChanged 1 SP:Iteration 23Q (8343.130000 sec): 3 clusters Score: Raw -60467.743331 + Penalty 2048.945861 = -58418.797471 nChanged 1 SP:Iteration 24Q (8343.310000 sec): 3 clusters Score: Raw -60469.859818 + Penalty 2048.945861 = -58420.913957 nChanged 0 SP:Iteration 25F (8343.570000 sec): 3 clusters Score: Raw -60469.859818 + Penalty 2048.945861 = -58420.913957 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8343.670000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8343.880000 sec): 3 clusters Score: Raw -205702.491349 + Penalty 2445.832992 = -203256.658357 nChanged 638 SP:Iteration 1F (8344.030000 sec): 3 clusters Score: Raw -206138.316800 + Penalty 2445.832992 = -203692.483808 nChanged 148 SP:Iteration 2F (8344.210000 sec): 3 clusters Score: Raw -206238.843046 + Penalty 2445.832992 = -203793.010054 nChanged 91 SP:Iteration 3Q (8344.390000 sec): 3 clusters Score: Raw -206302.261128 + Penalty 2445.832992 = -203856.428136 nChanged 52 SP:Iteration 4Q (8344.610000 sec): 3 clusters Score: Raw -206337.793119 + Penalty 2445.832992 = -203891.960127 nChanged 42 SP:Iteration 5Q (8344.770000 sec): 3 clusters Score: Raw -206365.646694 + Penalty 2445.832992 = -203919.813702 nChanged 40 SP:Iteration 6Q (8345.010000 sec): 3 clusters Score: Raw -206385.914735 + Penalty 2445.832992 = -203940.081743 nChanged 23 SP:Iteration 7Q (8345.150000 sec): 3 clusters Score: Raw -206399.910984 + Penalty 2445.832992 = -203954.077992 nChanged 30 SP:Iteration 8Q (8345.330000 sec): 3 clusters Score: Raw -206413.099666 + Penalty 2445.832992 = -203967.266674 nChanged 9 SP:Iteration 9Q (8345.510000 sec): 3 clusters Score: Raw -206420.594407 + Penalty 2445.832992 = -203974.761416 nChanged 10 SP:Iteration 10Q (8345.700000 sec): 3 clusters Score: Raw -206424.696460 + Penalty 2445.832992 = -203978.863468 nChanged 11 SP:Iteration 11Q (8345.920000 sec): 3 clusters Score: Raw -206428.485648 + Penalty 2445.832992 = -203982.652656 nChanged 11 SP:Iteration 12Q (8346.110000 sec): 3 clusters Score: Raw -206433.543421 + Penalty 2445.832992 = -203987.710429 nChanged 9 SP:Iteration 13Q (8346.280000 sec): 3 clusters Score: Raw -206437.844369 + Penalty 2445.832992 = -203992.011377 nChanged 10 SP:Iteration 14Q (8346.510000 sec): 3 clusters Score: Raw -206446.445236 + Penalty 2445.832992 = -204000.612244 nChanged 15 SP:Iteration 15Q (8346.770000 sec): 3 clusters Score: Raw -206456.124082 + Penalty 2445.832992 = -204010.291090 nChanged 17 SP:Iteration 16Q (8346.950000 sec): 3 clusters Score: Raw -206463.778198 + Penalty 2445.832992 = -204017.945206 nChanged 17 SP:Iteration 17Q (8347.120000 sec): 3 clusters Score: Raw -206473.238957 + Penalty 2445.832992 = -204027.405965 nChanged 22 SP:Iteration 18Q (8347.290000 sec): 3 clusters Score: Raw -206487.358321 + Penalty 2445.832992 = -204041.525329 nChanged 14 SP:Iteration 19Q (8347.490000 sec): 3 clusters Score: Raw -206497.558406 + Penalty 2445.832992 = -204051.725414 nChanged 12 SP:Iteration 20F (8347.680000 sec): 3 clusters Score: Raw -206504.970401 + Penalty 2445.832992 = -204059.137409 nChanged 13 SP:Iteration 21Q (8347.820000 sec): 3 clusters Score: Raw -206513.021863 + Penalty 2445.832992 = -204067.188871 nChanged 14 SP:Iteration 22Q (8348.030000 sec): 3 clusters Score: Raw -206521.986724 + Penalty 2445.832992 = -204076.153732 nChanged 9 SP:Iteration 23Q (8348.220000 sec): 3 clusters Score: Raw -206525.909762 + Penalty 2445.832992 = -204080.076770 nChanged 7 SP:Iteration 24Q (8348.410000 sec): 3 clusters Score: Raw -206529.128092 + Penalty 2445.832992 = -204083.295100 nChanged 2 SP:Iteration 25Q (8348.600000 sec): 3 clusters Score: Raw -206530.399674 + Penalty 2445.832992 = -204084.566682 nChanged 6 SP:Iteration 26Q (8348.750000 sec): 3 clusters Score: Raw -206532.530455 + Penalty 2445.832992 = -204086.697463 nChanged 7 SP:Iteration 27Q (8348.960000 sec): 3 clusters Score: Raw -206536.122831 + Penalty 2445.832992 = -204090.289839 nChanged 14 SP:Iteration 28Q (8349.190000 sec): 3 clusters Score: Raw -206544.333615 + Penalty 2445.832992 = -204098.500623 nChanged 12 SP:Iteration 29Q (8349.380000 sec): 3 clusters Score: Raw -206549.782164 + Penalty 2445.832992 = -204103.949172 nChanged 3 SP:Iteration 30Q (8349.570000 sec): 3 clusters Score: Raw -206551.018240 + Penalty 2445.832992 = -204105.185248 nChanged 4 SP:Iteration 31Q (8349.760000 sec): 3 clusters Score: Raw -206553.252100 + Penalty 2445.832992 = -204107.419108 nChanged 5 SP:Iteration 32Q (8349.980000 sec): 3 clusters Score: Raw -206554.850411 + Penalty 2445.832992 = -204109.017419 nChanged 4 SP:Iteration 33Q (8350.200000 sec): 3 clusters Score: Raw -206556.172853 + Penalty 2445.832992 = -204110.339862 nChanged 2 SP:Iteration 34Q (8350.340000 sec): 3 clusters Score: Raw -206557.067851 + Penalty 2445.832992 = -204111.234859 nChanged 1 SP:Iteration 35Q (8350.510000 sec): 3 clusters Score: Raw -206557.324982 + Penalty 2445.832992 = -204111.491990 nChanged 4 SP:Iteration 36Q (8350.700000 sec): 3 clusters Score: Raw -206560.382994 + Penalty 2445.832992 = -204114.550002 nChanged 2 SP:Iteration 37Q (8350.930000 sec): 3 clusters Score: Raw -206561.274395 + Penalty 2445.832992 = -204115.441403 nChanged 1 SP:Iteration 38Q (8351.120000 sec): 3 clusters Score: Raw -206561.992607 + Penalty 2445.832992 = -204116.159616 nChanged 2 SP:Iteration 39Q (8351.360000 sec): 3 clusters Score: Raw -206562.789382 + Penalty 2445.832992 = -204116.956390 nChanged 1 SP:Iteration 40F (8351.620000 sec): 3 clusters Score: Raw -206563.318896 + Penalty 2445.832992 = -204117.485904 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (12333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8351.740000 sec): 2 clusters Score: Raw -1339645.879655 + Penalty 1530.755505 = -1338115.124150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8352.020000 sec): 3 clusters Score: Raw -1332501.004076 + Penalty 3061.511010 = -1329439.493066 nChanged 5408 SP:Iteration 1F (8352.320000 sec): 3 clusters Score: Raw -1335567.879562 + Penalty 3061.511010 = -1332506.368553 nChanged 775 SP:Iteration 2F (8352.520000 sec): 3 clusters Score: Raw -1335940.662631 + Penalty 3061.511010 = -1332879.151621 nChanged 768 SP:Iteration 3F (8352.770000 sec): 3 clusters Score: Raw -1336326.978588 + Penalty 3061.511010 = -1333265.467578 nChanged 701 SP:Iteration 4F (8353.030000 sec): 3 clusters Score: Raw -1336718.217559 + Penalty 3061.511010 = -1333656.706549 nChanged 721 SP:Iteration 5F (8353.280000 sec): 3 clusters Score: Raw -1337168.220556 + Penalty 3061.511010 = -1334106.709547 nChanged 684 SP:Iteration 6F (8353.500000 sec): 3 clusters Score: Raw -1337632.654161 + Penalty 3061.511010 = -1334571.143151 nChanged 681 SP:Iteration 7F (8353.790000 sec): 3 clusters Score: Raw -1338130.207996 + Penalty 3061.511010 = -1335068.696986 nChanged 626 SP:Iteration 8F (8354.100000 sec): 3 clusters Score: Raw -1338605.409944 + Penalty 3061.511010 = -1335543.898934 nChanged 489 SP:Iteration 9Q (8354.350000 sec): 3 clusters Score: Raw -1338966.882368 + Penalty 3061.511010 = -1335905.371358 nChanged 379 SP:Iteration 10Q (8354.570000 sec): 3 clusters Score: Raw -1339281.282093 + Penalty 3061.511010 = -1336219.771084 nChanged 282 SP:Iteration 11Q (8354.850000 sec): 3 clusters Score: Raw -1339525.567690 + Penalty 3061.511010 = -1336464.056680 nChanged 180 SP:Iteration 12Q (8355.070000 sec): 3 clusters Score: Raw -1339665.713495 + Penalty 3061.511010 = -1336604.202486 nChanged 114 SP:Iteration 13Q (8355.320000 sec): 3 clusters Score: Raw -1339769.504057 + Penalty 3061.511010 = -1336707.993047 nChanged 67 SP:Iteration 14Q (8355.570000 sec): 3 clusters Score: Raw -1339830.446136 + Penalty 3061.511010 = -1336768.935126 nChanged 45 SP:Iteration 15Q (8355.770000 sec): 3 clusters Score: Raw -1339867.505060 + Penalty 3061.511010 = -1336805.994051 nChanged 25 SP:Iteration 16Q (8356.010000 sec): 3 clusters Score: Raw -1339892.306287 + Penalty 3061.511010 = -1336830.795277 nChanged 27 SP:Iteration 17Q (8356.220000 sec): 3 clusters Score: Raw -1339915.462316 + Penalty 3061.511010 = -1336853.951306 nChanged 17 SP:Iteration 18Q (8356.430000 sec): 3 clusters Score: Raw -1339934.426015 + Penalty 3061.511010 = -1336872.915005 nChanged 18 SP:Iteration 19Q (8356.740000 sec): 3 clusters Score: Raw -1339954.690814 + Penalty 3061.511010 = -1336893.179805 nChanged 9 SP:Iteration 20F (8356.970000 sec): 3 clusters Score: Raw -1339964.113900 + Penalty 3061.511010 = -1336902.602890 nChanged 8 SP:Iteration 21Q (8357.270000 sec): 3 clusters Score: Raw -1339971.399569 + Penalty 3061.511010 = -1336909.888559 nChanged 5 SP:Iteration 22Q (8357.530000 sec): 3 clusters Score: Raw -1339976.647262 + Penalty 3061.511010 = -1336915.136252 nChanged 2 SP:Iteration 23Q (8357.790000 sec): 3 clusters Score: Raw -1339979.984350 + Penalty 3061.511010 = -1336918.473340 nChanged 2 SP:Iteration 24Q (8357.990000 sec): 3 clusters Score: Raw -1339982.807071 + Penalty 3061.511010 = -1336921.296062 nChanged 1 SP:Iteration 25Q (8358.190000 sec): 3 clusters Score: Raw -1339983.017326 + Penalty 3061.511010 = -1336921.506317 nChanged 0 SP:Iteration 26F (8358.430000 sec): 3 clusters Score: Raw -1339983.017326 + Penalty 3061.511010 = -1336921.506317 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8358.600000 sec): 2 clusters Score: Raw -1188505.693459 + Penalty 1503.209851 = -1187002.483608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8358.870000 sec): 3 clusters Score: Raw -1182662.903961 + Penalty 3006.419703 = -1179656.484258 nChanged 4435 SP:Iteration 1F (8359.120000 sec): 3 clusters Score: Raw -1185001.446348 + Penalty 3006.419703 = -1181995.026646 nChanged 539 SP:Iteration 2F (8359.380000 sec): 3 clusters Score: Raw -1185192.299957 + Penalty 3006.419703 = -1182185.880254 nChanged 444 SP:Iteration 3Q (8359.640000 sec): 3 clusters Score: Raw -1185347.069730 + Penalty 3006.419703 = -1182340.650027 nChanged 373 SP:Iteration 4Q (8359.870000 sec): 3 clusters Score: Raw -1185469.666415 + Penalty 3006.419703 = -1182463.246713 nChanged 324 SP:Iteration 5Q (8360.110000 sec): 3 clusters Score: Raw -1185558.209356 + Penalty 3006.419703 = -1182551.789654 nChanged 279 SP:Iteration 6Q (8360.330000 sec): 3 clusters Score: Raw -1185634.494008 + Penalty 3006.419703 = -1182628.074305 nChanged 265 SP:Iteration 7Q (8360.610000 sec): 3 clusters Score: Raw -1185696.909983 + Penalty 3006.419703 = -1182690.490281 nChanged 197 SP:Iteration 8Q (8360.810000 sec): 3 clusters Score: Raw -1185738.793205 + Penalty 3006.419703 = -1182732.373502 nChanged 171 SP:Iteration 9Q (8361.050000 sec): 3 clusters Score: Raw -1185774.344123 + Penalty 3006.419703 = -1182767.924421 nChanged 178 SP:Iteration 10Q (8361.260000 sec): 3 clusters Score: Raw -1185822.430716 + Penalty 3006.419703 = -1182816.011014 nChanged 206 SP:Iteration 11Q (8361.510000 sec): 3 clusters Score: Raw -1185889.294388 + Penalty 3006.419703 = -1182882.874686 nChanged 261 SP:Iteration 12Q (8361.710000 sec): 3 clusters Score: Raw -1185989.937964 + Penalty 3006.419703 = -1182983.518262 nChanged 322 SP:Iteration 13Q (8361.960000 sec): 3 clusters Score: Raw -1186143.085679 + Penalty 3006.419703 = -1183136.665977 nChanged 408 SP:Iteration 14Q (8362.160000 sec): 3 clusters Score: Raw -1186381.456700 + Penalty 3006.419703 = -1183375.036998 nChanged 532 SP:Iteration 15F (8362.380000 sec): 3 clusters Score: Raw -1186747.029317 + Penalty 3006.419703 = -1183740.609615 nChanged 634 SP:Iteration 16F (8362.600000 sec): 3 clusters Score: Raw -1187274.272677 + Penalty 3006.419703 = -1184267.852974 nChanged 696 SP:Iteration 17F (8362.880000 sec): 3 clusters Score: Raw -1187947.465671 + Penalty 3006.419703 = -1184941.045968 nChanged 662 SP:Iteration 18F (8363.080000 sec): 3 clusters Score: Raw -1188559.335937 + Penalty 3006.419703 = -1185552.916235 nChanged 425 SP:Iteration 19Q (8363.280000 sec): 3 clusters Score: Raw -1188896.691753 + Penalty 3006.419703 = -1185890.272051 nChanged 286 SP:Iteration 20F (8363.560000 sec): 3 clusters Score: Raw -1189093.321716 + Penalty 3006.419703 = -1186086.902014 nChanged 203 SP:Iteration 21Q (8363.750000 sec): 3 clusters Score: Raw -1189203.150164 + Penalty 3006.419703 = -1186196.730461 nChanged 123 SP:Iteration 22Q (8363.990000 sec): 3 clusters Score: Raw -1189258.702286 + Penalty 3006.419703 = -1186252.282584 nChanged 68 SP:Iteration 23Q (8364.220000 sec): 3 clusters Score: Raw -1189283.290158 + Penalty 3006.419703 = -1186276.870455 nChanged 41 SP:Iteration 24Q (8364.490000 sec): 3 clusters Score: Raw -1189298.114039 + Penalty 3006.419703 = -1186291.694336 nChanged 36 SP:Iteration 25Q (8364.790000 sec): 3 clusters Score: Raw -1189308.231806 + Penalty 3006.419703 = -1186301.812104 nChanged 23 SP:Iteration 26Q (8365.010000 sec): 3 clusters Score: Raw -1189313.981767 + Penalty 3006.419703 = -1186307.562064 nChanged 17 SP:Iteration 27Q (8365.250000 sec): 3 clusters Score: Raw -1189318.829477 + Penalty 3006.419703 = -1186312.409775 nChanged 16 SP:Iteration 28Q (8365.460000 sec): 3 clusters Score: Raw -1189323.805550 + Penalty 3006.419703 = -1186317.385847 nChanged 18 SP:Iteration 29Q (8365.730000 sec): 3 clusters Score: Raw -1189328.829737 + Penalty 3006.419703 = -1186322.410035 nChanged 19 SP:Iteration 30Q (8365.910000 sec): 3 clusters Score: Raw -1189334.742201 + Penalty 3006.419703 = -1186328.322498 nChanged 21 SP:Iteration 31Q (8366.160000 sec): 3 clusters Score: Raw -1189340.795712 + Penalty 3006.419703 = -1186334.376009 nChanged 17 SP:Iteration 32Q (8366.330000 sec): 3 clusters Score: Raw -1189344.825741 + Penalty 3006.419703 = -1186338.406038 nChanged 5 SP:Iteration 33Q (8366.550000 sec): 3 clusters Score: Raw -1189345.412101 + Penalty 3006.419703 = -1186338.992399 nChanged 1 SP:Iteration 34Q (8366.770000 sec): 3 clusters Score: Raw -1189345.499642 + Penalty 3006.419703 = -1186339.079939 nChanged 0 SP:Iteration 35F (8367.030000 sec): 3 clusters Score: Raw -1189345.499642 + Penalty 3006.419703 = -1186339.079939 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8367.130000 sec): 2 clusters Score: Raw -54165.956167 + Penalty 1018.111447 = -53147.844720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8367.270000 sec): 3 clusters Score: Raw -54187.148811 + Penalty 2036.222894 = -52150.925917 nChanged 136 SP:Iteration 1F (8367.480000 sec): 3 clusters Score: Raw -54420.637849 + Penalty 2036.222894 = -52384.414954 nChanged 36 SP:Iteration 2F (8367.690000 sec): 3 clusters Score: Raw -54501.251754 + Penalty 2036.222894 = -52465.028860 nChanged 22 SP:Iteration 3Q (8367.920000 sec): 3 clusters Score: Raw -54535.716550 + Penalty 2036.222894 = -52499.493656 nChanged 11 SP:Iteration 4Q (8368.090000 sec): 3 clusters Score: Raw -54547.275161 + Penalty 2036.222894 = -52511.052267 nChanged 4 SP:Iteration 5Q (8368.320000 sec): 3 clusters Score: Raw -54552.624396 + Penalty 2036.222894 = -52516.401502 nChanged 0 SP:Iteration 6F (8368.500000 sec): 3 clusters Score: Raw -54552.624396 + Penalty 2036.222894 = -52516.401502 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8368.600000 sec): 2 clusters Score: Raw -161959.953338 + Penalty 1194.250009 = -160765.703329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8368.810000 sec): 3 clusters Score: Raw -161392.718495 + Penalty 2388.500018 = -159004.218477 nChanged 512 SP:Iteration 1F (8369.000000 sec): 3 clusters Score: Raw -161789.330147 + Penalty 2388.500018 = -159400.830129 nChanged 132 SP:Iteration 2F (8369.230000 sec): 3 clusters Score: Raw -161955.374595 + Penalty 2388.500018 = -159566.874577 nChanged 101 SP:Iteration 3F (8369.450000 sec): 3 clusters Score: Raw -162078.196560 + Penalty 2388.500018 = -159689.696542 nChanged 92 SP:Iteration 4F (8369.640000 sec): 3 clusters Score: Raw -162176.200631 + Penalty 2388.500018 = -159787.700613 nChanged 73 SP:Iteration 5Q (8369.780000 sec): 3 clusters Score: Raw -162279.287494 + Penalty 2388.500018 = -159890.787476 nChanged 59 SP:Iteration 6Q (8369.990000 sec): 3 clusters Score: Raw -162366.793700 + Penalty 2388.500018 = -159978.293682 nChanged 51 SP:Iteration 7Q (8370.190000 sec): 3 clusters Score: Raw -162454.956815 + Penalty 2388.500018 = -160066.456797 nChanged 40 SP:Iteration 8Q (8370.370000 sec): 3 clusters Score: Raw -162518.867750 + Penalty 2388.500018 = -160130.367732 nChanged 37 SP:Iteration 9Q (8370.590000 sec): 3 clusters Score: Raw -162572.049401 + Penalty 2388.500018 = -160183.549383 nChanged 30 SP:Iteration 10Q (8370.750000 sec): 3 clusters Score: Raw -162601.379323 + Penalty 2388.500018 = -160212.879305 nChanged 17 SP:Iteration 11Q (8370.910000 sec): 3 clusters Score: Raw -162617.514631 + Penalty 2388.500018 = -160229.014613 nChanged 10 SP:Iteration 12Q (8371.090000 sec): 3 clusters Score: Raw -162623.854760 + Penalty 2388.500018 = -160235.354742 nChanged 6 SP:Iteration 13Q (8371.270000 sec): 3 clusters Score: Raw -162628.101435 + Penalty 2388.500018 = -160239.601417 nChanged 3 SP:Iteration 14Q (8371.490000 sec): 3 clusters Score: Raw -162629.711624 + Penalty 2388.500018 = -160241.211606 nChanged 5 SP:Iteration 15Q (8371.640000 sec): 3 clusters Score: Raw -162633.497142 + Penalty 2388.500018 = -160244.997124 nChanged 5 SP:Iteration 16Q (8371.830000 sec): 3 clusters Score: Raw -162635.930515 + Penalty 2388.500018 = -160247.430497 nChanged 3 SP:Iteration 17Q (8372.080000 sec): 3 clusters Score: Raw -162637.320441 + Penalty 2388.500018 = -160248.820423 nChanged 2 SP:Iteration 18Q (8372.290000 sec): 3 clusters Score: Raw -162637.785275 + Penalty 2388.500018 = -160249.285257 nChanged 0 SP:Iteration 19F (8372.450000 sec): 3 clusters Score: Raw -162637.785275 + Penalty 2388.500018 = -160249.285257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8372.560000 sec): 2 clusters Score: Raw -61766.339132 + Penalty 1019.648828 = -60746.690304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8372.770000 sec): 3 clusters Score: Raw -61664.976733 + Penalty 2039.297657 = -59625.679076 nChanged 108 SP:Iteration 1F (8372.970000 sec): 3 clusters Score: Raw -61799.871565 + Penalty 2039.297657 = -59760.573908 nChanged 30 SP:Iteration 2F (8373.200000 sec): 3 clusters Score: Raw -61848.513510 + Penalty 2039.297657 = -59809.215853 nChanged 6 SP:Iteration 3Q (8373.390000 sec): 3 clusters Score: Raw -61857.183365 + Penalty 2039.297657 = -59817.885708 nChanged 7 SP:Iteration 4Q (8373.600000 sec): 3 clusters Score: Raw -61865.219755 + Penalty 2039.297657 = -59825.922098 nChanged 1 SP:Iteration 5Q (8373.790000 sec): 3 clusters Score: Raw -61866.140479 + Penalty 2039.297657 = -59826.842822 nChanged 0 SP:Iteration 6F (8373.990000 sec): 3 clusters Score: Raw -61866.140479 + Penalty 2039.297657 = -59826.842822 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8374.100000 sec): 2 clusters Score: Raw -61341.392915 + Penalty 1023.877692 = -60317.515223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8374.260000 sec): 3 clusters Score: Raw -61216.985558 + Penalty 2047.755383 = -59169.230175 nChanged 132 SP:Iteration 1F (8374.430000 sec): 3 clusters Score: Raw -61380.934231 + Penalty 2047.755383 = -59333.178847 nChanged 32 SP:Iteration 2F (8374.600000 sec): 3 clusters Score: Raw -61425.122223 + Penalty 2047.755383 = -59377.366840 nChanged 15 SP:Iteration 3Q (8374.780000 sec): 3 clusters Score: Raw -61445.509255 + Penalty 2047.755383 = -59397.753872 nChanged 13 SP:Iteration 4Q (8374.980000 sec): 3 clusters Score: Raw -61462.502427 + Penalty 2047.755383 = -59414.747044 nChanged 5 SP:Iteration 5Q (8375.190000 sec): 3 clusters Score: Raw -61471.592735 + Penalty 2047.755383 = -59423.837352 nChanged 3 SP:Iteration 6Q (8375.360000 sec): 3 clusters Score: Raw -61474.793718 + Penalty 2047.755383 = -59427.038335 nChanged 2 SP:Iteration 7Q (8375.520000 sec): 3 clusters Score: Raw -61476.009924 + Penalty 2047.755383 = -59428.254541 nChanged 1 SP:Iteration 8Q (8375.680000 sec): 3 clusters Score: Raw -61478.851125 + Penalty 2047.755383 = -59431.095742 nChanged 2 SP:Iteration 9Q (8375.820000 sec): 3 clusters Score: Raw -61480.541227 + Penalty 2047.755383 = -59432.785844 nChanged 0 SP:Iteration 10F (8376.000000 sec): 3 clusters Score: Raw -61480.541227 + Penalty 2047.755383 = -59432.785844 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8376.120000 sec): 2 clusters Score: Raw -44621.900842 + Penalty 983.464490 = -43638.436352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8376.300000 sec): 3 clusters Score: Raw -44591.152882 + Penalty 1966.928980 = -42624.223902 nChanged 80 SP:Iteration 1F (8376.470000 sec): 3 clusters Score: Raw -44724.399050 + Penalty 1966.928980 = -42757.470070 nChanged 25 SP:Iteration 2F (8376.640000 sec): 3 clusters Score: Raw -44775.492727 + Penalty 1966.928980 = -42808.563747 nChanged 14 SP:Iteration 3Q (8376.840000 sec): 3 clusters Score: Raw -44804.595337 + Penalty 1966.928980 = -42837.666357 nChanged 8 SP:Iteration 4Q (8377.000000 sec): 3 clusters Score: Raw -44836.126423 + Penalty 1966.928980 = -42869.197443 nChanged 11 SP:Iteration 5Q (8377.190000 sec): 3 clusters Score: Raw -44890.339823 + Penalty 1966.928980 = -42923.410844 nChanged 10 SP:Iteration 6Q (8377.400000 sec): 3 clusters Score: Raw -44973.412712 + Penalty 1966.928980 = -43006.483732 nChanged 10 SP:Iteration 7Q (8377.590000 sec): 3 clusters Score: Raw -45040.006991 + Penalty 1966.928980 = -43073.078011 nChanged 7 SP:Iteration 8Q (8377.760000 sec): 3 clusters Score: Raw -45116.638514 + Penalty 1966.928980 = -43149.709534 nChanged 6 SP:Iteration 9Q (8377.940000 sec): 3 clusters Score: Raw -45127.059307 + Penalty 1966.928980 = -43160.130327 nChanged 4 SP:Iteration 10Q (8378.050000 sec): 3 clusters Score: Raw -45130.912887 + Penalty 1966.928980 = -43163.983907 nChanged 1 SP:Iteration 11Q (8378.250000 sec): 3 clusters Score: Raw -45131.473828 + Penalty 1966.928980 = -43164.544848 nChanged 0 SP:Iteration 12F (8378.370000 sec): 3 clusters Score: Raw -45131.473828 + Penalty 1966.928980 = -43164.544848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8378.480000 sec): 2 clusters Score: Raw -65092.622816 + Penalty 1049.734474 = -64042.888342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8378.640000 sec): 3 clusters Score: Raw -64944.262818 + Penalty 2099.468948 = -62844.793871 nChanged 152 SP:Iteration 1F (8378.860000 sec): 3 clusters Score: Raw -65193.509661 + Penalty 2099.468948 = -63094.040714 nChanged 53 SP:Iteration 2F (8379.020000 sec): 3 clusters Score: Raw -65294.436881 + Penalty 2099.468948 = -63194.967933 nChanged 33 SP:Iteration 3F (8379.200000 sec): 3 clusters Score: Raw -65368.197044 + Penalty 2099.468948 = -63268.728096 nChanged 29 SP:Iteration 4Q (8379.400000 sec): 3 clusters Score: Raw -65420.378765 + Penalty 2099.468948 = -63320.909817 nChanged 19 SP:Iteration 5Q (8379.650000 sec): 3 clusters Score: Raw -65452.135604 + Penalty 2099.468948 = -63352.666656 nChanged 11 SP:Iteration 6Q (8379.800000 sec): 3 clusters Score: Raw -65471.463866 + Penalty 2099.468948 = -63371.994919 nChanged 11 SP:Iteration 7Q (8380.010000 sec): 3 clusters Score: Raw -65488.896410 + Penalty 2099.468948 = -63389.427463 nChanged 6 SP:Iteration 8Q (8380.160000 sec): 3 clusters Score: Raw -65496.688413 + Penalty 2099.468948 = -63397.219465 nChanged 4 SP:Iteration 9Q (8380.350000 sec): 3 clusters Score: Raw -65501.878591 + Penalty 2099.468948 = -63402.409643 nChanged 5 SP:Iteration 10Q (8380.530000 sec): 3 clusters Score: Raw -65508.150167 + Penalty 2099.468948 = -63408.681219 nChanged 3 SP:Iteration 11Q (8380.710000 sec): 3 clusters Score: Raw -65510.963689 + Penalty 2099.468948 = -63411.494741 nChanged 1 SP:Iteration 12Q (8380.880000 sec): 3 clusters Score: Raw -65512.334412 + Penalty 2099.468948 = -63412.865465 nChanged 2 SP:Iteration 13Q (8381.110000 sec): 3 clusters Score: Raw -65513.921901 + Penalty 2099.468948 = -63414.452953 nChanged 2 SP:Iteration 14Q (8381.270000 sec): 3 clusters Score: Raw -65516.288770 + Penalty 2099.468948 = -63416.819822 nChanged 2 SP:Iteration 15Q (8381.460000 sec): 3 clusters Score: Raw -65518.426822 + Penalty 2099.468948 = -63418.957874 nChanged 2 SP:Iteration 16Q (8381.670000 sec): 3 clusters Score: Raw -65520.674479 + Penalty 2099.468948 = -63421.205531 nChanged 1 SP:Iteration 17Q (8381.870000 sec): 3 clusters Score: Raw -65522.040512 + Penalty 2099.468948 = -63422.571564 nChanged 0 SP:Iteration 18F (8382.070000 sec): 3 clusters Score: Raw -65522.040512 + Penalty 2099.468948 = -63422.571564 nChanged 0 Iteration 259Q (8391.240000 sec): 28 clusters Score: Raw -42924057.657335 + Penalty 56451.248840 = -42867606.408494 nChanged 27 Iteration 260F (8410.340000 sec): 28 clusters Score: Raw -42924058.431779 + Penalty 56451.248840 = -42867607.182939 nChanged 30 Iteration 261Q (8421.710000 sec): 28 clusters Score: Raw -42924059.198997 + Penalty 56451.248840 = -42867607.950157 nChanged 22 Iteration 262Q (8432.790000 sec): 28 clusters Score: Raw -42924059.576102 + Penalty 56451.248840 = -42867608.327261 nChanged 10 Iteration 263Q (8446.610000 sec): 28 clusters Score: Raw -42924059.784420 + Penalty 56451.248840 = -42867608.535580 nChanged 5 Iteration 264Q (8458.020000 sec): 28 clusters Score: Raw -42924059.882416 + Penalty 56451.248840 = -42867608.633576 nChanged 5 Iteration 265Q (8469.450000 sec): 28 clusters Score: Raw -42924059.946049 + Penalty 56451.248840 = -42867608.697208 nChanged 2 Iteration 266Q (8480.990000 sec): 28 clusters Score: Raw -42924060.064307 + Penalty 56451.248840 = -42867608.815466 nChanged 0 Iteration 267F (8500.560000 sec): 28 clusters Score: Raw -42924060.064307 + Penalty 56451.248840 = -42867608.815466 nChanged 0 Compute initial score before splitting: Score: Raw -42924060.064307 + Penalty 56451.248840 = -42867608.815466 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 1 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8500.660000 sec): 2 clusters Score: Raw -98681.668869 + Penalty 1096.863819 = -97584.805050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8500.850000 sec): 3 clusters Score: Raw -98438.276564 + Penalty 2193.727638 = -96244.548926 nChanged 241 SP:Iteration 1F (8501.030000 sec): 3 clusters Score: Raw -98674.726130 + Penalty 2193.727638 = -96480.998492 nChanged 57 SP:Iteration 2F (8501.210000 sec): 3 clusters Score: Raw -98730.662531 + Penalty 2193.727638 = -96536.934893 nChanged 28 SP:Iteration 3Q (8501.400000 sec): 3 clusters Score: Raw -98754.098198 + Penalty 2193.727638 = -96560.370560 nChanged 9 SP:Iteration 4Q (8501.560000 sec): 3 clusters Score: Raw -98764.621505 + Penalty 2193.727638 = -96570.893867 nChanged 8 SP:Iteration 5Q (8501.770000 sec): 3 clusters Score: Raw -98769.872148 + Penalty 2193.727638 = -96576.144510 nChanged 2 SP:Iteration 6Q (8501.940000 sec): 3 clusters Score: Raw -98771.148510 + Penalty 2193.727638 = -96577.420872 nChanged 2 SP:Iteration 7Q (8502.150000 sec): 3 clusters Score: Raw -98773.088118 + Penalty 2193.727638 = -96579.360480 nChanged 1 SP:Iteration 8Q (8502.310000 sec): 3 clusters Score: Raw -98773.689887 + Penalty 2193.727638 = -96579.962249 nChanged 0 SP:Iteration 9F (8502.530000 sec): 3 clusters Score: Raw -98773.689887 + Penalty 2193.727638 = -96579.962249 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 2 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8502.610000 sec): 2 clusters Score: Raw -59752.350866 + Penalty 1022.980725 = -58729.370141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8502.820000 sec): 3 clusters Score: Raw -59666.142074 + Penalty 2045.961450 = -57620.180624 nChanged 126 SP:Iteration 1F (8503.040000 sec): 3 clusters Score: Raw -59833.678665 + Penalty 2045.961450 = -57787.717214 nChanged 33 SP:Iteration 2F (8503.220000 sec): 3 clusters Score: Raw -59884.242631 + Penalty 2045.961450 = -57838.281180 nChanged 11 SP:Iteration 3Q (8503.400000 sec): 3 clusters Score: Raw -59905.277051 + Penalty 2045.961450 = -57859.315601 nChanged 5 SP:Iteration 4Q (8503.570000 sec): 3 clusters Score: Raw -59913.590192 + Penalty 2045.961450 = -57867.628742 nChanged 5 SP:Iteration 5Q (8503.790000 sec): 3 clusters Score: Raw -59918.411637 + Penalty 2045.961450 = -57872.450186 nChanged 4 SP:Iteration 6Q (8503.930000 sec): 3 clusters Score: Raw -59924.256194 + Penalty 2045.961450 = -57878.294744 nChanged 2 SP:Iteration 7Q (8504.090000 sec): 3 clusters Score: Raw -59927.795030 + Penalty 2045.961450 = -57881.833580 nChanged 1 SP:Iteration 8Q (8504.300000 sec): 3 clusters Score: Raw -59929.220494 + Penalty 2045.961450 = -57883.259043 nChanged 0 SP:Iteration 9F (8504.520000 sec): 3 clusters Score: Raw -59929.220494 + Penalty 2045.961450 = -57883.259043 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 3 (4996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8504.660000 sec): 2 clusters Score: Raw -575189.209422 + Penalty 1383.913842 = -573805.295581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8504.840000 sec): 3 clusters Score: Raw -572566.059778 + Penalty 2767.827683 = -569798.232095 nChanged 2082 SP:Iteration 1F (8505.060000 sec): 3 clusters Score: Raw -573631.887376 + Penalty 2767.827683 = -570864.059693 nChanged 351 SP:Iteration 2F (8505.260000 sec): 3 clusters Score: Raw -573804.172201 + Penalty 2767.827683 = -571036.344518 nChanged 252 SP:Iteration 3F (8505.480000 sec): 3 clusters Score: Raw -573912.619305 + Penalty 2767.827683 = -571144.791622 nChanged 186 SP:Iteration 4Q (8505.690000 sec): 3 clusters Score: Raw -573993.486757 + Penalty 2767.827683 = -571225.659073 nChanged 167 SP:Iteration 5Q (8505.910000 sec): 3 clusters Score: Raw -574057.045791 + Penalty 2767.827683 = -571289.218108 nChanged 129 SP:Iteration 6Q (8506.120000 sec): 3 clusters Score: Raw -574107.812270 + Penalty 2767.827683 = -571339.984587 nChanged 120 SP:Iteration 7Q (8506.310000 sec): 3 clusters Score: Raw -574152.920048 + Penalty 2767.827683 = -571385.092365 nChanged 110 SP:Iteration 8Q (8506.500000 sec): 3 clusters Score: Raw -574186.459027 + Penalty 2767.827683 = -571418.631343 nChanged 83 SP:Iteration 9Q (8506.720000 sec): 3 clusters Score: Raw -574212.461179 + Penalty 2767.827683 = -571444.633495 nChanged 81 SP:Iteration 10Q (8506.880000 sec): 3 clusters Score: Raw -574237.541056 + Penalty 2767.827683 = -571469.713373 nChanged 73 SP:Iteration 11Q (8507.090000 sec): 3 clusters Score: Raw -574258.449644 + Penalty 2767.827683 = -571490.621961 nChanged 62 SP:Iteration 12Q (8507.320000 sec): 3 clusters Score: Raw -574280.304939 + Penalty 2767.827683 = -571512.477256 nChanged 64 SP:Iteration 13Q (8507.540000 sec): 3 clusters Score: Raw -574298.911217 + Penalty 2767.827683 = -571531.083534 nChanged 67 SP:Iteration 14Q (8507.710000 sec): 3 clusters Score: Raw -574319.983381 + Penalty 2767.827683 = -571552.155698 nChanged 75 SP:Iteration 15Q (8507.920000 sec): 3 clusters Score: Raw -574347.094041 + Penalty 2767.827683 = -571579.266358 nChanged 92 SP:Iteration 16Q (8508.170000 sec): 3 clusters Score: Raw -574384.655185 + Penalty 2767.827683 = -571616.827502 nChanged 118 SP:Iteration 17Q (8508.350000 sec): 3 clusters Score: Raw -574435.139602 + Penalty 2767.827683 = -571667.311918 nChanged 115 SP:Iteration 18Q (8508.630000 sec): 3 clusters Score: Raw -574486.812716 + Penalty 2767.827683 = -571718.985033 nChanged 124 SP:Iteration 19Q (8508.850000 sec): 3 clusters Score: Raw -574541.179689 + Penalty 2767.827683 = -571773.352006 nChanged 136 SP:Iteration 20F (8509.010000 sec): 3 clusters Score: Raw -574605.523685 + Penalty 2767.827683 = -571837.696002 nChanged 128 SP:Iteration 21Q (8509.200000 sec): 3 clusters Score: Raw -574656.851779 + Penalty 2767.827683 = -571889.024096 nChanged 110 SP:Iteration 22Q (8509.370000 sec): 3 clusters Score: Raw -574702.495974 + Penalty 2767.827683 = -571934.668291 nChanged 119 SP:Iteration 23Q (8509.550000 sec): 3 clusters Score: Raw -574760.023463 + Penalty 2767.827683 = -571992.195780 nChanged 121 SP:Iteration 24Q (8509.800000 sec): 3 clusters Score: Raw -574821.650434 + Penalty 2767.827683 = -572053.822751 nChanged 121 SP:Iteration 25Q (8509.990000 sec): 3 clusters Score: Raw -574881.080935 + Penalty 2767.827683 = -572113.253252 nChanged 100 SP:Iteration 26Q (8510.170000 sec): 3 clusters Score: Raw -574924.368025 + Penalty 2767.827683 = -572156.540342 nChanged 85 SP:Iteration 27Q (8510.360000 sec): 3 clusters Score: Raw -574956.977390 + Penalty 2767.827683 = -572189.149707 nChanged 69 SP:Iteration 28Q (8510.620000 sec): 3 clusters Score: Raw -574984.816199 + Penalty 2767.827683 = -572216.988516 nChanged 65 SP:Iteration 29Q (8510.800000 sec): 3 clusters Score: Raw -575021.066961 + Penalty 2767.827683 = -572253.239278 nChanged 84 SP:Iteration 30Q (8511.040000 sec): 3 clusters Score: Raw -575072.257190 + Penalty 2767.827683 = -572304.429507 nChanged 92 SP:Iteration 31Q (8511.280000 sec): 3 clusters Score: Raw -575128.811983 + Penalty 2767.827683 = -572360.984300 nChanged 83 SP:Iteration 32Q (8511.470000 sec): 3 clusters Score: Raw -575178.264024 + Penalty 2767.827683 = -572410.436341 nChanged 64 SP:Iteration 33Q (8511.700000 sec): 3 clusters Score: Raw -575216.238311 + Penalty 2767.827683 = -572448.410628 nChanged 56 SP:Iteration 34Q (8511.910000 sec): 3 clusters Score: Raw -575248.895168 + Penalty 2767.827683 = -572481.067485 nChanged 52 SP:Iteration 35Q (8512.120000 sec): 3 clusters Score: Raw -575278.109804 + Penalty 2767.827683 = -572510.282121 nChanged 38 SP:Iteration 36Q (8512.380000 sec): 3 clusters Score: Raw -575295.311369 + Penalty 2767.827683 = -572527.483686 nChanged 27 SP:Iteration 37Q (8512.580000 sec): 3 clusters Score: Raw -575308.621699 + Penalty 2767.827683 = -572540.794016 nChanged 21 SP:Iteration 38Q (8512.810000 sec): 3 clusters Score: Raw -575322.057059 + Penalty 2767.827683 = -572554.229376 nChanged 21 SP:Iteration 39Q (8513.040000 sec): 3 clusters Score: Raw -575333.126988 + Penalty 2767.827683 = -572565.299305 nChanged 17 SP:Iteration 40F (8513.250000 sec): 3 clusters Score: Raw -575340.760705 + Penalty 2767.827683 = -572572.933022 nChanged 14 SP:Iteration 41Q (8513.520000 sec): 3 clusters Score: Raw -575345.254240 + Penalty 2767.827683 = -572577.426556 nChanged 10 SP:Iteration 42Q (8513.720000 sec): 3 clusters Score: Raw -575350.174839 + Penalty 2767.827683 = -572582.347156 nChanged 10 SP:Iteration 43Q (8513.920000 sec): 3 clusters Score: Raw -575355.989680 + Penalty 2767.827683 = -572588.161997 nChanged 9 SP:Iteration 44Q (8514.090000 sec): 3 clusters Score: Raw -575359.005512 + Penalty 2767.827683 = -572591.177829 nChanged 7 SP:Iteration 45Q (8514.320000 sec): 3 clusters Score: Raw -575362.327690 + Penalty 2767.827683 = -572594.500007 nChanged 5 SP:Iteration 46Q (8514.520000 sec): 3 clusters Score: Raw -575365.357403 + Penalty 2767.827683 = -572597.529720 nChanged 6 SP:Iteration 47Q (8514.680000 sec): 3 clusters Score: Raw -575367.721566 + Penalty 2767.827683 = -572599.893883 nChanged 5 SP:Iteration 48Q (8514.890000 sec): 3 clusters Score: Raw -575369.910010 + Penalty 2767.827683 = -572602.082327 nChanged 6 SP:Iteration 49Q (8515.090000 sec): 3 clusters Score: Raw -575373.615822 + Penalty 2767.827683 = -572605.788139 nChanged 4 SP:Iteration 50Q (8515.310000 sec): 3 clusters Score: Raw -575375.811604 + Penalty 2767.827683 = -572607.983921 nChanged 6 SP:Iteration 51Q (8515.550000 sec): 3 clusters Score: Raw -575378.589300 + Penalty 2767.827683 = -572610.761617 nChanged 5 SP:Iteration 52Q (8515.740000 sec): 3 clusters Score: Raw -575381.468472 + Penalty 2767.827683 = -572613.640789 nChanged 6 SP:Iteration 53Q (8515.930000 sec): 3 clusters Score: Raw -575385.499356 + Penalty 2767.827683 = -572617.671673 nChanged 5 SP:Iteration 54Q (8516.120000 sec): 3 clusters Score: Raw -575388.630341 + Penalty 2767.827683 = -572620.802658 nChanged 5 SP:Iteration 55Q (8516.340000 sec): 3 clusters Score: Raw -575391.503793 + Penalty 2767.827683 = -572623.676110 nChanged 9 SP:Iteration 56Q (8516.500000 sec): 3 clusters Score: Raw -575397.241935 + Penalty 2767.827683 = -572629.414252 nChanged 6 SP:Iteration 57Q (8516.700000 sec): 3 clusters Score: Raw -575401.554425 + Penalty 2767.827683 = -572633.726742 nChanged 10 SP:Iteration 58Q (8516.870000 sec): 3 clusters Score: Raw -575408.510564 + Penalty 2767.827683 = -572640.682881 nChanged 5 SP:Iteration 59Q (8517.080000 sec): 3 clusters Score: Raw -575411.770663 + Penalty 2767.827683 = -572643.942980 nChanged 7 SP:Iteration 60F (8517.290000 sec): 3 clusters Score: Raw -575415.111214 + Penalty 2767.827683 = -572647.283531 nChanged 3 SP:Iteration 61Q (8517.510000 sec): 3 clusters Score: Raw -575417.445128 + Penalty 2767.827683 = -572649.617444 nChanged 9 SP:Iteration 62Q (8517.710000 sec): 3 clusters Score: Raw -575425.914196 + Penalty 2767.827683 = -572658.086513 nChanged 13 SP:Iteration 63Q (8517.880000 sec): 3 clusters Score: Raw -575434.426902 + Penalty 2767.827683 = -572666.599219 nChanged 7 SP:Iteration 64Q (8518.120000 sec): 3 clusters Score: Raw -575440.052032 + Penalty 2767.827683 = -572672.224349 nChanged 9 SP:Iteration 65Q (8518.340000 sec): 3 clusters Score: Raw -575445.828265 + Penalty 2767.827683 = -572678.000582 nChanged 4 SP:Iteration 66Q (8518.540000 sec): 3 clusters Score: Raw -575450.401122 + Penalty 2767.827683 = -572682.573439 nChanged 9 SP:Iteration 67Q (8518.710000 sec): 3 clusters Score: Raw -575456.117969 + Penalty 2767.827683 = -572688.290286 nChanged 4 SP:Iteration 68Q (8518.920000 sec): 3 clusters Score: Raw -575458.080645 + Penalty 2767.827683 = -572690.252961 nChanged 1 SP:Iteration 69Q (8519.100000 sec): 3 clusters Score: Raw -575458.589084 + Penalty 2767.827683 = -572690.761401 nChanged 2 SP:Iteration 70Q (8519.270000 sec): 3 clusters Score: Raw -575460.602906 + Penalty 2767.827683 = -572692.775222 nChanged 3 SP:Iteration 71Q (8519.420000 sec): 3 clusters Score: Raw -575463.192920 + Penalty 2767.827683 = -572695.365236 nChanged 2 SP:Iteration 72Q (8519.610000 sec): 3 clusters Score: Raw -575464.466015 + Penalty 2767.827683 = -572696.638332 nChanged 3 SP:Iteration 73Q (8519.850000 sec): 3 clusters Score: Raw -575466.976279 + Penalty 2767.827683 = -572699.148596 nChanged 4 SP:Iteration 74Q (8520.050000 sec): 3 clusters Score: Raw -575470.200639 + Penalty 2767.827683 = -572702.372956 nChanged 5 SP:Iteration 75Q (8520.230000 sec): 3 clusters Score: Raw -575472.326994 + Penalty 2767.827683 = -572704.499311 nChanged 2 SP:Iteration 76Q (8520.470000 sec): 3 clusters Score: Raw -575473.926995 + Penalty 2767.827683 = -572706.099312 nChanged 2 SP:Iteration 77Q (8520.640000 sec): 3 clusters Score: Raw -575475.010508 + Penalty 2767.827683 = -572707.182825 nChanged 2 SP:Iteration 78Q (8520.910000 sec): 3 clusters Score: Raw -575476.236007 + Penalty 2767.827683 = -572708.408324 nChanged 1 SP:Iteration 79Q (8521.070000 sec): 3 clusters Score: Raw -575477.049279 + Penalty 2767.827683 = -572709.221596 nChanged 0 SP:Iteration 80F (8521.310000 sec): 3 clusters Score: Raw -575477.049279 + Penalty 2767.827683 = -572709.221596 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 4 (248253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8522.460000 sec): 2 clusters Score: Raw -27824071.013050 + Penalty 2018.608096 = -27822052.404954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8523.720000 sec): 3 clusters Score: Raw -27658843.775382 + Penalty 4037.216192 = -27654806.559190 nChanged 120816 SP:Iteration 1F (8524.990000 sec): 3 clusters Score: Raw -27731445.296766 + Penalty 4037.216192 = -27727408.080574 nChanged 7876 SP:Iteration 2Q (8526.340000 sec): 3 clusters Score: Raw -27733501.818918 + Penalty 4037.216192 = -27729464.602726 nChanged 9640 SP:Iteration 3Q (8527.600000 sec): 3 clusters Score: Raw -27736693.193359 + Penalty 4037.216192 = -27732655.977168 nChanged 12153 SP:Iteration 4Q (8528.980000 sec): 3 clusters Score: Raw -27741831.048233 + Penalty 4037.216192 = -27737793.832042 nChanged 15159 SP:Iteration 5F (8530.290000 sec): 3 clusters Score: Raw -27750070.858701 + Penalty 4037.216192 = -27746033.642509 nChanged 17935 SP:Iteration 6F (8531.620000 sec): 3 clusters Score: Raw -27762260.877761 + Penalty 4037.216192 = -27758223.661569 nChanged 19744 SP:Iteration 7F (8532.920000 sec): 3 clusters Score: Raw -27778451.222577 + Penalty 4037.216192 = -27774414.006386 nChanged 19063 SP:Iteration 8F (8534.360000 sec): 3 clusters Score: Raw -27795942.831152 + Penalty 4037.216192 = -27791905.614960 nChanged 14831 SP:Iteration 9F (8535.620000 sec): 3 clusters Score: Raw -27810339.548166 + Penalty 4037.216192 = -27806302.331974 nChanged 8861 SP:Iteration 10Q (8536.900000 sec): 3 clusters Score: Raw -27818804.271408 + Penalty 4037.216192 = -27814767.055217 nChanged 4044 SP:Iteration 11Q (8538.110000 sec): 3 clusters Score: Raw -27822488.323366 + Penalty 4037.216192 = -27818451.107174 nChanged 1501 SP:Iteration 12Q (8539.310000 sec): 3 clusters Score: Raw -27823761.266297 + Penalty 4037.216192 = -27819724.050106 nChanged 493 SP:Iteration 13Q (8540.340000 sec): 3 clusters Score: Raw -27824161.204373 + Penalty 4037.216192 = -27820123.988181 nChanged 189 SP:Iteration 14Q (8541.340000 sec): 3 clusters Score: Raw -27824309.318317 + Penalty 4037.216192 = -27820272.102126 nChanged 85 SP:Iteration 15Q (8542.380000 sec): 3 clusters Score: Raw -27824371.567900 + Penalty 4037.216192 = -27820334.351709 nChanged 45 SP:Iteration 16Q (8543.410000 sec): 3 clusters Score: Raw -27824404.785664 + Penalty 4037.216192 = -27820367.569472 nChanged 23 SP:Iteration 17Q (8544.440000 sec): 3 clusters Score: Raw -27824420.116441 + Penalty 4037.216192 = -27820382.900249 nChanged 13 SP:Iteration 18Q (8545.590000 sec): 3 clusters Score: Raw -27824430.066260 + Penalty 4037.216192 = -27820392.850069 nChanged 10 SP:Iteration 19Q (8546.660000 sec): 3 clusters Score: Raw -27824439.718076 + Penalty 4037.216192 = -27820402.501885 nChanged 6 SP:Iteration 20F (8547.920000 sec): 3 clusters Score: Raw -27824443.414513 + Penalty 4037.216192 = -27820406.198321 nChanged 4 SP:Iteration 21Q (8548.980000 sec): 3 clusters Score: Raw -27824446.597593 + Penalty 4037.216192 = -27820409.381402 nChanged 2 SP:Iteration 22Q (8550.300000 sec): 3 clusters Score: Raw -27824448.118148 + Penalty 4037.216192 = -27820410.901956 nChanged 5 SP:Iteration 23Q (8551.800000 sec): 3 clusters Score: Raw -27824450.495634 + Penalty 4037.216192 = -27820413.279443 nChanged 2 SP:Iteration 24Q (8553.100000 sec): 3 clusters Score: Raw -27824451.770742 + Penalty 4037.216192 = -27820414.554551 nChanged 0 SP:Iteration 25F (8554.430000 sec): 3 clusters Score: Raw -27824451.770742 + Penalty 4037.216192 = -27820414.554551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 5 (19713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8554.630000 sec): 2 clusters Score: Raw -2244636.785793 + Penalty 1606.967959 = -2243029.817834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8554.900000 sec): 3 clusters Score: Raw -2232790.540030 + Penalty 3213.935919 = -2229576.604111 nChanged 8906 SP:Iteration 1F (8555.160000 sec): 3 clusters Score: Raw -2237618.568672 + Penalty 3213.935919 = -2234404.632753 nChanged 1012 SP:Iteration 2F (8555.460000 sec): 3 clusters Score: Raw -2237999.520214 + Penalty 3213.935919 = -2234785.584295 nChanged 948 SP:Iteration 3Q (8555.680000 sec): 3 clusters Score: Raw -2238389.483789 + Penalty 3213.935919 = -2235175.547871 nChanged 892 SP:Iteration 4Q (8555.980000 sec): 3 clusters Score: Raw -2238808.028461 + Penalty 3213.935919 = -2235594.092543 nChanged 950 SP:Iteration 5Q (8556.300000 sec): 3 clusters Score: Raw -2239276.091827 + Penalty 3213.935919 = -2236062.155908 nChanged 913 SP:Iteration 6Q (8556.540000 sec): 3 clusters Score: Raw -2239677.311876 + Penalty 3213.935919 = -2236463.375957 nChanged 814 SP:Iteration 7Q (8556.790000 sec): 3 clusters Score: Raw -2240029.025409 + Penalty 3213.935919 = -2236815.089490 nChanged 778 SP:Iteration 8Q (8557.050000 sec): 3 clusters Score: Raw -2240356.953400 + Penalty 3213.935919 = -2237143.017481 nChanged 713 SP:Iteration 9Q (8557.320000 sec): 3 clusters Score: Raw -2240674.940189 + Penalty 3213.935919 = -2237461.004270 nChanged 718 SP:Iteration 10Q (8557.640000 sec): 3 clusters Score: Raw -2241015.687142 + Penalty 3213.935919 = -2237801.751224 nChanged 678 SP:Iteration 11Q (8557.900000 sec): 3 clusters Score: Raw -2241326.379864 + Penalty 3213.935919 = -2238112.443946 nChanged 647 SP:Iteration 12Q (8558.170000 sec): 3 clusters Score: Raw -2241660.139345 + Penalty 3213.935919 = -2238446.203427 nChanged 654 SP:Iteration 13Q (8558.390000 sec): 3 clusters Score: Raw -2241982.155941 + Penalty 3213.935919 = -2238768.220022 nChanged 598 SP:Iteration 14Q (8558.700000 sec): 3 clusters Score: Raw -2242225.965748 + Penalty 3213.935919 = -2239012.029829 nChanged 503 SP:Iteration 15Q (8559.000000 sec): 3 clusters Score: Raw -2242397.525747 + Penalty 3213.935919 = -2239183.589828 nChanged 373 SP:Iteration 16Q (8559.290000 sec): 3 clusters Score: Raw -2242501.351234 + Penalty 3213.935919 = -2239287.415316 nChanged 331 SP:Iteration 17Q (8559.580000 sec): 3 clusters Score: Raw -2242585.404884 + Penalty 3213.935919 = -2239371.468966 nChanged 284 SP:Iteration 18Q (8559.850000 sec): 3 clusters Score: Raw -2242650.154799 + Penalty 3213.935919 = -2239436.218881 nChanged 235 SP:Iteration 19Q (8560.140000 sec): 3 clusters Score: Raw -2242696.254985 + Penalty 3213.935919 = -2239482.319067 nChanged 196 SP:Iteration 20F (8560.420000 sec): 3 clusters Score: Raw -2242728.117752 + Penalty 3213.935919 = -2239514.181834 nChanged 142 SP:Iteration 21Q (8560.660000 sec): 3 clusters Score: Raw -2242750.314525 + Penalty 3213.935919 = -2239536.378607 nChanged 148 SP:Iteration 22Q (8560.960000 sec): 3 clusters Score: Raw -2242775.248743 + Penalty 3213.935919 = -2239561.312825 nChanged 148 SP:Iteration 23Q (8561.110000 sec): 3 clusters Score: Raw -2242799.535386 + Penalty 3213.935919 = -2239585.599468 nChanged 134 SP:Iteration 24Q (8561.380000 sec): 3 clusters Score: Raw -2242821.680824 + Penalty 3213.935919 = -2239607.744906 nChanged 132 SP:Iteration 25Q (8561.690000 sec): 3 clusters Score: Raw -2242844.500475 + Penalty 3213.935919 = -2239630.564556 nChanged 151 SP:Iteration 26Q (8561.960000 sec): 3 clusters Score: Raw -2242875.029794 + Penalty 3213.935919 = -2239661.093876 nChanged 157 SP:Iteration 27Q (8562.270000 sec): 3 clusters Score: Raw -2242901.190640 + Penalty 3213.935919 = -2239687.254722 nChanged 146 SP:Iteration 28Q (8562.550000 sec): 3 clusters Score: Raw -2242925.994461 + Penalty 3213.935919 = -2239712.058542 nChanged 130 SP:Iteration 29Q (8562.780000 sec): 3 clusters Score: Raw -2242945.046278 + Penalty 3213.935919 = -2239731.110360 nChanged 125 SP:Iteration 30Q (8563.080000 sec): 3 clusters Score: Raw -2242962.652462 + Penalty 3213.935919 = -2239748.716543 nChanged 108 SP:Iteration 31Q (8563.340000 sec): 3 clusters Score: Raw -2242975.977480 + Penalty 3213.935919 = -2239762.041562 nChanged 99 SP:Iteration 32Q (8563.590000 sec): 3 clusters Score: Raw -2242988.646005 + Penalty 3213.935919 = -2239774.710086 nChanged 103 SP:Iteration 33Q (8563.850000 sec): 3 clusters Score: Raw -2243004.413402 + Penalty 3213.935919 = -2239790.477483 nChanged 110 SP:Iteration 34Q (8564.200000 sec): 3 clusters Score: Raw -2243020.210255 + Penalty 3213.935919 = -2239806.274337 nChanged 111 SP:Iteration 35Q (8564.470000 sec): 3 clusters Score: Raw -2243033.845874 + Penalty 3213.935919 = -2239819.909956 nChanged 95 SP:Iteration 36Q (8564.790000 sec): 3 clusters Score: Raw -2243048.165930 + Penalty 3213.935919 = -2239834.230011 nChanged 119 SP:Iteration 37Q (8565.030000 sec): 3 clusters Score: Raw -2243068.568728 + Penalty 3213.935919 = -2239854.632810 nChanged 118 SP:Iteration 38Q (8565.320000 sec): 3 clusters Score: Raw -2243088.121940 + Penalty 3213.935919 = -2239874.186021 nChanged 117 SP:Iteration 39Q (8565.580000 sec): 3 clusters Score: Raw -2243106.401073 + Penalty 3213.935919 = -2239892.465155 nChanged 123 SP:Iteration 40F (8565.850000 sec): 3 clusters Score: Raw -2243126.069671 + Penalty 3213.935919 = -2239912.133753 nChanged 139 SP:Iteration 41Q (8566.090000 sec): 3 clusters Score: Raw -2243148.042522 + Penalty 3213.935919 = -2239934.106604 nChanged 131 SP:Iteration 42Q (8566.370000 sec): 3 clusters Score: Raw -2243168.588453 + Penalty 3213.935919 = -2239954.652534 nChanged 115 SP:Iteration 43Q (8566.620000 sec): 3 clusters Score: Raw -2243188.279057 + Penalty 3213.935919 = -2239974.343138 nChanged 138 SP:Iteration 44Q (8566.880000 sec): 3 clusters Score: Raw -2243213.433734 + Penalty 3213.935919 = -2239999.497816 nChanged 120 SP:Iteration 45Q (8567.200000 sec): 3 clusters Score: Raw -2243235.717906 + Penalty 3213.935919 = -2240021.781988 nChanged 122 SP:Iteration 46Q (8567.450000 sec): 3 clusters Score: Raw -2243253.657412 + Penalty 3213.935919 = -2240039.721494 nChanged 101 SP:Iteration 47Q (8567.700000 sec): 3 clusters Score: Raw -2243268.295820 + Penalty 3213.935919 = -2240054.359902 nChanged 96 SP:Iteration 48Q (8568.000000 sec): 3 clusters Score: Raw -2243282.944339 + Penalty 3213.935919 = -2240069.008421 nChanged 112 SP:Iteration 49Q (8568.280000 sec): 3 clusters Score: Raw -2243302.209590 + Penalty 3213.935919 = -2240088.273672 nChanged 106 SP:Iteration 50Q (8568.540000 sec): 3 clusters Score: Raw -2243319.097004 + Penalty 3213.935919 = -2240105.161086 nChanged 107 SP:Iteration 51Q (8568.840000 sec): 3 clusters Score: Raw -2243340.251835 + Penalty 3213.935919 = -2240126.315917 nChanged 106 SP:Iteration 52Q (8569.090000 sec): 3 clusters Score: Raw -2243363.028157 + Penalty 3213.935919 = -2240149.092238 nChanged 110 SP:Iteration 53Q (8569.370000 sec): 3 clusters Score: Raw -2243381.049183 + Penalty 3213.935919 = -2240167.113264 nChanged 106 SP:Iteration 54Q (8569.590000 sec): 3 clusters Score: Raw -2243398.137797 + Penalty 3213.935919 = -2240184.201878 nChanged 112 SP:Iteration 55Q (8569.890000 sec): 3 clusters Score: Raw -2243415.309576 + Penalty 3213.935919 = -2240201.373658 nChanged 102 SP:Iteration 56Q (8570.190000 sec): 3 clusters Score: Raw -2243433.005444 + Penalty 3213.935919 = -2240219.069525 nChanged 118 SP:Iteration 57Q (8570.430000 sec): 3 clusters Score: Raw -2243452.842298 + Penalty 3213.935919 = -2240238.906380 nChanged 116 SP:Iteration 58Q (8570.700000 sec): 3 clusters Score: Raw -2243472.174946 + Penalty 3213.935919 = -2240258.239027 nChanged 113 SP:Iteration 59Q (8570.970000 sec): 3 clusters Score: Raw -2243489.590579 + Penalty 3213.935919 = -2240275.654661 nChanged 114 SP:Iteration 60F (8571.210000 sec): 3 clusters Score: Raw -2243507.925919 + Penalty 3213.935919 = -2240293.990000 nChanged 98 SP:Iteration 61Q (8571.510000 sec): 3 clusters Score: Raw -2243525.104087 + Penalty 3213.935919 = -2240311.168168 nChanged 97 SP:Iteration 62Q (8571.750000 sec): 3 clusters Score: Raw -2243540.481873 + Penalty 3213.935919 = -2240326.545954 nChanged 107 SP:Iteration 63Q (8571.990000 sec): 3 clusters Score: Raw -2243556.879752 + Penalty 3213.935919 = -2240342.943833 nChanged 107 SP:Iteration 64Q (8572.280000 sec): 3 clusters Score: Raw -2243575.014434 + Penalty 3213.935919 = -2240361.078516 nChanged 108 SP:Iteration 65Q (8572.530000 sec): 3 clusters Score: Raw -2243593.319638 + Penalty 3213.935919 = -2240379.383720 nChanged 105 SP:Iteration 66Q (8572.780000 sec): 3 clusters Score: Raw -2243610.199726 + Penalty 3213.935919 = -2240396.263807 nChanged 114 SP:Iteration 67Q (8573.040000 sec): 3 clusters Score: Raw -2243628.936570 + Penalty 3213.935919 = -2240415.000651 nChanged 121 SP:Iteration 68Q (8573.280000 sec): 3 clusters Score: Raw -2243648.515708 + Penalty 3213.935919 = -2240434.579790 nChanged 119 SP:Iteration 69Q (8573.570000 sec): 3 clusters Score: Raw -2243669.248247 + Penalty 3213.935919 = -2240455.312328 nChanged 117 SP:Iteration 70Q (8573.790000 sec): 3 clusters Score: Raw -2243687.598101 + Penalty 3213.935919 = -2240473.662183 nChanged 110 SP:Iteration 71Q (8574.010000 sec): 3 clusters Score: Raw -2243702.670678 + Penalty 3213.935919 = -2240488.734759 nChanged 110 SP:Iteration 72Q (8574.310000 sec): 3 clusters Score: Raw -2243718.323895 + Penalty 3213.935919 = -2240504.387977 nChanged 107 SP:Iteration 73Q (8574.550000 sec): 3 clusters Score: Raw -2243736.060537 + Penalty 3213.935919 = -2240522.124619 nChanged 107 SP:Iteration 74Q (8574.810000 sec): 3 clusters Score: Raw -2243750.900721 + Penalty 3213.935919 = -2240536.964802 nChanged 93 SP:Iteration 75Q (8575.040000 sec): 3 clusters Score: Raw -2243763.752963 + Penalty 3213.935919 = -2240549.817044 nChanged 93 SP:Iteration 76Q (8575.350000 sec): 3 clusters Score: Raw -2243774.870121 + Penalty 3213.935919 = -2240560.934202 nChanged 92 SP:Iteration 77Q (8575.600000 sec): 3 clusters Score: Raw -2243786.181920 + Penalty 3213.935919 = -2240572.246001 nChanged 93 SP:Iteration 78Q (8575.860000 sec): 3 clusters Score: Raw -2243797.600307 + Penalty 3213.935919 = -2240583.664388 nChanged 82 SP:Iteration 79Q (8576.140000 sec): 3 clusters Score: Raw -2243809.289998 + Penalty 3213.935919 = -2240595.354080 nChanged 98 SP:Iteration 80F (8576.450000 sec): 3 clusters Score: Raw -2243825.495195 + Penalty 3213.935919 = -2240611.559277 nChanged 106 SP:Iteration 81Q (8576.680000 sec): 3 clusters Score: Raw -2243843.022516 + Penalty 3213.935919 = -2240629.086598 nChanged 118 SP:Iteration 82Q (8576.940000 sec): 3 clusters Score: Raw -2243861.325334 + Penalty 3213.935919 = -2240647.389416 nChanged 109 SP:Iteration 83Q (8577.230000 sec): 3 clusters Score: Raw -2243878.439360 + Penalty 3213.935919 = -2240664.503442 nChanged 110 SP:Iteration 84Q (8577.490000 sec): 3 clusters Score: Raw -2243896.100011 + Penalty 3213.935919 = -2240682.164092 nChanged 112 SP:Iteration 85Q (8577.710000 sec): 3 clusters Score: Raw -2243914.529478 + Penalty 3213.935919 = -2240700.593559 nChanged 119 SP:Iteration 86Q (8577.990000 sec): 3 clusters Score: Raw -2243937.702936 + Penalty 3213.935919 = -2240723.767017 nChanged 141 SP:Iteration 87Q (8578.240000 sec): 3 clusters Score: Raw -2243966.325352 + Penalty 3213.935919 = -2240752.389433 nChanged 135 SP:Iteration 88Q (8578.500000 sec): 3 clusters Score: Raw -2243995.864338 + Penalty 3213.935919 = -2240781.928419 nChanged 134 SP:Iteration 89Q (8578.830000 sec): 3 clusters Score: Raw -2244023.412826 + Penalty 3213.935919 = -2240809.476907 nChanged 115 SP:Iteration 90Q (8579.030000 sec): 3 clusters Score: Raw -2244045.322439 + Penalty 3213.935919 = -2240831.386521 nChanged 109 SP:Iteration 91Q (8579.270000 sec): 3 clusters Score: Raw -2244067.168147 + Penalty 3213.935919 = -2240853.232229 nChanged 114 SP:Iteration 92Q (8579.560000 sec): 3 clusters Score: Raw -2244093.366715 + Penalty 3213.935919 = -2240879.430796 nChanged 145 SP:Iteration 93Q (8579.780000 sec): 3 clusters Score: Raw -2244134.058125 + Penalty 3213.935919 = -2240920.122206 nChanged 159 SP:Iteration 94Q (8580.070000 sec): 3 clusters Score: Raw -2244184.062654 + Penalty 3213.935919 = -2240970.126735 nChanged 170 SP:Iteration 95Q (8580.310000 sec): 3 clusters Score: Raw -2244241.404436 + Penalty 3213.935919 = -2241027.468518 nChanged 186 SP:Iteration 96Q (8580.580000 sec): 3 clusters Score: Raw -2244308.090008 + Penalty 3213.935919 = -2241094.154089 nChanged 173 SP:Iteration 97Q (8580.800000 sec): 3 clusters Score: Raw -2244372.820365 + Penalty 3213.935919 = -2241158.884446 nChanged 170 SP:Iteration 98Q (8581.110000 sec): 3 clusters Score: Raw -2244454.050251 + Penalty 3213.935919 = -2241240.114332 nChanged 209 SP:Iteration 99Q (8581.400000 sec): 3 clusters Score: Raw -2244570.237049 + Penalty 3213.935919 = -2241356.301130 nChanged 226 SP:Iteration 100F (8581.630000 sec): 3 clusters Score: Raw -2244731.875907 + Penalty 3213.935919 = -2241517.939989 nChanged 235 SP:Iteration 101Q (8581.880000 sec): 3 clusters Score: Raw -2244939.265316 + Penalty 3213.935919 = -2241725.329397 nChanged 277 SP:Iteration 102Q (8582.190000 sec): 3 clusters Score: Raw -2245262.618648 + Penalty 3213.935919 = -2242048.682729 nChanged 260 SP:Iteration 103Q (8582.460000 sec): 3 clusters Score: Raw -2245618.870825 + Penalty 3213.935919 = -2242404.934907 nChanged 226 SP:Iteration 104Q (8582.720000 sec): 3 clusters Score: Raw -2245860.668297 + Penalty 3213.935919 = -2242646.732378 nChanged 176 SP:Iteration 105Q (8582.990000 sec): 3 clusters Score: Raw -2246003.318249 + Penalty 3213.935919 = -2242789.382331 nChanged 129 SP:Iteration 106Q (8583.280000 sec): 3 clusters Score: Raw -2246041.402211 + Penalty 3213.935919 = -2242827.466293 nChanged 81 SP:Iteration 107Q (8583.500000 sec): 3 clusters Score: Raw -2246058.244082 + Penalty 3213.935919 = -2242844.308163 nChanged 37 SP:Iteration 108Q (8583.790000 sec): 3 clusters Score: Raw -2246064.159038 + Penalty 3213.935919 = -2242850.223119 nChanged 22 SP:Iteration 109Q (8584.020000 sec): 3 clusters Score: Raw -2246067.016006 + Penalty 3213.935919 = -2242853.080087 nChanged 15 SP:Iteration 110Q (8584.270000 sec): 3 clusters Score: Raw -2246068.385207 + Penalty 3213.935919 = -2242854.449288 nChanged 12 SP:Iteration 111Q (8584.500000 sec): 3 clusters Score: Raw -2246069.542014 + Penalty 3213.935919 = -2242855.606095 nChanged 7 SP:Iteration 112Q (8584.780000 sec): 3 clusters Score: Raw -2246070.002471 + Penalty 3213.935919 = -2242856.066552 nChanged 7 SP:Iteration 113Q (8585.000000 sec): 3 clusters Score: Raw -2246070.350849 + Penalty 3213.935919 = -2242856.414930 nChanged 3 SP:Iteration 114Q (8585.230000 sec): 3 clusters Score: Raw -2246070.472343 + Penalty 3213.935919 = -2242856.536425 nChanged 0 SP:Iteration 115F (8585.500000 sec): 3 clusters Score: Raw -2246070.472343 + Penalty 3213.935919 = -2242856.536425 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 6 (10326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.600000 sec): 2 clusters Score: Raw -1192410.567294 + Penalty 1501.893293 = -1190908.674000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.770000 sec): 3 clusters Score: Raw -1186586.407821 + Penalty 3003.786586 = -1183582.621234 nChanged 4448 SP:Iteration 1F (8586.010000 sec): 3 clusters Score: Raw -1188968.236595 + Penalty 3003.786586 = -1185964.450009 nChanged 658 SP:Iteration 2F (8586.240000 sec): 3 clusters Score: Raw -1189289.460008 + Penalty 3003.786586 = -1186285.673422 nChanged 617 SP:Iteration 3F (8586.430000 sec): 3 clusters Score: Raw -1189610.107519 + Penalty 3003.786586 = -1186606.320933 nChanged 584 SP:Iteration 4F (8586.650000 sec): 3 clusters Score: Raw -1189954.227073 + Penalty 3003.786586 = -1186950.440487 nChanged 632 SP:Iteration 5F (8586.860000 sec): 3 clusters Score: Raw -1190395.703573 + Penalty 3003.786586 = -1187391.916987 nChanged 623 SP:Iteration 6F (8587.030000 sec): 3 clusters Score: Raw -1190858.979989 + Penalty 3003.786586 = -1187855.193403 nChanged 552 SP:Iteration 7F (8587.240000 sec): 3 clusters Score: Raw -1191267.167809 + Penalty 3003.786586 = -1188263.381222 nChanged 471 SP:Iteration 8Q (8587.450000 sec): 3 clusters Score: Raw -1191633.046032 + Penalty 3003.786586 = -1188629.259445 nChanged 380 SP:Iteration 9Q (8587.690000 sec): 3 clusters Score: Raw -1191941.879791 + Penalty 3003.786586 = -1188938.093204 nChanged 276 SP:Iteration 10Q (8587.910000 sec): 3 clusters Score: Raw -1192169.449955 + Penalty 3003.786586 = -1189165.663369 nChanged 187 SP:Iteration 11Q (8588.120000 sec): 3 clusters Score: Raw -1192323.771091 + Penalty 3003.786586 = -1189319.984504 nChanged 125 SP:Iteration 12Q (8588.330000 sec): 3 clusters Score: Raw -1192414.912368 + Penalty 3003.786586 = -1189411.125781 nChanged 84 SP:Iteration 13Q (8588.570000 sec): 3 clusters Score: Raw -1192485.550855 + Penalty 3003.786586 = -1189481.764268 nChanged 55 SP:Iteration 14Q (8588.730000 sec): 3 clusters Score: Raw -1192529.078516 + Penalty 3003.786586 = -1189525.291930 nChanged 38 SP:Iteration 15Q (8588.940000 sec): 3 clusters Score: Raw -1192559.819562 + Penalty 3003.786586 = -1189556.032975 nChanged 27 SP:Iteration 16Q (8589.160000 sec): 3 clusters Score: Raw -1192579.413442 + Penalty 3003.786586 = -1189575.626856 nChanged 20 SP:Iteration 17Q (8589.350000 sec): 3 clusters Score: Raw -1192592.088214 + Penalty 3003.786586 = -1189588.301628 nChanged 16 SP:Iteration 18Q (8589.600000 sec): 3 clusters Score: Raw -1192601.313717 + Penalty 3003.786586 = -1189597.527130 nChanged 12 SP:Iteration 19Q (8589.810000 sec): 3 clusters Score: Raw -1192609.548475 + Penalty 3003.786586 = -1189605.761889 nChanged 12 SP:Iteration 20F (8590.020000 sec): 3 clusters Score: Raw -1192617.549046 + Penalty 3003.786586 = -1189613.762460 nChanged 10 SP:Iteration 21Q (8590.250000 sec): 3 clusters Score: Raw -1192626.541994 + Penalty 3003.786586 = -1189622.755408 nChanged 8 SP:Iteration 22Q (8590.470000 sec): 3 clusters Score: Raw -1192631.687337 + Penalty 3003.786586 = -1189627.900750 nChanged 10 SP:Iteration 23Q (8590.670000 sec): 3 clusters Score: Raw -1192639.221782 + Penalty 3003.786586 = -1189635.435196 nChanged 5 SP:Iteration 24Q (8590.850000 sec): 3 clusters Score: Raw -1192643.811689 + Penalty 3003.786586 = -1189640.025103 nChanged 8 SP:Iteration 25Q (8591.090000 sec): 3 clusters Score: Raw -1192647.297911 + Penalty 3003.786586 = -1189643.511324 nChanged 5 SP:Iteration 26Q (8591.290000 sec): 3 clusters Score: Raw -1192649.418846 + Penalty 3003.786586 = -1189645.632260 nChanged 2 SP:Iteration 27Q (8591.500000 sec): 3 clusters Score: Raw -1192651.003832 + Penalty 3003.786586 = -1189647.217246 nChanged 0 SP:Iteration 28F (8591.700000 sec): 3 clusters Score: Raw -1192651.003832 + Penalty 3003.786586 = -1189647.217246 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 7 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8591.780000 sec): 2 clusters Score: Raw -142026.654464 + Penalty 1160.065887 = -140866.588577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8591.970000 sec): 3 clusters Score: Raw -141562.217193 + Penalty 2320.131775 = -139242.085418 nChanged 405 SP:Iteration 1F (8592.180000 sec): 3 clusters Score: Raw -141864.507569 + Penalty 2320.131775 = -139544.375794 nChanged 89 SP:Iteration 2F (8592.300000 sec): 3 clusters Score: Raw -141944.223518 + Penalty 2320.131775 = -139624.091743 nChanged 59 SP:Iteration 3Q (8592.480000 sec): 3 clusters Score: Raw -141999.354443 + Penalty 2320.131775 = -139679.222669 nChanged 42 SP:Iteration 4Q (8592.660000 sec): 3 clusters Score: Raw -142048.299396 + Penalty 2320.131775 = -139728.167621 nChanged 38 SP:Iteration 5Q (8592.830000 sec): 3 clusters Score: Raw -142107.405802 + Penalty 2320.131775 = -139787.274028 nChanged 38 SP:Iteration 6Q (8592.980000 sec): 3 clusters Score: Raw -142161.159545 + Penalty 2320.131775 = -139841.027770 nChanged 32 SP:Iteration 7Q (8593.200000 sec): 3 clusters Score: Raw -142197.513066 + Penalty 2320.131775 = -139877.381292 nChanged 22 SP:Iteration 8Q (8593.380000 sec): 3 clusters Score: Raw -142216.704929 + Penalty 2320.131775 = -139896.573154 nChanged 20 SP:Iteration 9Q (8593.520000 sec): 3 clusters Score: Raw -142231.047351 + Penalty 2320.131775 = -139910.915576 nChanged 11 SP:Iteration 10Q (8593.720000 sec): 3 clusters Score: Raw -142238.309553 + Penalty 2320.131775 = -139918.177778 nChanged 12 SP:Iteration 11Q (8593.890000 sec): 3 clusters Score: Raw -142247.017671 + Penalty 2320.131775 = -139926.885896 nChanged 12 SP:Iteration 12Q (8594.050000 sec): 3 clusters Score: Raw -142254.283635 + Penalty 2320.131775 = -139934.151860 nChanged 7 SP:Iteration 13Q (8594.260000 sec): 3 clusters Score: Raw -142258.514560 + Penalty 2320.131775 = -139938.382785 nChanged 5 SP:Iteration 14Q (8594.440000 sec): 3 clusters Score: Raw -142262.703544 + Penalty 2320.131775 = -139942.571769 nChanged 6 SP:Iteration 15Q (8594.600000 sec): 3 clusters Score: Raw -142265.989809 + Penalty 2320.131775 = -139945.858034 nChanged 3 SP:Iteration 16Q (8594.750000 sec): 3 clusters Score: Raw -142267.608347 + Penalty 2320.131775 = -139947.476572 nChanged 3 SP:Iteration 17Q (8594.940000 sec): 3 clusters Score: Raw -142268.960596 + Penalty 2320.131775 = -139948.828821 nChanged 2 SP:Iteration 18Q (8595.120000 sec): 3 clusters Score: Raw -142270.866321 + Penalty 2320.131775 = -139950.734546 nChanged 4 SP:Iteration 19Q (8595.290000 sec): 3 clusters Score: Raw -142272.758344 + Penalty 2320.131775 = -139952.626569 nChanged 0 SP:Iteration 20F (8595.460000 sec): 3 clusters Score: Raw -142272.758344 + Penalty 2320.131775 = -139952.626569 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 8 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8595.540000 sec): 2 clusters Score: Raw -235405.228906 + Penalty 1251.297971 = -234153.930936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8595.780000 sec): 3 clusters Score: Raw -234445.101780 + Penalty 2502.595941 = -231942.505839 nChanged 811 SP:Iteration 1F (8595.940000 sec): 3 clusters Score: Raw -234997.122827 + Penalty 2502.595941 = -232494.526886 nChanged 209 SP:Iteration 2F (8596.120000 sec): 3 clusters Score: Raw -235166.080518 + Penalty 2502.595941 = -232663.484577 nChanged 130 SP:Iteration 3F (8596.310000 sec): 3 clusters Score: Raw -235287.189951 + Penalty 2502.595941 = -232784.594010 nChanged 123 SP:Iteration 4F (8596.550000 sec): 3 clusters Score: Raw -235391.180318 + Penalty 2502.595941 = -232888.584377 nChanged 104 SP:Iteration 5Q (8596.740000 sec): 3 clusters Score: Raw -235518.258595 + Penalty 2502.595941 = -233015.662654 nChanged 101 SP:Iteration 6Q (8596.860000 sec): 3 clusters Score: Raw -235626.069305 + Penalty 2502.595941 = -233123.473364 nChanged 79 SP:Iteration 7Q (8597.050000 sec): 3 clusters Score: Raw -235693.456430 + Penalty 2502.595941 = -233190.860489 nChanged 64 SP:Iteration 8Q (8597.220000 sec): 3 clusters Score: Raw -235742.393944 + Penalty 2502.595941 = -233239.798002 nChanged 51 SP:Iteration 9Q (8597.450000 sec): 3 clusters Score: Raw -235778.579206 + Penalty 2502.595941 = -233275.983265 nChanged 49 SP:Iteration 10Q (8597.600000 sec): 3 clusters Score: Raw -235814.687900 + Penalty 2502.595941 = -233312.091959 nChanged 32 SP:Iteration 11Q (8597.780000 sec): 3 clusters Score: Raw -235832.885124 + Penalty 2502.595941 = -233330.289182 nChanged 32 SP:Iteration 12Q (8597.980000 sec): 3 clusters Score: Raw -235852.299752 + Penalty 2502.595941 = -233349.703811 nChanged 29 SP:Iteration 13Q (8598.140000 sec): 3 clusters Score: Raw -235870.035328 + Penalty 2502.595941 = -233367.439387 nChanged 29 SP:Iteration 14Q (8598.310000 sec): 3 clusters Score: Raw -235885.141759 + Penalty 2502.595941 = -233382.545818 nChanged 31 SP:Iteration 15Q (8598.510000 sec): 3 clusters Score: Raw -235905.831946 + Penalty 2502.595941 = -233403.236005 nChanged 33 SP:Iteration 16Q (8598.690000 sec): 3 clusters Score: Raw -235926.082179 + Penalty 2502.595941 = -233423.486238 nChanged 23 SP:Iteration 17Q (8598.880000 sec): 3 clusters Score: Raw -235936.475805 + Penalty 2502.595941 = -233433.879864 nChanged 15 SP:Iteration 18Q (8599.040000 sec): 3 clusters Score: Raw -235943.475906 + Penalty 2502.595941 = -233440.879965 nChanged 13 SP:Iteration 19Q (8599.240000 sec): 3 clusters Score: Raw -235948.843131 + Penalty 2502.595941 = -233446.247190 nChanged 7 SP:Iteration 20F (8599.410000 sec): 3 clusters Score: Raw -235952.213847 + Penalty 2502.595941 = -233449.617906 nChanged 10 SP:Iteration 21Q (8599.540000 sec): 3 clusters Score: Raw -235956.529588 + Penalty 2502.595941 = -233453.933647 nChanged 6 SP:Iteration 22Q (8599.700000 sec): 3 clusters Score: Raw -235960.480018 + Penalty 2502.595941 = -233457.884077 nChanged 9 SP:Iteration 23Q (8599.830000 sec): 3 clusters Score: Raw -235964.982396 + Penalty 2502.595941 = -233462.386455 nChanged 9 SP:Iteration 24Q (8600.000000 sec): 3 clusters Score: Raw -235968.662115 + Penalty 2502.595941 = -233466.066174 nChanged 2 SP:Iteration 25Q (8600.170000 sec): 3 clusters Score: Raw -235970.467946 + Penalty 2502.595941 = -233467.872005 nChanged 3 SP:Iteration 26Q (8600.330000 sec): 3 clusters Score: Raw -235971.786491 + Penalty 2502.595941 = -233469.190550 nChanged 1 SP:Iteration 27Q (8600.550000 sec): 3 clusters Score: Raw -235972.537728 + Penalty 2502.595941 = -233469.941787 nChanged 1 SP:Iteration 28Q (8600.740000 sec): 3 clusters Score: Raw -235973.100773 + Penalty 2502.595941 = -233470.504832 nChanged 1 SP:Iteration 29Q (8600.940000 sec): 3 clusters Score: Raw -235973.520190 + Penalty 2502.595941 = -233470.924249 nChanged 1 SP:Iteration 30Q (8601.090000 sec): 3 clusters Score: Raw -235974.009819 + Penalty 2502.595941 = -233471.413878 nChanged 1 SP:Iteration 31Q (8601.260000 sec): 3 clusters Score: Raw -235974.314589 + Penalty 2502.595941 = -233471.718648 nChanged 1 SP:Iteration 32Q (8601.450000 sec): 3 clusters Score: Raw -235974.474023 + Penalty 2502.595941 = -233471.878081 nChanged 1 SP:Iteration 33Q (8601.620000 sec): 3 clusters Score: Raw -235974.894237 + Penalty 2502.595941 = -233472.298296 nChanged 1 SP:Iteration 34Q (8601.800000 sec): 3 clusters Score: Raw -235975.248975 + Penalty 2502.595941 = -233472.653034 nChanged 3 SP:Iteration 35Q (8601.960000 sec): 3 clusters Score: Raw -235976.297876 + Penalty 2502.595941 = -233473.701935 nChanged 5 SP:Iteration 36Q (8602.180000 sec): 3 clusters Score: Raw -235979.326079 + Penalty 2502.595941 = -233476.730138 nChanged 3 SP:Iteration 37Q (8602.340000 sec): 3 clusters Score: Raw -235980.187501 + Penalty 2502.595941 = -233477.591560 nChanged 1 SP:Iteration 38Q (8602.520000 sec): 3 clusters Score: Raw -235980.477021 + Penalty 2502.595941 = -233477.881080 nChanged 2 SP:Iteration 39Q (8602.650000 sec): 3 clusters Score: Raw -235981.153238 + Penalty 2502.595941 = -233478.557297 nChanged 3 SP:Iteration 40F (8602.810000 sec): 3 clusters Score: Raw -235982.442563 + Penalty 2502.595941 = -233479.846622 nChanged 4 SP:Iteration 41Q (8603.020000 sec): 3 clusters Score: Raw -235984.136524 + Penalty 2502.595941 = -233481.540583 nChanged 5 SP:Iteration 42Q (8603.170000 sec): 3 clusters Score: Raw -235986.729550 + Penalty 2502.595941 = -233484.133608 nChanged 7 SP:Iteration 43Q (8603.330000 sec): 3 clusters Score: Raw -235991.401370 + Penalty 2502.595941 = -233488.805429 nChanged 8 SP:Iteration 44Q (8603.530000 sec): 3 clusters Score: Raw -235996.146198 + Penalty 2502.595941 = -233493.550257 nChanged 9 SP:Iteration 45Q (8603.720000 sec): 3 clusters Score: Raw -235999.061810 + Penalty 2502.595941 = -233496.465868 nChanged 5 SP:Iteration 46Q (8603.900000 sec): 3 clusters Score: Raw -236001.128803 + Penalty 2502.595941 = -233498.532862 nChanged 7 SP:Iteration 47Q (8604.070000 sec): 3 clusters Score: Raw -236004.034064 + Penalty 2502.595941 = -233501.438123 nChanged 7 SP:Iteration 48Q (8604.290000 sec): 3 clusters Score: Raw -236007.662599 + Penalty 2502.595941 = -233505.066658 nChanged 8 SP:Iteration 49Q (8604.460000 sec): 3 clusters Score: Raw -236010.161945 + Penalty 2502.595941 = -233507.566004 nChanged 6 SP:Iteration 50Q (8604.610000 sec): 3 clusters Score: Raw -236012.600936 + Penalty 2502.595941 = -233510.004995 nChanged 6 SP:Iteration 51Q (8604.780000 sec): 3 clusters Score: Raw -236014.966566 + Penalty 2502.595941 = -233512.370625 nChanged 6 SP:Iteration 52Q (8604.980000 sec): 3 clusters Score: Raw -236016.916736 + Penalty 2502.595941 = -233514.320795 nChanged 4 SP:Iteration 53Q (8605.150000 sec): 3 clusters Score: Raw -236018.641862 + Penalty 2502.595941 = -233516.045921 nChanged 6 SP:Iteration 54Q (8605.360000 sec): 3 clusters Score: Raw -236022.856163 + Penalty 2502.595941 = -233520.260222 nChanged 4 SP:Iteration 55Q (8605.530000 sec): 3 clusters Score: Raw -236024.774875 + Penalty 2502.595941 = -233522.178934 nChanged 2 SP:Iteration 56Q (8605.700000 sec): 3 clusters Score: Raw -236025.256674 + Penalty 2502.595941 = -233522.660733 nChanged 1 SP:Iteration 57Q (8605.870000 sec): 3 clusters Score: Raw -236025.539274 + Penalty 2502.595941 = -233522.943333 nChanged 1 SP:Iteration 58Q (8606.010000 sec): 3 clusters Score: Raw -236025.827603 + Penalty 2502.595941 = -233523.231662 nChanged 1 SP:Iteration 59Q (8606.210000 sec): 3 clusters Score: Raw -236026.049626 + Penalty 2502.595941 = -233523.453685 nChanged 1 SP:Iteration 60F (8606.410000 sec): 3 clusters Score: Raw -236026.300015 + Penalty 2502.595941 = -233523.704074 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 9 (8549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8606.500000 sec): 2 clusters Score: Raw -984654.193852 + Penalty 1471.205059 = -983182.988793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8606.710000 sec): 3 clusters Score: Raw -979878.011815 + Penalty 2942.410119 = -976935.601696 nChanged 3634 SP:Iteration 1F (8606.900000 sec): 3 clusters Score: Raw -981887.388427 + Penalty 2942.410119 = -978944.978308 nChanged 522 SP:Iteration 2F (8607.100000 sec): 3 clusters Score: Raw -982142.500218 + Penalty 2942.410119 = -979200.090099 nChanged 439 SP:Iteration 3F (8607.280000 sec): 3 clusters Score: Raw -982369.013829 + Penalty 2942.410119 = -979426.603710 nChanged 417 SP:Iteration 4Q (8607.520000 sec): 3 clusters Score: Raw -982610.241724 + Penalty 2942.410119 = -979667.831606 nChanged 415 SP:Iteration 5Q (8607.740000 sec): 3 clusters Score: Raw -982879.317707 + Penalty 2942.410119 = -979936.907589 nChanged 440 SP:Iteration 6F (8607.950000 sec): 3 clusters Score: Raw -983207.254048 + Penalty 2942.410119 = -980264.843929 nChanged 478 SP:Iteration 7F (8608.160000 sec): 3 clusters Score: Raw -983522.929367 + Penalty 2942.410119 = -980580.519248 nChanged 481 SP:Iteration 8F (8608.340000 sec): 3 clusters Score: Raw -983840.502722 + Penalty 2942.410119 = -980898.092604 nChanged 430 SP:Iteration 9F (8608.550000 sec): 3 clusters Score: Raw -984056.027782 + Penalty 2942.410119 = -981113.617663 nChanged 316 SP:Iteration 10Q (8608.740000 sec): 3 clusters Score: Raw -984200.896653 + Penalty 2942.410119 = -981258.486534 nChanged 252 SP:Iteration 11Q (8608.950000 sec): 3 clusters Score: Raw -984297.697842 + Penalty 2942.410119 = -981355.287724 nChanged 190 SP:Iteration 12Q (8609.140000 sec): 3 clusters Score: Raw -984368.029510 + Penalty 2942.410119 = -981425.619391 nChanged 144 SP:Iteration 13Q (8609.360000 sec): 3 clusters Score: Raw -984412.758229 + Penalty 2942.410119 = -981470.348110 nChanged 105 SP:Iteration 14Q (8609.560000 sec): 3 clusters Score: Raw -984440.612070 + Penalty 2942.410119 = -981498.201951 nChanged 73 SP:Iteration 15Q (8609.750000 sec): 3 clusters Score: Raw -984460.296470 + Penalty 2942.410119 = -981517.886352 nChanged 65 SP:Iteration 16Q (8609.960000 sec): 3 clusters Score: Raw -984475.304159 + Penalty 2942.410119 = -981532.894041 nChanged 52 SP:Iteration 17Q (8610.210000 sec): 3 clusters Score: Raw -984485.618677 + Penalty 2942.410119 = -981543.208558 nChanged 46 SP:Iteration 18Q (8610.400000 sec): 3 clusters Score: Raw -984493.028784 + Penalty 2942.410119 = -981550.618665 nChanged 38 SP:Iteration 19Q (8610.590000 sec): 3 clusters Score: Raw -984500.388564 + Penalty 2942.410119 = -981557.978445 nChanged 31 SP:Iteration 20F (8610.810000 sec): 3 clusters Score: Raw -984505.743773 + Penalty 2942.410119 = -981563.333655 nChanged 37 SP:Iteration 21Q (8611.050000 sec): 3 clusters Score: Raw -984512.132896 + Penalty 2942.410119 = -981569.722777 nChanged 35 SP:Iteration 22Q (8611.250000 sec): 3 clusters Score: Raw -984517.452060 + Penalty 2942.410119 = -981575.041942 nChanged 25 SP:Iteration 23Q (8611.500000 sec): 3 clusters Score: Raw -984521.786504 + Penalty 2942.410119 = -981579.376385 nChanged 27 SP:Iteration 24Q (8611.720000 sec): 3 clusters Score: Raw -984525.941416 + Penalty 2942.410119 = -981583.531298 nChanged 25 SP:Iteration 25Q (8611.930000 sec): 3 clusters Score: Raw -984530.596002 + Penalty 2942.410119 = -981588.185883 nChanged 27 SP:Iteration 26Q (8612.120000 sec): 3 clusters Score: Raw -984535.448781 + Penalty 2942.410119 = -981593.038662 nChanged 30 SP:Iteration 27Q (8612.330000 sec): 3 clusters Score: Raw -984539.809269 + Penalty 2942.410119 = -981597.399150 nChanged 32 SP:Iteration 28Q (8612.570000 sec): 3 clusters Score: Raw -984545.483691 + Penalty 2942.410119 = -981603.073572 nChanged 38 SP:Iteration 29Q (8612.780000 sec): 3 clusters Score: Raw -984553.454092 + Penalty 2942.410119 = -981611.043974 nChanged 32 SP:Iteration 30Q (8612.970000 sec): 3 clusters Score: Raw -984559.672767 + Penalty 2942.410119 = -981617.262648 nChanged 27 SP:Iteration 31Q (8613.170000 sec): 3 clusters Score: Raw -984564.684094 + Penalty 2942.410119 = -981622.273975 nChanged 32 SP:Iteration 32Q (8613.390000 sec): 3 clusters Score: Raw -984570.306386 + Penalty 2942.410119 = -981627.896267 nChanged 38 SP:Iteration 33Q (8613.600000 sec): 3 clusters Score: Raw -984578.301045 + Penalty 2942.410119 = -981635.890926 nChanged 45 SP:Iteration 34Q (8613.780000 sec): 3 clusters Score: Raw -984587.989230 + Penalty 2942.410119 = -981645.579112 nChanged 37 SP:Iteration 35Q (8614.010000 sec): 3 clusters Score: Raw -984596.264061 + Penalty 2942.410119 = -981653.853942 nChanged 35 SP:Iteration 36Q (8614.220000 sec): 3 clusters Score: Raw -984604.892317 + Penalty 2942.410119 = -981662.482198 nChanged 40 SP:Iteration 37Q (8614.490000 sec): 3 clusters Score: Raw -984613.123026 + Penalty 2942.410119 = -981670.712907 nChanged 30 SP:Iteration 38Q (8614.650000 sec): 3 clusters Score: Raw -984620.083241 + Penalty 2942.410119 = -981677.673122 nChanged 34 SP:Iteration 39Q (8614.870000 sec): 3 clusters Score: Raw -984627.317411 + Penalty 2942.410119 = -981684.907292 nChanged 26 SP:Iteration 40F (8615.100000 sec): 3 clusters Score: Raw -984631.705119 + Penalty 2942.410119 = -981689.295001 nChanged 27 SP:Iteration 41Q (8615.330000 sec): 3 clusters Score: Raw -984636.269971 + Penalty 2942.410119 = -981693.859852 nChanged 25 SP:Iteration 42Q (8615.540000 sec): 3 clusters Score: Raw -984640.940017 + Penalty 2942.410119 = -981698.529899 nChanged 31 SP:Iteration 43Q (8615.730000 sec): 3 clusters Score: Raw -984647.748510 + Penalty 2942.410119 = -981705.338391 nChanged 30 SP:Iteration 44Q (8615.960000 sec): 3 clusters Score: Raw -984654.301257 + Penalty 2942.410119 = -981711.891138 nChanged 31 SP:Iteration 45Q (8616.150000 sec): 3 clusters Score: Raw -984661.189445 + Penalty 2942.410119 = -981718.779327 nChanged 38 SP:Iteration 46Q (8616.360000 sec): 3 clusters Score: Raw -984670.579860 + Penalty 2942.410119 = -981728.169741 nChanged 40 SP:Iteration 47Q (8616.530000 sec): 3 clusters Score: Raw -984681.293320 + Penalty 2942.410119 = -981738.883202 nChanged 44 SP:Iteration 48Q (8616.690000 sec): 3 clusters Score: Raw -984694.376376 + Penalty 2942.410119 = -981751.966258 nChanged 51 SP:Iteration 49Q (8616.900000 sec): 3 clusters Score: Raw -984707.031814 + Penalty 2942.410119 = -981764.621696 nChanged 46 SP:Iteration 50Q (8617.170000 sec): 3 clusters Score: Raw -984717.521965 + Penalty 2942.410119 = -981775.111847 nChanged 32 SP:Iteration 51Q (8617.370000 sec): 3 clusters Score: Raw -984724.614415 + Penalty 2942.410119 = -981782.204297 nChanged 29 SP:Iteration 52Q (8617.560000 sec): 3 clusters Score: Raw -984730.565225 + Penalty 2942.410119 = -981788.155106 nChanged 28 SP:Iteration 53Q (8617.750000 sec): 3 clusters Score: Raw -984738.969950 + Penalty 2942.410119 = -981796.559832 nChanged 30 SP:Iteration 54Q (8617.970000 sec): 3 clusters Score: Raw -984745.651533 + Penalty 2942.410119 = -981803.241414 nChanged 28 SP:Iteration 55Q (8618.140000 sec): 3 clusters Score: Raw -984751.630835 + Penalty 2942.410119 = -981809.220716 nChanged 30 SP:Iteration 56Q (8618.340000 sec): 3 clusters Score: Raw -984759.336557 + Penalty 2942.410119 = -981816.926439 nChanged 28 SP:Iteration 57Q (8618.580000 sec): 3 clusters Score: Raw -984768.393285 + Penalty 2942.410119 = -981825.983166 nChanged 46 SP:Iteration 58Q (8618.760000 sec): 3 clusters Score: Raw -984780.632995 + Penalty 2942.410119 = -981838.222876 nChanged 47 SP:Iteration 59Q (8618.990000 sec): 3 clusters Score: Raw -984793.697728 + Penalty 2942.410119 = -981851.287609 nChanged 47 SP:Iteration 60F (8619.200000 sec): 3 clusters Score: Raw -984806.198671 + Penalty 2942.410119 = -981863.788552 nChanged 48 SP:Iteration 61Q (8619.430000 sec): 3 clusters Score: Raw -984820.346830 + Penalty 2942.410119 = -981877.936711 nChanged 43 SP:Iteration 62Q (8619.580000 sec): 3 clusters Score: Raw -984833.095021 + Penalty 2942.410119 = -981890.684903 nChanged 33 SP:Iteration 63Q (8619.800000 sec): 3 clusters Score: Raw -984842.769675 + Penalty 2942.410119 = -981900.359556 nChanged 39 SP:Iteration 64Q (8620.020000 sec): 3 clusters Score: Raw -984854.773282 + Penalty 2942.410119 = -981912.363163 nChanged 45 SP:Iteration 65Q (8620.240000 sec): 3 clusters Score: Raw -984867.991664 + Penalty 2942.410119 = -981925.581545 nChanged 33 SP:Iteration 66Q (8620.440000 sec): 3 clusters Score: Raw -984876.194849 + Penalty 2942.410119 = -981933.784731 nChanged 35 SP:Iteration 67Q (8620.660000 sec): 3 clusters Score: Raw -984885.249830 + Penalty 2942.410119 = -981942.839711 nChanged 38 SP:Iteration 68Q (8620.880000 sec): 3 clusters Score: Raw -984896.685933 + Penalty 2942.410119 = -981954.275814 nChanged 35 SP:Iteration 69Q (8621.070000 sec): 3 clusters Score: Raw -984910.076832 + Penalty 2942.410119 = -981967.666713 nChanged 33 SP:Iteration 70Q (8621.300000 sec): 3 clusters Score: Raw -984918.265272 + Penalty 2942.410119 = -981975.855154 nChanged 27 SP:Iteration 71Q (8621.540000 sec): 3 clusters Score: Raw -984925.668187 + Penalty 2942.410119 = -981983.258068 nChanged 25 SP:Iteration 72Q (8621.730000 sec): 3 clusters Score: Raw -984932.120132 + Penalty 2942.410119 = -981989.710014 nChanged 18 SP:Iteration 73Q (8621.950000 sec): 3 clusters Score: Raw -984936.237333 + Penalty 2942.410119 = -981993.827215 nChanged 16 SP:Iteration 74Q (8622.140000 sec): 3 clusters Score: Raw -984940.464111 + Penalty 2942.410119 = -981998.053993 nChanged 12 SP:Iteration 75Q (8622.380000 sec): 3 clusters Score: Raw -984944.083151 + Penalty 2942.410119 = -982001.673032 nChanged 10 SP:Iteration 76Q (8622.580000 sec): 3 clusters Score: Raw -984947.044434 + Penalty 2942.410119 = -982004.634316 nChanged 13 SP:Iteration 77Q (8622.760000 sec): 3 clusters Score: Raw -984950.547645 + Penalty 2942.410119 = -982008.137526 nChanged 8 SP:Iteration 78Q (8622.990000 sec): 3 clusters Score: Raw -984952.864002 + Penalty 2942.410119 = -982010.453883 nChanged 3 SP:Iteration 79Q (8623.200000 sec): 3 clusters Score: Raw -984953.421433 + Penalty 2942.410119 = -982011.011315 nChanged 4 SP:Iteration 80F (8623.390000 sec): 3 clusters Score: Raw -984954.226569 + Penalty 2942.410119 = -982011.816451 nChanged 5 SP:Iteration 81Q (8623.600000 sec): 3 clusters Score: Raw -984955.663048 + Penalty 2942.410119 = -982013.252929 nChanged 5 SP:Iteration 82Q (8623.820000 sec): 3 clusters Score: Raw -984956.535464 + Penalty 2942.410119 = -982014.125345 nChanged 1 SP:Iteration 83Q (8624.020000 sec): 3 clusters Score: Raw -984956.629159 + Penalty 2942.410119 = -982014.219040 nChanged 1 SP:Iteration 84Q (8624.240000 sec): 3 clusters Score: Raw -984956.719147 + Penalty 2942.410119 = -982014.309028 nChanged 1 SP:Iteration 85Q (8624.430000 sec): 3 clusters Score: Raw -984956.811039 + Penalty 2942.410119 = -982014.400920 nChanged 0 SP:Iteration 86F (8624.660000 sec): 3 clusters Score: Raw -984956.811039 + Penalty 2942.410119 = -982014.400920 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 10 (21580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8624.830000 sec): 2 clusters Score: Raw -2399962.616937 + Penalty 1621.672364 = -2398340.944574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8625.130000 sec): 3 clusters Score: Raw -2386910.381722 + Penalty 3243.344728 = -2383667.036994 nChanged 9786 SP:Iteration 1F (8625.450000 sec): 3 clusters Score: Raw -2392399.911565 + Penalty 3243.344728 = -2389156.566838 nChanged 1131 SP:Iteration 2F (8625.700000 sec): 3 clusters Score: Raw -2392839.311925 + Penalty 3243.344728 = -2389595.967197 nChanged 1087 SP:Iteration 3F (8625.980000 sec): 3 clusters Score: Raw -2393310.747301 + Penalty 3243.344728 = -2390067.402574 nChanged 1189 SP:Iteration 4F (8626.240000 sec): 3 clusters Score: Raw -2393939.990144 + Penalty 3243.344728 = -2390696.645417 nChanged 1430 SP:Iteration 5F (8626.550000 sec): 3 clusters Score: Raw -2394920.984552 + Penalty 3243.344728 = -2391677.639825 nChanged 1633 SP:Iteration 6F (8626.770000 sec): 3 clusters Score: Raw -2396292.839011 + Penalty 3243.344728 = -2393049.494283 nChanged 1565 SP:Iteration 7F (8627.070000 sec): 3 clusters Score: Raw -2397778.941954 + Penalty 3243.344728 = -2394535.597226 nChanged 1209 SP:Iteration 8F (8627.360000 sec): 3 clusters Score: Raw -2398985.303202 + Penalty 3243.344728 = -2395741.958474 nChanged 717 SP:Iteration 9Q (8627.660000 sec): 3 clusters Score: Raw -2399672.120349 + Penalty 3243.344728 = -2396428.775621 nChanged 311 SP:Iteration 10Q (8627.940000 sec): 3 clusters Score: Raw -2399973.333739 + Penalty 3243.344728 = -2396729.989012 nChanged 148 SP:Iteration 11Q (8628.210000 sec): 3 clusters Score: Raw -2400130.601383 + Penalty 3243.344728 = -2396887.256656 nChanged 53 SP:Iteration 12Q (8628.480000 sec): 3 clusters Score: Raw -2400196.947842 + Penalty 3243.344728 = -2396953.603114 nChanged 24 SP:Iteration 13Q (8628.770000 sec): 3 clusters Score: Raw -2400220.905039 + Penalty 3243.344728 = -2396977.560312 nChanged 12 SP:Iteration 14Q (8629.020000 sec): 3 clusters Score: Raw -2400231.341744 + Penalty 3243.344728 = -2396987.997017 nChanged 5 SP:Iteration 15Q (8629.270000 sec): 3 clusters Score: Raw -2400240.238253 + Penalty 3243.344728 = -2396996.893525 nChanged 6 SP:Iteration 16Q (8629.520000 sec): 3 clusters Score: Raw -2400247.682266 + Penalty 3243.344728 = -2397004.337539 nChanged 3 SP:Iteration 17Q (8629.770000 sec): 3 clusters Score: Raw -2400252.462103 + Penalty 3243.344728 = -2397009.117375 nChanged 1 SP:Iteration 18Q (8630.070000 sec): 3 clusters Score: Raw -2400253.409196 + Penalty 3243.344728 = -2397010.064469 nChanged 1 SP:Iteration 19Q (8630.290000 sec): 3 clusters Score: Raw -2400255.021346 + Penalty 3243.344728 = -2397011.676619 nChanged 4 SP:Iteration 20F (8630.550000 sec): 3 clusters Score: Raw -2400258.895244 + Penalty 3243.344728 = -2397015.550516 nChanged 1 SP:Iteration 21Q (8630.790000 sec): 3 clusters Score: Raw -2400260.874847 + Penalty 3243.344728 = -2397017.530119 nChanged 2 SP:Iteration 22Q (8631.080000 sec): 3 clusters Score: Raw -2400262.064900 + Penalty 3243.344728 = -2397018.720173 nChanged 3 SP:Iteration 23Q (8631.360000 sec): 3 clusters Score: Raw -2400266.071242 + Penalty 3243.344728 = -2397022.726515 nChanged 4 SP:Iteration 24Q (8631.580000 sec): 3 clusters Score: Raw -2400271.255970 + Penalty 3243.344728 = -2397027.911242 nChanged 1 SP:Iteration 25Q (8631.850000 sec): 3 clusters Score: Raw -2400272.128305 + Penalty 3243.344728 = -2397028.783578 nChanged 2 SP:Iteration 26Q (8632.110000 sec): 3 clusters Score: Raw -2400273.775945 + Penalty 3243.344728 = -2397030.431218 nChanged 0 SP:Iteration 27F (8632.370000 sec): 3 clusters Score: Raw -2400273.775945 + Penalty 3243.344728 = -2397030.431218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 11 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8632.480000 sec): 2 clusters Score: Raw -211993.947324 + Penalty 1221.331976 = -210772.615348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8632.620000 sec): 3 clusters Score: Raw -211227.145723 + Penalty 2442.663953 = -208784.481770 nChanged 605 SP:Iteration 1F (8632.790000 sec): 3 clusters Score: Raw -211599.256627 + Penalty 2442.663953 = -209156.592674 nChanged 133 SP:Iteration 2F (8633.020000 sec): 3 clusters Score: Raw -211687.757355 + Penalty 2442.663953 = -209245.093403 nChanged 75 SP:Iteration 3Q (8633.180000 sec): 3 clusters Score: Raw -211731.374927 + Penalty 2442.663953 = -209288.710975 nChanged 51 SP:Iteration 4Q (8633.280000 sec): 3 clusters Score: Raw -211762.794734 + Penalty 2442.663953 = -209320.130781 nChanged 34 SP:Iteration 5Q (8633.480000 sec): 3 clusters Score: Raw -211782.665822 + Penalty 2442.663953 = -209340.001870 nChanged 23 SP:Iteration 6Q (8633.670000 sec): 3 clusters Score: Raw -211798.099560 + Penalty 2442.663953 = -209355.435607 nChanged 18 SP:Iteration 7Q (8633.870000 sec): 3 clusters Score: Raw -211809.262153 + Penalty 2442.663953 = -209366.598200 nChanged 21 SP:Iteration 8Q (8634.060000 sec): 3 clusters Score: Raw -211820.944461 + Penalty 2442.663953 = -209378.280508 nChanged 20 SP:Iteration 9Q (8634.210000 sec): 3 clusters Score: Raw -211831.190731 + Penalty 2442.663953 = -209388.526779 nChanged 15 SP:Iteration 10Q (8634.400000 sec): 3 clusters Score: Raw -211840.807221 + Penalty 2442.663953 = -209398.143268 nChanged 12 SP:Iteration 11Q (8634.570000 sec): 3 clusters Score: Raw -211845.331987 + Penalty 2442.663953 = -209402.668035 nChanged 7 SP:Iteration 12Q (8634.750000 sec): 3 clusters Score: Raw -211848.494035 + Penalty 2442.663953 = -209405.830083 nChanged 5 SP:Iteration 13Q (8635.010000 sec): 3 clusters Score: Raw -211850.167750 + Penalty 2442.663953 = -209407.503797 nChanged 1 SP:Iteration 14Q (8635.150000 sec): 3 clusters Score: Raw -211850.513913 + Penalty 2442.663953 = -209407.849960 nChanged 2 SP:Iteration 15Q (8635.370000 sec): 3 clusters Score: Raw -211851.084447 + Penalty 2442.663953 = -209408.420494 nChanged 0 SP:Iteration 16F (8635.530000 sec): 3 clusters Score: Raw -211851.084447 + Penalty 2442.663953 = -209408.420494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 12 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8635.610000 sec): 2 clusters Score: Raw -315260.133888 + Penalty 1287.602929 = -313972.530959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8635.850000 sec): 3 clusters Score: Raw -314000.625982 + Penalty 2575.205859 = -311425.420123 nChanged 1005 SP:Iteration 1F (8636.010000 sec): 3 clusters Score: Raw -314575.789015 + Penalty 2575.205859 = -312000.583156 nChanged 230 SP:Iteration 2F (8636.200000 sec): 3 clusters Score: Raw -314721.338090 + Penalty 2575.205859 = -312146.132232 nChanged 141 SP:Iteration 3F (8636.380000 sec): 3 clusters Score: Raw -314807.312900 + Penalty 2575.205859 = -312232.107041 nChanged 95 SP:Iteration 4Q (8636.570000 sec): 3 clusters Score: Raw -314869.339215 + Penalty 2575.205859 = -312294.133357 nChanged 93 SP:Iteration 5Q (8636.790000 sec): 3 clusters Score: Raw -314923.513407 + Penalty 2575.205859 = -312348.307549 nChanged 69 SP:Iteration 6Q (8636.960000 sec): 3 clusters Score: Raw -314965.861515 + Penalty 2575.205859 = -312390.655656 nChanged 67 SP:Iteration 7Q (8637.110000 sec): 3 clusters Score: Raw -315007.770258 + Penalty 2575.205859 = -312432.564399 nChanged 61 SP:Iteration 8Q (8637.290000 sec): 3 clusters Score: Raw -315033.200536 + Penalty 2575.205859 = -312457.994677 nChanged 30 SP:Iteration 9Q (8637.470000 sec): 3 clusters Score: Raw -315045.543262 + Penalty 2575.205859 = -312470.337404 nChanged 26 SP:Iteration 10Q (8637.650000 sec): 3 clusters Score: Raw -315057.278876 + Penalty 2575.205859 = -312482.073018 nChanged 26 SP:Iteration 11Q (8637.830000 sec): 3 clusters Score: Raw -315069.659537 + Penalty 2575.205859 = -312494.453678 nChanged 23 SP:Iteration 12Q (8638.040000 sec): 3 clusters Score: Raw -315078.848779 + Penalty 2575.205859 = -312503.642920 nChanged 19 SP:Iteration 13Q (8638.190000 sec): 3 clusters Score: Raw -315083.613209 + Penalty 2575.205859 = -312508.407351 nChanged 11 SP:Iteration 14Q (8638.390000 sec): 3 clusters Score: Raw -315086.278884 + Penalty 2575.205859 = -312511.073025 nChanged 13 SP:Iteration 15Q (8638.550000 sec): 3 clusters Score: Raw -315090.434368 + Penalty 2575.205859 = -312515.228510 nChanged 14 SP:Iteration 16Q (8638.730000 sec): 3 clusters Score: Raw -315095.142955 + Penalty 2575.205859 = -312519.937096 nChanged 12 SP:Iteration 17Q (8638.890000 sec): 3 clusters Score: Raw -315099.648000 + Penalty 2575.205859 = -312524.442142 nChanged 11 SP:Iteration 18Q (8639.040000 sec): 3 clusters Score: Raw -315103.425624 + Penalty 2575.205859 = -312528.219766 nChanged 4 SP:Iteration 19Q (8639.230000 sec): 3 clusters Score: Raw -315105.402858 + Penalty 2575.205859 = -312530.197000 nChanged 5 SP:Iteration 20F (8639.440000 sec): 3 clusters Score: Raw -315107.287621 + Penalty 2575.205859 = -312532.081763 nChanged 3 SP:Iteration 21Q (8639.590000 sec): 3 clusters Score: Raw -315108.032398 + Penalty 2575.205859 = -312532.826539 nChanged 1 SP:Iteration 22Q (8639.780000 sec): 3 clusters Score: Raw -315108.268363 + Penalty 2575.205859 = -312533.062504 nChanged 1 SP:Iteration 23Q (8639.980000 sec): 3 clusters Score: Raw -315108.665692 + Penalty 2575.205859 = -312533.459834 nChanged 1 SP:Iteration 24Q (8640.110000 sec): 3 clusters Score: Raw -315108.889026 + Penalty 2575.205859 = -312533.683167 nChanged 0 SP:Iteration 25F (8640.300000 sec): 3 clusters Score: Raw -315108.889026 + Penalty 2575.205859 = -312533.683167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 13 (9615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8640.430000 sec): 2 clusters Score: Raw -1097481.506589 + Penalty 1490.300444 = -1095991.206145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8640.640000 sec): 3 clusters Score: Raw -1092074.666618 + Penalty 2980.600889 = -1089094.065730 nChanged 4165 SP:Iteration 1F (8640.860000 sec): 3 clusters Score: Raw -1094439.471887 + Penalty 2980.600889 = -1091458.870998 nChanged 652 SP:Iteration 2F (8641.110000 sec): 3 clusters Score: Raw -1094785.504601 + Penalty 2980.600889 = -1091804.903712 nChanged 546 SP:Iteration 3F (8641.340000 sec): 3 clusters Score: Raw -1095064.766595 + Penalty 2980.600889 = -1092084.165706 nChanged 538 SP:Iteration 4F (8641.550000 sec): 3 clusters Score: Raw -1095333.454824 + Penalty 2980.600889 = -1092352.853935 nChanged 554 SP:Iteration 5F (8641.720000 sec): 3 clusters Score: Raw -1095616.801838 + Penalty 2980.600889 = -1092636.200949 nChanged 493 SP:Iteration 6F (8641.940000 sec): 3 clusters Score: Raw -1095887.412183 + Penalty 2980.600889 = -1092906.811294 nChanged 466 SP:Iteration 7Q (8642.180000 sec): 3 clusters Score: Raw -1096157.862176 + Penalty 2980.600889 = -1093177.261287 nChanged 456 SP:Iteration 8Q (8642.370000 sec): 3 clusters Score: Raw -1096435.306132 + Penalty 2980.600889 = -1093454.705243 nChanged 457 SP:Iteration 9Q (8642.620000 sec): 3 clusters Score: Raw -1096740.184332 + Penalty 2980.600889 = -1093759.583443 nChanged 418 SP:Iteration 10Q (8642.840000 sec): 3 clusters Score: Raw -1097042.505445 + Penalty 2980.600889 = -1094061.904556 nChanged 326 SP:Iteration 11Q (8643.030000 sec): 3 clusters Score: Raw -1097302.793423 + Penalty 2980.600889 = -1094322.192534 nChanged 281 SP:Iteration 12Q (8643.250000 sec): 3 clusters Score: Raw -1097504.741358 + Penalty 2980.600889 = -1094524.140469 nChanged 233 SP:Iteration 13Q (8643.430000 sec): 3 clusters Score: Raw -1097663.754564 + Penalty 2980.600889 = -1094683.153675 nChanged 188 SP:Iteration 14Q (8643.600000 sec): 3 clusters Score: Raw -1097795.628143 + Penalty 2980.600889 = -1094815.027254 nChanged 126 SP:Iteration 15Q (8643.780000 sec): 3 clusters Score: Raw -1097876.067958 + Penalty 2980.600889 = -1094895.467069 nChanged 90 SP:Iteration 16Q (8644.000000 sec): 3 clusters Score: Raw -1097925.079503 + Penalty 2980.600889 = -1094944.478614 nChanged 71 SP:Iteration 17Q (8644.160000 sec): 3 clusters Score: Raw -1097962.477808 + Penalty 2980.600889 = -1094981.876919 nChanged 60 SP:Iteration 18Q (8644.350000 sec): 3 clusters Score: Raw -1097985.404927 + Penalty 2980.600889 = -1095004.804038 nChanged 46 SP:Iteration 19Q (8644.530000 sec): 3 clusters Score: Raw -1098001.241115 + Penalty 2980.600889 = -1095020.640226 nChanged 37 SP:Iteration 20F (8644.770000 sec): 3 clusters Score: Raw -1098015.607483 + Penalty 2980.600889 = -1095035.006594 nChanged 35 SP:Iteration 21Q (8644.970000 sec): 3 clusters Score: Raw -1098027.068773 + Penalty 2980.600889 = -1095046.467884 nChanged 27 SP:Iteration 22Q (8645.170000 sec): 3 clusters Score: Raw -1098035.256767 + Penalty 2980.600889 = -1095054.655878 nChanged 23 SP:Iteration 23Q (8645.390000 sec): 3 clusters Score: Raw -1098043.512149 + Penalty 2980.600889 = -1095062.911260 nChanged 22 SP:Iteration 24Q (8645.600000 sec): 3 clusters Score: Raw -1098050.629730 + Penalty 2980.600889 = -1095070.028841 nChanged 20 SP:Iteration 25Q (8645.840000 sec): 3 clusters Score: Raw -1098056.816831 + Penalty 2980.600889 = -1095076.215942 nChanged 13 SP:Iteration 26Q (8646.010000 sec): 3 clusters Score: Raw -1098062.327771 + Penalty 2980.600889 = -1095081.726882 nChanged 11 SP:Iteration 27Q (8646.200000 sec): 3 clusters Score: Raw -1098066.173039 + Penalty 2980.600889 = -1095085.572150 nChanged 12 SP:Iteration 28Q (8646.410000 sec): 3 clusters Score: Raw -1098068.777539 + Penalty 2980.600889 = -1095088.176651 nChanged 10 SP:Iteration 29Q (8646.660000 sec): 3 clusters Score: Raw -1098071.192630 + Penalty 2980.600889 = -1095090.591741 nChanged 7 SP:Iteration 30Q (8646.840000 sec): 3 clusters Score: Raw -1098073.047676 + Penalty 2980.600889 = -1095092.446787 nChanged 9 SP:Iteration 31Q (8647.040000 sec): 3 clusters Score: Raw -1098076.375770 + Penalty 2980.600889 = -1095095.774881 nChanged 11 SP:Iteration 32Q (8647.220000 sec): 3 clusters Score: Raw -1098080.053171 + Penalty 2980.600889 = -1095099.452282 nChanged 7 SP:Iteration 33Q (8647.450000 sec): 3 clusters Score: Raw -1098082.521102 + Penalty 2980.600889 = -1095101.920214 nChanged 9 SP:Iteration 34Q (8647.630000 sec): 3 clusters Score: Raw -1098084.922731 + Penalty 2980.600889 = -1095104.321842 nChanged 6 SP:Iteration 35Q (8647.860000 sec): 3 clusters Score: Raw -1098086.652346 + Penalty 2980.600889 = -1095106.051457 nChanged 1 SP:Iteration 36Q (8648.030000 sec): 3 clusters Score: Raw -1098086.824534 + Penalty 2980.600889 = -1095106.223645 nChanged 2 SP:Iteration 37Q (8648.240000 sec): 3 clusters Score: Raw -1098087.031175 + Penalty 2980.600889 = -1095106.430286 nChanged 0 SP:Iteration 38F (8648.420000 sec): 3 clusters Score: Raw -1098087.031175 + Penalty 2980.600889 = -1095106.430286 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 14 (12316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8648.580000 sec): 2 clusters Score: Raw -1448093.841220 + Penalty 1530.531358 = -1446563.309862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8648.800000 sec): 3 clusters Score: Raw -1440975.419390 + Penalty 3061.062715 = -1437914.356674 nChanged 5396 SP:Iteration 1F (8649.020000 sec): 3 clusters Score: Raw -1443863.380548 + Penalty 3061.062715 = -1440802.317833 nChanged 619 SP:Iteration 2F (8649.240000 sec): 3 clusters Score: Raw -1444080.390322 + Penalty 3061.062715 = -1441019.327607 nChanged 509 SP:Iteration 3Q (8649.490000 sec): 3 clusters Score: Raw -1444256.026818 + Penalty 3061.062715 = -1441194.964103 nChanged 460 SP:Iteration 4Q (8649.760000 sec): 3 clusters Score: Raw -1444417.709045 + Penalty 3061.062715 = -1441356.646329 nChanged 434 SP:Iteration 5Q (8650.000000 sec): 3 clusters Score: Raw -1444579.628016 + Penalty 3061.062715 = -1441518.565300 nChanged 463 SP:Iteration 6Q (8650.260000 sec): 3 clusters Score: Raw -1444776.668235 + Penalty 3061.062715 = -1441715.605519 nChanged 543 SP:Iteration 7Q (8650.490000 sec): 3 clusters Score: Raw -1445061.520573 + Penalty 3061.062715 = -1442000.457857 nChanged 674 SP:Iteration 8F (8650.680000 sec): 3 clusters Score: Raw -1445499.047578 + Penalty 3061.062715 = -1442437.984863 nChanged 786 SP:Iteration 9F (8650.870000 sec): 3 clusters Score: Raw -1446094.978176 + Penalty 3061.062715 = -1443033.915460 nChanged 793 SP:Iteration 10F (8651.080000 sec): 3 clusters Score: Raw -1446787.590259 + Penalty 3061.062715 = -1443726.527543 nChanged 683 SP:Iteration 11F (8651.320000 sec): 3 clusters Score: Raw -1447390.430434 + Penalty 3061.062715 = -1444329.367719 nChanged 471 SP:Iteration 12Q (8651.580000 sec): 3 clusters Score: Raw -1447791.125048 + Penalty 3061.062715 = -1444730.062333 nChanged 320 SP:Iteration 13Q (8651.810000 sec): 3 clusters Score: Raw -1448039.492773 + Penalty 3061.062715 = -1444978.430058 nChanged 196 SP:Iteration 14Q (8652.070000 sec): 3 clusters Score: Raw -1448216.363624 + Penalty 3061.062715 = -1445155.300909 nChanged 122 SP:Iteration 15Q (8652.270000 sec): 3 clusters Score: Raw -1448328.019562 + Penalty 3061.062715 = -1445266.956847 nChanged 89 SP:Iteration 16Q (8652.510000 sec): 3 clusters Score: Raw -1448392.879454 + Penalty 3061.062715 = -1445331.816739 nChanged 57 SP:Iteration 17Q (8652.770000 sec): 3 clusters Score: Raw -1448433.153580 + Penalty 3061.062715 = -1445372.090865 nChanged 39 SP:Iteration 18Q (8652.970000 sec): 3 clusters Score: Raw -1448462.971178 + Penalty 3061.062715 = -1445401.908463 nChanged 35 SP:Iteration 19Q (8653.190000 sec): 3 clusters Score: Raw -1448492.272030 + Penalty 3061.062715 = -1445431.209315 nChanged 26 SP:Iteration 20F (8653.440000 sec): 3 clusters Score: Raw -1448520.170852 + Penalty 3061.062715 = -1445459.108137 nChanged 24 SP:Iteration 21Q (8653.650000 sec): 3 clusters Score: Raw -1448541.909244 + Penalty 3061.062715 = -1445480.846528 nChanged 30 SP:Iteration 22Q (8653.880000 sec): 3 clusters Score: Raw -1448570.497689 + Penalty 3061.062715 = -1445509.434974 nChanged 25 SP:Iteration 23Q (8654.080000 sec): 3 clusters Score: Raw -1448593.002322 + Penalty 3061.062715 = -1445531.939606 nChanged 25 SP:Iteration 24Q (8654.310000 sec): 3 clusters Score: Raw -1448617.091026 + Penalty 3061.062715 = -1445556.028310 nChanged 21 SP:Iteration 25Q (8654.530000 sec): 3 clusters Score: Raw -1448647.515978 + Penalty 3061.062715 = -1445586.453262 nChanged 26 SP:Iteration 26Q (8654.740000 sec): 3 clusters Score: Raw -1448668.848154 + Penalty 3061.062715 = -1445607.785438 nChanged 19 SP:Iteration 27Q (8654.970000 sec): 3 clusters Score: Raw -1448680.843487 + Penalty 3061.062715 = -1445619.780772 nChanged 17 SP:Iteration 28Q (8655.200000 sec): 3 clusters Score: Raw -1448690.120509 + Penalty 3061.062715 = -1445629.057794 nChanged 10 SP:Iteration 29Q (8655.440000 sec): 3 clusters Score: Raw -1448696.712271 + Penalty 3061.062715 = -1445635.649556 nChanged 8 SP:Iteration 30Q (8655.630000 sec): 3 clusters Score: Raw -1448700.186804 + Penalty 3061.062715 = -1445639.124088 nChanged 3 SP:Iteration 31Q (8655.850000 sec): 3 clusters Score: Raw -1448701.657200 + Penalty 3061.062715 = -1445640.594485 nChanged 2 SP:Iteration 32Q (8656.070000 sec): 3 clusters Score: Raw -1448702.219596 + Penalty 3061.062715 = -1445641.156881 nChanged 3 SP:Iteration 33Q (8656.270000 sec): 3 clusters Score: Raw -1448702.907840 + Penalty 3061.062715 = -1445641.845124 nChanged 0 SP:Iteration 34F (8656.470000 sec): 3 clusters Score: Raw -1448702.907840 + Penalty 3061.062715 = -1445641.845124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 15 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8656.570000 sec): 2 clusters Score: Raw -56489.607607 + Penalty 1014.361281 = -55475.246327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8656.750000 sec): 3 clusters Score: Raw -56412.339003 + Penalty 2028.722561 = -54383.616442 nChanged 118 SP:Iteration 1F (8656.940000 sec): 3 clusters Score: Raw -56545.392862 + Penalty 2028.722561 = -54516.670301 nChanged 23 SP:Iteration 2Q (8657.080000 sec): 3 clusters Score: Raw -56575.373983 + Penalty 2028.722561 = -54546.651422 nChanged 7 SP:Iteration 3Q (8657.240000 sec): 3 clusters Score: Raw -56589.039983 + Penalty 2028.722561 = -54560.317421 nChanged 9 SP:Iteration 4Q (8657.430000 sec): 3 clusters Score: Raw -56614.169245 + Penalty 2028.722561 = -54585.446683 nChanged 13 SP:Iteration 5Q (8657.630000 sec): 3 clusters Score: Raw -56630.568518 + Penalty 2028.722561 = -54601.845957 nChanged 6 SP:Iteration 6Q (8657.830000 sec): 3 clusters Score: Raw -56643.689069 + Penalty 2028.722561 = -54614.966508 nChanged 6 SP:Iteration 7Q (8658.040000 sec): 3 clusters Score: Raw -56652.752757 + Penalty 2028.722561 = -54624.030196 nChanged 4 SP:Iteration 8Q (8658.210000 sec): 3 clusters Score: Raw -56658.018020 + Penalty 2028.722561 = -54629.295459 nChanged 1 SP:Iteration 9Q (8658.350000 sec): 3 clusters Score: Raw -56659.535891 + Penalty 2028.722561 = -54630.813330 nChanged 0 SP:Iteration 10F (8658.530000 sec): 3 clusters Score: Raw -56659.535891 + Penalty 2028.722561 = -54630.813330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 16 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8658.610000 sec): 2 clusters Score: Raw -22111.173173 + Penalty 899.816818 = -21211.356355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8658.780000 sec): 3 clusters Score: Raw -22337.755851 + Penalty 1799.633637 = -20538.122214 nChanged 68 SP:Iteration 1F (8658.950000 sec): 3 clusters Score: Raw -22644.096786 + Penalty 1799.633637 = -20844.463149 nChanged 23 SP:Iteration 2F (8659.110000 sec): 3 clusters Score: Raw -22736.790236 + Penalty 1799.633637 = -20937.156599 nChanged 6 SP:Iteration 3Q (8659.290000 sec): 3 clusters Score: Raw -22778.102942 + Penalty 1799.633637 = -20978.469306 nChanged 4 SP:Iteration 4Q (8659.450000 sec): 3 clusters Score: Raw -22835.732519 + Penalty 1799.633637 = -21036.098882 nChanged 4 SP:Iteration 5Q (8659.590000 sec): 3 clusters Score: Raw -22850.113443 + Penalty 1799.633637 = -21050.479806 nChanged 3 SP:Iteration 6Q (8659.770000 sec): 3 clusters Score: Raw -22856.911868 + Penalty 1799.633637 = -21057.278231 nChanged 1 SP:Iteration 7Q (8659.930000 sec): 3 clusters Score: Raw -22857.869234 + Penalty 1799.633637 = -21058.235597 nChanged 0 SP:Iteration 8F (8660.140000 sec): 3 clusters Score: Raw -22857.869234 + Penalty 1799.633637 = -21058.235597 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 17 (12159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8660.250000 sec): 2 clusters Score: Raw -1395666.244938 + Penalty 1528.446549 = -1394137.798389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8660.480000 sec): 3 clusters Score: Raw -1388659.569287 + Penalty 3056.893097 = -1385602.676190 nChanged 5364 SP:Iteration 1F (8660.720000 sec): 3 clusters Score: Raw -1391590.194415 + Penalty 3056.893097 = -1388533.301318 nChanged 753 SP:Iteration 2F (8660.970000 sec): 3 clusters Score: Raw -1391936.892768 + Penalty 3056.893097 = -1388879.999671 nChanged 636 SP:Iteration 3F (8661.170000 sec): 3 clusters Score: Raw -1392262.264813 + Penalty 3056.893097 = -1389205.371716 nChanged 647 SP:Iteration 4F (8661.370000 sec): 3 clusters Score: Raw -1392650.707011 + Penalty 3056.893097 = -1389593.813913 nChanged 659 SP:Iteration 5F (8661.600000 sec): 3 clusters Score: Raw -1393115.455437 + Penalty 3056.893097 = -1390058.562339 nChanged 689 SP:Iteration 6F (8661.770000 sec): 3 clusters Score: Raw -1393629.462929 + Penalty 3056.893097 = -1390572.569832 nChanged 696 SP:Iteration 7F (8662.040000 sec): 3 clusters Score: Raw -1394107.524017 + Penalty 3056.893097 = -1391050.630919 nChanged 641 SP:Iteration 8F (8662.240000 sec): 3 clusters Score: Raw -1394539.612667 + Penalty 3056.893097 = -1391482.719570 nChanged 515 SP:Iteration 9Q (8662.510000 sec): 3 clusters Score: Raw -1394883.240592 + Penalty 3056.893097 = -1391826.347494 nChanged 402 SP:Iteration 10Q (8662.800000 sec): 3 clusters Score: Raw -1395126.604109 + Penalty 3056.893097 = -1392069.711012 nChanged 302 SP:Iteration 11Q (8663.030000 sec): 3 clusters Score: Raw -1395291.342098 + Penalty 3056.893097 = -1392234.449001 nChanged 237 SP:Iteration 12Q (8663.240000 sec): 3 clusters Score: Raw -1395413.637524 + Penalty 3056.893097 = -1392356.744427 nChanged 192 SP:Iteration 13Q (8663.450000 sec): 3 clusters Score: Raw -1395510.309866 + Penalty 3056.893097 = -1392453.416768 nChanged 154 SP:Iteration 14Q (8663.670000 sec): 3 clusters Score: Raw -1395580.182508 + Penalty 3056.893097 = -1392523.289411 nChanged 141 SP:Iteration 15Q (8663.890000 sec): 3 clusters Score: Raw -1395655.868219 + Penalty 3056.893097 = -1392598.975122 nChanged 134 SP:Iteration 16Q (8664.090000 sec): 3 clusters Score: Raw -1395724.881671 + Penalty 3056.893097 = -1392667.988574 nChanged 131 SP:Iteration 17Q (8664.340000 sec): 3 clusters Score: Raw -1395786.306767 + Penalty 3056.893097 = -1392729.413669 nChanged 103 SP:Iteration 18Q (8664.540000 sec): 3 clusters Score: Raw -1395833.797227 + Penalty 3056.893097 = -1392776.904130 nChanged 99 SP:Iteration 19Q (8664.760000 sec): 3 clusters Score: Raw -1395878.448076 + Penalty 3056.893097 = -1392821.554978 nChanged 88 SP:Iteration 20F (8665.000000 sec): 3 clusters Score: Raw -1395912.732260 + Penalty 3056.893097 = -1392855.839163 nChanged 70 SP:Iteration 21Q (8665.230000 sec): 3 clusters Score: Raw -1395936.576382 + Penalty 3056.893097 = -1392879.683285 nChanged 62 SP:Iteration 22Q (8665.440000 sec): 3 clusters Score: Raw -1395958.904373 + Penalty 3056.893097 = -1392902.011275 nChanged 42 SP:Iteration 23Q (8665.630000 sec): 3 clusters Score: Raw -1395970.548514 + Penalty 3056.893097 = -1392913.655416 nChanged 44 SP:Iteration 24Q (8665.870000 sec): 3 clusters Score: Raw -1395980.107267 + Penalty 3056.893097 = -1392923.214169 nChanged 34 SP:Iteration 25Q (8666.020000 sec): 3 clusters Score: Raw -1395987.452252 + Penalty 3056.893097 = -1392930.559154 nChanged 37 SP:Iteration 26Q (8666.220000 sec): 3 clusters Score: Raw -1395996.157041 + Penalty 3056.893097 = -1392939.263943 nChanged 22 SP:Iteration 27Q (8666.420000 sec): 3 clusters Score: Raw -1395999.863244 + Penalty 3056.893097 = -1392942.970147 nChanged 16 SP:Iteration 28Q (8666.600000 sec): 3 clusters Score: Raw -1396002.328349 + Penalty 3056.893097 = -1392945.435252 nChanged 13 SP:Iteration 29Q (8666.790000 sec): 3 clusters Score: Raw -1396004.672613 + Penalty 3056.893097 = -1392947.779515 nChanged 16 SP:Iteration 30Q (8667.020000 sec): 3 clusters Score: Raw -1396009.016590 + Penalty 3056.893097 = -1392952.123492 nChanged 20 SP:Iteration 31Q (8667.260000 sec): 3 clusters Score: Raw -1396013.712794 + Penalty 3056.893097 = -1392956.819696 nChanged 24 SP:Iteration 32Q (8667.460000 sec): 3 clusters Score: Raw -1396019.194462 + Penalty 3056.893097 = -1392962.301365 nChanged 21 SP:Iteration 33Q (8667.670000 sec): 3 clusters Score: Raw -1396023.778143 + Penalty 3056.893097 = -1392966.885045 nChanged 19 SP:Iteration 34Q (8667.880000 sec): 3 clusters Score: Raw -1396027.539801 + Penalty 3056.893097 = -1392970.646704 nChanged 16 SP:Iteration 35Q (8668.150000 sec): 3 clusters Score: Raw -1396030.159926 + Penalty 3056.893097 = -1392973.266829 nChanged 13 SP:Iteration 36Q (8668.340000 sec): 3 clusters Score: Raw -1396032.986227 + Penalty 3056.893097 = -1392976.093129 nChanged 17 SP:Iteration 37Q (8668.540000 sec): 3 clusters Score: Raw -1396037.133197 + Penalty 3056.893097 = -1392980.240099 nChanged 19 SP:Iteration 38Q (8668.760000 sec): 3 clusters Score: Raw -1396041.761339 + Penalty 3056.893097 = -1392984.868242 nChanged 14 SP:Iteration 39Q (8669.010000 sec): 3 clusters Score: Raw -1396044.882200 + Penalty 3056.893097 = -1392987.989103 nChanged 16 SP:Iteration 40F (8669.240000 sec): 3 clusters Score: Raw -1396048.186648 + Penalty 3056.893097 = -1392991.293550 nChanged 16 SP:Iteration 41Q (8669.460000 sec): 3 clusters Score: Raw -1396051.079959 + Penalty 3056.893097 = -1392994.186862 nChanged 10 SP:Iteration 42Q (8669.640000 sec): 3 clusters Score: Raw -1396053.493979 + Penalty 3056.893097 = -1392996.600882 nChanged 11 SP:Iteration 43Q (8669.860000 sec): 3 clusters Score: Raw -1396055.087328 + Penalty 3056.893097 = -1392998.194231 nChanged 7 SP:Iteration 44Q (8670.040000 sec): 3 clusters Score: Raw -1396056.206885 + Penalty 3056.893097 = -1392999.313788 nChanged 9 SP:Iteration 45Q (8670.260000 sec): 3 clusters Score: Raw -1396057.746317 + Penalty 3056.893097 = -1393000.853220 nChanged 8 SP:Iteration 46Q (8670.450000 sec): 3 clusters Score: Raw -1396059.099734 + Penalty 3056.893097 = -1393002.206637 nChanged 5 SP:Iteration 47Q (8670.680000 sec): 3 clusters Score: Raw -1396059.552124 + Penalty 3056.893097 = -1393002.659027 nChanged 2 SP:Iteration 48Q (8670.880000 sec): 3 clusters Score: Raw -1396059.806185 + Penalty 3056.893097 = -1393002.913088 nChanged 0 SP:Iteration 49F (8671.130000 sec): 3 clusters Score: Raw -1396059.806185 + Penalty 3056.893097 = -1393002.913088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 18 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8671.210000 sec): 2 clusters Score: Raw -59745.518631 + Penalty 1024.472930 = -58721.045701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8671.430000 sec): 3 clusters Score: Raw -59637.189690 + Penalty 2048.945861 = -57588.243829 nChanged 121 SP:Iteration 1F (8671.580000 sec): 3 clusters Score: Raw -59780.503953 + Penalty 2048.945861 = -57731.558092 nChanged 32 SP:Iteration 2F (8671.780000 sec): 3 clusters Score: Raw -59824.806177 + Penalty 2048.945861 = -57775.860317 nChanged 15 SP:Iteration 3Q (8671.940000 sec): 3 clusters Score: Raw -59847.901441 + Penalty 2048.945861 = -57798.955581 nChanged 14 SP:Iteration 4Q (8672.120000 sec): 3 clusters Score: Raw -59884.062298 + Penalty 2048.945861 = -57835.116437 nChanged 13 SP:Iteration 5Q (8672.290000 sec): 3 clusters Score: Raw -59955.555663 + Penalty 2048.945861 = -57906.609803 nChanged 19 SP:Iteration 6Q (8672.500000 sec): 3 clusters Score: Raw -60067.599211 + Penalty 2048.945861 = -58018.653351 nChanged 24 SP:Iteration 7Q (8672.650000 sec): 3 clusters Score: Raw -60190.471740 + Penalty 2048.945861 = -58141.525879 nChanged 25 SP:Iteration 8Q (8672.850000 sec): 3 clusters Score: Raw -60274.729672 + Penalty 2048.945861 = -58225.783811 nChanged 25 SP:Iteration 9Q (8673.070000 sec): 3 clusters Score: Raw -60375.136489 + Penalty 2048.945861 = -58326.190628 nChanged 30 SP:Iteration 10F (8673.250000 sec): 3 clusters Score: Raw -60470.255646 + Penalty 2048.945861 = -58421.309785 nChanged 23 SP:Iteration 11Q (8673.380000 sec): 3 clusters Score: Raw -60549.062348 + Penalty 2048.945861 = -58500.116487 nChanged 14 SP:Iteration 12Q (8673.550000 sec): 3 clusters Score: Raw -60593.594231 + Penalty 2048.945861 = -58544.648371 nChanged 6 SP:Iteration 13Q (8673.740000 sec): 3 clusters Score: Raw -60609.371014 + Penalty 2048.945861 = -58560.425153 nChanged 4 SP:Iteration 14Q (8673.890000 sec): 3 clusters Score: Raw -60620.543344 + Penalty 2048.945861 = -58571.597483 nChanged 1 SP:Iteration 15Q (8674.070000 sec): 3 clusters Score: Raw -60623.755891 + Penalty 2048.945861 = -58574.810030 nChanged 0 SP:Iteration 16F (8674.230000 sec): 3 clusters Score: Raw -60623.755891 + Penalty 2048.945861 = -58574.810030 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 19 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8674.350000 sec): 2 clusters Score: Raw -206491.532258 + Penalty 1222.916496 = -205268.615762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8674.510000 sec): 3 clusters Score: Raw -205714.847660 + Penalty 2445.832992 = -203269.014668 nChanged 617 SP:Iteration 1F (8674.740000 sec): 3 clusters Score: Raw -206084.915439 + Penalty 2445.832992 = -203639.082448 nChanged 146 SP:Iteration 2F (8674.910000 sec): 3 clusters Score: Raw -206204.777656 + Penalty 2445.832992 = -203758.944664 nChanged 99 SP:Iteration 3F (8675.090000 sec): 3 clusters Score: Raw -206271.604158 + Penalty 2445.832992 = -203825.771166 nChanged 70 SP:Iteration 4Q (8675.270000 sec): 3 clusters Score: Raw -206322.561666 + Penalty 2445.832992 = -203876.728675 nChanged 54 SP:Iteration 5Q (8675.450000 sec): 3 clusters Score: Raw -206355.793159 + Penalty 2445.832992 = -203909.960167 nChanged 39 SP:Iteration 6Q (8675.590000 sec): 3 clusters Score: Raw -206378.373503 + Penalty 2445.832992 = -203932.540512 nChanged 31 SP:Iteration 7Q (8675.760000 sec): 3 clusters Score: Raw -206398.991540 + Penalty 2445.832992 = -203953.158549 nChanged 24 SP:Iteration 8Q (8675.930000 sec): 3 clusters Score: Raw -206413.781227 + Penalty 2445.832992 = -203967.948235 nChanged 17 SP:Iteration 9Q (8676.090000 sec): 3 clusters Score: Raw -206426.962213 + Penalty 2445.832992 = -203981.129221 nChanged 16 SP:Iteration 10Q (8676.250000 sec): 3 clusters Score: Raw -206437.951368 + Penalty 2445.832992 = -203992.118376 nChanged 11 SP:Iteration 11Q (8676.430000 sec): 3 clusters Score: Raw -206449.018568 + Penalty 2445.832992 = -204003.185576 nChanged 12 SP:Iteration 12Q (8676.660000 sec): 3 clusters Score: Raw -206456.731080 + Penalty 2445.832992 = -204010.898088 nChanged 18 SP:Iteration 13Q (8676.790000 sec): 3 clusters Score: Raw -206470.349665 + Penalty 2445.832992 = -204024.516673 nChanged 22 SP:Iteration 14Q (8676.990000 sec): 3 clusters Score: Raw -206482.481557 + Penalty 2445.832992 = -204036.648565 nChanged 23 SP:Iteration 15Q (8677.140000 sec): 3 clusters Score: Raw -206494.063819 + Penalty 2445.832992 = -204048.230827 nChanged 17 SP:Iteration 16Q (8677.330000 sec): 3 clusters Score: Raw -206503.763941 + Penalty 2445.832992 = -204057.930949 nChanged 12 SP:Iteration 17Q (8677.520000 sec): 3 clusters Score: Raw -206509.204890 + Penalty 2445.832992 = -204063.371898 nChanged 6 SP:Iteration 18Q (8677.680000 sec): 3 clusters Score: Raw -206512.939363 + Penalty 2445.832992 = -204067.106371 nChanged 11 SP:Iteration 19Q (8677.840000 sec): 3 clusters Score: Raw -206519.358330 + Penalty 2445.832992 = -204073.525338 nChanged 8 SP:Iteration 20F (8677.970000 sec): 3 clusters Score: Raw -206524.862700 + Penalty 2445.832992 = -204079.029708 nChanged 11 SP:Iteration 21Q (8678.150000 sec): 3 clusters Score: Raw -206531.390131 + Penalty 2445.832992 = -204085.557140 nChanged 11 SP:Iteration 22Q (8678.300000 sec): 3 clusters Score: Raw -206536.600306 + Penalty 2445.832992 = -204090.767314 nChanged 12 SP:Iteration 23Q (8678.470000 sec): 3 clusters Score: Raw -206542.474650 + Penalty 2445.832992 = -204096.641658 nChanged 8 SP:Iteration 24Q (8678.660000 sec): 3 clusters Score: Raw -206546.816841 + Penalty 2445.832992 = -204100.983849 nChanged 7 SP:Iteration 25Q (8678.800000 sec): 3 clusters Score: Raw -206550.324645 + Penalty 2445.832992 = -204104.491653 nChanged 9 SP:Iteration 26Q (8678.990000 sec): 3 clusters Score: Raw -206553.745787 + Penalty 2445.832992 = -204107.912795 nChanged 7 SP:Iteration 27Q (8679.120000 sec): 3 clusters Score: Raw -206556.504116 + Penalty 2445.832992 = -204110.671124 nChanged 5 SP:Iteration 28Q (8679.310000 sec): 3 clusters Score: Raw -206558.808692 + Penalty 2445.832992 = -204112.975700 nChanged 3 SP:Iteration 29Q (8679.490000 sec): 3 clusters Score: Raw -206559.828919 + Penalty 2445.832992 = -204113.995928 nChanged 6 SP:Iteration 30Q (8679.680000 sec): 3 clusters Score: Raw -206562.564024 + Penalty 2445.832992 = -204116.731032 nChanged 7 SP:Iteration 31Q (8679.880000 sec): 3 clusters Score: Raw -206565.714682 + Penalty 2445.832992 = -204119.881690 nChanged 4 SP:Iteration 32Q (8680.010000 sec): 3 clusters Score: Raw -206567.581834 + Penalty 2445.832992 = -204121.748842 nChanged 3 SP:Iteration 33Q (8680.220000 sec): 3 clusters Score: Raw -206569.301037 + Penalty 2445.832992 = -204123.468045 nChanged 9 SP:Iteration 34Q (8680.370000 sec): 3 clusters Score: Raw -206573.222191 + Penalty 2445.832992 = -204127.389199 nChanged 4 SP:Iteration 35Q (8680.560000 sec): 3 clusters Score: Raw -206575.357403 + Penalty 2445.832992 = -204129.524411 nChanged 7 SP:Iteration 36Q (8680.730000 sec): 3 clusters Score: Raw -206578.738821 + Penalty 2445.832992 = -204132.905830 nChanged 5 SP:Iteration 37Q (8680.930000 sec): 3 clusters Score: Raw -206582.159616 + Penalty 2445.832992 = -204136.326624 nChanged 5 SP:Iteration 38Q (8681.100000 sec): 3 clusters Score: Raw -206585.082392 + Penalty 2445.832992 = -204139.249400 nChanged 5 SP:Iteration 39Q (8681.260000 sec): 3 clusters Score: Raw -206587.084176 + Penalty 2445.832992 = -204141.251184 nChanged 0 SP:Iteration 40F (8681.440000 sec): 3 clusters Score: Raw -206587.084176 + Penalty 2445.832992 = -204141.251184 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 20 (12300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8681.580000 sec): 2 clusters Score: Raw -1336005.298132 + Penalty 1530.320113 = -1334474.978019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8681.760000 sec): 3 clusters Score: Raw -1328877.743457 + Penalty 3060.640226 = -1325817.103231 nChanged 5439 SP:Iteration 1F (8681.980000 sec): 3 clusters Score: Raw -1331857.942096 + Penalty 3060.640226 = -1328797.301870 nChanged 717 SP:Iteration 2F (8682.160000 sec): 3 clusters Score: Raw -1332177.486408 + Penalty 3060.640226 = -1329116.846182 nChanged 668 SP:Iteration 3F (8682.340000 sec): 3 clusters Score: Raw -1332469.152809 + Penalty 3060.640226 = -1329408.512583 nChanged 609 SP:Iteration 4Q (8682.570000 sec): 3 clusters Score: Raw -1332742.406898 + Penalty 3060.640226 = -1329681.766672 nChanged 588 SP:Iteration 5Q (8682.800000 sec): 3 clusters Score: Raw -1333006.618519 + Penalty 3060.640226 = -1329945.978293 nChanged 593 SP:Iteration 6Q (8683.010000 sec): 3 clusters Score: Raw -1333274.819968 + Penalty 3060.640226 = -1330214.179742 nChanged 549 SP:Iteration 7Q (8683.240000 sec): 3 clusters Score: Raw -1333526.661959 + Penalty 3060.640226 = -1330466.021733 nChanged 540 SP:Iteration 8Q (8683.480000 sec): 3 clusters Score: Raw -1333766.357259 + Penalty 3060.640226 = -1330705.717033 nChanged 469 SP:Iteration 9Q (8683.740000 sec): 3 clusters Score: Raw -1333992.818123 + Penalty 3060.640226 = -1330932.177897 nChanged 476 SP:Iteration 10Q (8683.910000 sec): 3 clusters Score: Raw -1334246.823684 + Penalty 3060.640226 = -1331186.183458 nChanged 484 SP:Iteration 11Q (8684.130000 sec): 3 clusters Score: Raw -1334512.180057 + Penalty 3060.640226 = -1331451.539831 nChanged 412 SP:Iteration 12Q (8684.400000 sec): 3 clusters Score: Raw -1334737.365256 + Penalty 3060.640226 = -1331676.725030 nChanged 397 SP:Iteration 13Q (8684.660000 sec): 3 clusters Score: Raw -1334966.627777 + Penalty 3060.640226 = -1331905.987551 nChanged 325 SP:Iteration 14Q (8684.860000 sec): 3 clusters Score: Raw -1335150.783542 + Penalty 3060.640226 = -1332090.143316 nChanged 285 SP:Iteration 15Q (8685.120000 sec): 3 clusters Score: Raw -1335326.544251 + Penalty 3060.640226 = -1332265.904025 nChanged 266 SP:Iteration 16Q (8685.330000 sec): 3 clusters Score: Raw -1335517.620684 + Penalty 3060.640226 = -1332456.980458 nChanged 226 SP:Iteration 17Q (8685.540000 sec): 3 clusters Score: Raw -1335678.807895 + Penalty 3060.640226 = -1332618.167669 nChanged 200 SP:Iteration 18Q (8685.760000 sec): 3 clusters Score: Raw -1335824.999903 + Penalty 3060.640226 = -1332764.359677 nChanged 162 SP:Iteration 19Q (8685.930000 sec): 3 clusters Score: Raw -1335946.939464 + Penalty 3060.640226 = -1332886.299238 nChanged 113 SP:Iteration 20F (8686.140000 sec): 3 clusters Score: Raw -1336041.071326 + Penalty 3060.640226 = -1332980.431100 nChanged 85 SP:Iteration 21Q (8686.380000 sec): 3 clusters Score: Raw -1336108.898418 + Penalty 3060.640226 = -1333048.258192 nChanged 62 SP:Iteration 22Q (8686.550000 sec): 3 clusters Score: Raw -1336158.515254 + Penalty 3060.640226 = -1333097.875028 nChanged 43 SP:Iteration 23Q (8686.760000 sec): 3 clusters Score: Raw -1336191.372645 + Penalty 3060.640226 = -1333130.732419 nChanged 28 SP:Iteration 24Q (8686.970000 sec): 3 clusters Score: Raw -1336217.158146 + Penalty 3060.640226 = -1333156.517920 nChanged 21 SP:Iteration 25Q (8687.220000 sec): 3 clusters Score: Raw -1336231.958591 + Penalty 3060.640226 = -1333171.318365 nChanged 17 SP:Iteration 26Q (8687.410000 sec): 3 clusters Score: Raw -1336244.396164 + Penalty 3060.640226 = -1333183.755938 nChanged 13 SP:Iteration 27Q (8687.700000 sec): 3 clusters Score: Raw -1336255.213873 + Penalty 3060.640226 = -1333194.573647 nChanged 14 SP:Iteration 28Q (8687.920000 sec): 3 clusters Score: Raw -1336272.924419 + Penalty 3060.640226 = -1333212.284193 nChanged 8 SP:Iteration 29Q (8688.160000 sec): 3 clusters Score: Raw -1336280.276417 + Penalty 3060.640226 = -1333219.636191 nChanged 6 SP:Iteration 30Q (8688.430000 sec): 3 clusters Score: Raw -1336285.660708 + Penalty 3060.640226 = -1333225.020482 nChanged 3 SP:Iteration 31Q (8688.640000 sec): 3 clusters Score: Raw -1336289.548224 + Penalty 3060.640226 = -1333228.907998 nChanged 2 SP:Iteration 32Q (8688.900000 sec): 3 clusters Score: Raw -1336291.754649 + Penalty 3060.640226 = -1333231.114423 nChanged 2 SP:Iteration 33Q (8689.140000 sec): 3 clusters Score: Raw -1336292.498420 + Penalty 3060.640226 = -1333231.858194 nChanged 1 SP:Iteration 34Q (8689.410000 sec): 3 clusters Score: Raw -1336293.840872 + Penalty 3060.640226 = -1333233.200646 nChanged 3 SP:Iteration 35Q (8689.620000 sec): 3 clusters Score: Raw -1336296.251247 + Penalty 3060.640226 = -1333235.611021 nChanged 1 SP:Iteration 36Q (8689.880000 sec): 3 clusters Score: Raw -1336297.558750 + Penalty 3060.640226 = -1333236.918524 nChanged 0 SP:Iteration 37F (8690.080000 sec): 3 clusters Score: Raw -1336297.558750 + Penalty 3060.640226 = -1333236.918524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 21 (10410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8690.220000 sec): 2 clusters Score: Raw -1188505.693459 + Penalty 1503.209851 = -1187002.483608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8690.480000 sec): 3 clusters Score: Raw -1182546.455756 + Penalty 3006.419703 = -1179540.036054 nChanged 4542 SP:Iteration 1F (8690.760000 sec): 3 clusters Score: Raw -1185276.661174 + Penalty 3006.419703 = -1182270.241471 nChanged 753 SP:Iteration 2F (8691.000000 sec): 3 clusters Score: Raw -1185872.881509 + Penalty 3006.419703 = -1182866.461806 nChanged 758 SP:Iteration 3F (8691.230000 sec): 3 clusters Score: Raw -1186673.099586 + Penalty 3006.419703 = -1183666.679884 nChanged 843 SP:Iteration 4F (8691.470000 sec): 3 clusters Score: Raw -1187488.107921 + Penalty 3006.419703 = -1184481.688218 nChanged 784 SP:Iteration 5F (8691.730000 sec): 3 clusters Score: Raw -1188134.336138 + Penalty 3006.419703 = -1185127.916436 nChanged 588 SP:Iteration 6F (8691.950000 sec): 3 clusters Score: Raw -1188514.090739 + Penalty 3006.419703 = -1185507.671036 nChanged 409 SP:Iteration 7Q (8692.180000 sec): 3 clusters Score: Raw -1188680.658501 + Penalty 3006.419703 = -1185674.238798 nChanged 296 SP:Iteration 8Q (8692.440000 sec): 3 clusters Score: Raw -1188780.498513 + Penalty 3006.419703 = -1185774.078810 nChanged 184 SP:Iteration 9Q (8692.670000 sec): 3 clusters Score: Raw -1188848.201100 + Penalty 3006.419703 = -1185841.781397 nChanged 167 SP:Iteration 10Q (8692.910000 sec): 3 clusters Score: Raw -1188901.691024 + Penalty 3006.419703 = -1185895.271321 nChanged 139 SP:Iteration 11Q (8693.100000 sec): 3 clusters Score: Raw -1188934.237276 + Penalty 3006.419703 = -1185927.817573 nChanged 109 SP:Iteration 12Q (8693.310000 sec): 3 clusters Score: Raw -1188956.452366 + Penalty 3006.419703 = -1185950.032663 nChanged 74 SP:Iteration 13Q (8693.550000 sec): 3 clusters Score: Raw -1188970.330859 + Penalty 3006.419703 = -1185963.911156 nChanged 55 SP:Iteration 14Q (8693.800000 sec): 3 clusters Score: Raw -1188979.213251 + Penalty 3006.419703 = -1185972.793549 nChanged 43 SP:Iteration 15Q (8694.100000 sec): 3 clusters Score: Raw -1188985.125205 + Penalty 3006.419703 = -1185978.705502 nChanged 35 SP:Iteration 16Q (8694.310000 sec): 3 clusters Score: Raw -1188989.442513 + Penalty 3006.419703 = -1185983.022811 nChanged 29 SP:Iteration 17Q (8694.540000 sec): 3 clusters Score: Raw -1188993.079204 + Penalty 3006.419703 = -1185986.659501 nChanged 22 SP:Iteration 18Q (8694.790000 sec): 3 clusters Score: Raw -1188996.789166 + Penalty 3006.419703 = -1185990.369464 nChanged 25 SP:Iteration 19Q (8695.050000 sec): 3 clusters Score: Raw -1188999.517111 + Penalty 3006.419703 = -1185993.097409 nChanged 17 SP:Iteration 20F (8695.250000 sec): 3 clusters Score: Raw -1189001.491989 + Penalty 3006.419703 = -1185995.072286 nChanged 16 SP:Iteration 21Q (8695.460000 sec): 3 clusters Score: Raw -1189003.053025 + Penalty 3006.419703 = -1185996.633323 nChanged 8 SP:Iteration 22Q (8695.690000 sec): 3 clusters Score: Raw -1189003.868947 + Penalty 3006.419703 = -1185997.449245 nChanged 6 SP:Iteration 23Q (8695.860000 sec): 3 clusters Score: Raw -1189004.681518 + Penalty 3006.419703 = -1185998.261815 nChanged 7 SP:Iteration 24Q (8696.100000 sec): 3 clusters Score: Raw -1189005.513104 + Penalty 3006.419703 = -1185999.093402 nChanged 5 SP:Iteration 25Q (8696.320000 sec): 3 clusters Score: Raw -1189005.995924 + Penalty 3006.419703 = -1185999.576221 nChanged 6 SP:Iteration 26Q (8696.570000 sec): 3 clusters Score: Raw -1189006.667207 + Penalty 3006.419703 = -1186000.247504 nChanged 9 SP:Iteration 27Q (8696.820000 sec): 3 clusters Score: Raw -1189007.331411 + Penalty 3006.419703 = -1186000.911709 nChanged 5 SP:Iteration 28Q (8697.080000 sec): 3 clusters Score: Raw -1189007.912946 + Penalty 3006.419703 = -1186001.493243 nChanged 5 SP:Iteration 29Q (8697.310000 sec): 3 clusters Score: Raw -1189008.179800 + Penalty 3006.419703 = -1186001.760098 nChanged 4 SP:Iteration 30Q (8697.570000 sec): 3 clusters Score: Raw -1189008.714908 + Penalty 3006.419703 = -1186002.295205 nChanged 3 SP:Iteration 31Q (8697.790000 sec): 3 clusters Score: Raw -1189008.952545 + Penalty 3006.419703 = -1186002.532843 nChanged 3 SP:Iteration 32Q (8698.040000 sec): 3 clusters Score: Raw -1189009.254117 + Penalty 3006.419703 = -1186002.834414 nChanged 2 SP:Iteration 33Q (8698.290000 sec): 3 clusters Score: Raw -1189009.434885 + Penalty 3006.419703 = -1186003.015183 nChanged 1 SP:Iteration 34Q (8698.530000 sec): 3 clusters Score: Raw -1189009.542939 + Penalty 3006.419703 = -1186003.123236 nChanged 3 SP:Iteration 35Q (8698.790000 sec): 3 clusters Score: Raw -1189009.859124 + Penalty 3006.419703 = -1186003.439421 nChanged 3 SP:Iteration 36Q (8699.060000 sec): 3 clusters Score: Raw -1189010.111248 + Penalty 3006.419703 = -1186003.691545 nChanged 1 SP:Iteration 37Q (8699.300000 sec): 3 clusters Score: Raw -1189010.195091 + Penalty 3006.419703 = -1186003.775389 nChanged 0 SP:Iteration 38F (8699.470000 sec): 3 clusters Score: Raw -1189010.195091 + Penalty 3006.419703 = -1186003.775389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 22 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8699.570000 sec): 2 clusters Score: Raw -54165.956167 + Penalty 1018.111447 = -53147.844720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8699.750000 sec): 3 clusters Score: Raw -54140.950763 + Penalty 2036.222894 = -52104.727869 nChanged 139 SP:Iteration 1F (8699.880000 sec): 3 clusters Score: Raw -54331.547010 + Penalty 2036.222894 = -52295.324115 nChanged 30 SP:Iteration 2F (8700.040000 sec): 3 clusters Score: Raw -54400.204123 + Penalty 2036.222894 = -52363.981229 nChanged 26 SP:Iteration 3Q (8700.210000 sec): 3 clusters Score: Raw -54444.831304 + Penalty 2036.222894 = -52408.608410 nChanged 16 SP:Iteration 4Q (8700.380000 sec): 3 clusters Score: Raw -54463.915894 + Penalty 2036.222894 = -52427.693000 nChanged 8 SP:Iteration 5Q (8700.590000 sec): 3 clusters Score: Raw -54473.291235 + Penalty 2036.222894 = -52437.068341 nChanged 5 SP:Iteration 6Q (8700.760000 sec): 3 clusters Score: Raw -54481.755695 + Penalty 2036.222894 = -52445.532801 nChanged 6 SP:Iteration 7Q (8700.950000 sec): 3 clusters Score: Raw -54490.101531 + Penalty 2036.222894 = -52453.878637 nChanged 6 SP:Iteration 8Q (8701.090000 sec): 3 clusters Score: Raw -54495.495813 + Penalty 2036.222894 = -52459.272919 nChanged 6 SP:Iteration 9Q (8701.270000 sec): 3 clusters Score: Raw -54504.864384 + Penalty 2036.222894 = -52468.641490 nChanged 7 SP:Iteration 10Q (8701.470000 sec): 3 clusters Score: Raw -54522.040280 + Penalty 2036.222894 = -52485.817386 nChanged 8 SP:Iteration 11Q (8701.640000 sec): 3 clusters Score: Raw -54542.531151 + Penalty 2036.222894 = -52506.308257 nChanged 8 SP:Iteration 12Q (8701.820000 sec): 3 clusters Score: Raw -54559.868473 + Penalty 2036.222894 = -52523.645578 nChanged 5 SP:Iteration 13Q (8702.020000 sec): 3 clusters Score: Raw -54568.580874 + Penalty 2036.222894 = -52532.357980 nChanged 1 SP:Iteration 14Q (8702.240000 sec): 3 clusters Score: Raw -54569.187866 + Penalty 2036.222894 = -52532.964972 nChanged 0 SP:Iteration 15F (8702.400000 sec): 3 clusters Score: Raw -54569.187866 + Penalty 2036.222894 = -52532.964972 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 23 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8702.500000 sec): 2 clusters Score: Raw -161421.363222 + Penalty 1193.726659 = -160227.636563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8702.690000 sec): 3 clusters Score: Raw -160842.364536 + Penalty 2387.453318 = -158454.911218 nChanged 512 SP:Iteration 1F (8702.880000 sec): 3 clusters Score: Raw -161193.946305 + Penalty 2387.453318 = -158806.492987 nChanged 102 SP:Iteration 2F (8703.190000 sec): 3 clusters Score: Raw -161283.921862 + Penalty 2387.453318 = -158896.468544 nChanged 81 SP:Iteration 3F (8703.390000 sec): 3 clusters Score: Raw -161342.393151 + Penalty 2387.453318 = -158954.939833 nChanged 46 SP:Iteration 4Q (8703.600000 sec): 3 clusters Score: Raw -161379.820216 + Penalty 2387.453318 = -158992.366898 nChanged 28 SP:Iteration 5Q (8703.750000 sec): 3 clusters Score: Raw -161401.452315 + Penalty 2387.453318 = -159013.998997 nChanged 25 SP:Iteration 6Q (8703.930000 sec): 3 clusters Score: Raw -161417.293798 + Penalty 2387.453318 = -159029.840480 nChanged 31 SP:Iteration 7Q (8704.120000 sec): 3 clusters Score: Raw -161438.701666 + Penalty 2387.453318 = -159051.248348 nChanged 30 SP:Iteration 8Q (8704.290000 sec): 3 clusters Score: Raw -161462.882521 + Penalty 2387.453318 = -159075.429203 nChanged 30 SP:Iteration 9Q (8704.480000 sec): 3 clusters Score: Raw -161490.548494 + Penalty 2387.453318 = -159103.095176 nChanged 36 SP:Iteration 10Q (8704.640000 sec): 3 clusters Score: Raw -161522.692049 + Penalty 2387.453318 = -159135.238730 nChanged 38 SP:Iteration 11Q (8704.850000 sec): 3 clusters Score: Raw -161564.412179 + Penalty 2387.453318 = -159176.958861 nChanged 52 SP:Iteration 12Q (8705.070000 sec): 3 clusters Score: Raw -161643.410761 + Penalty 2387.453318 = -159255.957442 nChanged 67 SP:Iteration 13Q (8705.210000 sec): 3 clusters Score: Raw -161777.238070 + Penalty 2387.453318 = -159389.784752 nChanged 67 SP:Iteration 14Q (8705.390000 sec): 3 clusters Score: Raw -161890.748358 + Penalty 2387.453318 = -159503.295040 nChanged 62 SP:Iteration 15Q (8705.570000 sec): 3 clusters Score: Raw -161990.331947 + Penalty 2387.453318 = -159602.878629 nChanged 44 SP:Iteration 16Q (8705.790000 sec): 3 clusters Score: Raw -162038.957705 + Penalty 2387.453318 = -159651.504387 nChanged 33 SP:Iteration 17Q (8705.930000 sec): 3 clusters Score: Raw -162074.564972 + Penalty 2387.453318 = -159687.111654 nChanged 21 SP:Iteration 18Q (8706.170000 sec): 3 clusters Score: Raw -162095.056943 + Penalty 2387.453318 = -159707.603625 nChanged 21 SP:Iteration 19Q (8706.330000 sec): 3 clusters Score: Raw -162115.495983 + Penalty 2387.453318 = -159728.042665 nChanged 26 SP:Iteration 20F (8706.550000 sec): 3 clusters Score: Raw -162135.559259 + Penalty 2387.453318 = -159748.105941 nChanged 16 SP:Iteration 21Q (8706.740000 sec): 3 clusters Score: Raw -162148.146458 + Penalty 2387.453318 = -159760.693140 nChanged 13 SP:Iteration 22Q (8706.890000 sec): 3 clusters Score: Raw -162156.500394 + Penalty 2387.453318 = -159769.047076 nChanged 6 SP:Iteration 23Q (8707.090000 sec): 3 clusters Score: Raw -162160.317463 + Penalty 2387.453318 = -159772.864144 nChanged 6 SP:Iteration 24Q (8707.300000 sec): 3 clusters Score: Raw -162162.799795 + Penalty 2387.453318 = -159775.346477 nChanged 3 SP:Iteration 25Q (8707.470000 sec): 3 clusters Score: Raw -162164.154744 + Penalty 2387.453318 = -159776.701426 nChanged 0 SP:Iteration 26F (8707.650000 sec): 3 clusters Score: Raw -162164.154744 + Penalty 2387.453318 = -159776.701426 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 24 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8707.740000 sec): 2 clusters Score: Raw -61766.339132 + Penalty 1019.648828 = -60746.690304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8707.890000 sec): 3 clusters Score: Raw -61666.225982 + Penalty 2039.297657 = -59626.928325 nChanged 112 SP:Iteration 1F (8708.140000 sec): 3 clusters Score: Raw -61801.208721 + Penalty 2039.297657 = -59761.911064 nChanged 30 SP:Iteration 2F (8708.310000 sec): 3 clusters Score: Raw -61843.533871 + Penalty 2039.297657 = -59804.236214 nChanged 14 SP:Iteration 3Q (8708.470000 sec): 3 clusters Score: Raw -61864.331046 + Penalty 2039.297657 = -59825.033389 nChanged 8 SP:Iteration 4Q (8708.680000 sec): 3 clusters Score: Raw -61873.461729 + Penalty 2039.297657 = -59834.164072 nChanged 2 SP:Iteration 5Q (8708.860000 sec): 3 clusters Score: Raw -61875.574509 + Penalty 2039.297657 = -59836.276853 nChanged 0 SP:Iteration 6F (8709.030000 sec): 3 clusters Score: Raw -61875.574509 + Penalty 2039.297657 = -59836.276853 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 25 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8709.160000 sec): 2 clusters Score: Raw -61341.392915 + Penalty 1023.877692 = -60317.515223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8709.370000 sec): 3 clusters Score: Raw -61227.319916 + Penalty 2047.755383 = -59179.564532 nChanged 125 SP:Iteration 1F (8709.590000 sec): 3 clusters Score: Raw -61405.502978 + Penalty 2047.755383 = -59357.747595 nChanged 34 SP:Iteration 2F (8709.800000 sec): 3 clusters Score: Raw -61466.513739 + Penalty 2047.755383 = -59418.758356 nChanged 16 SP:Iteration 3Q (8709.950000 sec): 3 clusters Score: Raw -61493.920333 + Penalty 2047.755383 = -59446.164949 nChanged 13 SP:Iteration 4Q (8710.120000 sec): 3 clusters Score: Raw -61509.005479 + Penalty 2047.755383 = -59461.250096 nChanged 1 SP:Iteration 5Q (8710.280000 sec): 3 clusters Score: Raw -61509.570825 + Penalty 2047.755383 = -59461.815442 nChanged 0 SP:Iteration 6F (8710.440000 sec): 3 clusters Score: Raw -61509.570825 + Penalty 2047.755383 = -59461.815442 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 26 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8710.540000 sec): 2 clusters Score: Raw -44621.900842 + Penalty 983.464490 = -43638.436352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8710.750000 sec): 3 clusters Score: Raw -44631.648942 + Penalty 1966.928980 = -42664.719963 nChanged 90 SP:Iteration 1F (8710.910000 sec): 3 clusters Score: Raw -44890.240101 + Penalty 1966.928980 = -42923.311121 nChanged 32 SP:Iteration 2F (8711.070000 sec): 3 clusters Score: Raw -45042.609187 + Penalty 1966.928980 = -43075.680207 nChanged 23 SP:Iteration 3F (8711.290000 sec): 3 clusters Score: Raw -45126.834822 + Penalty 1966.928980 = -43159.905842 nChanged 14 SP:Iteration 4Q (8711.430000 sec): 3 clusters Score: Raw -45173.618455 + Penalty 1966.928980 = -43206.689475 nChanged 13 SP:Iteration 5Q (8711.660000 sec): 3 clusters Score: Raw -45217.349289 + Penalty 1966.928980 = -43250.420309 nChanged 7 SP:Iteration 6Q (8711.850000 sec): 3 clusters Score: Raw -45247.588343 + Penalty 1966.928980 = -43280.659363 nChanged 6 SP:Iteration 7Q (8712.030000 sec): 3 clusters Score: Raw -45265.592921 + Penalty 1966.928980 = -43298.663941 nChanged 4 SP:Iteration 8Q (8712.230000 sec): 3 clusters Score: Raw -45280.641454 + Penalty 1966.928980 = -43313.712474 nChanged 2 SP:Iteration 9Q (8712.450000 sec): 3 clusters Score: Raw -45286.048441 + Penalty 1966.928980 = -43319.119461 nChanged 0 SP:Iteration 10F (8712.630000 sec): 3 clusters Score: Raw -45286.048441 + Penalty 1966.928980 = -43319.119461 nChanged 0 Memory request: 0.00 GB would take us to total of 2.79 GB. Trying to split cluster 27 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8712.690000 sec): 2 clusters Score: Raw -65092.622816 + Penalty 1049.734474 = -64042.888342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8712.830000 sec): 3 clusters Score: Raw -64947.673752 + Penalty 2099.468948 = -62848.204804 nChanged 174 SP:Iteration 1F (8713.030000 sec): 3 clusters Score: Raw -65192.349340 + Penalty 2099.468948 = -63092.880393 nChanged 49 SP:Iteration 2F (8713.180000 sec): 3 clusters Score: Raw -65266.661974 + Penalty 2099.468948 = -63167.193027 nChanged 23 SP:Iteration 3Q (8713.360000 sec): 3 clusters Score: Raw -65310.712716 + Penalty 2099.468948 = -63211.243769 nChanged 20 SP:Iteration 4Q (8713.590000 sec): 3 clusters Score: Raw -65376.956729 + Penalty 2099.468948 = -63277.487781 nChanged 23 SP:Iteration 5Q (8713.750000 sec): 3 clusters Score: Raw -65454.196496 + Penalty 2099.468948 = -63354.727548 nChanged 21 SP:Iteration 6Q (8713.940000 sec): 3 clusters Score: Raw -65523.654385 + Penalty 2099.468948 = -63424.185437 nChanged 18 SP:Iteration 7Q (8714.120000 sec): 3 clusters Score: Raw -65573.263843 + Penalty 2099.468948 = -63473.794896 nChanged 14 SP:Iteration 8Q (8714.320000 sec): 3 clusters Score: Raw -65615.215025 + Penalty 2099.468948 = -63515.746077 nChanged 13 SP:Iteration 9Q (8714.450000 sec): 3 clusters Score: Raw -65636.941977 + Penalty 2099.468948 = -63537.473029 nChanged 6 SP:Iteration 10Q (8714.630000 sec): 3 clusters Score: Raw -65647.365104 + Penalty 2099.468948 = -63547.896157 nChanged 3 SP:Iteration 11Q (8714.850000 sec): 3 clusters Score: Raw -65651.911771 + Penalty 2099.468948 = -63552.442823 nChanged 4 SP:Iteration 12Q (8715.040000 sec): 3 clusters Score: Raw -65659.312290 + Penalty 2099.468948 = -63559.843342 nChanged 3 SP:Iteration 13Q (8715.190000 sec): 3 clusters Score: Raw -65663.964021 + Penalty 2099.468948 = -63564.495073 nChanged 2 SP:Iteration 14Q (8715.410000 sec): 3 clusters Score: Raw -65666.873319 + Penalty 2099.468948 = -63567.404371 nChanged 1 SP:Iteration 15Q (8715.600000 sec): 3 clusters Score: Raw -65667.553740 + Penalty 2099.468948 = -63568.084792 nChanged 1 SP:Iteration 16Q (8715.760000 sec): 3 clusters Score: Raw -65668.460555 + Penalty 2099.468948 = -63568.991607 nChanged 1 SP:Iteration 17Q (8715.970000 sec): 3 clusters Score: Raw -65674.351513 + Penalty 2099.468948 = -63574.882565 nChanged 2 SP:Iteration 18Q (8716.130000 sec): 3 clusters Score: Raw -65679.215541 + Penalty 2099.468948 = -63579.746593 nChanged 0 SP:Iteration 19F (8716.350000 sec): 3 clusters Score: Raw -65679.215541 + Penalty 2099.468948 = -63579.746593 nChanged 0 ------ Evaluating fit on full set of 1161236 points ------ Score: Raw -128747643.779571 + Penalty 61271.417814 = -128686372.361757 Time taken for this iteration:5010.450000 seconds. 21->28 Clusters: Score -128686372.361757, best is -128695012.015788 Main iterations: 0 (time per iteration =inf ms) Total iterations: 13296 (time per iteration =223.924906 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 242459909568.000000 (time per metric unit =12.279579ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 5819037829632.000000 (time per metric unit=511.649115ps) That took 2977.305555 seconds.