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 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 (26.370000 sec): 19 clusters Score: Raw -40919600.633764 + Penalty 37634.165894 = -40881966.467871 nChanged 363851 Iteration 1F (37.990000 sec): 19 clusters Score: Raw -42230513.663328 + Penalty 37634.165894 = -42192879.497435 nChanged 132658 Iteration 2F (49.380000 sec): 19 clusters Score: Raw -42460827.767331 + Penalty 37634.165894 = -42423193.601437 nChanged 88309 Iteration 3F (61.310000 sec): 19 clusters Score: Raw -42584595.721124 + Penalty 37634.165894 = -42546961.555231 nChanged 69376 Iteration 4F (73.090000 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 (84.420000 sec): 18 clusters Score: Raw -42733760.991953 + Penalty 35543.378900 = -42698217.613053 nChanged 45359 Iteration 6F (94.440000 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 (105.210000 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 (116.440000 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 (124.030000 sec): 15 clusters Score: Raw -42843026.188466 + Penalty 29271.017917 = -42813755.170549 nChanged 11171 Iteration 10Q (131.050000 sec): 15 clusters Score: Raw -42851344.380724 + Penalty 29271.017917 = -42822073.362807 nChanged 5808 Iteration 11Q (138.420000 sec): 15 clusters Score: Raw -42853635.272866 + Penalty 29271.017917 = -42824364.254948 nChanged 4244 Iteration 12Q (145.990000 sec): 15 clusters Score: Raw -42855014.753141 + Penalty 29271.017917 = -42825743.735223 nChanged 3084 Iteration 13Q (154.150000 sec): 15 clusters Score: Raw -42855871.387600 + Penalty 29271.017917 = -42826600.369683 nChanged 2333 Iteration 14Q (161.180000 sec): 15 clusters Score: Raw -42856409.144414 + Penalty 29271.017917 = -42827138.126497 nChanged 1881 Iteration 15Q (168.550000 sec): 15 clusters Score: Raw -42856916.332377 + Penalty 29271.017917 = -42827645.314460 nChanged 1677 Iteration 16Q (175.750000 sec): 15 clusters Score: Raw -42857471.748342 + Penalty 29271.017917 = -42828200.730425 nChanged 1431 Iteration 17Q (182.630000 sec): 15 clusters Score: Raw -42857965.735778 + Penalty 29271.017917 = -42828694.717861 nChanged 1216 Iteration 18Q (189.660000 sec): 15 clusters Score: Raw -42858483.257049 + Penalty 29271.017917 = -42829212.239132 nChanged 1074 Iteration 19Q (196.430000 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 (196.630000 sec): 2 clusters Score: Raw -190400.329118 + Penalty 1217.664053 = -189182.665065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.820000 sec): 3 clusters Score: Raw -189727.557373 + Penalty 2435.328106 = -187292.229267 nChanged 623 SP:Iteration 1F (196.980000 sec): 3 clusters Score: Raw -190225.845907 + Penalty 2435.328106 = -187790.517801 nChanged 205 SP:Iteration 2F (197.140000 sec): 3 clusters Score: Raw -190459.751692 + Penalty 2435.328106 = -188024.423586 nChanged 134 SP:Iteration 3F (197.370000 sec): 3 clusters Score: Raw -190620.662006 + Penalty 2435.328106 = -188185.333901 nChanged 104 SP:Iteration 4F (197.530000 sec): 3 clusters Score: Raw -190810.081500 + Penalty 2435.328106 = -188374.753394 nChanged 103 SP:Iteration 5F (197.760000 sec): 3 clusters Score: Raw -191013.898123 + Penalty 2435.328106 = -188578.570017 nChanged 100 SP:Iteration 6F (197.930000 sec): 3 clusters Score: Raw -191261.351343 + Penalty 2435.328106 = -188826.023238 nChanged 111 SP:Iteration 7F (198.130000 sec): 3 clusters Score: Raw -191730.853358 + Penalty 2435.328106 = -189295.525252 nChanged 84 SP:Iteration 8Q (198.340000 sec): 3 clusters Score: Raw -192029.469342 + Penalty 2435.328106 = -189594.141236 nChanged 72 SP:Iteration 9Q (198.520000 sec): 3 clusters Score: Raw -192284.875871 + Penalty 2435.328106 = -189849.547766 nChanged 63 SP:Iteration 10Q (198.730000 sec): 3 clusters Score: Raw -192514.140959 + Penalty 2435.328106 = -190078.812853 nChanged 57 SP:Iteration 11Q (198.920000 sec): 3 clusters Score: Raw -192692.576086 + Penalty 2435.328106 = -190257.247980 nChanged 49 SP:Iteration 12Q (199.060000 sec): 3 clusters Score: Raw -192834.889399 + Penalty 2435.328106 = -190399.561293 nChanged 38 SP:Iteration 13Q (199.250000 sec): 3 clusters Score: Raw -192935.241512 + Penalty 2435.328106 = -190499.913407 nChanged 20 SP:Iteration 14Q (199.410000 sec): 3 clusters Score: Raw -192984.443337 + Penalty 2435.328106 = -190549.115231 nChanged 15 SP:Iteration 15Q (199.600000 sec): 3 clusters Score: Raw -193015.018294 + Penalty 2435.328106 = -190579.690189 nChanged 5 SP:Iteration 16Q (199.780000 sec): 3 clusters Score: Raw -193029.204420 + Penalty 2435.328106 = -190593.876314 nChanged 8 SP:Iteration 17Q (199.920000 sec): 3 clusters Score: Raw -193043.115173 + Penalty 2435.328106 = -190607.787067 nChanged 1 SP:Iteration 18Q (200.140000 sec): 3 clusters Score: Raw -193044.781889 + Penalty 2435.328106 = -190609.453783 nChanged 0 SP:Iteration 19F (200.280000 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 (200.360000 sec): 2 clusters Score: Raw -236403.772035 + Penalty 1255.366131 = -235148.405904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.540000 sec): 3 clusters Score: Raw -235603.689914 + Penalty 2510.732262 = -233092.957651 nChanged 886 SP:Iteration 1F (200.690000 sec): 3 clusters Score: Raw -237480.048710 + Penalty 2510.732262 = -234969.316447 nChanged 389 SP:Iteration 2F (200.890000 sec): 3 clusters Score: Raw -238566.071669 + Penalty 2510.732262 = -236055.339407 nChanged 267 SP:Iteration 3F (201.100000 sec): 3 clusters Score: Raw -239185.891995 + Penalty 2510.732262 = -236675.159733 nChanged 116 SP:Iteration 4F (201.240000 sec): 3 clusters Score: Raw -239396.341857 + Penalty 2510.732262 = -236885.609595 nChanged 59 SP:Iteration 5Q (201.390000 sec): 3 clusters Score: Raw -239493.449687 + Penalty 2510.732262 = -236982.717425 nChanged 37 SP:Iteration 6Q (201.560000 sec): 3 clusters Score: Raw -239561.912450 + Penalty 2510.732262 = -237051.180188 nChanged 33 SP:Iteration 7Q (201.710000 sec): 3 clusters Score: Raw -239619.854484 + Penalty 2510.732262 = -237109.122222 nChanged 23 SP:Iteration 8Q (201.880000 sec): 3 clusters Score: Raw -239721.652153 + Penalty 2510.732262 = -237210.919891 nChanged 36 SP:Iteration 9Q (202.110000 sec): 3 clusters Score: Raw -239978.887879 + Penalty 2510.732262 = -237468.155616 nChanged 32 SP:Iteration 10Q (202.270000 sec): 3 clusters Score: Raw -240048.133324 + Penalty 2510.732262 = -237537.401061 nChanged 16 SP:Iteration 11Q (202.470000 sec): 3 clusters Score: Raw -240065.865591 + Penalty 2510.732262 = -237555.133329 nChanged 11 SP:Iteration 12Q (202.680000 sec): 3 clusters Score: Raw -240076.591995 + Penalty 2510.732262 = -237565.859733 nChanged 17 SP:Iteration 13Q (202.810000 sec): 3 clusters Score: Raw -240099.752920 + Penalty 2510.732262 = -237589.020657 nChanged 20 SP:Iteration 14Q (202.960000 sec): 3 clusters Score: Raw -240130.283125 + Penalty 2510.732262 = -237619.550863 nChanged 17 SP:Iteration 15Q (203.140000 sec): 3 clusters Score: Raw -240148.656189 + Penalty 2510.732262 = -237637.923926 nChanged 9 SP:Iteration 16Q (203.350000 sec): 3 clusters Score: Raw -240154.516999 + Penalty 2510.732262 = -237643.784737 nChanged 5 SP:Iteration 17Q (203.540000 sec): 3 clusters Score: Raw -240157.364636 + Penalty 2510.732262 = -237646.632373 nChanged 5 SP:Iteration 18Q (203.760000 sec): 3 clusters Score: Raw -240160.407502 + Penalty 2510.732262 = -237649.675239 nChanged 3 SP:Iteration 19Q (203.930000 sec): 3 clusters Score: Raw -240161.428071 + Penalty 2510.732262 = -237650.695808 nChanged 1 SP:Iteration 20F (204.120000 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 (204.310000 sec): 2 clusters Score: Raw -2265758.715251 + Penalty 1608.640949 = -2264150.074302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.590000 sec): 3 clusters Score: Raw -2253923.406966 + Penalty 3217.281898 = -2250706.125068 nChanged 8882 SP:Iteration 1F (204.890000 sec): 3 clusters Score: Raw -2258879.401842 + Penalty 3217.281898 = -2255662.119944 nChanged 1227 SP:Iteration 2F (205.110000 sec): 3 clusters Score: Raw -2259531.725628 + Penalty 3217.281898 = -2256314.443730 nChanged 1282 SP:Iteration 3F (205.380000 sec): 3 clusters Score: Raw -2260401.888495 + Penalty 3217.281898 = -2257184.606597 nChanged 1494 SP:Iteration 4F (205.650000 sec): 3 clusters Score: Raw -2261700.814832 + Penalty 3217.281898 = -2258483.532934 nChanged 1650 SP:Iteration 5F (205.910000 sec): 3 clusters Score: Raw -2263254.792748 + Penalty 3217.281898 = -2260037.510850 nChanged 1547 SP:Iteration 6F (206.180000 sec): 3 clusters Score: Raw -2264614.068133 + Penalty 3217.281898 = -2261396.786234 nChanged 1233 SP:Iteration 7F (206.490000 sec): 3 clusters Score: Raw -2265591.069607 + Penalty 3217.281898 = -2262373.787709 nChanged 953 SP:Iteration 8Q (206.740000 sec): 3 clusters Score: Raw -2266344.475656 + Penalty 3217.281898 = -2263127.193758 nChanged 896 SP:Iteration 9Q (206.960000 sec): 3 clusters Score: Raw -2267299.646392 + Penalty 3217.281898 = -2264082.364494 nChanged 969 SP:Iteration 10Q (207.230000 sec): 3 clusters Score: Raw -2268949.192935 + Penalty 3217.281898 = -2265731.911037 nChanged 1022 SP:Iteration 11F (207.500000 sec): 3 clusters Score: Raw -2271372.504251 + Penalty 3217.281898 = -2268155.222353 nChanged 739 SP:Iteration 12Q (207.770000 sec): 3 clusters Score: Raw -2272761.964228 + Penalty 3217.281898 = -2269544.682330 nChanged 242 SP:Iteration 13Q (208.010000 sec): 3 clusters Score: Raw -2272910.043381 + Penalty 3217.281898 = -2269692.761482 nChanged 60 SP:Iteration 14Q (208.280000 sec): 3 clusters Score: Raw -2272921.641545 + Penalty 3217.281898 = -2269704.359647 nChanged 20 SP:Iteration 15Q (208.520000 sec): 3 clusters Score: Raw -2272923.944170 + Penalty 3217.281898 = -2269706.662272 nChanged 7 SP:Iteration 16Q (208.770000 sec): 3 clusters Score: Raw -2272924.301339 + Penalty 3217.281898 = -2269707.019441 nChanged 2 SP:Iteration 17Q (208.990000 sec): 3 clusters Score: Raw -2272924.401374 + Penalty 3217.281898 = -2269707.119476 nChanged 1 SP:Iteration 18Q (209.230000 sec): 3 clusters Score: Raw -2272924.428297 + Penalty 3217.281898 = -2269707.146399 nChanged 2 SP:Iteration 19Q (209.450000 sec): 3 clusters Score: Raw -2272924.473307 + Penalty 3217.281898 = -2269707.191409 nChanged 1 SP:Iteration 20F (209.670000 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 (209.770000 sec): 2 clusters Score: Raw -987242.076588 + Penalty 1483.360256 = -985758.716332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.990000 sec): 3 clusters Score: Raw -982168.407684 + Penalty 2966.720513 = -979201.687171 nChanged 3900 SP:Iteration 1F (210.170000 sec): 3 clusters Score: Raw -984305.922520 + Penalty 2966.720513 = -981339.202007 nChanged 607 SP:Iteration 2F (210.400000 sec): 3 clusters Score: Raw -984625.062792 + Penalty 2966.720513 = -981658.342279 nChanged 504 SP:Iteration 3F (210.590000 sec): 3 clusters Score: Raw -984913.083665 + Penalty 2966.720513 = -981946.363152 nChanged 538 SP:Iteration 4F (210.840000 sec): 3 clusters Score: Raw -985217.568225 + Penalty 2966.720513 = -982250.847713 nChanged 546 SP:Iteration 5F (211.080000 sec): 3 clusters Score: Raw -985546.896697 + Penalty 2966.720513 = -982580.176184 nChanged 536 SP:Iteration 6F (211.260000 sec): 3 clusters Score: Raw -985901.800151 + Penalty 2966.720513 = -982935.079638 nChanged 514 SP:Iteration 7F (211.470000 sec): 3 clusters Score: Raw -986243.197647 + Penalty 2966.720513 = -983276.477135 nChanged 484 SP:Iteration 8F (211.650000 sec): 3 clusters Score: Raw -986540.158598 + Penalty 2966.720513 = -983573.438085 nChanged 411 SP:Iteration 9Q (211.870000 sec): 3 clusters Score: Raw -986787.339457 + Penalty 2966.720513 = -983820.618944 nChanged 353 SP:Iteration 10Q (212.060000 sec): 3 clusters Score: Raw -986987.100701 + Penalty 2966.720513 = -984020.380188 nChanged 299 SP:Iteration 11Q (212.270000 sec): 3 clusters Score: Raw -987164.218859 + Penalty 2966.720513 = -984197.498346 nChanged 277 SP:Iteration 12Q (212.500000 sec): 3 clusters Score: Raw -987340.612248 + Penalty 2966.720513 = -984373.891735 nChanged 257 SP:Iteration 13Q (212.740000 sec): 3 clusters Score: Raw -987510.538982 + Penalty 2966.720513 = -984543.818469 nChanged 217 SP:Iteration 14Q (212.960000 sec): 3 clusters Score: Raw -987659.104020 + Penalty 2966.720513 = -984692.383507 nChanged 163 SP:Iteration 15Q (213.140000 sec): 3 clusters Score: Raw -987770.175421 + Penalty 2966.720513 = -984803.454908 nChanged 142 SP:Iteration 16Q (213.370000 sec): 3 clusters Score: Raw -987869.805482 + Penalty 2966.720513 = -984903.084969 nChanged 112 SP:Iteration 17Q (213.590000 sec): 3 clusters Score: Raw -987946.544747 + Penalty 2966.720513 = -984979.824234 nChanged 84 SP:Iteration 18Q (213.800000 sec): 3 clusters Score: Raw -988008.308532 + Penalty 2966.720513 = -985041.588019 nChanged 68 SP:Iteration 19Q (214.030000 sec): 3 clusters Score: Raw -988056.703221 + Penalty 2966.720513 = -985089.982708 nChanged 37 SP:Iteration 20F (214.220000 sec): 3 clusters Score: Raw -988080.011102 + Penalty 2966.720513 = -985113.290589 nChanged 21 SP:Iteration 21Q (214.390000 sec): 3 clusters Score: Raw -988089.357238 + Penalty 2966.720513 = -985122.636725 nChanged 24 SP:Iteration 22Q (214.610000 sec): 3 clusters Score: Raw -988102.930264 + Penalty 2966.720513 = -985136.209751 nChanged 13 SP:Iteration 23Q (214.810000 sec): 3 clusters Score: Raw -988109.999337 + Penalty 2966.720513 = -985143.278824 nChanged 12 SP:Iteration 24Q (215.000000 sec): 3 clusters Score: Raw -988117.854140 + Penalty 2966.720513 = -985151.133627 nChanged 8 SP:Iteration 25Q (215.190000 sec): 3 clusters Score: Raw -988121.381011 + Penalty 2966.720513 = -985154.660498 nChanged 7 SP:Iteration 26Q (215.310000 sec): 3 clusters Score: Raw -988124.850737 + Penalty 2966.720513 = -985158.130224 nChanged 5 SP:Iteration 27Q (215.510000 sec): 3 clusters Score: Raw -988127.241640 + Penalty 2966.720513 = -985160.521127 nChanged 4 SP:Iteration 28Q (215.720000 sec): 3 clusters Score: Raw -988129.490214 + Penalty 2966.720513 = -985162.769701 nChanged 4 SP:Iteration 29Q (215.940000 sec): 3 clusters Score: Raw -988130.429979 + Penalty 2966.720513 = -985163.709466 nChanged 0 SP:Iteration 30F (216.140000 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 (216.240000 sec): 2 clusters Score: Raw -134548.611778 + Penalty 1158.641008 = -133389.970770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.440000 sec): 3 clusters Score: Raw -134156.653107 + Penalty 2317.282016 = -131839.371091 nChanged 420 SP:Iteration 1F (216.620000 sec): 3 clusters Score: Raw -134891.504878 + Penalty 2317.282016 = -132574.222862 nChanged 174 SP:Iteration 2F (216.780000 sec): 3 clusters Score: Raw -135520.197878 + Penalty 2317.282016 = -133202.915862 nChanged 131 SP:Iteration 3F (216.940000 sec): 3 clusters Score: Raw -135889.321030 + Penalty 2317.282016 = -133572.039014 nChanged 66 SP:Iteration 4F (217.160000 sec): 3 clusters Score: Raw -136072.535829 + Penalty 2317.282016 = -133755.253813 nChanged 34 SP:Iteration 5Q (217.260000 sec): 3 clusters Score: Raw -136137.498048 + Penalty 2317.282016 = -133820.216032 nChanged 15 SP:Iteration 6Q (217.440000 sec): 3 clusters Score: Raw -136154.914590 + Penalty 2317.282016 = -133837.632575 nChanged 9 SP:Iteration 7Q (217.640000 sec): 3 clusters Score: Raw -136168.540377 + Penalty 2317.282016 = -133851.258362 nChanged 7 SP:Iteration 8Q (217.840000 sec): 3 clusters Score: Raw -136180.123444 + Penalty 2317.282016 = -133862.841428 nChanged 4 SP:Iteration 9Q (217.970000 sec): 3 clusters Score: Raw -136187.032268 + Penalty 2317.282016 = -133869.750252 nChanged 7 SP:Iteration 10Q (218.140000 sec): 3 clusters Score: Raw -136199.739695 + Penalty 2317.282016 = -133882.457679 nChanged 6 SP:Iteration 11Q (218.300000 sec): 3 clusters Score: Raw -136207.111351 + Penalty 2317.282016 = -133889.829335 nChanged 2 SP:Iteration 12Q (218.420000 sec): 3 clusters Score: Raw -136209.344726 + Penalty 2317.282016 = -133892.062710 nChanged 2 SP:Iteration 13Q (218.630000 sec): 3 clusters Score: Raw -136211.169967 + Penalty 2317.282016 = -133893.887951 nChanged 1 SP:Iteration 14Q (218.790000 sec): 3 clusters Score: Raw -136212.157477 + Penalty 2317.282016 = -133894.875461 nChanged 2 SP:Iteration 15Q (218.910000 sec): 3 clusters Score: Raw -136216.442752 + Penalty 2317.282016 = -133899.160737 nChanged 4 SP:Iteration 16Q (219.110000 sec): 3 clusters Score: Raw -136223.153155 + Penalty 2317.282016 = -133905.871139 nChanged 3 SP:Iteration 17Q (219.260000 sec): 3 clusters Score: Raw -136227.118759 + Penalty 2317.282016 = -133909.836743 nChanged 3 SP:Iteration 18Q (219.460000 sec): 3 clusters Score: Raw -136229.537031 + Penalty 2317.282016 = -133912.255015 nChanged 1 SP:Iteration 19Q (219.610000 sec): 3 clusters Score: Raw -136230.330739 + Penalty 2317.282016 = -133913.048723 nChanged 0 SP:Iteration 20F (219.750000 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 (219.950000 sec): 2 clusters Score: Raw -2269286.145801 + Penalty 1609.072794 = -2267677.073007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.190000 sec): 3 clusters Score: Raw -2257299.193327 + Penalty 3218.145589 = -2254081.047739 nChanged 9018 SP:Iteration 1F (220.450000 sec): 3 clusters Score: Raw -2262379.860302 + Penalty 3218.145589 = -2259161.714714 nChanged 1120 SP:Iteration 2F (220.720000 sec): 3 clusters Score: Raw -2262970.158688 + Penalty 3218.145589 = -2259752.013100 nChanged 1153 SP:Iteration 3F (220.950000 sec): 3 clusters Score: Raw -2263590.899885 + Penalty 3218.145589 = -2260372.754297 nChanged 1154 SP:Iteration 4F (221.190000 sec): 3 clusters Score: Raw -2264288.146640 + Penalty 3218.145589 = -2261070.001052 nChanged 1169 SP:Iteration 5F (221.430000 sec): 3 clusters Score: Raw -2265059.214303 + Penalty 3218.145589 = -2261841.068715 nChanged 1176 SP:Iteration 6F (221.660000 sec): 3 clusters Score: Raw -2265918.292731 + Penalty 3218.145589 = -2262700.147143 nChanged 1112 SP:Iteration 7F (221.940000 sec): 3 clusters Score: Raw -2266828.440698 + Penalty 3218.145589 = -2263610.295110 nChanged 1078 SP:Iteration 8F (222.250000 sec): 3 clusters Score: Raw -2267828.618316 + Penalty 3218.145589 = -2264610.472727 nChanged 983 SP:Iteration 9Q (222.510000 sec): 3 clusters Score: Raw -2268777.188159 + Penalty 3218.145589 = -2265559.042570 nChanged 811 SP:Iteration 10Q (222.770000 sec): 3 clusters Score: Raw -2269443.046803 + Penalty 3218.145589 = -2266224.901215 nChanged 601 SP:Iteration 11Q (222.990000 sec): 3 clusters Score: Raw -2269828.411008 + Penalty 3218.145589 = -2266610.265419 nChanged 472 SP:Iteration 12Q (223.280000 sec): 3 clusters Score: Raw -2270049.133019 + Penalty 3218.145589 = -2266830.987430 nChanged 352 SP:Iteration 13Q (223.540000 sec): 3 clusters Score: Raw -2270176.409164 + Penalty 3218.145589 = -2266958.263575 nChanged 274 SP:Iteration 14Q (223.770000 sec): 3 clusters Score: Raw -2270254.611712 + Penalty 3218.145589 = -2267036.466124 nChanged 206 SP:Iteration 15Q (224.070000 sec): 3 clusters Score: Raw -2270309.915314 + Penalty 3218.145589 = -2267091.769726 nChanged 182 SP:Iteration 16Q (224.350000 sec): 3 clusters Score: Raw -2270352.408645 + Penalty 3218.145589 = -2267134.263056 nChanged 172 SP:Iteration 17Q (224.610000 sec): 3 clusters Score: Raw -2270392.077234 + Penalty 3218.145589 = -2267173.931646 nChanged 157 SP:Iteration 18Q (224.880000 sec): 3 clusters Score: Raw -2270438.569535 + Penalty 3218.145589 = -2267220.423946 nChanged 183 SP:Iteration 19Q (225.100000 sec): 3 clusters Score: Raw -2270488.871194 + Penalty 3218.145589 = -2267270.725605 nChanged 191 SP:Iteration 20F (225.360000 sec): 3 clusters Score: Raw -2270542.264471 + Penalty 3218.145589 = -2267324.118882 nChanged 216 SP:Iteration 21Q (225.630000 sec): 3 clusters Score: Raw -2270608.183588 + Penalty 3218.145589 = -2267390.037999 nChanged 219 SP:Iteration 22Q (225.860000 sec): 3 clusters Score: Raw -2270680.442299 + Penalty 3218.145589 = -2267462.296710 nChanged 249 SP:Iteration 23Q (226.090000 sec): 3 clusters Score: Raw -2270774.000238 + Penalty 3218.145589 = -2267555.854649 nChanged 272 SP:Iteration 24Q (226.370000 sec): 3 clusters Score: Raw -2270870.742732 + Penalty 3218.145589 = -2267652.597144 nChanged 262 SP:Iteration 25Q (226.610000 sec): 3 clusters Score: Raw -2270963.200199 + Penalty 3218.145589 = -2267745.054610 nChanged 272 SP:Iteration 26Q (226.860000 sec): 3 clusters Score: Raw -2271063.479284 + Penalty 3218.145589 = -2267845.333695 nChanged 279 SP:Iteration 27Q (227.140000 sec): 3 clusters Score: Raw -2271173.004532 + Penalty 3218.145589 = -2267954.858943 nChanged 287 SP:Iteration 28Q (227.410000 sec): 3 clusters Score: Raw -2271286.660096 + Penalty 3218.145589 = -2268068.514507 nChanged 304 SP:Iteration 29Q (227.650000 sec): 3 clusters Score: Raw -2271415.985286 + Penalty 3218.145589 = -2268197.839697 nChanged 305 SP:Iteration 30Q (227.960000 sec): 3 clusters Score: Raw -2271546.960323 + Penalty 3218.145589 = -2268328.814734 nChanged 326 SP:Iteration 31Q (228.150000 sec): 3 clusters Score: Raw -2271693.080300 + Penalty 3218.145589 = -2268474.934711 nChanged 333 SP:Iteration 32Q (228.430000 sec): 3 clusters Score: Raw -2271858.255142 + Penalty 3218.145589 = -2268640.109553 nChanged 347 SP:Iteration 33Q (228.670000 sec): 3 clusters Score: Raw -2272030.868802 + Penalty 3218.145589 = -2268812.723213 nChanged 309 SP:Iteration 34Q (228.950000 sec): 3 clusters Score: Raw -2272189.776730 + Penalty 3218.145589 = -2268971.631142 nChanged 341 SP:Iteration 35Q (229.190000 sec): 3 clusters Score: Raw -2272365.504857 + Penalty 3218.145589 = -2269147.359268 nChanged 292 SP:Iteration 36Q (229.470000 sec): 3 clusters Score: Raw -2272525.494255 + Penalty 3218.145589 = -2269307.348666 nChanged 278 SP:Iteration 37Q (229.710000 sec): 3 clusters Score: Raw -2272660.052656 + Penalty 3218.145589 = -2269441.907068 nChanged 240 SP:Iteration 38Q (229.930000 sec): 3 clusters Score: Raw -2272785.421076 + Penalty 3218.145589 = -2269567.275487 nChanged 196 SP:Iteration 39Q (230.200000 sec): 3 clusters Score: Raw -2272876.934033 + Penalty 3218.145589 = -2269658.788444 nChanged 142 SP:Iteration 40F (230.470000 sec): 3 clusters Score: Raw -2273054.076679 + Penalty 3218.145589 = -2269835.931091 nChanged 257 SP:Iteration 41Q (230.740000 sec): 3 clusters Score: Raw -2273266.497063 + Penalty 3218.145589 = -2270048.351475 nChanged 289 SP:Iteration 42Q (231.010000 sec): 3 clusters Score: Raw -2273506.535493 + Penalty 3218.145589 = -2270288.389904 nChanged 300 SP:Iteration 43Q (231.260000 sec): 3 clusters Score: Raw -2273818.823501 + Penalty 3218.145589 = -2270600.677913 nChanged 308 SP:Iteration 44Q (231.520000 sec): 3 clusters Score: Raw -2274218.966830 + Penalty 3218.145589 = -2271000.821242 nChanged 304 SP:Iteration 45Q (231.740000 sec): 3 clusters Score: Raw -2274735.337245 + Penalty 3218.145589 = -2271517.191657 nChanged 268 SP:Iteration 46Q (231.980000 sec): 3 clusters Score: Raw -2275201.941002 + Penalty 3218.145589 = -2271983.795414 nChanged 195 SP:Iteration 47Q (232.240000 sec): 3 clusters Score: Raw -2275445.328731 + Penalty 3218.145589 = -2272227.183142 nChanged 136 SP:Iteration 48Q (232.500000 sec): 3 clusters Score: Raw -2275576.067734 + Penalty 3218.145589 = -2272357.922145 nChanged 108 SP:Iteration 49Q (232.780000 sec): 3 clusters Score: Raw -2275643.075758 + Penalty 3218.145589 = -2272424.930169 nChanged 73 SP:Iteration 50Q (233.020000 sec): 3 clusters Score: Raw -2275679.186843 + Penalty 3218.145589 = -2272461.041254 nChanged 56 SP:Iteration 51Q (233.290000 sec): 3 clusters Score: Raw -2275704.990244 + Penalty 3218.145589 = -2272486.844656 nChanged 49 SP:Iteration 52Q (233.530000 sec): 3 clusters Score: Raw -2275722.176028 + Penalty 3218.145589 = -2272504.030439 nChanged 50 SP:Iteration 53Q (233.760000 sec): 3 clusters Score: Raw -2275739.587825 + Penalty 3218.145589 = -2272521.442237 nChanged 62 SP:Iteration 54Q (234.030000 sec): 3 clusters Score: Raw -2275764.075840 + Penalty 3218.145589 = -2272545.930252 nChanged 58 SP:Iteration 55Q (234.330000 sec): 3 clusters Score: Raw -2275782.884318 + Penalty 3218.145589 = -2272564.738729 nChanged 43 SP:Iteration 56Q (234.540000 sec): 3 clusters Score: Raw -2275793.026225 + Penalty 3218.145589 = -2272574.880637 nChanged 38 SP:Iteration 57Q (234.820000 sec): 3 clusters Score: Raw -2275800.153607 + Penalty 3218.145589 = -2272582.008019 nChanged 26 SP:Iteration 58Q (235.010000 sec): 3 clusters Score: Raw -2275804.366683 + Penalty 3218.145589 = -2272586.221094 nChanged 21 SP:Iteration 59Q (235.200000 sec): 3 clusters Score: Raw -2275810.053047 + Penalty 3218.145589 = -2272591.907458 nChanged 22 SP:Iteration 60F (235.460000 sec): 3 clusters Score: Raw -2275828.561369 + Penalty 3218.145589 = -2272610.415781 nChanged 29 SP:Iteration 61Q (235.680000 sec): 3 clusters Score: Raw -2275835.618084 + Penalty 3218.145589 = -2272617.472495 nChanged 26 SP:Iteration 62Q (235.930000 sec): 3 clusters Score: Raw -2275839.890087 + Penalty 3218.145589 = -2272621.744498 nChanged 27 SP:Iteration 63Q (236.190000 sec): 3 clusters Score: Raw -2275843.947487 + Penalty 3218.145589 = -2272625.801898 nChanged 18